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https://openalex.org/W4287693601
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https://zenodo.org/records/6367371/files/2011.02838.pdf
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English
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Real-time parameter inference in reduced-order flame models with heteroscedastic Bayesian neural network ensembles
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Zenodo (CERN European Organization for Nuclear Research)
| 2,020
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cc-by
| 2,938
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Real-time parameter inference in reduced-order flame
models with heteroscedastic Bayesian neural network
ensembles Real-time parameter inference in reduced-order flame
models with heteroscedastic Bayesian neural network
ensembles Matthew P. Juniper
Department of Engineering
University of Cambridge
Cambridge, UK
mpj1001@cam.ac.uk Ushnish Sengupta ∗
Department of Engineering
University of Cambridge
Cambridge, UK
us271@cam.ac.uk Matthew P. Juniper
Department of Engineering
University of Cambridge
Cambridge, UK
mpj1001@cam.ac.uk Matthew P. Juniper
Department of Engineering
University of Cambridge
Cambridge, UK
mpj1001@cam.ac.uk Ushnish Sengupta ∗
Department of Engineering
University of Cambridge
Cambridge, UK
us271@cam.ac.uk Maximilian L. Croci ∗
Department of Engineering
University of Cambridge
Cambridge, UK
mlc70@cam.ac.uk Maximilian L. Croci ∗
Department of Engineering
University of Cambridge
Cambridge, UK
mlc70@cam.ac.uk v:2011.02838v1 [cs.LG] 11 Oct 2020 arXiv:2011.02838v1 [cs.LG] 11 Oct 2020 arXiv:2011.02838v1 [cs.LG] 11 Oct Abstract The estimation of model parameters with uncertainties from observed data is an ubiquitous
inverse problem in science and engineering. In this paper, we suggest an inexpensive and
easy to implement parameter estimation technique that uses a heteroscedastic Bayesian
Neural Network trained using anchored ensembling. The heteroscedastic aleatoric error of
the network models the irreducible uncertainty due to parameter degeneracies in our inverse
problem, while the epistemic uncertainty of the Bayesian model captures uncertainties which
may arise from an input observation’s out-of-distribution nature. We use this tool to perform
real-time parameter inference in a 6 parameter G-equation model of a ducted, premixed flame
from observations of acoustically excited flames. We train our networks on a library of 2.1
million simulated flame videos. Results on the test dataset of simulated flames show that the
network recovers flame model parameters, with the correlation coefficient between predicted
and true parameters ranging from 0.97 to 0.99, and well-calibrated uncertainty estimates. The trained neural networks are then used to infer model parameters from real videos of
a premixed Bunsen flame captured using a high-speed camera in our lab. Re-simulation
using inferred parameters shows excellent agreement between the real and simulated flames. Compared to Ensemble Kalman Filter-based tools that have been proposed for this problem
in the combustion literature, our neural network ensemble achieves better data-efficiency and
our sub-millisecond inference times represent a savings on computational costs by several
orders of magnitude. This allows us to calibrate our reduced order flame model in real-time
and predict the thermoacoustic instability behaviour of the flame more accurately. ∗The first two authors contributed equally to this work. Machine Learning and the Physical Sciences workshop at the 34th Conference on Neural Information Processing Systems
(NeurIPS 2020), Vancouver, Canada. 1
Introduction Complex, nonlinear physical models of engineering systems give rise to challenging inverse problems which
require the estimation of unknown model parameters from observations, along with uncertainty quantification. With the growing popularity of digital twins [1], there is also a need to do bring down the computational
cost of parameter inference such that these models may be updated in real-time using the latest sensor
observations. Traditional filtering-based techniques require the system to be simulated in parallel, which
becomes infeasible if the underlying model is computationally expensive to simulate. Amortized inference
using neural networks [2] circumvents this problem by having an expensive offline training phase, where a
surrogate of the approximate posterior p(θ|z) is learnt from a library of simulator-generated observations zi
corresponding to input parameters θi, typically using normalizing flow-based methods [3] [4]. The surrogate
can then be rapidly evaluated online to perform parameter inference on new observed data. Machine Learning and the Physical Sciences workshop at the 34th Conference on Neural Information Processing Systems
(NeurIPS 2020), Vancouver, Canada. The physical model that motivated this paper is a reduced order kinematic model for flames that captures
the response of a ducted premixed flame to acoustic perturbations, known as the G-equation[5]. An accurate
description of this response is necessary because the interplay between acoustic waves and the heat release rate
of the flame can lead to undesirable thermoacoustic instabilities, which have presented an obstinate challenge
to designers of high-energy density combustors [6]. Previous studies [7][8] have reported that calibrating the
parameters of the G-equation model parameters using the Ensemble Kalman Filter can make it quantitatively
accurate and reproduce the experimentally observed behaviour of acoustically forced flames. To achieve a
converged estimate of the parameters, however, the ensemble Kalman filter needs a long sequence of flame
observations, the assimilation of which requires that multiple instances of the G-equation solver be run for
hours. The Ensemble Kalman Filter can also get trapped in local optima if the ensemble of simulations is
initialized poorly. Our current study evaluates the feasibility of performing the same task accurately with a
drastically lower compute budget and fewer observations, using an amortized neural network-based inference
technique. 2.1
Experimental observations of ducted premixed Bunsen flame Figure 1: The experimental setup. Figure 1: The experimental setup. Figure 1: The experimental setup. Figure 1: The experimental setup. Figure 1 shows a schematic of the experimental setup. It has a premixed, laminar Bunsen flame inside a
cylindrical enclosure, with an optical access window for a high-speed camera. A loudspeaker, driven by
an amplified sinusoidal signal, is mounted upstream of the flame for acoustic forcing. Experiments were
performed at different fuel compositions (methane: ethene ratios), flow rates, excitation frequencies (250 - 450
Hz) and excitation amplitudes. The flame dynamics are recorded with a Phantom v4.2 CMOS camera at a
resolution of 1200x800 pixels and a frame rate fs = 2500 fps. Thresholding is applied to the grayscale frames
to detect a thick band around the flame front. For each row of pixels in the image, the mean x coordinate of the
pixels within the band, weighted by their intensities, is used to compute a single x coordinate. Cubic splines
with 28 knots are then fitted through the (x, y) coordinates to obtain a unique x location of the flame front
corresponding to every y. The vector of flame front x-coordinates could be used directly as input observations
for inference. We are interested in modelling the variation of the instantaneous heat release rate and flame
areas are a better proxy for heat release rates. We therefore divide the domain vertically into 90 horizontal
strips and compute the flame area corresponding to the flame segment it contains. Each frame is thus converted
into a 90-dimensional vector of flame areas. 10 successive frames from a video recording are stacked to form
an observation zi, a 900-long vector from which we need to infer the G-equation parameters θi likely to have
generated it. 2.2
Reduced order G-equation model The G-equation is a kinematic flame model that models the flame as an infinitely-thin front propagating into
unburnt gases at a fixed speed sL [5]. It uses a level-set formulation where the flame front is defined as the
G = 0 contour of the two-dimensional time-varying G-field G(x, y, t). The G-equation is written as ∂G
∂t + v.∇G = sL|∇G|
(1) (1) Here, flame speed sL = sL,u(1 −Mkκ) is a function of the unstretched flame speed sL,u, the flame curvature
κ and the Markstein length Mk. The prescribed velocity field v = (U(x) + v′)j + u′i is the sum of a Here, flame speed sL = sL,u(1 −Mkκ) is a function of the unstretched flame speed sL,u, the flame curvature
κ and the Markstein length Mk. The prescribed velocity field v = (U(x) + v′)j + u′i is the sum of a 2 constant parabolic base flow U(x) = U(1 + va −2vax2) and continuity-obeying velocity perturbations
v′(x, y, t) = Uϵasin(St(Ky −t)) and v′(x, y, t) = −UϵaKSt
β
xcos(St(Ky −t)). U is a characteristic flow β
speed, va determines the parabolicity of the base flow velocity profile, ϵa is the amplitude and U/K the
phase speed of velocity perturbations, St is the Strouhal number and β is the aspect ratio of the unforced
flame. Any flame dynamics that can be generated by the G-equation may be uniquely specified by a set of 6 β
speed, va determines the parabolicity of the base flow velocity profile, ϵa is the amplitude and U/K the
phase speed of velocity perturbations, St is the Strouhal number and β is the aspect ratio of the unforced
flame. Any flame dynamics that can be generated by the G-equation may be uniquely specified by a set of 6 Figure 2: Left: Experimentally observed dynamics of an acoustically excited flame. Right: A flame generated
by the G-equation. Left: Experimentally observed dynamics of an acoustically excited flame. Right: A flame generated
equation. parameters which we need to infer from experimental observations: K, ϵa, Mk, va, St and β. To generate
our simulation dataset, we sample quasi-randomly from the prior over parameters P(θ), assumed uniform
within the hyper-rectangle defined by the following bounds 0 ≤K ≤2.5, 0 ≤ϵa ≤1.0, 0.02 ≤Mk ≤0.08,
0.0 ≤va ≤1.0, 0.5 ≤St ≤125.0, 2.0 ≤β ≤10.0 and 0.08 ≤fs ≤0.20. 2.2
Reduced order G-equation model For each sampled set of
parameters θi, the G-equation is solved using the LSGEN2D solver [9] and the solution is time marched until
a limit cycle is reached. The simulated flames then undergo the same data pre-processing steps outlined above
for the experimental flames. The x-coordinate of the zero level set is identified for each y, the flame area
vectors are computed for each frame and sequences of 10 frames, each separated from adjacent ones by a
phase difference so as to match the experimental frame rate fs, are stacked to form observation vectors zi
corresponding to θi. We compute limit cycle oscillations for 11800 different θi-s, from which we generate 2.4
million simulated observations zi. 10% of the θi-s (240000 zi-s) are held out in the test set. 3
Inference using heteroscedastic Bayesian Neural Networks e 3: Scatter plots of true parameters (scaled) versus predicted parameter values for simulated test da Figure 4: Experimentally observed flames (black dots) overlaid on re-simulated G-equation flames. Figure 4: Experimentally observed flames (black dots) overlaid on re-simulated G-equation flame igure 4: Experimentally observed flames (black dots) overlaid on re-simulated G-equation flames. 4
Results Results on the test set of simulated observations (Figure 3) indicate that accurate estimates of G equation
parameters are recovered by the neural network. The correlation coefficient ρ between true and predicted
parameter values are 0.982, 0.994, 0.971, 0.993, 0.976 and 0.990 for K, ϵa, Mk, va, St and β, respectively. Estimates of parameter uncertainty are also well-calibrated, with particularly high uncertainties in K and St
predicted for datapoints with low ϵa-s (amplitude of perturbation), which is physically sensible, as it is not
possible to recover these parameters from an unperturbed flame. Given a 10-frame observation vector as input,
the neural network takes ~0.1 milliseconds on our Tesla K80 GPU to make parameter predictions. Including
the pre-processing time for thresholding, spline fitting and area calculation, predictions can therefore be made
in less than a millisecond for every few seconds of acquired video data. We use the trained network to predict parameter values for 10 experimental flame videos and re-simulate the
flames using mean predicted parameter estimates. The re-simulated flames match the dynamics of the real
flames closely (Figure 4). The root mean squared difference between x-coordinates of simulated and real
flame fronts, averaged over all y positions and frames, ranges from 0.0171 to 0.068 units (burner radius is 1
units). The mean re-simulation RMSD across all the flame videos is 0.043 units. 3
Inference using heteroscedastic Bayesian Neural Networks We assume that the posterior p(θ|z) can be modelled as a Bayesian neural network µ(z; w) with heteroscedas-
tic Gaussian aleatoric uncertainty σ(z; w). Although the Gaussian assumption may seem restrictive, previous
studies as well as our physical intuition indicate that the posterior here is unimodal and weakly correlated. Multi-modality, too, can be dealt with in this framework by using a Bayesian mixture density network instead
of a simple neural network, but this has not been considered here. The neural network has a simple MLP
architecture of 3 fully connected ReLU layers with 100 units each and a final sigmoid layer that forces the
output parameters as well as the predicted aleatoric noise to lie between 0 and 1 (input observations and output
parameters are both re-scaled into the range [0, 1]). A He normal [10] prior is used for the neural network
parameters. The size of the dataset calls for scalable approximate inference techniques for training the neural network. Here we use approximately Bayesian ensembling using randomized maximum a posteriori (MAP) sampling
[11]. Ensembling had already been shown [12] to be empirically effective at providing calibrated estimates
of uncertainty for neural networks and the randomized MAP sampling approach grounds this in Bayesian
theory. For the j-th neural network ensemble member, we draw a sample from the prior distribution over
neural network parameters (assumed multivariate normal) wanc,j ∼N(0, Σprior) and compute the MAP
estimate corresponding to a prior re-centered at wanc,j. Given ND parameter-observation pairs {θi, zi}, we
minimize the following loss function for the j-th neural network Lossj =
ND
X
i=1
(θi −µj(zi))T σj(z)−1(θi −µj(zi)) +
ND
X
i=1
log(|σj(z)|) + ∥Σ−1/2
prior(wj −wanc,j)∥2
2
(2) (2) The prediction of a trained ensemble with M neural networks is therefore a mixture of M Gaussians, each
centered at µj(zi) with a variance of σj(z). For computational convenience, we approximate this mixture
as a single Gaussian with mean
1
M
P
j µj and variance
1
M
P
j σj +
1
M
P
j µ2
j −( 1
M
P
j µj)2, following
similar treatment in [12]. This also allows us to decompose the total predictive uncertainty into an aleatoric
component (first term) and an epistemic component (second and third terms). 3 Figure 3: Scatter plots of true parameters (scaled) versus predicted parameter values for simulated test data. Broader Impact This work will lead to better-designed high-energy density combustors, such as those found in rocket and
aircraft engines, by enabling designers to assimilate data from experiments more quickly, refine thermoacoustics
models more accurately, and therefore design out thermoacoustic oscillations more reliably. 5
Conclusions We use a heteroscedastic Bayesian neural network ensemble to calibrate the parameters of the G-equation, a
reduced-order model for predicting the dynamics of premixed flames, based on observations. The ensemble
was trained on 2.1 million simulated flame observations and results on the test set of simulated flames show
that parameters are recovered accurately by the network from only 10 frames of flame data. Reasonable
estimates of parameter uncertainties were also obtained. We then use the network to infer parameters from 4 high-speed video footage of acoustically excited Bunsen flames in our lab. Re-simulating the flames using
inferred parameters reveals a close agreement between the model output and experimental data, validating
our data assimilation. Compared to the Ensemble Kalman filter used for this task in the literature, our neural
network based technique can perform assimilate flame videos much more rapidly and obtain accurate parameter
estimates using fewer observations. high-speed video footage of acoustically excited Bunsen flames in our lab. Re-simulating the flames using
inferred parameters reveals a close agreement between the model output and experimental data, validating
our data assimilation. Compared to the Ensemble Kalman filter used for this task in the literature, our neural
network based technique can perform assimilate flame videos much more rapidly and obtain accurate parameter
estimates using fewer observations. There are several promising avenues for future work. We will look at assimilating data from more realistic
industrial flame configurations as well as integrating our calibrated reduced-order flame models into higher-
level thermoacoustic network models of an entire combustor. Acknowledgments and Disclosure of Funding This project has received funding from the European Union’s Horizon 2020 research and innovation program
under the Marie Skłodowska- Curie grant agreement number 766264. [12] Balaji Lakshminarayanan, Alexander Pritzel, and Charles Blundell. Simple and scalable predictive
uncertainty estimation using deep ensembles. In Advances in neural information processing systems,
pages 6402–6413, 2017. References [1] A. Fuller, Z. Fan, C. Day, and C. Barlow. Digital twin: Enabling technologies, challenges and open
research. IEEE Access, 8:108952–108971, 2020. [2] Kyle Cranmer, Johann Brehmer, and Gilles Louppe. The frontier of simulation-based inference. Pro-
ceedings of the National Academy of Sciences, 2020. ISSN 0027-8424. doi: 10.1073/pnas.1912789117. URL https://www.pnas.org/content/early/2020/05/28/1912789117. [3] Danilo Rezende and Shakir Mohamed. Variational inference with normalizing flows. In International
Conference on Machine Learning, pages 1530–1538, 2015. [4] Stefan T Radev, Ulf K Mertens, Andreass Voss, Lynton Ardizzone, and Ullrich Köthe. Bayesflow:
Learning complex stochastic models with invertible neural networks. arXiv preprint arXiv:2003.06281,
2020. [5] Ann P Dowling. Nonlinear self-excited oscillations of a ducted flame. Journal of fluid mechanics, 346:
271–290, 1997. [6] T Lieuwen. Modeling premixed combustion-acoustic wave interactions: A review. Journal of propulsion
and power, 19(5):765–781, 2003. [7] Hans Yu, Thomas Jaravel, Matthias Ihme, Matthew P Juniper, and Luca Magri. Data assimilation and
optimal calibration in nonlinear models of flame dynamics. Journal of Engineering for Gas Turbines and
Power, 141(12), 2019. [8] Hans Yu, Ushnish Sengupta, Matthew Juniper, and Luca Magri. Time-accurate calibration of a thermoa-
coustic model on experimental images of a forced premixed flame. Bulletin of the American Physical
Society, 64, 2019. [9] Santosh Hemchandra. Dynamics of turbulent premixed flames in acoustic fields. PhD thesis, Georgia
Institute of Technology, 2009. [10] K. He, X. Zhang, S. Ren, and J. Sun. Delving deep into rectifiers: Surpassing human-level performance
on imagenet classification. In 2015 IEEE International Conference on Computer Vision (ICCV), pages
1026–1034, 2015. [11] Tim Pearce, Mohamed Zaki, Alexandra Brintrup, Nicolas Anastassacos, and Andy Neely. Uncertainty
in neural networks: Bayesian ensembling. In International Conference on Artificial Intelligence and
Statistics, 2020. 5 [12] Balaji Lakshminarayanan, Alexander Pritzel, and Charles Blundell. Simple and scalable predictive
uncertainty estimation using deep ensembles. In Advances in neural information processing systems,
pages 6402–6413, 2017. 6
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https://openalex.org/W2920982556
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https://scholarlypublications.universiteitleiden.nl/access/item%3A3627669/view
|
English
| null |
New indicators and indexes for benchmarking university–industry–government innovation in medical and life science clusters: results from the European FP7 Regions of Knowledge HealthTIES project
|
Health research policy and systems
| 2,019
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cc-by
| 11,407
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New indicators and indexes for benchmarking university-industry-
government innovation in medical and life science clusters: results
from the European FP7 Regions of Knowledge HealthTIES project
Edmunds, L.D.; Gluderer, S.; Ovseiko, P.V.; Kamerling, R.; Ton, J.; Vis, L.; ... ; Hassan, A.B. New indicators and indexes for benchmarking university-industry-
government innovation in medical and life science clusters: results
from the European FP7 Regions of Knowledge HealthTIES project
Edmunds, L.D.; Gluderer, S.; Ovseiko, P.V.; Kamerling, R.; Ton, J.; Vis, L.; ... ; Hassan, A.B. RESEARCH Open Access Citation Citation
Edmunds, L. D., Gluderer, S., Ovseiko, P. V., Kamerling, R., Ton, J., Vis, L., … Hassan, A. B. (2019). New indicators and indexes for benchmarking university-industry-government
innovation in medical and life science clusters: results from the European FP7 Regions of
Knowledge HealthTIES project. Health Research Policy And Systems, 17. doi:10.1186/s12961-019-0414-5 Edmunds, L. D., Gluderer, S., Ovseiko, P. V., Kamerling, R., Ton, J., Vis, L., … Hassan, A. B. (2019). New indicators and indexes for benchmarking university-industry-government
innovation in medical and life science clusters: results from the European FP7 Regions of
Knowledge HealthTIES project. Health Research Policy And Systems, 17. doi:10.1186/s12961-019-0414-5 Version:
Publisher's Version
License:
Leiden University Non-exclusive license
Downloaded from:
https://hdl.handle.net/1887/3129710
Note: To cite this publication please use the final published version (if applicable). Version:
Publisher's Version
License:
Leiden University Non-exclusive license
Downloaded from:
https://hdl.handle.net/1887/3129710 Version:
Publisher's Version
License:
Leiden University Non-exclusive license
Downloaded from:
https://hdl.handle.net/1887/3129710 License: Downloaded from: Note: To cite this publication please use the final published version (if applicable). Edmunds et al. Health Research Policy and Systems (2019) 17:10
https://doi.org/10.1186/s12961-019-0414-5 (2019) 17:10 Edmunds et al. Health Research Policy and Systems
https://doi.org/10.1186/s12961-019-0414-5 New indicators and indexes for
benchmarking university–industry–
government innovation in medical and life
science clusters: results from the European
FP7 Regions of Knowledge HealthTIES
project Laurel D. Edmunds1†, Silvia Gluderer2†, Pavel V. Ovseiko1†, Roel Kamerling3, Jacqueline Ton4, Laura Vis5,
Mario Jenni6, Gregory Tutton7, Helen Lawton-Smith8, Márta Völgyiné Nadabán9, Máté Rab10, Jon Rees11,
John Anson12, Alexander D. Rushforth13, Maxine Allen14, Alastair M. Buchan1, Montserrat Vendrell15, Alex Casta14ˆ,
Gábor Mehes16, Pancras C. W. Hogendoorn4, Ernst Hafen17 and A. Bassim Hassan1* Abstract Background: While the European Union is striving to become the ‘Innovation Union’, there remains a lack of quantifiable
indicators to compare and benchmark regional innovation clusters. To address this issue, a HealthTIES
(Healthcare, Technology and Innovation for Economic Success) consortium was funded by the European
Union’s Regions of Knowledge initiative, research and innovation funding programme FP7. HealthTIES
examined whether the health technology innovation cycle was functioning differently in five European
regional innovation clusters and proposed regional and joint actions to improve their performance. The
clusters included BioCat (Barcelona, Catalonia, Spain), Medical Delta (Leiden, Rotterdam and Delft, South
Holland, Netherlands), Oxford and Thames Valley (United Kingdom), Life Science Zürich (Switzerland), and
Innova Észak-Alföld (Debrecen, Hungary). Methods: Appreciation of the ‘triple helix’ of university–industry–government innovation provided the
impetus for the development of two quantifiable innovation indexes and related indicators. The HealthTIES H-index is
calculated for disease and technology platforms based on the h-index proposed by Hirsch. The HealthTIES Innovation
Index is calculated for regions based on 32 relevant quantitative and discriminative indicators grouped into 12
categories and 3 innovation phases, namely ‘Input’ (n = 12), ‘Innovation System’ (n = 9) and ‘Output’ (n = 11). (Continued on next page) (Continued on next page) * Correspondence: bass.hassan@path.ox.ac.uk
†Laurel D. Edmunds, Silvia Gluderer and Pavel V. Ovseiko contributed equally
to this work
Pancras C. W. Hogendoorn and Ernst Hafen are senior authors
ˆDeceased
1Sir William Dunn School, University of Oxford, Oxford, United Kingdom
Full list of author information is available at the end of the article
© The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. †Laurel D. Edmunds, Silvia Gluderer and Pavel V. Ovseiko contributed equally
to this work 1Sir William Dunn School, University of Oxford, Oxford, United Kingdom
Full list of author information is available at the end of the article Background and quantifiable data tailored to the biotech, medical
technology and pharma sectors are required for effective
benchmarking and time dependent analysis [7, 11]. As policy-makers see innovation as a key driver of eco-
nomic growth and wealth creation, the European Union
(EU) is striving to become the ‘Innovation Union’ [1]. Despite substantial policy focus and investment in re-
search and innovation at the regional level, comparing
and benchmarking European regional innovation clus-
ters is still in its formative stage and remains limited in
scope. Benchmarking usually takes the form of observa-
tional studies of national innovation systems, sometimes
with extended regional scoreboards. For example, the
Regional Innovation Scoreboard was developed as an ex-
tension of the Innovation Union Scoreboard to measure
the innovation performance of European regions on a
limited number of indicators [2–4]. The Regional Eco-
system Scoreboard places emphasis on the dynamics and
conditions that characterise the quality and nature of
innovation and entrepreneurship in administrative re-
gions, defined according to the Classification of Territor-
ial
Units
for
Statistics
(NUTS)
nomenclature
of
territorial units for statistical purposes [5]. The Cluster
Observatory
provides
a
range
of
macro-
and
micro-economic mapping data, reports on clusters and
regional competitiveness conditions, information about
cluster organisations, as well as educational resources
[6]. In addition, a number of EU commissioned reports
highlight the varied quantification of the different phases
of the innovation cycle, and the identification of critical
factors that stimulate clustering from both a ‘bottom-up’
and ‘top-down’ perspective [7, 8]. The primary objective
of such scorecards and reports are the relative ranking
of countries and large administratively defined regions,
but they do not necessarily capture the workings and
competitive advantages of actual innovation clusters
from a regional co-ordination perspective [9, 10]. More-
over, it remains unlikely that they are sensitive to varia-
tions between industry sectors, and therefore objective Herein, we focus on actual regional innovation clus-
ters, defined as a critical mass of research innovation in
academic institutions and companies that are located
within a relatively small geographic area [12, 13]. Geo-
graphic clustering allows companies to derive competi-
tive advantage, not only from their own resources and
capabilities, but also from the shared resources and cap-
abilities located in their geographical proximity [14]. © The Author(s). 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 2 of 15 Edmunds et al. Health Research Policy and Systems (Continued from previous page) Results: The HealthTIES regions had developed relatively similar disease and technology platform profiles, yet with
distinctive strengths and weaknesses. The regional profiles of the innovation cycle in each of the three phases were
surprisingly divergent. Comparative assessments based on the indicators and indexes helped identify and share best
practice and inform regional and joint action plans to strengthen the competitiveness of the HealthTIES regions. Conclusion: The HealthTIES indicators and indexes provide useful practical tools for the measurement and benchmarking
of university–industry–government innovation in European medical and life science clusters. They are validated internally
within the HealthTIES consortium and appear to have a degree of external prima facie validity. Potentially, the tools and
accompanying analyses can be used beyond the HealthTIES consortium to inform other regional governments, researchers
and, possibly, large companies searching for their next location, analyse and benchmark ‘triple helix’ dynamics within their
own networks over time, and to develop integrated public–private and cross-regional research and innovation strategies in
Europe and beyond. Keywords: Regional innovation cluster, innovation index, triple helix, university–industry–government innovation, Regions of
Knowledge, life sciences, medical sciences, biotechnology, public policy, European Union Keywords: Regional innovation cluster, innovation index, triple helix, university–industry–government innovation, Regions of
Knowledge, life sciences, medical sciences, biotechnology, public policy, European Union Background Such geographic clustering is considered to encourage
cross-sector networks, spin-out companies, investment,
collaborations and regional development, particularly
when there is a strong presence of innovative firms from
the same industry [15]. Interactions between large com-
panies, small- to medium-sized enterprises and research
organisations that lead to the sharing and exchange of
facilities, knowledge and people, are likely to contribute
to technology transfer. Importantly, these interactions
may
be
catalysed
through
extended
networking,
personnel and information dissemination within and be-
tween clusters [9]. Regions that have developed such
clusters, especially those with a strong presence of uni-
versities and knowledge-based industry, are considered
to have enhanced economic competitiveness, innovation
and growth [16]. Given the benefits of clustering, na-
tional governments, the European Commission and
intergovernmental organisations such as the OECD, ad-
vocate creating regional clusters, particularly in the areas
that maximise public good [16–21]. The ‘triple helix’ of
university–industry–government relations to increase
the potential for innovation and wealth creation is now
developed through new organisations such as science
parks and incubators that cut across the university–in-
dustry–government
boundaries. Thus,
quantitative
benchmarking
of
regional
clusters
is
an
essential Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems Page 3 of 15 Page 3 of 15 prerequisite for devising strategies and taking actions to
accelerate the impact of regional medical and life science
clusters on health and wealth creation. recent study in Health Research Policy and Systems
demonstrated that, although significant public resources
are invested in European-funded health projects, data
and reports from such projects are often unavailable or
inaccessible [39]. Globally, billions of dollars in research
investment are wasted when full information about
health research studies is inaccessible [40]. In line with
the objectives of Responsible Research and Innovation
[41], which increases the value of European research in-
vestment, we herein make the results from the Health-
TIES project publicly available in Open Access format. In the field of science, technology and innovation
(STI) studies, there are six established sources of data
and related approaches [22] that can be potentially used
to quantify and measure innovation with a high degree
of comparability across a number of diverse regions. First, national-level research and development (R&D)
data are used to characterise national contexts and in-
puts into the innovation process as well as innovation
activities [23]. Background Second, patents and citations provide in-
sights into the invention process [24–27]. Third, biblio-
metrics help understand and forecast the scientific
process underpinning inventions [28, 29]. Fourth, tech-
nometrics rely on expert opinion to assess technological
change
and
its
policy
implications
[30,
31]. Fifth,
topic-specific databases and innovation surveys provide
statistics on collaboration, commercialisation, financing
and other innovation activities and opportunities [32–
34]. Finally, composite synthetic indicators use a variety
of data sources to assess innovation capabilities and per-
formance [35, 36]. Aim and objectives We established the HealthTIES consortium [42] to de-
liver on the stated aim of the Regions of Knowledge by
examining whether the health technology innovation
cycle was functioning differently in five European re-
gional innovation clusters, and to propose regional and
joint actions to improve their performance. The specific
objectives were as follows: develop indicators and indexes for assessing
knowledge and innovation capital and the
functioning of the innovation cycle; [
]
Building on the established STI approaches, we report
and discuss methods and results pertaining to the devel-
opment of new HealthTIES (Healthcare, Technology and
Innovation for Economic Success) indicators and in-
dexes
for
benchmarking
university–industry–govern-
ment innovation in European medical and life science
clusters. The HealthTIES project was part of the €126
million (2007–2013) Regions of Knowledge initiative
supported by the European Commission under the re-
search and innovation funding programme FP7 [37]. The aim of the initiative was “to support trans-national
mutual learning and cooperation between research-
driven clusters, bringing together regional authorities and
development agencies, public research organisations, in-
dustry and other relevant stakeholders” [37]. The main
activities developed by HealthTIES to achieve the aims
of Regions of Knowledge were to complete a detailed set
of quantitative assessments for the analysis of regional
clusters, including the development of a ‘virtual refer-
ence cluster’, to develop a mentoring strategy between a
highly developed cluster (Life Science Zürich) with one
less developed (Debrecen, Hungary), and to develop a
set of regional action plans to improve the integration of
contributors to regional economies. identify key stakeholders and collect data to
operationalise the proposed indicators and indexes; propose joint and regional actions to improve
regional performance through benchmarking and
mutual learning. Study setting The HealthTIES consortium consisted of five European
regional clusters centred around the following cities
(Fig. 1): Barcelona (Bioregion of Catalonia, Catalonia), Leiden, Rotterdam, and Delft (Medical Delta, South
Holland), Oxford (Oxford and Thames Valley, United
Kingdom), Zürich (Life Science Zürich, Switzerland), Debrecen (Innova Észak-Alföld, Hungary). We selected the first four participating clusters on the
basis of pre-existing bilateral collaboration between clus-
ter members and their proven track record in medical
and life sciences research and innovation [38]. Innova
Észak-Alföld was selected as a mentoring cluster on the
basis
of
its
potential
to
accelerate
research-driven
innovation. Hungary has one of the most developed bio-
technology sectors among the new EU member states,
and Debrecen had attracted significant investments from
Gedeon Richter Plc. to build a new biotechnology Given that the primary focus of our project was on the
HealthTIES regions, we initially disseminated and used
the results of the project to inform actions within the re-
gions. Yet, there are a paucity of such research outputs
from this and other projects in the public domain and
peer-reviewed literature [38], similar to what is observed
for other European-funded projects and initiatives. A (2019) 17:10 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 4 of 15 Fig. 1 The HealthTIES (Healthcare, Technology and Innovation for Economic Success) consortium Fig. 1 The HealthTIES (Healthcare, Technology and Innovation for Economic Success) consortium production facility that is unique in Central Eastern Eur-
ope [43]. generate new knowledge through collaboration, the ‘con-
sensus space’ to build relationships, agree on objectives and
develop joint actions, and the ‘innovation space’ to imple-
ment joint actions by bringing together knowledge, busi-
ness expertise and venture capital. The ‘new organisational
actors’ or ‘hybrid organisations’, such as science parks, incu-
bators and new forms of venture capital, which span trad-
itional university–industry–government boundaries, are
shown to be effective in creating the aforementioned
‘spaces’ [21, 47, 48]. HealthTIES innovation index In an effort to create a ‘consensus space’ for building re-
lationships, agreeing on objectives and developing joint
actions under the assumptions of the ‘triple helix’ model,
each cluster assembled a regional team, including repre-
sentatives from small- to medium-sized enterprises, bio-
tech parks, local government, hospitals, technology
transfer offices (TTOs) and academia. Initially, we col-
lected a wide range of data for each region, but it be-
came clear that these data were either not necessarily
available for each region, or were not comparable, or
were not quantifiable. A workshop was convened to dis-
cuss the best data to collect and how to apply this to an
index. All regional clusters were represented by 15
members, extending across every strand of the ‘triple
helix’. We had discussions about the significance, valid-
ity, reliability and feasibility of the potential indicators
facilitated by an independent consultant, and we reached
consensus on which indicators to select. As a result, we
developed a logic model of the innovation cycle consist-
ing of three key phases, namely input, innovation system
activity and outputs (Fig. 2). p
y)
We selected these disease fields and technology plat-
forms on the basis of the concurrent assessment of the
burden of mortality and morbidity in Europe as well as
scientific and technological change and by the project’s
experts as the most promising for improving the health
of European citizens and making European health sys-
tems more sustainable in the context of the increasingly
ageing population. Cardiovascular disease, cancer, infec-
tious diseases and neurodegenerative diseases are the
leading causes of mortality and morbidity in Europe. Frequently, they are manifestations of patient/gene–en-
vironment interactions. Therefore, interventions directed
at environmental risk factors, such as alcohol, obesity
and tobacco, are likely to have important but mixed ben-
efits depending upon underlying genetic factors and age
at exposure. Recent scientific and technological break-
throughs in molecular technology and imaging, as well
as drug design, development and delivery have opened
up new opportunities for primary prevention of these
diseases through risk factor identification and secondary
prevention through early and accurate diagnosis, as well
as more appropriate and effective treatments. We then compiled a list of potential indicators for
each phase of the innovation cycle excluding those indi-
cators for which no information was available or would
not be feasible to collect. Data collection and analysis For each cluster, we collected and analysed the most re-
cent data pertaining to universities, industry, govern-
ment and new boundary-spanning organisations during
the lifespan of the project (2010–2013). Most of our
cross-sectional data and analyses refer to 2010 or 2012. We used a variety of well-established STI sources of data
and approaches to data analysis. Namely, we collected
and analysed R&D data from statistical offices and insti-
tutions, bibliometric data, public and commercial data-
bases, and a number of readily available composite
synthetic indicators. These data and analyses formed the
basis of the HealthTIES H-index for disease and technol-
ogy platforms and the HealthTIES Innovation index fo-
cusing on four disease fields (cardiovascular disease,
cancer, neurodegenerative disease, immunology and in-
fectious disease) and three technology platforms (mo-
lecular
technology,
imaging,
and
drug
design,
development and delivery). Theoretical framework To guide data collection, analysis and actions, this study
used the established ‘triple helix’ model of university–in-
dustry–government relations based on the theoretical
insight that universities, industry and government are be-
coming increasingly interdependent and co-evolving, while
retaining their institutional identities [17, 21, 44–46]. Im-
perative to the functioning of the ‘triple helix’ is the cre-
ation of the ‘knowledge space’ to intensify research and Under the assumptions of ‘triple helix’ model, maxi-
mising
interactions,
creating
‘spaces’
and
new Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 5 of 15 Edmunds et al. Health Research Policy and Systems Edmunds et al. Health Research Policy and Systems (2019) 17:10 (2019) 17:10 using the Clarivate Web of Science, formerly Web of
Knowledge, research platform (www.webofknowledge.-
com) to benchmark our regions in four relevant disease
fields and three technology platforms. Our protocol and
search terms are shown in Additional file 1: Box S1 and
Table S1, respectively. The HealthTIES h-index (HT
H-index) for publications in a region in a specific field
specifies the number HT of scientific articles for a given
keyword (i.e. cardiovascular) for a given address (e.g. Zürich) that have been cited in other articles at least HT
times according to Hirsch [49]. As the h-index depends
on the length of a person’s scientific career, the HT
H-index depends on the volume of research activity
within clusters. The HT H-index permits the compari-
son of the relative strengths of a given location for spe-
cific keyword search terms and thus offers a valuable
assessment of the research output of a cluster in a given
disease or technology platform. organisations that cut across the university–industry–
government boundaries are proposed to increase the po-
tential for innovation and wealth creation through free
movement of people, knowledge and venture capital be-
tween universities, industry and government. HealthTIES innovation index This process resulted in 32
quantitative indicators, which were grouped into 12 cat-
egories and three phases of the innovation cycle, namely
‘Input’ (n = 12), ‘Innovation System’ (n = 9) and ‘Output’
(n = 11) (Table 1). We also assigned, to each indicator, a
weighting factor reflecting the relative significance of the
underlying component in the innovation cycle. We de-
termined mean scores for each weighting factor by vot-
ing among the 15 members present at the meeting,
followed by wider circulation to all the members of the HealthTIES H-index for disease and technology platforms
To assess the knowledge and innovation capital in each
region we used bibliometric h-indexes [49]. Although
most commonly h-indexes are calculated for individual
researchers, they could also be calculated for regions,
diseases and technologies. We calculated h-indexes Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 6 of 15 (2019) 17:10 Edmunds et al. Health Research Policy and Systems Fig. 2 A logic model of the HealthTIES (Healthcare, Technology and Innovation for Economic Success) innovation cycle with key indicator categories Fig. 2 A logic model of the HealthTIES (Healthcare, Technology and Innovation for Economic Success) innovation cycle with key indicator categories trials. The latter indicate activity levels in proof of con-
cept drug development. regional steering/advisory committees requesting their
feedback, amendments and endorsement of the final set
of indicators and weighting factors (Table 1). Input indicators There are nine indicators to measure innovation system
activity in three categories. First, the existing levels of
innovation that were deemed to be reflected in intellec-
tual property, university–industry technology transfer
and adoption of innovation. Intellectual property and
university–industry technology transfer were measured
by
the
numbers
of
university
spin-off
companies,
granted United States patents, and the number of uni-
versity–industry collaborations larger than 5 million
euros. The patients WAIT indicator (patients Waiting
for Access to Innovative Treatment) was used to meas-
ure how fast innovations and new drugs are made avail-
able to the public [50]. Second, support for innovation
was measured by the number of full-time equivalent
(FTEs) posts in university TTOs in a given region and
the extent of national government procurement of ad-
vanced technology. Third, the quality of innovation in-
frastructure was deemed to be reflected within the
regional science park capacity and the overall national
attractiveness. The capacity of regional science parks
was measured by the size of space available in square
meters and by the number of support staff in FTEs. The
national attractiveness was deemed to be reflected by The final set includes 12 indicators to measure inputs in
four categories. First, the numbers of highly cited profes-
sors and publications were deemed to be proxy indica-
tors for the depth and breadth of the current scientific
knowledge base. Given that the h-index reflects the dur-
ation of one’s scientific career, an h-index > 30 was
chosen as a threshold for highly cited professors to also
include younger researchers who had already made a
significant impact on their respective fields. Second, the
scope of the current research activity was measured
through research funding. In doing so, currencies other
than the euro were converted into euros using historical
exchange rates. Third, both quantity and quality of hu-
man capital were considered to be central to current
and future discoveries and innovation. We measured the
numbers of graduated national and international MSc
and PhD students as well as the numbers of European
Research Council junior and advanced grants, which
serve as a pan-European mark of research quality. Fourth,
to
approximate
research
infrastructure
for
current and future research, we measured research
space, research hospital beds, and Phase I and II clinical Edmunds et al. Input indicators the World Economic Forum Global Competitiveness
index [51]. the World Economic Forum Global Competitiveness
index [51]. economic growth and wealth creation. Second, we mea-
sured the number of non-subsidiary independent biotech
companies, distinguishing between smaller companies
(with fewer than 20 FTE employees) and larger compan-
ies (with 20 or more employees). Third, we measured
the number of big trade sales (larger than 100 million
euros), where small companies financed by venture cap-
ital or private equity were bought up by large life Input indicators Health Research Policy and Systems (2019) 17:10 Page 7 of 15 Table 1 HealthTIES innovation indicators, data sources and weighting factors
Innovation
phase
Category
Code Indicator
General data source
Weightin
factor
Input
Scientific
knowledge
A01
Profs h-index > 30
University index of profs, Web of Science
18
A02
Publications 2001–2010
Web of Science
16
Research
funding
A03
Research funding
Research institutions: annual reports, support staff
24
Human capital
A04
International graduated MSc students
Research institutions: annual reports, support staff
3
A05
International PhD students
Research institutions: annual reports, support staff
3
A06
National graduated MSc students
Research institutions: annual reports, support staff
3
A07
National PhD students
Research institutions: annual reports, support staff
3
A08
Junior ERC grants 2007–2010
Lists of ERC-funded starting grants
8
A09
Senior ERC grants 2008–2010
Lists of ERC-funded advanced grants
8
Research
infrastructure
A10
Research space m2
Research institutions: Facility managing staff
3
A11
Research hospital beds
Websites and support staff of hospitals
3
A12
Clinical trials phase I and II
ClinicalTrials.gov database
8
Innovation
System
Intellectual
property
B01
University spin-offs 2007–2010
TTO staff
17
B02
Granted US patents 2007–2010
See-the-Forest Patent Analytics by IP Vision
14
Innovation
adoption
B03
WAIT indicator for countries
EFPIA Patients WAIT indicator
11
Technology
transfer
B04
University–industry research collaborations
> €5 M
TTO/support staff of research institutions, EU
project database Cordis
11
Support
B05
TTO staff FTEs
TTO staff
13
B06
National government procurement of
advanced technology
WEF GCR 2010–2011, pillar 12.05
11
Infrastructure
B07
National attractiveness (WEF index)
WEF GCR 2010–2011
12
B08
Science parks m2
Science parks
6
B09
Science park staff FTEs
Science parks
5
Output
Biotech jobs
C01
Jobs in biotech companies FTEs
Chambers of commerce, statistical offices
21.5
Biotech
companies
C02
Biotech companies < 20 FTEs
Chambers of commerce, statistical offices
5
C03
Biotech companies > 20 FTEs
Chambers of commerce, statistical offices
10.5
Big trade sales
C04
Big trade sales > €100 M 2001–10
Regional experts
5.5
Products
C05
Products on market
BiotechGate database
11
C06
Products in clinical trials
BiotechGate database
10
C07
Products in discovery phase
BiotechGate database
5.5
C08
Medicines available in countries
EFPIA Patient’s WAIT indicator
7
Capital
C09
Total investments 2007–2010
BiotechGate database
8
C10
Number of investments 2007–2010
BiotechGate database
8
C11
Average Series A investments 2007–2010
BiotechGate database
8
EFPIA European Federation of Pharmaceutical Industries and Associations, ERC European Research Council, FTE full-time equivalent, GCR Global Competitivenes
Report, TTO technology transfer office, WAIT Waiting to Access Innovative Therapies, WEF World Economic Forum EFPIA European Federation of Pharmaceutical Industries and Associations, ERC European Research Council, FTE full-time equivalent, GCR Global Competitiveness
Report, TTO technology transfer office, WAIT Waiting to Access Innovative Therapies, WEF World Economic Forum EFPIA European Federation of Pharmaceutical Industries and Associations, ERC European Research Council, FTE full-time equivalent, GCR Global Competitiveness
Report, TTO technology transfer office, WAIT Waiting to Access Innovative Therapies, WEF World Economic Forum EFPIA European Federation of Pharmaceutical Industries and Associations, ERC European Research Council, FTE full-tim
Report, TTO technology transfer office, WAIT Waiting to Access Innovative Therapies, WEF World Economic Forum the World Economic Forum Global Competitiveness
index [51]. Output indicators There were 11 indicators to measure direct and more
immediate outputs of the innovation system in five cat-
egories. First, the number of jobs in biotech companies
was deemed to be one of the key indicators for Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 8 of 15 Page 8 of 15 Edmunds et al. Health Research Policy and Systems science, medical technology, biotech or pharma compan-
ies. Fourth, we measured the number of regional biotech
companies’ products and the total number of medicines
available nationally. The number of regional biotech
companies’ products included those on the market, in
clinical trials phases I–III and awaiting United States
Food and Drug Administration approval, and in the
pipeline, including discovery and lead optimisation. Fi-
nally, we measured capital as reflected in the total
amount of investments (in euros), number of invest-
ments and the value of average Series A investments, i.e. the first significant venture capital investments. Given
that there was no common publicly available data source
for all of the HealthTIES regions, we operationalised
products and capital indicators using the BiotechGate
database (www.biotechgate.com) established by Venture
Valuation Ltd., located in Zürich. BiotechGate is the lar-
gest life science company database in Europe and the
United States, established primarily for the purposes of
supporting partnering meetings. They allowed us to
search our specific regions in their BiotechGate database
(www.biotechgate.com). Although it is the most compre-
hensive database that is currently available, it is not ex-
haustive and is dependent on voluntary registration. Therefore, comparison of the indicators derived from
this database may have known limitations. with distinctive strengths and weaknesses. For example,
the strength of microscopy in Zürich and its weakness in
Barcelona
(Bioregion
of
Catalonia;
BioCat),
or
the
strength of clinical trials in Oxford and Medical Delta
and their weakness in Zürich. We also compared the average HealthTIES disease and
technology platform profile with the profile of Boston,
which is a renowned metropolitan area in life science
innovation [52]. We found that the shape of disease and
technology platform profiles was similar, but of signifi-
cantly greater magnitude in Boston (Fig. 3). The relative
similarity of regional profiles across Europe, especially
with respect to cancer and cardiovascular disease, is
likely to reflect the relatively similar priorities for health-
care funders. Output indicators By contrast, the relatively limited activity
in the public domain in chemistry and drug develop-
ment is likely to reflect the concentration of this activity
in the pharmaceutical industry. Comparison and benchmarking All indicator data were converted into points, on linear
scales ranging from 0 to 10, with 10 being the highest
aspirational score. The highest actual data value of an in-
dicator in any HealthTIES region was set at 7.5 points. This implied that each region may improve to 10 points
in the future. This presentation method was applied to
both HT Innovation and H-indexes. As stated, each HT
Innovation indicator was then attributed by the Health-
TIES consortium consensus, a relative weighting factor
(Table 1). Overall scores were calculated by multiplying
indicator points by the corresponding weighting factors. Category scores were obtained by adding up indicator
scores within a category. Radar plots were used to visu-
alise and compare indicator and category scores. The
original benchmarking results for 2010 and 2012 are re-
ported below and in Additional file 1. In support of the utility of the HT Innovation index
over time, the changes in data over two periods was de-
termined in two regions where we could reassess all in-
dicators (Additional file 1: Figure S6). These data
strongly suggest that there is a time-dependent dynamic
of the investment, innovation and outputs along the
innovation cycle, illustrating the need for temporal as-
sessments to evaluate fluctuations and (in)stability of the
cluster. Over a given time, Life Science Zürich developed
both investment and products on the market, whereas
Oxford and Thames Valley and Medical Delta have
achieved major increases in investment, but with little
change in product or outputs in this period. Yet, Oxford
and Thames Valley have a number of products in devel-
opment, and this probably reflects an emphasis on clin-
ical trials. Without a quantifiable HT Innovation index
with temporal evaluation, there is a risk that these data
could be misinterpreted. For example, the effect of in-
creasing external investment in one particular area may
not have impact on wealth creation. Likewise, increasing
forward intellectual property without correlated develop-
ment of investment may not translate to potential im-
pacts on healthcare outcomes. Comparative assessment of the innovation cycle using the
HealthTIES Innovation Index The profiles obtained for each regional cluster in each of
the three phases of the innovation ecosystem were sur-
prisingly divergent (Fig. 4 and Additional file 1: Figure
S1–S5). Thus, with a single time point or snapshot, it
was difficult to determine the exact cause and effect re-
lationships between indicators. This could also suggest
that no one uniform template for regional innovation
clusters exists in Europe, and that variation may be re-
gional and context dependent. Comparative assessment of the knowledge and
innovation capital Selection of common bibliometric indicators enabled the
comparison of the knowledge and innovation capital in
regional clusters across operationally independent dis-
ease and technology platforms (Fig. 3). Strikingly, all
four advanced regions had developed a relatively similar
shape of disease and technology platform profiles, yet Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems Page 9 of 15 Fig. 3 A comparative assessment of the knowledge and innovation capital using the HealthTIES H-index for disease and technology platforms,
2010. Data are expressed relative to a maximum of 7.5 in the best performing HealthTIES region Fig. 3 A comparative assessment of the knowledge and innovation capital using the HealthTIES H-index for disease and technology platforms,
2010. Data are expressed relative to a maximum of 7.5 in the best performing HealthTIES region be addressed in the local regions (Additional file 1:
Figure S7). In an effort to create the ‘innovation space’
under the assumptions of the ‘triple helix’ model, the
initial regional and joint actions following the adoption
of the HealthTIES Innovation Indicators included the in-
stallation of formal ‘triple helix’ organisations (consisting
of academia, industry and government), professionalisa-
tion of the academic TTOs, investing in entrepreneur-
ship education, combined with incubator facilities and
international entrepreneurs in residence programmes
(Box 1). A set of joint actions could also lead to coupling
and collaboration of some of Europe’s most innovative
biotech regions such as combining business develop-
ment between regions, public–private R&D and entre-
preneurship education. Developing
a more detailed
regional roadmap for further actions would require a
more integrated approach with ‘triple helix’ actors, com-
prehensive time-dependent data and prospective evalu-
ation following each initiative. HealthTIES indexes inform regional action The indexes were then used to identify the relative
strengths, weaknesses and opportunities in each cluster to
benchmark regions, and provide a set of common
innovation indicators that could be readily applied to any
comparable cluster over time. For the gross differences be-
tween regions, the strengths, weaknesses, opportunities
and threats (SWOT) and gap analyses were internally vali-
dated within the HealthTIES consortium. Moreover, as
medical and life sciences represent a sizable part of the re-
search and innovation system in each of the HealthTIES
regions, comparisons of our findings for medical and life
science clusters in the HealthTIES regions with the rank-
ings of their respective countries and administrative re-
gions across all sectors appear to indicate a degree of
external prima facie validity of the HealthTIES indicators
and indexes. In line with our findings that Life Science
Zürich outperforms other HealthTIES regions on the
greatest number of indicators, the European Innovation
Scoreboard
shows
that
Switzerland
is
the
overall
innovation leader in Europe, outperforming all EU mem-
ber states [4]. Similar to the Regional Innovation Score-
board (RIS) [5] ranking, the Oxford and Thames Valley
region was a high innovator and BioCat and Medical Delta
(only partial RIS data) were medium-high innovators. The
HealthTIES indexes indicate that Oxford and Thames Val-
ley performs slightly better than BioCat and Medical
Delta. Both the RIS and HealthTIES study revealed that
Debrecen is a low innovator. Box 1 Examples of initial regional and joint actions following the adoption of the HealthTIES innovation indicators • BioCat: Improving the technology transfer offices (TTOs) transfer efficiency through roundtables with investors. Increase external
cooperation nationally and internationally through partnerships. Improve clinical trial organisation, in particular proposals on how to
improve clinical trial management and protocol turnaround. onally and internationally through partnerships. Improve clinical trial organisation, in particular proposals on how to
trial management and protocol turnaround. • Észak-Alföld: Improve further public–private investment through Innova regional innovation engine. Student/researcher Mentoring
Programme to enhance forward intellectual property and innovation outputs. Improve the attraction and retention of foreign students
and leadership e.g. with new European Research Area strategic Chair. • Medical Delta: Develop an innovation ‘Ambition’ programme with an integrated investment and TTO structure. Joint MD
professorships and joint education programme across the cluster. Set up an investment fund to support pre-competitive innovation. Cre-
ate large R&D facilities for public–private R&D ventures maximising utility of science parks. Study TTO best practice and propose a new
TTO format drawing on best practice. • Oxford and Thames Valley: Address a major deficiency in the University’s ‘spin-out’ activity by developing an Oxford incubator. Study
best practice in biotech incubation, secure approval from all stakeholders, raise funding from public investment (Oxford City Deal) and
gain a planning permission. In Autumn 2015, building started on the Oxford BioEscalator – a new incubation facility to grow small spin-
off companies into mid-sized companies. • Life Science Zürich: Address a major deficiency in translational research through a new ‘triple helix’ organisation for translational
medicine. Creation of a ripple helix organisation and action agenda for Life Science Zürich is in progress. Consider a potential
translational research centre and establish medical translational trials. Conduct a study on successful European Research Council laureate
candidates, followed by a proposal on how to improve leadership recruitment. Establish an entrepreneur in residence programme. • Joint actions: HealthTIES partners developed a successful bid to the European Institute for Innovation and Technology (EIT) for a
Knowledge and Innovation Community in Health. Participate in joint education in innovation programmes using the EIT Health STELLAR
approach (Spark, Transform, Embrace, Lead, Leap, Amplify, Reward). Connect incubators as soft-landing places for exchange scientists, en-
trepreneurs and students (EIT Health). that
cut
across
the
university–industry–government
boundaries. Box 1 Examples of initial regional and joint actions following the adoption of the HealthTIES innovation indicators In three HealthTIES regions (BioCat, Med-
ical Delta and Life Science Zürich), bioincubators proved
to be successful in stimulating innovation and economic
growth by creating new high-tech companies and jobs,
and therefore the Oxford regional team carried out site
visits and in-depth interviews to study best practice in
setting up and running bioincubators with a view to de-
veloping a bioincubator for Oxford and Thames Valley. emerged as the most frequently cited weakness of the
bioincubators studied. There was a high degree of vari-
ation in how different bioincubators raised the invest-
ment necessary to build and equip the actual physical
environment, attracted start-up companies, and gener-
ated revenue from multiple public and private sources
over time. As no uniform business model emerged, we
summarised a diverse range of best practice in setting
up and running bioincubators in a business model can-
vas (Additional file 2). Major challenges in learning from international best
practice concerned the transferability of findings to the
intended setting. First, the functioning of bioincubators
appeared to be dependent on laws, taxes and other
country-specific institutions. Therefore, to increase the
transferability of best practice to the United Kingdom
context, in addition to five bioincubators in HealthTIES
regions, we studied a further six bioincubators in Eng-
land and Scotland. Second, the location and proximity of
a bioincubator to major universities, research institu-
tions, hospitals and life science companies emerged as
the most frequently cited strength of the bioincubators
studied. To capitalise on this strength, we studied
in-depth BioPartner Centre Leiden, which emulates the
proximity of the university and hospitals in Oxford bet-
ter than any other bioincubator studied. Third, funding
and sustainability in the first ten years of functioning Best practice in bioincubation Identifying and sharing best practice in bioincubation
provides an illustrative case of regional actions following
the adoption of the HealthTIES innovation indicators. A
bioincubator is a physical environment with labs and of-
fices where companies can start up, but also have access
to experienced entrepreneurs, venture capital vehicles,
skills training, mentoring and business services located
in close proximity to major universities, research institu-
tions, hospitals and life science companies. Most often,
bioincubators are new ‘triple helix’ organisational actors Importantly, some of the differences between medical
and life science clusters in the HealthTIES regions could Edmunds et al. Health Research Policy and Systems (2019) 17:10
Page 10 of 15 Page 10 of 15 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems nt of the innovation cycle using the HealthTIES Innovation index, 2010 e assessment of the innovation cycle using the HealthTIES Innovation index, 2010 Fig. 4 A comparative assessment of the innovation cycle using the HealthTIES Innovation index, 2010 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Page 11 of 15 Box 1 Examples of initial regional and joint actions following the adoption of the HealthTIES innovation indicators
• BioCat: Improving the technology transfer offices (TTOs) transfer efficiency through roundtables with investors. Increase external
cooperation nationally and internationally through partnerships. Improve clinical trial organisation, in particular proposals on how to
improve clinical trial management and protocol turnaround. • Észak-Alföld: Improve further public–private investment through Innova regional innovation engine. Student/researcher Mentoring
Programme to enhance forward intellectual property and innovation outputs. Improve the attraction and retention of foreign students
and leadership e.g. with new European Research Area strategic Chair. • Medical Delta: Develop an innovation ‘Ambition’ programme with an integrated investment and TTO structure. Joint MD
professorships and joint education programme across the cluster. Set up an investment fund to support pre-competitive innovation. Cre
ate large R&D facilities for public–private R&D ventures maximising utility of science parks. Study TTO best practice and propose a new
TTO format drawing on best practice. • Oxford and Thames Valley: Address a major deficiency in the University’s ‘spin-out’ activity by developing an Oxford incubator. Study
best practice in biotech incubation, secure approval from all stakeholders, raise funding from public investment (Oxford City Deal) and
gain a planning permission. Best practice in bioincubation In Autumn 2015, building started on the Oxford BioEscalator – a new incubation facility to grow small spin-
off companies into mid-sized companies. • Life Science Zürich: Address a major deficiency in translational research through a new ‘triple helix’ organisation for translational
medicine. Creation of a ripple helix organisation and action agenda for Life Science Zürich is in progress. Consider a potential
translational research centre and establish medical translational trials. Conduct a study on successful European Research Council laureate
candidates, followed by a proposal on how to improve leadership recruitment. Establish an entrepreneur in residence programme. • Joint actions: HealthTIES partners developed a successful bid to the European Institute for Innovation and Technology (EIT) for a
Knowledge and Innovation Community in Health. Participate in joint education in innovation programmes using the EIT Health STELLAR
approach (Spark, Transform, Embrace, Lead, Leap, Amplify, Reward). Connect incubators as soft-landing places for exchange scientists, en
trepreneurs and students (EIT Health). Limitations and future research The HealthTIES indicators and indexes have a number
of limitations. First, our study was based on the assump-
tions of the ‘triple helix’ model to guide data collection,
analysis and actions. Testing the underlying assumptions
was beyond the scope of the study, as the ‘triple helix’
was regarded as a starting point. As a result, our analysis
and proposed actions focused on the dynamic interac-
tions within the ‘triple helix’ to generate a pragmatic,
measurable and effective evaluation of the parameters
influencing the innovation cycle. It is likely that this ap-
proach will have focused activity at the expense of other
sectors. For example, taking into the account the appar-
ent dependency of the HealthTIES regions on research
and drug development in the pharmaceutical industry,
incentivising R&D investment in the pharmaceutical in-
dustry through tax breaks could be either more or
equally advantageous to some of the actions we consid-
ered. We intend to repeat data collection and Health-
TIES innovation indicator analysis after implementation
of the initial regional and joint actions. The next steps in
evaluating the utility of the HealthTIES indicators and
subsequent actions should include wider evaluation of
the outcomes of the actions based on the assumptions of
the ‘triple helix’ model, as well as comparison of their
advantages and disadvantages with a range of possible
alternative actions to accelerate innovation. HealthTIES had regional value, as we used the results
from the comparative assessment of the innovation cycle
to identify and share best practice and inform regional
and joint action plans to increase the competitiveness of
the HealthTIES regions. There was also a synergistic ef-
fect from involving regional stakeholders across aca-
demia,
industry
and
government
in
gathering
and
interpreting data. The HealthTIES project also raised
awareness and increased commitment to change among
the traditional ‘triple helix’ partners (academia, govern-
ment, and medical and life science industry), new part-
ners such as insurance companies and private investors,
and the general public. Second, quantifying and measuring innovation is in-
herently challenging because, by definition, it is some-
thing novel and the settings within which it occurs are
multidimensional and in many ways unique. To ensure
comparability and quantitative measurability, our ap-
proach uses a variety of indirect innovation indicators
(e.g. research funding, publications, patents and invest-
ments) as well as quantitative direct innovation indica-
tors (e.g. new products on the market, new medicines,
big sales). Discussion This study reports the results and outcomes from the
European FP7 Regions of Knowledge HealthTIES pro-
ject. Specifically, our study provides tools for the meas-
urement
and
benchmarking
of
university–industry–
government innovation in selected European medical
and life science clusters. The general outcome is that the
HealthTIES indicators and indexes complement the
existing generic tools for measuring innovation perform-
ance across all sectors at the level of countries and large
administratively defined regions by focussing on actual
innovation clusters in one specific sector. The very na-
ture of this comparative process means that many indi-
cators that are potentially informative were subsequently
not used because of the lack of universal availability. Page 12 of 15 Page 12 of 15 Page 12 of 15 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems There are therefore limitations to all such tools and indi-
cators that are based on what can be measured, rather
than on what should be measured. With respect to these
caveats, the HealthTIES indicators and indexes have
value, as they been co-developed and validated internally
within the HealthTIES consortium of regional partners
with representation from academia, government and in-
dustry, and appear to have a degree of external prima
facie validity. revenue and the increasing costs of getting drugs
through Phase III, United States Food and Drug Admin-
istration and European Medicines Agency approval,
mean that many drug development programmes are
folding [54]. To counteract this threat in the context of
P4 (predictive, preventive, personalised, participatory)
medicine, academia and government across Europe may
need to play a more active role in basic research and
drug development in partnership with industry. y
In addition, the HealthTIES indicators and indexes
provided ample data for SWOT analysis, which in turn
formed the basis of our regional and joint action plans. Our
analysis
shows
that,
although
HealthTIES
innovation regions possess a strong knowledge base and
innovation infrastructure in the four mature clusters,
and a strong potential for development in the mentoring
cluster, they all significantly lag behind the world-leading
Boston cluster (Fig. 3). Discussion This is a reflection of Europe be-
ing outperformed by the global innovation leaders such
as South Korea, Canada, Australia, Japan and the United
States [4]. Although the EU still has a clear innovation
performance lead over many other countries globally,
this lead is declining rapidly and comes under threat
from countries such as China, whose innovation per-
formance growth is three times that of the EU [4]. Limitations and future research An inherent limitation of such an approach is
that it does not focus on the qualitative characteristics of
the object of innovation, i.e. innovative products, ser-
vices and technologies. Future research may explore al-
ternative approaches focusing directly on the object of
innovation to investigate whether the new products, ser-
vices and technologies are incremental improvements or
disruptive innovations, whether they have a potential to With regard to the particular areas of the knowledge
and innovation capital, our study shows a major defi-
ciency in the area of medical chemistry across all five re-
gions. The lack of critical mass in this area in academia
and publicly funded research institutes may be compen-
sated by a larger volume of research in the pharmaceut-
ical industry. All of the regions appear to be dependent
on a steady drug development pipeline in the pharma-
ceutical
industry,
including
vaccines
and
biological
agents. In view of the changes that are ongoing in the
pharmaceutical industry, these dependencies present a
potential threat to the continued high-level activity in
the HealthTIES clusters. For example, a major fall in rev-
enue for pharma is expected as the patent lifetime of
many drugs is coming to an end and they approach what
has been termed the ‘patent cliff’ [53]. This fall in Page 13 of 15 Page 13 of 15 Edmunds et al. Health Research Policy and Systems (2019) 17:10 Edmunds et al. Health Research Policy and Systems become blockbuster drugs or high-quality services, and
whether they have occurred within or outside of the for-
mal medical and life science R&D sector. both health and economic outcomes [20, 55, 56]. More-
over, women remain under-represented in leadership
and management positions in European academic health
centres [57], which indicates that research systems may
not support the best science or fail to address topics that
benefit women and men equitably [58]. Future research
may usefully explore qualitative differences between or-
ganisations, sectors and regions using theory-building
research designs to draw generalisations beyond the
current sample of medical and life science clusters. Third, within the inherent limitations of the current
approach, there are considerable challenges in obtaining
complete, reliable and comparable datasets, particularly
for innovation system and output indicators. We were
unable to include in our analysis a number of indicators,
data for which were not available for all regions, or were
not comparable or quantifiable. Additional files Additional file 1: Box S1. Search protocol for HealthTIES (HT) H-indexes
for disease and technology platforms, Web of Science. Table S1. Keywords
used in the HT H-index analysis. Figure S1. Radar plots of the HT Innovation
index for Input, Innovation System and Output Indicators (with weighted
scores) for each region separately: Biocat (The HealthTIES average is shown in
grey). Figure S2. Radar plots of the HT Innovation index for Input, Innovation
System and Output Indicators (with weighted scores) for each region separ-
ately: Észak-Alföld (The HealthTIES average is shown in grey). Figure S3. Radar
plots of the HT Innovation index for Input, Innovation System and Output Indi-
cators (with weighted scores) for each region separately: Medical Delta (The
HealthTIES average is shown in grey). Figure S4. Radar plots of the HT
Innovation index for Input, Innovation System and Output Indicators (with
weighted scores) for each region separately: Oxford and Thames Valley (The
HealthTIES average is shown in grey). Figure S5. Radar plots of the HT
Innovation index for Input, Innovation System and Output Indicators (with
weighted scores) for each region separately: Life Science Zurich (The Additional file 1: Box S1. Search protocol for HealthTIES (HT) H-indexes
for disease and technology platforms, Web of Science. Table S1. Keywords
used in the HT H-index analysis. Figure S1. Radar plots of the HT Innovation
index for Input, Innovation System and Output Indicators (with weighted
scores) for each region separately: Biocat (The HealthTIES average is shown in
grey). Figure S2. Radar plots of the HT Innovation index for Input, Innovation
System and Output Indicators (with weighted scores) for each region separ-
ately: Észak-Alföld (The HealthTIES average is shown in grey). Figure S3. Radar
plots of the HT Innovation index for Input, Innovation System and Output Indi-
cators (with weighted scores) for each region separately: Medical Delta (The
HealthTIES average is shown in grey). Figure S4. Radar plots of the HT
Innovation index for Input, Innovation System and Output Indicators (with
weighted scores) for each region separately: Oxford and Thames Valley (The
HealthTIES average is shown in grey). Figure S5. Radar plots of the HT
Innovation index for Input, Innovation System and Output Indicators (with
weighted scores) for each region separately: Life Science Zurich (The Finally, our study did not explore qualitative differ-
ences between the clusters with regard to the workforce,
business practices and laws, and how they support or
prevent innovation. Conclusion Important sectors of the economy, such as medical and
life sciences, increasingly revolve around a ‘triple helix’
of university–industry–government relations at both na-
tional and regional levels. In light of growing inter-
dependencies between previously arms-length actors, it
is vital for research and innovation stakeholders and
policy-makers to have access to tools for measuring,
monitoring and comparing ‘triple helix’ dynamics in key
sectors. The HealthTIES indicators and indexes provide
useful practical tools for the measurement and bench-
marking of university–industry–government innovation
in European medical and life science clusters. They have
been developed and validated internally within the
HealthTIES consortium and display a degree of external
prima facie validity. The results from the comparative
assessment of the innovation cycle have been used to
identify and share best practice and inform regional and
joint action plans to strengthen the competitiveness of
the HealthTIES regions. Potentially, the tools and ac-
companying analyses can be used beyond the Health-
TIES consortium to inform other regional governments,
researchers and, possibly, large companies searching for
their next location, analyse and benchmark ‘triple helix’
dynamics within their own networks over time, and to
develop integrated public–private and cross-regional re-
search and innovation strategies in Europe and beyond. y
Fourth, external validation of the HealthTIES indica-
tors and indexes was beyond the scope of the current
project. Future research may usefully validate them in
other settings using both quantitative and qualitative val-
idation techniques. In particular, there may be a problem
in using some of the readily available indicators across
different settings. For example, the patients WAIT indi-
cator typically includes the innovations and new drugs
that have undergone market authorisation but are yet to
undergo Phase IV clinical trials to determine their
long-term effects on large populations, as well as health
technology assessment to determine their cost effective-
ness. Thus, some innovations and new drugs included in
this
indicator
in
some
settings
may
have
adverse
long-term effects or may not be cost-effective. Our ex-
perience of conducting a workshop with a broad range
of experts including, among others, front-line clinicians
to build a consensus on the selection and feasibility of
innovation indicators suggest that member validation
and consensus research are likely to be effective means
to gather expert opinion and build a consensus on the
utility and feasibility of different indicators in the con-
text of different regions. Limitations and future research Particularly, there may
be limitations to the reliability of some of the data col-
lected for the HealthTIES regions. For example, com-
panies complete their own entries in the BiotechGate
database, and so their entries may vary in terms of qual-
ity, consistency and reporting periods. Moreover, the
current version of the innovation indicators is based on
absolute rather than relative measurements and thus
does not take into consideration differences among
HealthTIES regions with regards to the size and quality
of various sociodemographic characteristics. Future re-
search may usefully develop a methodology to account
for such differences and to collect more complete, reli-
able and comparable data, for example, through compre-
hensive and cross-validated innovation surveys. Abbreviations BioCat: Bioregion of Catalonia; ERC: European Research Council; EU: European
Union; FTE: full-time equivalent; HealthTIES: Healthcare, Technology and
Innovation for Economic Success; HT H-index: HealthTIES h-index;
R&D: research and development; RIS: Regional Innovation Scoreboard;
STI: science, technology and innovation; SWOT: strengths, weaknesses,
opportunities and threats; TTO: technology transfer office; WAIT: patients
Waiting for Access to Innovative Treatment Received: 25 July 2018 Accepted: 7 January 2019 Received: 25 July 2018 Accepted: 7 January 2019 Competing interests
d
f
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research and innovation programme award STARBIOS2 under grant
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A Camelid Anti-PrP Antibody Abrogates PrPSc Replication in Prion-Permissive Neuroblastoma Cell Lines
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A Camelid Anti-PrP Antibody Abrogates PrPSc
Replication in Prion-Permissive Neuroblastoma Cell Lines Daryl Rhys Jones1, William Alexander Taylor1, Clive Bate1, Monique David2, Mourad Tayebi1*
1 Department of Pathology & Infectious Diseases, Royal Veterinary College, Hertfordshire, United Kingdom, 2 Multiple Sclerosis Research Center of New York, New York,
New York, United States of America Abstract Funding: This study was supported by the UK Royal Society and The Royal Veterinary Colle
design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * E-mail: mtayebi@rvc.ac.uk disease, other researchers have demonstrated the effectiveness of
antibody-mediated therapy in delaying the onset of disease in vivo
[16,17,18,19,20]. The antibody-mediated therapy approach was
first investigated in scrapie susceptible neuroblastoma cells (N2a)
[12,13], then in transgenic mice with an anti-PrP antibody m-chain
[21]. This was followed by vaccinating scrapie-infected mice with
rPrP [22], PrP peptides [23], and mucosal vaccination using live
attenuated strain of Salmonella typhimurium expressing the
mouse PrP gene [24,25]. Crucially and for the first time, we have
previously shown that passive transfer of anti-PrP monoclonal
antibodies following inoculation of mice with scrapie-infected
material via the intraperitoneal route led to inhibition of prion
replication in vivo and animals survived throughout their life-span
and remained free of detectable prion infection [14]. When the
passive antibody transfer was started after onset of clinical signs of
disease, all animals succumbed to prion diseases and were not
rescued,
indicating
the
inefficiency
of
these
antibodies
to
transmigrate across the BBB. PLoS ONE | www.plosone.org Abstract The development of antibodies effective in crossing the blood brain barrier (BBB), capable of accessing the cytosol of
affected cells and with higher affinity for PrPSc would be of paramount importance in arresting disease progression in its late
stage and treating individuals with prion diseases. Antibody-based therapy appears to be the most promising approach
following the exciting report from White and colleagues, establishing the ‘‘proof-of-principle’’ for prion-immunotherapy. After passive transfer, anti-prion antibodies were shown to be very effective in curing peripheral but not central rodent
prion disease, due to the fact that these anti-prion antibodies are relatively large molecules and cannot therefore cross the
BBB. Here, we show that an anti-prion antibody derived from camel immunised with murine scrapie material adsorbed to
immunomagnetic beads is able to prevent infection of susceptible N2a cells and cure chronically scrapie-infected
neuroblastoma cultures. This antibody was also shown to transmigrate across the BBB and cross the plasma membrane of
neurons to target cytosolic PrPC. In contrast, treatment with a conventional anti-prion antibody derived from mouse
immunised with recombinant PrP protein was unable to prevent recurrence of PrPSc replication. Furthermore, our camelid
antibody did not display any neurotoxic effects following treatment of susceptible N2a cells as evidenced by TUNEL
staining. These findings demonstrate the potential use of anti-prion camelid antibodies for the treatment of prion and other
related diseases via non-invasive means. Citation: Jones DR, Taylor WA, Bate C, David M, Tayebi M (2010) A Camelid Anti-PrP Antibody Abrogates PrPSc Replication in Prion-Permissive Neuroblastoma Cell
Lines. PLoS ONE 5(3): e9804. doi:10.1371/journal.pone.0009804
Editor: Jiyan Ma, Ohio State University, United States of America
Received October 29, 2009; Accepted February 26, 2010; Published March 22, 2010 r WA, Bate C, David M, Tayebi M (2010) A Camelid Anti-PrP Antibody Abrogates PrPSc Replication in Prion-Permissive Neuroblastoma Cel
04. doi:10.1371/journal.pone.0009804 Received October 29, 2009; Accepted February 26, 2010; Published March 22, 2010 Copyright: 2010 Jones et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: This study was supported by the UK Royal Society and The Royal Veterinary College Internal Grant Scheme to MT. The funders had no role in study
design, data collection and analysis, decision to publish, or preparation of the manuscript. PrioV3 anti-prion antibody binds to prion proteins and
peptide For comparison, ICSM35, raised in
mouse (positive), was incubated with brain homogenates prepared from RML-infected and normal brain tissue with and with no PK digestion. Figure 1. PrioV3 binds to both native and denatured prion proteins. (A) PrioV3 antibody was screened with 20-mer amino acid sequences
spanning the 91–230 region of the prion protein and was shown to bind a region between 170 and 19. ICSM18 that binds to a region between 141
and 160 was used as positive control and normal camel serum (NCS) was used as negative control. Goat anti-llama IgG-HRP was used as secondary
detection antibody. Anti-PrP responses were measured in peptide ELISA. Error bars represent the mean antibody level derived from n = 8 wells. (B)
PrioV3 antibody bound to native PrPC inside the cytoplasm of N2a cells (orange arrow), in contrast with ICSM35 that strictly stained cell membrane-
bound PrPC (blue arrow). Florescence microscopy was performed and images from each source [FITC (450–490 nm), Texas red (510–560 nm) and
DAPI (330–380 nm)] were collected. As control, N2a cells were stained with the secondary anti-llama IgG (green) and anti-mouse IgG antibody (red),
omitting the primary antibodies. Scale bar = 25 mm (C) PrP wild type, knock-out and RML-infected brain homogenate were digested with PK and
tested for reactivity PrioV3. PrioV3 strongly bound both PrPC and PrPSc in brain homogenates (pre- and post-PK). For comparison, ICSM35, raised in
mouse (positive), was incubated with brain homogenates prepared from RML-infected and normal brain tissue with and with no PK digestion. doi:10.1371/journal.pone.0009804.g001 Figure 1. PrioV3 binds to both native and denatured prion proteins. (A) PrioV3 antibody was screened with 20-mer amino acid sequences
spanning the 91–230 region of the prion protein and was shown to bind a region between 170 and 19. ICSM18 that binds to a region between 141
and 160 was used as positive control and normal camel serum (NCS) was used as negative control. Goat anti-llama IgG-HRP was used as secondary
detection antibody. Anti-PrP responses were measured in peptide ELISA. Error bars represent the mean antibody level derived from n = 8 wells. (B)
PrioV3 antibody bound to native PrPC inside the cytoplasm of N2a cells (orange arrow), in contrast with ICSM35 that strictly stained cell membrane-
bound PrPC (blue arrow). Florescence microscopy was performed and images from each source [FITC (450–490 nm), Texas red (510–560 nm) and
DAPI (330–380 nm)] were collected. Introduction Prion diseases also known as transmissible spongiform enceph-
alopathies (TSEs) are a group of closely related fatal transmissible
neurodegenerative diseases that affect humans and animals [1]. Prion disorders are associated with conversion of the normal
cellular prion protein (PrPC) into a disease-associated isoform,
PrPSc, that acquires increased b-sheet structure and detergent
insolubility [2]. These diseases are characterised by the deposition
and aggregation of proteins into highly stable, partially proteinase-
resistant plaques and fibrils [3], leading to neuronal cell death and
spongiform change of the brain parenchyma [4]. A number of drugs have been assessed for their efficacy in
inhibiting prion replication, and these included polyanions [5],
Iododoxorubicin,
tetracycline
[6],
Congo
red
[7],
polyene
antibiotics [8], and quinacrine [9]. With the exception of an
amphotericine
analogue
that
had
some
effect
on
disease
progression [10], these drugs have been shown to be ineffective
in interacting with PrPSc in vivo. Moreover, their capacity to
transmigrate across the BBB has not been established. We have previously raised a camelid anti-prion antibody,
known as PrioV3, capable of crossing the BBB in vitro and in vivo
via receptor-mediated transport (M. Tayebi & J. Greenwood,
unpublished data; M. Tayebi et al, presented at the Neuroprion
conference, Madrid, September 2008). PrioV3 displayed binding
specificity for both PrPC and PrPSc and was believed to bind PrPC
in the cytosol of neurons (Tayebi et al, submitted); In marked
contrast, conventional anti-prion antibodies produced in mouse Following successful treatment of scrapie-susceptible neuroblas-
toma (N2a) cells [11,12,13] and scrapie-infected mice [14],
immune-based therapy has become the most promising therapeu-
tic approach for the treatment of prion diseases [15]. After the
landmark report from White and colleagues [14], showing for the
first time efficacy of anti-prion antibodies in treating animal prion- PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 1 March 2010 | Volume 5 | Issue 3 | e9804 In Vitro Prion Treatment against similar target antigen were unable to enter the neuronal
plasma membrane and instead decorated the cell membrane by
staining surface PrPC (Tayebi et al, submitted). PrioV3 anti-prion antibody binds to prion proteins and
peptide In this report, we show that PrioV3 anti-prion antibody was
effective in crossing BBB, reduce peripheral prion replication in
vivo and cured chronically scrapie-infected N2a cells and was also
able to abolish prion replication. Finally, we also demonstrate here
that PrioV3 antibody failed to trigger neurotoxic effects as
previously shown with conventional anti-prion antibodies raised
in mouse ([26], M. Tayebi and M. David, submitted). In order to confirm specificity to the prion protein and to
determine its binding motif, PrioV3 anti-prion antibody was
pepscanned (Figure 1A). 20-mer peptide sequences overlapping by
10 amino acids and spanning the 91–230 region of the truncated
prion protein were used to epitope-map the PrioV3 antibody and
was shown to bind to a linear motif on the C-terminal region of the
protein, a sequence that lies between 171 and 190 (Figure 1A). This region was previously shown to bind to the so-called YYR
motif used by Paramithiotis and colleagues to generate their PrPSc-
specific mAbs [27]. The camelid anti-prion antibodies could potentially form an
important tool for the neutralisation/clearance of prions in the
cytosol of affected neurons and could be applied for the treatment
of prion and other related protein-misfolding diseases. Figure 1. PrioV3 binds to both native and denatured prion proteins. (A) PrioV3 antibody was screened with 20-mer amino acid sequences
spanning the 91–230 region of the prion protein and was shown to bind a region between 170 and 19. ICSM18 that binds to a region between 141
and 160 was used as positive control and normal camel serum (NCS) was used as negative control. Goat anti-llama IgG-HRP was used as secondary
detection antibody. Anti-PrP responses were measured in peptide ELISA. Error bars represent the mean antibody level derived from n = 8 wells. (B)
PrioV3 antibody bound to native PrPC inside the cytoplasm of N2a cells (orange arrow), in contrast with ICSM35 that strictly stained cell membrane-
bound PrPC (blue arrow). Florescence microscopy was performed and images from each source [FITC (450–490 nm), Texas red (510–560 nm) and
DAPI (330–380 nm)] were collected. As control, N2a cells were stained with the secondary anti-llama IgG (green) and anti-mouse IgG antibody (red),
omitting the primary antibodies. Scale bar = 25 mm (C) PrP wild type, knock-out and RML-infected brain homogenate were digested with PK and
tested for reactivity PrioV3. PrioV3 strongly bound both PrPC and PrPSc in brain homogenates (pre- and post-PK). PrioV3 anti-prion antibody binds to prion proteins and
peptide As control, N2a cells were stained with the secondary anti-llama IgG (green) and anti-mouse IgG antibody (red),
omitting the primary antibodies. Scale bar = 25 mm (C) PrP wild type, knock-out and RML-infected brain homogenate were digested with PK and
tested for reactivity PrioV3. PrioV3 strongly bound both PrPC and PrPSc in brain homogenates (pre- and post-PK). For comparison, ICSM35, raised in
mouse (positive), was incubated with brain homogenates prepared from RML-infected and normal brain tissue with and with no PK digestion. doi:10.1371/journal.pone.0009804.g001 March 2010 | Volume 5 | Issue 3 | e9804 PLoS ONE | www.plosone.org 2 In Vitro Prion Treatment We have reported that PrPC was widely expressed on the
surface of N2a cells when probed with anti-prion mAbs raised
against recombinant prion protein [11,28]. Immunofluorescence
analysis of PrioV3 antibody displayed strong binding to cellular
prion protein expressed on the cell plasma membrane, suggesting
its high affinity for PrPC (Figure 1B). Furthermore, co-localisation
studies have shown that binding with PrioV3 was also recognised
in the cell cytoplasm by immunofluroscence following staining of
intact
N2a
cells
(non-fixed
and
non-permebealised),
unlike
ICSM35-stain that was strictly restricted to the plasma membrane
(Figure 1B). Therefore, PrioV3 binds both surface and cytosolic
PrPC and recognizes residues 171 and 190 on the C-terminal
region of the truncated PrP27–30. Following PK digestion, PrPC was completely removed, whereas the
33–35 kDa form of PrPSc was shortened to 27–30 kDa, probably as
a result of degradation of the amino-terminal segment of residues
23–90 analogous to hamster PrPSc [29]. PrioV3 antibody did not
react with Prn-p2/2 brain homogenates. Therefore, PrioV3 was
shown to binds both PrPC and PrPSc whether the protein is in native
conformation or denatured. PrioV3 antibody is capable of crossing the BBB in vitro
and in vivo Transport of PrioV3 and ICSM35 antibodies across the blood-
brain barrier was assessed using GPNT rat [30] and HCMEC/D3
human [31] endothelial cells. PrioV3 was shown to cross both BBB
cell lines efficiently as measured by ELISA (Figure 2A). In contrast,
CD71 antibody, Dextran and ICSM35 antibody were unable to
enter the BBB cell lines (Figure 2A). Furthermore, immunohisto-
chemistry and immunofluorescence stain of the brain parenchyma
of rats following intra-venous injection revealed that PrioV3
antibody was widely distributed, in contrast, ICSM35 did not To assess the ability of PrioV3 antibody to recognise PrPSc,
scrapie-infected (RML) or Prn-p2/2 (KO) brain homogenate was
treated with PK (QIAGEN) (Figure 1C). Western blot studies
displayed similar binding pattern between PrioV3 and ICSM35;
with several PrPC bands from normal mice comprising one band at
27 kDa, two 29–32 kDa and 33–35 kDa, and one at 21–22 kDa. Figure 2. Assessment of PrioV transmigration across the BBB in vitro and in vivo. (A) BBB migration of PrioV3 antibody was assessed using
GPNT rat and D3 human BBB models. PrioV was shown to cross both BBB cell lines efficiently as measured by ELISA, in contrast with CD71 antibody,
Dextran and ICSM35 (con-IgG) that did not cross the BBB; (B) Immunohistochemistry and immunofluorescence stain of PrioV3 (green) in the brain
parenchyma following intra-venous injection. PrioV3 antibody was injected i.v. to rats and brain sections were taken 4 h later to assess antibody
migration across the BBB in vivo (white arrows). Co-injection with a conventional anti-prion IgG (red) displayed its inability to cross the BBB and
staining remained in the kidney (yellow arrow). Scale bar = 5 mm. doi:10.1371/journal.pone.0009804.g002 Figure 2. Assessment of PrioV transmigration across the BBB in vitro and in vivo. (A) BBB migration of PrioV3 antibody was assessed using
GPNT rat and D3 human BBB models. PrioV was shown to cross both BBB cell lines efficiently as measured by ELISA, in contrast with CD71 antibody,
Dextran and ICSM35 (con-IgG) that did not cross the BBB; (B) Immunohistochemistry and immunofluorescence stain of PrioV3 (green) in the brain
parenchyma following intra-venous injection. PrioV3 antibody was injected i.v. to rats and brain sections were taken 4 h later to assess antibody
migration across the BBB in vivo (white arrows). Co-injection with a conventional anti-prion IgG (red) displayed its inability to cross the BBB and
staining remained in the kidney (yellow arrow). Scale bar = 5 mm. PrioV3 antibody raised against PrP-Dynabeads inhibits
accumulation of PrPSc in ScN2a Cells We first assessed the efficiency of PrioV3, an anti-prion mAb
antibody raised in camel against PrP-Dynabeads, as an inhibitor of
prion replication in ScN2a cells. We have previously shown that treatment of ovine PrP-
inducible scrapie-infected Rov cells with a panel of the ICSM
mAbs raised against both recombinant a-PrP and b-PrP led to
significant reduction of PrPSc accumulation. It was determined
that ICSM35 was the most effective in inhibiting PrPSc replication
(x 100 to 1500) following treatment of Rov cells over a period 6
weeks [11]. This also suggests that PrioV3 antibody is a more
potent inhibitor since it was shown to abrogate PrPSc replication
after 24 hours only. In disagreement with previous work [11],
PrioV3 antibody did alter PrPC expression, independent of the
dose or treatment length (Figure 3 and data not shown), indicating
that the antibody has a direct neutralizing effect on PrPC as well as
PrPSc. Of note, mAbs with higher affinity for PrPC were shown to
be more effective in reducing PrPSc replication in a dose
dependent manner [12,13,14]. ScN2a cells were cultured in triplicates and treated for 24 hours
or 4 days at 37uC (5% CO2) with PrioV3 antibody. For the 4 day
experiment, treatment was renewed daily in order to maintain
levels of antibody above PrPC levels, since PrPC has a rapid
turnover rate (half-time synthesis 0.1 hour vs. half-time degrada-
tion 5 hours) [32]. Normal camel serum (NCS) and no treatment
were used as controls. The cells were then lysed and subsequently
treated with PK prior to analysis of PrPSc levels by Sandwich
ELISA and Western blot. For comparison, ScN2a cells were also treated with 1 or 25 mg
ICSM35, an anti-prion mAb antibody raised against human
recombinant b-PrP (Figure 3). ICSM35 binds residues 91 and 110
on the N-terminal region of the truncated PrP27–30 and was shown
to be useful in delaying disease onset albeit leading to incomplete
inhibition of PrPSc replication in the spleen of scrapie-infected
mice [14,33]. ICSM35 was also previously shown to disturb
cholesterol homeostasis and alter cell signaling (M. Tayebi and M. David, submitted). An isotype matched control for ICSM35,
BRIC126 was also used and untreated cells were included in the
experiment (Figure 3). ScN2a cells were also treated with 25 mg PrioV3 or ICSM35
over a period of 4 days (Figure 4) with daily treatment renewal in
tissue culture medium. PrioV3 antibody is capable of crossing the BBB in vitro
and in vivo doi:10.1371/journal.pone.0009804.g002 PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 3 In Vitro Prion Treatment replication as demonstrated by Sandwich ELISA [(P,0.001),
(Figure 3)]. Although 25 mg/ml of PrioV3 antibody led to a
significant decrease of PrPSc as assessed by Sandwich ELISA,
levels did not differ significantly from the 1 mg/ml of PrioV3
antibody treatment, suggesting the high potency of PrioV3
antibody in inhibiting PrPSc replication [(P,0.001), (Figure 3)]. display staining of the brain parenchyma but was seen in kidneys
and liver of these rats (Figure 2B). PrioV3 antibody raised against PrP-Dynabeads inhibits
accumulation of PrPSc in ScN2a Cells NCS and BRIC126 treatment were used as
controls. Following treatment, cells were lysed and then PK
treated as described above. Levels of PrPSc were then analysed in
the cell lysates by Sandwich ELISA and Western blotting. Both
PrioV3 antibody and ICSM35 completely abrogated PrPSc
replication as shown by Western blot. NCS and BRIC126 had
no effect on PrPSc levels (Figure 4). As expected, ICSM35 led to a significant dose-dependent
reduction
in
PrPSc
accumulation
after
24 hour
treatment
(Figure 3). When compared with PrioV3 antibody, ICSM35 was
less potent in inhibiting PrPSc replication in ScN2a cells (Figure 3). ScN2a cells were treated with 1 mg or 25 mg PrioV3 antibody. Here, as little as 1 mg/ml of PrioV antibody abrogated PrPSc It has previously been reported that treatment for three [13] or
seven [12] days with anti-PrPC antibodies abolished PrPSc
replication as demonstrated by undetectable levels in Western
blot, in agreement with the present findings. Figure 3. PrioV3 and ICSM35 antibodies inhibit accumulation of PrPSc in ScN2a cells. ScN2a cells were incubated for 24 hours at 37uC (5%
CO2) with 1 or 25 mg PrioV3 and ICSM35. 25 mg NCS (Normal camel serum), and BRIC126-treated as well as untreated cells were also included. The
cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels by Sandwich ELISA in triplicates. Both concentrations of PrioV3
used to treat ScN2a cells show a significant reduction in prion replication (P,0.001) when compared with the NCS control and the untreated cells. PrioV3 has also led to decreased levels of normal prion protein. ICSM35 led to a significant (P,0.001) reduction in prion replication compared to
BRIC126-treated or untreated cells. Representative of three experiments. doi:10.1371/journal.pone.0009804.g003 Figure 3. PrioV3 and ICSM35 antibodies inhibit accumulation of PrPSc in ScN2a cells. ScN2a cells were incubated for 24 hours at 37uC (5%
CO2) with 1 or 25 mg PrioV3 and ICSM35. 25 mg NCS (Normal camel serum), and BRIC126-treated as well as untreated cells were also included. The
cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels by Sandwich ELISA in triplicates. Both concentrations of PrioV3
used to treat ScN2a cells show a significant reduction in prion replication (P,0.001) when compared with the NCS control and the untreated cells. PrioV3 has also led to decreased levels of normal prion protein. Figure 4. Long term treatment with PrioV3 or ICSM35 anti-prion antibodies abrogate PrPSc accumulation in ScN2a cells. ScN2a cells
were incubated for 4 days at 37uC (5% CO2) with 25 mg ICSM35 or of PrioV3 and daily treatment renewal in tissue culture medium. BRIC126- and NCS-
treated (Normal camel serum) were also included. The cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels by
Western blot. Both PrioV3 and ICSM35 abrogated PrPSc replication when compared with the BRIC- and NCS-treated cells. Representative of three
experiments. doi:10.1371/journal.pone.0009804.g004 medium for another 3 days and levels of PrPSc were assessed by
Western blot following PK digestion of cell lysates. In preliminary work, we assessed efficacy of our antibodies to
inhibit prion replication in vivo. Here, mice were inoculated with
RML scrapie brain homogenate and treated weekly with 2 mg of
PrioV3 or isotype control antibody CD71 (IgG) from day 10 post
inoculation (p.i.). Western blot analysis of PrPSc at 60 days p.i. showed a marked inhibition of PrPSc accumulation in the spleen
(Figure 5 and data not shown). This pilot study confirms the
inhibitory effects of PrioV3 on PrPSc inhibition in vivo and
experiments are currently underway to assess the effects of PrioV3
on clinical disease in mice. Cell lysates assayed 3 days after removal of PrioV3 antibody
failed to display detectable levels of PrPSc as demonstrated by
Western blot (Figure 6A) in contrast to ICSM35-treated cells that
displayed high expression levels of PrPSc (Figure 6B). Both
untreated as well as cells treated with isotype-matched BRIC126
antibody showed high levels of PrPSc replication. Furthermore, 3
days after treatment was discontinued, cell lysates and superna-
tants were screened for the presence of PrioV3 or ICSM35 by
ELISA. Both PrioV3 and ICSM35 were not detected indicating
that PrioV3 inhibitory effect was not the result of residual antibody
in the cells but to its potent effect on PrPSc (data not shown). Taken together, these results suggest that only PrioV3 antibody led
to permanent depletion of PrPSc in chronically infected N2a cells. Recurrence of PrPSc replication in ICSM35- but not
PrioV3-treated cells We have also assessed whether PrPSc accumulation recurs after
treatment was ceased in PrioV3- and ICSM35-treated ScN2a
cells. ICSM35 but not PrioV3 antibody leads to neurotoxicity
PrPC appears to play a crucial role in the process leading to
neuronal death [34] as neurotoxic effects associated with prion
diseases are not triggered in the absence of PrPC expression
[35,36]. Furthermore, a role in signal transduction for PrPC was ScN2a cells were treated over a period of 4 days with daily
treatment renewal of antibody in tissue culture medium with 25 mg
of PrioV3 or NCS (Figure 6A) and ICSM35 or BRIC126
(Figure 6B). Untreated cells were also included in the experiment. Subsequently, cells were treated with antibody-free tissue culture Figure 5. PrioV3 antibody inhibits PrPSc replication in spleens of antibody-treated mice. Weekly passive transfer of 2 mg PrioV3 antibody
for 60 days induced substantial reduction in splenic PrPSc levels when treatment was started at day 10 p.i. CD71-treated as well as untreated mice did
not inhibit splenic prion replication and this reduction was not observed. doi:10.1371/journal.pone.0009804.g005 PrioV3 antibody raised against PrP-Dynabeads inhibits
accumulation of PrPSc in ScN2a Cells ICSM35 led to a significant (P,0.001) reduction in prion replication compared to
BRIC126-treated or untreated cells. Representative of three experiments. doi:10.1371/journal.pone.0009804.g003 March 2010 | Volume 5 | Issue 3 | e9804 PLoS ONE | www.plosone.org 4 In Vitro Prion Treatment In Vitro Prion Treatment Figure 4. Long term treatment with PrioV3 or ICSM35 anti-prion antibodies abrogate PrPSc accumulation in ScN2a cells. ScN2a cells
were incubated for 4 days at 37uC (5% CO2) with 25 mg ICSM35 or of PrioV3 and daily treatment renewal in tissue culture medium. BRIC126- and NCS-
treated (Normal camel serum) were also included. The cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels by
Western blot. Both PrioV3 and ICSM35 abrogated PrPSc replication when compared with the BRIC- and NCS-treated cells. Representative of three
experiments. doi:10.1371/journal.pone.0009804.g004 Since they are devoid of the light chains, the antigen binding site of
camelid antibodies is limited to a single domain. Camelid
antibodies are tools of increasing interest for CNS therapy
[40,41,42] and biophysical studies have revealed that they possess
a number of unique features compared to those of conventional
antibody fragments, notably smaller size (,14 kDa), greater
solubility and higher stability [40]. In that context, we have
produced a camelid anti-prion antibody fragment, known as
PrioV3, able to transmigrate across the BBB and cross the plasma
membrane of neurons to target cytosolic PrPC (Tayebi et al
submitted). suggested as binding to anti-PrP antibodies led to PrPC-dependent
Fyn activation [37] and modulation of calcium-dependent protein
kinase C in mice [38]. Following a recent report by Solforosi and
colleagues showing that cross-linking PrPC with specific anti-prion
antibodies leads to neuronal apoptosis in vivo [26], we have shown
that ICSM35 antibody treatment of neurons alters cell membrane
fluidity and leads to disruption of signalling proteins that reside in
membrane domains (M. Tayebi and M. David, submitted). To determine whether cross-linking PrPC to PrioV3 antibody
could produce neurotoxic effects in vitro, DNA fragmentation was
evaluated in N2a cells following treatment with varying concen-
trations (0, 5 and 25 mg) of endotoxin-free PrioV3 or ICSM35
antibody. This study showed that ICSM35 caused DNA fragmentation as
shown by TUNEL stain in a dose-dependent manner (Figure 7C &
D). In contrast, PrioV3 antibody failed to trigger any neurotoxic
effect as demonstrated by TUNEL staining by immunofluorescence,
even at the highest concentration (Figure 7E & F). Interestingly, only
antibodies that recognize epitopes within the 91 to 110 region of PrP
are capable of triggering neurotoxic-associated effects following
cross-linking with PrPC ([26], [M. Tayebi and M. David,
submitted]). While PrioV3 antibody, that binds to a PrP sequence
between 171 and 190, failed to elicit neurotoxic effects. In this report, we show that PrioV3 binds to both PrPC and
PrPSc and effectively abrogates prion replication in ScN2a cells,
but it is unclear whether its inhibitory effects are due to recognition
of normal and/or disease-associated isoform of prion protein. However, it was reported that PrPC cleavage with phosphatidy-
linositol-specific phospholipase C from the cell surface [13] or
stabilization with specific antibodies of PrPC alone is sufficient to
inhibit PrPSc replication [12,13,14]. Figure 5. PrioV3 antibody inhibits PrPSc replication in spleens of antibody-treated mice. Weekly passive transfer of 2 mg PrioV3 antibody
for 60 days induced substantial reduction in splenic PrPSc levels when treatment was started at day 10 p.i. CD71-treated as well as untreated mice did
not inhibit splenic prion replication and this reduction was not observed. doi:10.1371/journal.pone.0009804.g005 March 2010 | Volume 5 | Issue 3 | e9804 March 2010 | Volume 5 | Issue 3 | e9804 March 2010 | Volume 5 | Issue 3 | e9804 PLoS ONE | www.plosone.org 5 In Vitro Prion Treatment Figure 6. PrioV3 but not ICSM35 anti-prion antibody permanently inhibits accumulation of PrPSc in ScN2a cells following cessation
of antibody treatment. ScN2a cells were incubated for 4 days at 37uC (5% CO2) with 25 mg of (A) PrioV3 and (B) ICSM35* and daily treatment
renewal in tissue culture medium. NCS- (Normal camel serum) and BRIC126-treated cells were also included. The cells were then further grown for
another three with antibody-free tissue culture medium. The cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels
by Western blot. PrioV3 treatment led to permanent inhibition of PrPSc replication but ICSM35-treated cultures displayed de-novo replication of PrPSc;
both the BRIC- and NCS-treated cells showed high levels of PrPSc. Representative of three experiments. doi:10.1371/journal.pone.0009804.g006 Figure 6. PrioV3 but not ICSM35 anti-prion antibody permanently inhibits accumulation of PrPSc in ScN2a cells following cessation
of antibody treatment. ScN2a cells were incubated for 4 days at 37uC (5% CO2) with 25 mg of (A) PrioV3 and (B) ICSM35* and daily treatment
renewal in tissue culture medium. NCS- (Normal camel serum) and BRIC126-treated cells were also included. The cells were then further grown for
another three with antibody-free tissue culture medium. The cells were then lysed and subsequently treated with PK prior to analysis of PrPSc levels
by Western blot. PrioV3 treatment led to permanent inhibition of PrPSc replication but ICSM35-treated cultures displayed de-novo replication of PrPSc;
both the BRIC- and NCS-treated cells showed high levels of PrPSc. Representative of three experiments. doi:10.1371/journal.pone.0009804.g006 Camelids generate functional antibodies consisting of only two
heavy chains in comparison with the conventional four-chain
antibodies;
and
differs
from
the
corresponding
regions
of
conventional antibodies in that they lack the CH1 domain [39]. Furthermore, Perrier and
colleagues [43] demonstrated that anti-PrP antibodies block PrPSc
replication in prion-infected cell cultures by accelerating PrPC
degradation. PLoS ONE | www.plosone.org Discussion The conversion of normal prion protein (PrPC) into disease-
associated PrPSc is a central event underlying the mechanisms of
neuronal degeneration in prion diseases. Therefore, targeting both
normal and disease-associated isoforms should form the basis for
the development of effective therapeutic strategies for prion
disorders. We also show in this report that immunidetection of PrPSc from
spleens of mice at 60 days p.i. revealed that treatment with PrioV3,
but not with CD71 antibody markedly inhibited PrPSc accumu-
lation when passive transfer started at day 10. This is in agreement
with previous reports [14] demonstrating efficacy of a mouse mAb
raised against alpha recombinant protein (i.e. ICSM18) in
abrogating splenic prion replication following ip inoculation with
RML. Of importance, mice treated with ICSM18 survived
indefinitely [14]. Given that human prion diseases are normally diagnosed after
onset of disease, it is crucial to develop compounds that can
effectively arrest/reverse the disease process even after symptoms
have began. Although, antibody-mediated therapy was shown to
be effective for the treatment of rodent prion disease, intraperi-
toneal passive transfer of anti-PrP mAb did not have a protective
effect following CNS invasion/inoculation of prions [14]. Due to
their relatively large molecular mass, these anti-PrP mAb were
unable to transfer into the CNS across the blood-brain barrier
when administered peripherally. Previous reports have shown that binding of anti-PrP antibodies
to helix 1 region of PrPC, which is believed to play a crucial role in
the conversion process [44,45] inhibits PrPSc accumulation in
ScN2a cells by preventing interaction of PrPC with PrPSc [12,13]. However, these antibodies were less efficient in clearing prion
infection when used for the treatment of Rov cells [11,12]. Thus,
antibodies that bind to a-helix domain are able to abrogate prion March 2010 | Volume 5 | Issue 3 | e9804 6 In Vitro Prion Treatment Figure 7. ICSM35 but not PrioV3 anti-prion antibody leads to neurotoxicity N2a cells following antibody treatment. N2a cells were
assessed for neurotoxic effects by immunofluorescence imaging following treatment with PrioV3 or ICSM35. (A) Proprietary positive TUNEL stain and
(B) antibody-free tissue culture medium were used as controls. Following treatment with 5 and 25 mg PrioV3 or ICSM35, TUNEL staining was only
observed when cells were treated with ICSM35 (C & D). PrioV3 did not elicit DNA fragmentation and toxic effects were not observed (E & F). Cell nuclei
were also stained with DAPI. Scale bar = 5 mm. PLoS ONE | www.plosone.org Discussion In contrast,
ICSM35 failed to prevent recurrence of the PrPSc replication in PLoS ONE | www.plosone.org 7 March 2010 | Volume 5 | Issue 3 | e9804 In Vitro Prion Treatment beads, was then
rinsed and
resuspended
in
PBS before
immunisation. antibodies that target the N-terminal but not the C-terminal
region of the prion protein led to cell membrane disruption in vitro
(M. Tayebi and M. David, submitted) and neurotoxic effects in vivo
[26]. Whether the binding property of these antibodies to specific
sequences is enough to explain these outcomes remain to be
resolved. PrioV3 antibody could potentially turn out to be a more
useful therapeutic tool for eradicating prion infection since it binds
a more C-terminal region of the protein and targets both isoforms
of the prion protein. In this case, PrioV3 antibody would be able
to block PrPC incorporation into propagating infectious agents and
at the same time neutralize the infectious template, PrPSc. Three adult male camels received six subcutaneous injections at
weekly intervals of PrP-Dynabeads. For the first injection the
antigen was mixed with an equal volume of Freund’s Complete
Adjuvant (FCA), and all subsequent boosts were with Freund’s
Incomplete Adjuvant (FIA). Forty-five days after the first injection,
50 ml of anticoagulated blood was collected to evaluate the
immune response and used to isolate lymphocytes for mRNA
extraction [49]. mRNA extraction was followed by cDNA
preparation and the final PCR fragments were ligated into a
phagemid vector as reported [49]. Ligated material was trans-
formed in Escherichia coli cells and specific antibodies against prion
proteins (PrioVs) were enriched by three consecutive rounds of in
vitro selection. PrioV3 antibody was used in the current study. PrioV3 antibody displayed extensive and diffuse binding of
PrPC in the cytoplasm of cells without permebealization. PrioV3
ability to enter and target the cytosol of neurons remains
unknown, but we speculate that this is due to the size of the
antibody fragment (,14 kDa) as ICSM35 (,175 kDa) was unable
to enter the cell. ICSM anti-PrP mAbs (D-Gen) were produced as described [33]. ICSM 18, an IgG1, binds PrPC strongly in its native state but
weakly to native PrPSc, and to both isoforms in Western blots. Its
epitope lies between codons 144–156. ICSM 35, an IgG2b binds
both PrPC and PrPSc from all species tested, whether the protein is
in a native conformation or denatured. Its epitope lies between
residues 91–110. Peptides and pepscan ELISA 20-mer peptides spanning the truncated prion protein and
overlapping by 10 amino acids were made by automated solid
phase step-wise synthesis using the Fmoc N terminal protection
chemistry as described [48]. Briefly, peptides were cleaved from
the solid phase and fully side-chain deprotected using trifluor-
oacetic acid with water and tri-isopropylsilane as scavengers. Cleaved peptides were precipitated and washed in ice-cold methyl
tertiary butyl ether, dried, dissolved in suitable aqueous solvents
and analysed by reverse phase HPLC and MALDI-TOF mass
spectrometry. The mechanism(s) of prion-mediated neuronal degeneration are
not fully understood but it is believed that this is caused by
increased PrPSc neurotoxicity, so-called ‘‘gain of function hypoth-
esis’’ as prn-p2/2 mice displayed no obvious phenotype [47], or by
loss of PrPC function. It is likely that the apoptotic phenomenon
observed after cross-linking of PrPC with ‘toxic’ antibodies mimics
the prion-mediated degenerative process and leads to antibody-
mediated loss of function. The favourable efficiency and toxicity
property observed for PrioV3 together with its ability to cross the
BBB and to enter the plasma membrane of affected neurons makes
it an attractive weapon in the fight against prion and other related
diseases. High binding, 96 well plates (Greiner) were coated with 50 ml/
well of a 10 mg/ml peptide solution in coating buffer (35 mM
NaHCO3, 15 mM Na2CO3, pH 9.6). The plates were incubated
for 1 hour at 37uC then washed 3 times with PBS-0.05% Tween
20, and then blocked with SuperBlock (SB; Pierce) for 1 hour at
room temperature. After decanting the SB, 50 ml of PrioV3
antibody diluted in PBS-0.05% tween 20 was added and
incubated for 1 hour at 37uC. The plates were then washed 3
times
with
PBS-0.05%
tween
and
a
1/1000
dilution
of
horseradish-peroxidase (HRP) conjugated goat anti-llama IgG
(Bethyl Laboratories) was added for 25 min at 37uC and the plates
were again washed 4 times with PBS-0.05% tween. Finally, the
plates were developed with OPD buffer (Sigma) until optimum
development occurred, when the reaction was stopped with 3 M
sulphuric acid prior to spectrophotometric reading at 490 nm. Discussion Although many studies addressed the question of whether
antibodies could inhibit PrPSc replication in vitro and in vivo,
previous reports have demonstrated that cross-linking anti-prion
antibodies with PrPC leads to deleterious effects on neurons in vivo
[26] and in vitro (M. Tayebi and M. David, submitted). Solforosi
and co-workers used antibodies that specifically bind to epitopes
within the N-terminal (95–105) and the C-terminal (133–157)
regions of the prion protein. Interestingly, antibodies directed
against codons within the 95–105 but not to the 133–157 the
region led to apoptosis [26], while antibodies that target a more C-
terminal region failed to display neurotoxic effects in prion
infected mice and cells [18,26]. Similarly, the current study
showed that PrioV3 antibody which also binds to the C-terminal
(71–190) region of the prion protein did not trigger neuronal
apoptosis. Discussion Representative of three experiments. doi:10.1371/journal.pone.0009804.g007 Figure 7. ICSM35 but not PrioV3 anti-prion antibody leads to neurotoxicity N2a cells following antibody treatment. N2a cells were
assessed for neurotoxic effects by immunofluorescence imaging following treatment with PrioV3 or ICSM35. (A) Proprietary positive TUNEL stain and
(B) antibody-free tissue culture medium were used as controls. Following treatment with 5 and 25 mg PrioV3 or ICSM35, TUNEL staining was only
observed when cells were treated with ICSM35 (C & D). PrioV3 did not elicit DNA fragmentation and toxic effects were not observed (E & F). Cell nuclei
were also stained with DAPI. Scale bar = 5 mm. Representative of three experiments. doi:10.1371/journal.pone.0009804.g007 ICSM35-treated neuronal cultures [11]. Bioassay of infectivity
from these lysates is in progress. S replication in a murine neuroblastoma cell line (ScN2a; [12]),
whereas, their ability to cure an ovine epithelial cell line (Rov cells)
infected with prion was shown to be poor [11]. More importantly,
ICSM35, which displays higher affinity for PrPSc, also failed to
completely rid scrapie-infected mice [14] and ScN2a cells (this
study) of PrPSc, but led to efficient prion inhibition in Rov cells
[11]. Therefore, anti-PrP mAbs should be chosen on the basis that
they selectively target species-specific prion strains. Mechanisms underlying differential outcome of PrPSc inhibition
following treatment with anti-PrP antibodies remain unknown and
clearly need to be further investigated, since antibodies thought to
be effective in eradicating prion infection could in fact only
suppress disease transiently. It could be speculated that variable
levels of PrPC expression in different cell lines/types would lead to
diverse inhibitory effects [11,13]. Further, differences in the
binding affinities of antibodies used to inhibit PrPSc replication
could also help to explain the difference in treatment outcome,
given that PrPC is ubiquitously expressed [46] and, in some cases,
higher concentrations would be needed to achieve complete
abrogation of prion replication. Binding specific motifs on the
prion protein could also explain this dichotomy; for instance, The PrioV3 antibody was able to completely abrogate PrPSc
replication in prion-permissive neuronal cultures even after
treatment was ceased. This is in agreement with Enari and
colleagues that demonstrated that ScN2a exposure to an anti-PrPC
mAb not only prevented infection but also cured chronically
scrapie-infected cells after treatment was ceased [13]. Production of anti-prion camelid antibodies All procedures involving animals were carried out under a
project and personal licence authority issued in accordance with
The Animals (Scientific Procedures) Act 1986 and approval by the
Royal Veterinary College Institutional Ethics Committee. PLoS ONE | www.plosone.org Western blot analysis Samples to be electrophoresed were diluted 1:1 in 40 ml
sample buffer and boiled for 5 min in eppendorf tubes. The
samples were spun for 5 seconds at 14.000 rpm in a microfuge
before being loaded on the gel. The gels were electrophoresed
at
a
constant
voltage
of
200 V
for
1 hour. Following
electrophoresis, gels were blotted onto PVDF (Invitrogen) at
18 V for 45 min. Following blotting, the membranes were
rinsed in PBS-tween (0.05%) before being transferred to
blocking
solution
for
60 min
at
room
temperature. The
membranes were again rinsed in PBS-tween (0.05%) to remove
all traces of blocking solution. PrioV3, ICSM35 or ICSM18
antibody
was added
and incubated
for 1 hour at room
temperature. Following 4 washes of 5 min each, the membranes
were then incubated in anti-mouse or anti-llama IgG HRP-
conjugated antibody diluted at 1 in 20,000. The membranes
were washed as above and developed using the Hybond-
chemiluminescence (ECL) system (GE Healthcare), according to
the
manufacturer’s instructions. Signal
development
times
ranged from 1 second to 30 min. Florescence microscopy was performed with a Leica DM4000B
microscope. Images from each source [FITC (450–490 nm),
Texas red (510–560 nm) and DAPI (330–380 nm)] were collected
by a high resolution DC500 colour camera attached. All images
are saved digitally using Leica’s IM500 Image Manager Database
software from the same field-of-view. Images were merged using
Photoshop 6.0 (Adobe). Assessment of neurotoxicity by TUNEL staining Assessment of neurotoxicity by TUNEL staining
Apoptosis was assessed by TUNEL staining using an apoptosis
KIT according to manufacturing instructions (Calbiochem). DNA
fragmentation was evaluated in ScN2a cells following treatment
with varying concentrations of PRIOV3 and ICSM35. Briefly,
cells were fixed with 50 ml of LEUCOPERM Reagent A (Serotec)
for 10 minutes at room temperature. Cells were then washed with
PBS and 100 ml of 5 x TdT Equilibrium Buffer was added (1:5
TdT: H2O) and left to incubate for 10 min. After removing the
solution, 30 ml of 1:20 Fluorescein Labelling Reaction Mix: TdT
Enzyme was added and incubated for 1 hour at 37uC. The slides
were then washed 4 times with PBS for 15 minutes prior to adding
15 ml of DAPI nuclear stain (1:600 DAPI: PBS). The cells were
viewed
with
a
LEICA
DM4000B
fluorescence
microscope
equipped with a Bio-Rad MRC1024 laser confocal scanning
system and a LEICA DC500 camera. Images were layer-
combined with Adobe Photoshop. To assess recurrence of PrPSc replication following removal of
antibody, 16104 ScN2a cells were incubated for 4 days with daily
replacement of antibody-containing tissue culture medium as
described above. Following treatment stoppage, ScN2a cultures
were continuously fed for another 3 days with tissue culture
medium without antibody supplement. Cells were then treated
with PK and analysed for the presence of PrPSc by Sandwich
ELISA and Western blot. Immunofluorescence staining and imaging g
g g
For subsequent immunofluorescence staining with anti-prion
antibodies (PrioV3 and ICSM35 antibodies), N2a cells were first
seeded on glass coverslips in 35-mm dishes and grown to 50%
confluence at 37uC in a humidified atmosphere of 5% CO2/95%
on air. Coverslips were then rinsed three times in TBS (1 M tris-
HCl, 1.5 M NaCl, pH 7.5) and 100 ml of blocking buffer [(1% (v/
v) FBS, 1% BSA (w/v) in TBS] was added. The coverslips were
incubated with 100 ml PrioV3 and/or ICSM35 for 1 hour at RT
followed by the secondary antisera diluted in TBS [(anti-llama IgG
FITC-conjugate, Bethyl; anti-mouse IgG Texas red-conjugate,
Sigma)] for 1 hour at RT. After the final wash in TBS, the
coverslips
were
mounted
in
fluorescence
anti-fade
solution
(Invitrogen)
and
sealed
with
clear
nail
polish
to
prevent
dehydration. 4, 6-dimidino-2-phenylindole (DAPI) (Sigma) was
diluted to 2 mg/ml in fluorescence anti-fade solution for nuclear
staining and added to coverslips. Tranmigration studies across the blood-brain barrier Rat and human brain microvascular endothelial cell lines
[30,31] were used in vitro to assess trancytosis of both PrioV3 and
ICSM35 antibodies. The brain microvascular endothelial cell lines
were seeded on collagen-coated Falcon tissue culture inserts in the
top chamber (1 mm pore size). The bottom chamber of the insert
assembly contained appropriate medium (with no cells). The
ability of PrioV3 antibody to transmigrate across the in vitro BBB
model was assessed by adding 10 or 25 mg of the antibody into the
upper compartment and determining the concentration in 200 ml
aliquots from the bottom chamber at specified times using by
ELISA. Preparation of Dynabead-adsorbed antigen for immunisation
was performed as described [48]. Briefly, RML-infected brains
from terminally ill scrapie-infected wild type FVB/N mice were
used for the preparation of Dynabead-adsorbed antigen [48]. Sheep anti-mouse IgG-coupled immunomagnetic Dynabead
particles (Invitrogen) were resuspended with an excess of IgG
mAb anti-prion antibody (1–2 mg antibody/107 Dynabeads). The Dynabeads/mAb complex was incubated overnight at 4uC
then washed several times with PBS to remove excess mAb. 100 ml of 1% scrapie infected brain homogenate was incubated
with 16106 mAb-coated Dynabeads for at least 2 hours at
room temperature. The final complex, known as PrP-Dyna- In order to investigate whether PrioV3 retains the ability to
cross the BBB in vivo, rats were injected in the tail vein or via PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 8 In Vitro Prion Treatment intraventricular infusion with PrioV3 antibody or ICSM35. Four
hours after injection, the animals were anesthetized. brain, liver
and kidney were dissected and processed for histology. 10 mM EDTA, 0.5% Nonidet P-40, 0.5% sodium deoxycholate
and 0.2% sodium dodecyl sulphate (SDS) at 106 cells/ml. AEBSF
protease inhibitor (Roche) was added to some cell extracts. Membranes were prepared by repeated passage with a Wheaton
homogeniser; nuclei and large fragments were removed. Cell culture Mouse N2a neuroblastoma cultures were plated at 2–46106 in
Opti-MEM medium [0.5% (W/V) glucose supplemented with 5%
fetal bovine serum (FBS), 50 U/ml penicillin, 50 mg/ml strepto-
mycin and 200 mM L-glutamine]. Cultures were maintained at
37uC in 5% CO2 with a change of medium every 48–72 hours. Sandwich ELISA analysis Medium binding, 96 well ELISA plates (Greiner) were coated
with 50 ml of a 1 mg/ml ICSM18 antibody solution in coating
buffer. The plates were incubated for 1 hour at 37uC then washed
3 times with PBS-0.05% tween, and then blocked with RF10 for
1 hour at room temperature. After decanting the RF10, cell lysates
were diluted in PBS-0.05% tween with protease inhibitors (Roche
Biochemicals) were added and incubated for 1 hour at 37uC. The
plates were then washed 3 times with PBS-0.05% tween and a
1 mg/ml of biotinylated ICSM35 was added for 1 hour at 37uC
and the plates were again washed 3 times with PBS-0.05% tween
before
a
1/1000
dilution
of
horseradish-peroxidase
(HRP)
conjugated anti-mouse IgG (Sigma) was added for 25 min at
37uC and the plates were again washed 4 times with PBS-0.05%
tween. Finally the plates were developed with OPD buffer until
optimum development occurred and the reaction was stopped
with 3 M sulphuric acid prior to spectrophotometric reading at
490 nm. Treatment of ScN2a with antibody For subsequent treatment with anti-prion antibodies, ScN2a
cells were plated using 6 or 24 well plates (Falcon) at 16104 cells/
well and grown at 37uC in 5% CO2 for a minimum of 24 hours. 4 Appropriate antibody concentrations were added to 16104
ScN2a cells, and left to incubate for 24 hours or 4 days at 37uC
(5% CO2). For the 4 day treatment, ScN2a cultures, antibody-
containing tissue culture medium was added daily. The cells were
then removed from the wells and centrifuged at 800 rpm for 5
minutes. The pellet was lysed with 50 ml lysis buffer followed by
1 mg/ml Proteinase K (PK; Roche) treatment for 25 minutes at
37uC. AEBSF protease inhibitor (Roche) was then added to inhibit
PK activity. Cells were then stored at 220uC until further use. Levels of PrPSc in the culture were then analysed by Sandwich
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signal transduction mechanisms linked to cellular prion protein. Biochem Cell
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15. Tayebi M, Hawke S (2006) Antibody-mediated neuronal apoptosis: therapeutic
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446–448. 16. Pilon J, Loiacono C, Okeson D, Lund S, Vercauteren K, et al. (2007) Anti-prion
activity generated by a novel vaccine formulation. Neurosci Lett 429: 161–164. 17. Wuertzer CA, Sullivan MA, Qiu X, Federoff HJ (2008) CNS delivery of
vectored prion-specific single-chain antibodies delays disease onset. Mol Ther
16: 481–486. 40. Dumoulin M, Dobson CM (2004) Probing the origins, diagnosis and treatment
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intraventricular infusion of anti-prion protein monoclonal antibodies on disease
progression in prion-infected mice. J Gen Virol 89: 1533–1544. 41. Abulrob A, Sprong H, Van Bergen en Henegouwen P, Stanimirovic D (2005)
The blood-brain barrier transmigrating single domain antibody: mechanisms of
transport and antigenic epitopes in human brain endothelial cells. J Neurochem
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Development of antibody fragments for immunotherapy of prion diseases. Biochem J 418: 507–515. 42. Muruganandam A, Tanha J, Narang S, Stanimirovic D (2002) Selection of
phage-displayed llama single-domain antibodies that transmigrate across human
blood-brain barrier endothelium. FASEB J 16: 240–242. J
20. Tayebi M, Collinge J, Hawke S (2009) Unswitched immunoglobulin M response
prolongs mouse survival in prion disease. J Gen Virol 90: 777–782. blood-brain barrier endothelium. FASEB J 16: 240–242. 43. Perrier V, Solassol J, Crozet C, Frobert Y, Mourton-Gilles C, et al. (2004) Anti-
PrP antibodies block PrPSc replication in prion-infected cell cultures by
accelerating PrPC degradation. J Neurochem 89: 454–463. 21. Heppner FL, Musahl C, Arrighi I, Klein MA, Rulicke T, et al. (2001) Prevention
of scrapie pathogenesis by transgenic expression of anti-prion protein antibodies. Science 294: 178–182. 44. Morrissey MP, Shakhnovich EI (1999) Evidence for the role of PrP(C) helix 1 in
the hydrophilic seeding of prion aggregates. Proc Natl Acad Sci U S A 96:
11293–11298. 22. Sigurdsson EM, Brown DR, Daniels M, Kascsak RJ, Kascsak R, et al. (2002)
Immunization delays the onset of prion disease in mice. Am J Pathol 161: 13–17. 45. Speare JO, Rush TS, 3rd, Bloom ME, Caughey B (2003) The role of helix 1
aspartates and salt bridges in the stability and conversion of prion protein. J Biol
Chem 278: 12522–12529. 23. Schwarz A, Kratke O, Burwinkel M, Riemer C, Schultz J, et al. Measuring splenic PrPSc levels following treatment of
mice with PrioV3 Five FVB/N mice were inoculated via the intraperitoneal (i.p.)
route with Rocky Mountain Laboratory (RML) scrapie brain
homogenate derived from terminally scrapie-sick mice and treated
with PrioV3 or isotype control antibody CD71 by a weekly i.p. injection (2 mg per injection) from 10 day post inoculation (p.i.). Statistical analysis Conceived and designed the experiments: MT. Performed the experi-
ments: DRJ WAT MD. Analyzed the data: CB MD MT. Contributed
reagents/materials/analysis tools: CB. Wrote the paper: MD MT. Conceived and designed the experiments: MT. Performed the experi-
ments: DRJ WAT MD. Analyzed the data: CB MD MT. Contributed
reagents/materials/analysis tools: CB. Wrote the paper: MD MT. One-way ANOVA with Dunnett’s post test was performed
using GraphPad Prism version 5.00 for Windows, GraphPad Protein extraction from cells ScN2a cells were washed twice in PBS and homogenised in an
extraction buffer containing 10 mM Tris-HCl, 100 mM NaCl, PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 9 In Vitro Prion Treatment Software, San Diego California USA, www.graphpad.com for
statistical analysis. Measuring splenic PrPSc levels following treatment of
mice with PrioV3 49. Conrath KE, Lauwereys M, Galleni M, Matagne A, Frere JM, et al. (2001) Beta-
lactamase inhibitors derived from single-domain antibody fragments elicited in
the camelidae. Antimicrob Agents Chemother 45: 2807–2812. p
48. Tayebi M, Enever P, Sattar Z, Collinge J, Hawke S (2004) Disease-associated
prion protein elicits immunoglobulin M responses in vivo. Mol Med 10:
104–111. 47. Bueler H, Fischer M, Lang Y, Bluethmann H, Lipp HP, et al. (1992) Normal
development and behaviour of mice lacking the neuronal cell-surface PrP
protein. Nature 356: 577–582. 47. Bueler H, Fischer M, Lang Y, Bluethmann H, Lipp HP, et al. (1992) Normal
development and behaviour of mice lacking the neuronal cell-surface PrP
protein. Nature 356: 577–582.
48. Tayebi M, Enever P, Sattar Z, Collinge J, Hawke S (2004) Disease-associated
prion protein elicits immunoglobulin M responses in vivo. Mol Med 10:
104–111. References (2003)
Immunisation with a synthetic prion protein-derived peptide prolongs survival
times of mice orally exposed to the scrapie agent. Neurosci Lett 350: 187–189. 46. Bendheim PE, Brown HR, Rudelli RD, Scala LJ, Goller NL, et al. (1992) Nearly
ubiquitous tissue distribution of the scrapie agent precursor protein. Neurology
42: 149–156. 24. Goni F, Knudsen E, Schreiber F, Scholtzova H, Pankiewicz J, et al. (2005)
Mucosal vaccination delays or prevents prion infection via an oral route. Neuroscience 133: 413–421. PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 March 2010 | Volume 5 | Issue 3 | e9804 10 In Vitro Prion Treatment PLoS ONE | www.plosone.org March 2010 | Volume 5 | Issue 3 | e9804 11
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Inherently-Forced Tensile Strain in Nanodiamond-Derived Onion-like Carbon: Consequences in Defect-Induced Electrochemical Activation
|
Scientific reports
| 2,016
|
cc-by
| 8,469
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Inherently-Forced Tensile Strain in
Nanodiamond-Derived Onion-like
Carbon: Consequences in Defect-
Induced Electrochemical Activation received: 10 November 2015
accepted: 16 March 2016
Published: 01 April 2016 We analyzed the nanodiamond-derived onion-like carbon (OLC) as function of synthesis temperature
(1000~1400 °C), by high-resolution electron microscopy, electron energy loss spectroscopy, visible-
Raman spectroscopy, ultraviolet photoemission spectroscopy, impedance spectroscopy, cyclic
voltammetry and differential pulse voltammetry. The temperature dependences of the obtained
properties (averaged particle size, tensile strain, defect density, density of states, electron transfer
kinetics, and electrochemical oxidation current) unanimously coincided: they initially increased and
saturated at 1200 °C. It was attributed to the inherent tensile strains arising from (1) the volume
expansion associated with the layer-wise diamond-to-graphite transformation of the core, which
caused forced dilation of the outer shells during their thermal synthesis; (2) the extreme curvature
of the shells. The former origin was dominant over the latter at the outermost shell, of which the
relevant evolution in defect density, DOS and electron transfer kinetics determined the electrochemical
performances. In detection of dopamine (DA), uric acid (UA) and ascorbic acid (AA) using the OLC
as electrode, their oxidation peak currents were enhanced by factors of 15~60 with annealing
temperature. Their limit of detection and the linear range of detection, in the post-treatment-free
condition, were as excellent as those of the nano-carbon electrodes post-treated by Pt-decoration,
N-doping, plasma, or polymer. For a wide variety of the nano-carbon (n-C) materials applications, the defect control is an important issue1. While in many cases one requires defect minimization or healing, in some other cases the opposite is true. For
example, the electrochemical performance of graphene, e.g. as the electrochemical electrode, is enhanced by
their defects that generate mid-gap states, which accelerate the electron tunneling through the electrode-solution
interface2. While the defect generations in graphene had been enabled by such post-treatments as the plasma
treatments3, e-beam irradiation4, or doping5, the efforts should be minimized. Thermal activation is a desir-
able alternative technique, since it might be autonomously achieved within a thermal synthesis cycle as for
the nanodiamond-derived onion-like carbon (OLC)6, apart from its advantage of the simplicity and facile
mass-production. Unfortunately, the defects in many n-C materials, e.g. graphene, graphene nanoribbon, carbon
nanotubes, are thermally healed, rather than generated (Table S1)7–11 due to their high vacancy formation energy12
in a wide temperature range encompassing up to 3000 °C. www.nature.com/scientificreports www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 Inherently-Forced Tensile Strain in
Nanodiamond-Derived Onion-like
Carbon: Consequences in Defect-
Induced Electrochemical Activation p
g
p
g p
By contrast, the relevant reports on OLC varied depending on the adopted temperatures: defects genera-
tion at relatively low temperatures13,14, in costrast to the defect healing at higher temperatures (Table S1)14–16. Some report was even contradictory to other reports (Table S1)17. Moreover, the origin of the annealing-induced
defect density evolution in OLC, relevant to its electrochemical performance, is still far from clarified; here, we
investigated this issue, for OLC produced by vacuum annealing of detonation nanodiamond6, at relatively low
annealing temperatures of 1000–1400 °C. While the OLC had been actively investigated for the capacitive energy 1Center for Electronic Materials, Korea Institute of Science and Technology, Seoul 136-791, Republic of Korea. 2Department of Materials Science and Engineering, Yonsei University, 262 Seongsanno, Seodaemun-Gu, Seoul
120-749, Republic of Korea. 3Indo-Korea Science and Technology Center, Korea Institute of Science and Technology,
Bangalore 560064, INDIA. Correspondence and requests for materials should be addressed to W.S.L. (email:
wsleemk@gmail.com) Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 1 www.nature.com/scientificreports/ www.nature.com/scientificreports/ Figure 1. HR-TEM images of OLCs synthesized by annealing the detonation nanodiamond at temperatures o
(a) 1000 °C, (b) 1100 °C, (c) 1200 °C and (d) 1400 °C. Figure 1. HR-TEM images of OLCs synthesized by annealing the detonation nanodiamond at temperatures of
(a) 1000 °C, (b) 1100 °C, (c) 1200 °C and (d) 1400 °C. storage device, the study on its application for electrochemical detection of some important biomolecules such as
dopamine (DA), uric acid (UA) and ascorbic acid (AA), is in its infant stage18. Their reported performance was
relatively poor compared to those of other n-C-based electrode materials19,20, even though it was additionally
post-treated by polymer18. Here we demonstrated that, even without further post-treatments, the performance of
the present OLC electrode optimized within the thermal synthesis cycle, was as excellent as those of the various
post-treated n-C electrodes. storage device, the study on its application for electrochemical detection of some important biomolecules such as
dopamine (DA), uric acid (UA) and ascorbic acid (AA), is in its infant stage18. Their reported performance was
relatively poor compared to those of other n-C-based electrode materials19,20, even though it was additionally
post-treated by polymer18. Here we demonstrated that, even without further post-treatments, the performance of
the present OLC electrode optimized within the thermal synthesis cycle, was as excellent as those of the various
post-treated n-C electrodes. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 Results and Discussion 10~20 HR-TEM pictures
were taken for each OLC sample, from which 50–55 clearly isolated particles (See Fig. S4) were selected for the
particle size measurement for each OLC sample. See Fig. S5 where the particle size distributions of each OLC
samples were given. Analyte
Electrode
material
CV: Individual
detection (1 mM)
CV: Simultanous
detection (0.33 mM,
respectively)
DPV: Simultanous
detection (0.33 mM,
respectively)
IP (μA)
EP (V)
IP (μA)
EP (V)
IP (μA)
EP (V)
AA
OLC-1000
5
0.110
2
0.110
0.3
0.024
OLC-1100
30
− 0.018
10
0.019
0.5
− 0.011
OLC-1200
41
− 0.055
15
− 0.032
20
− 0.054
OLC-1400
42
− 0.053
15
− 0.015
21
− 0.047
DA
OLC-1000
44
0.275
15
0.286
10
0.165
OLC-1100
55
0.219
20
0.212
30
0.170
OLC-1200
112
0.210
38
0.207
220.5
0.169
OLC-1400
109
0.209
37
0.208
217.5
0.173
UA
OLC-1000
32
0.410
12
0.412
12
0.35
OLC-1100
43
0.355
20
0.362
22
0.319
OLC-1200
143
0.346
50
0.349
197.5
0.331
OLC-1400
143
0.355
53
0.352
195.1
0.335
Table 1. Summary of the oxidation peak currents and potentials for the detection of AA, DA and UA
obtained by CV and DPV employing the OLC electrodes. Table 1. Summary of the oxidation peak currents and potentials for the detection of AA, DA and UA
obtained by CV and DPV employing the OLC electrodes. annealing at 1200 °C (Fig. S6: HR-TEM picture; Fig. S7: particle size distribution), which was rather similar to the
as-received nanodiamond powder (Fig. S1a). It indicated the obvious isothermal volume expansion after 1 hour
annealing for the OLC-1200. It strongly suggested that the diamond core, encapsulated by the new-born outer
shells, would subsequently undergo additional diamond-to-graphite transformations to generate the inner shells,
of which the associated volume expansion should eventually cause the forced radial expansion of the outermost
shells i.e. the forced tensile strain in tangential direction. Such process would continue until the diamond core is
completely consumed. Due to the action-reaction principle, such forced radial expansion of the outer shells by
the new-born inner shells would result in the corresponding radial compression of the inner shells. Such picture
was supported by the radially decreasing inter-shell spacing observed at e.g. OLC-1400 (Fig. S2 and Table S2). Results and Discussion Figure 1 shows the HR-TEM pictures of the nanoparticles synthesized by annealing the detonation nanodiamond
powder at various temperatures. The core-shell structures of the particles were obvious, with the diamond {111}
planes at the core (with interplanar spacing of 0.21 nm) and the approximately concentric graphitic shells; their
interplanar spacing varied from 0.34 nm to 0.29 nm (see for example, Fig. S2 and Table S2 for OLC-1400); they
decreased with their radial distance from the particle surface, in accordance with the previous reports21. The
XRD pattern (Fig. S3) also revealed the coexistence of the diamond peaks (at 2θ = 43.9, 75.3) and the graphite
peak (at 2θ = 26.4), e.g. for OLC-1200 sample. The number of shells increased with temperature, at the expense
of the diamond core, which almost vanished at 1400 °C (Fig. 1d, see Statement S1 for the naming of the particle). Figure 2 shows the temperature-dependence of the averaged OLC particle diameter. It initially increased with
temperature and was eventually started to saturate at 1200 °C. The increasing OLC particle size was attributed to
the observation that the interplanar spacing of the newly-generated graphitic shells was about 50% larger than
that of the {111} diamond planes at the core, as stated above. It was further supported by the well-known fact that
the graphite-to-diamond phase transformation could proceed via the puckering of the graphite basal planes to
transform into diamond {111} planes, thereby reducing their interplanar spacing22; it indicated that the reverse
process would increase the interplanar spacing as in the present case. Additional possible particle growth mech-
anisms will be discussed later.h The consecutive temperature-dependent microstructural variations of the core-shell structure (Fig. 1) sug-
gested the analogous isothermal transformation from surface to the core, as reported previously (Kuznetsov
et al.23, Pech et al.6: see Fig. S1); it was further supported by the HR-TEM picture of the OLC-1200 after zero-time Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 2 www.nature.com/scientificreports/ Figure 2. The average particle size vs annealing temperature profile of the OLCs. 10~20 HR-TEM pictures
were taken for each OLC sample, from which 50–55 clearly isolated particles (See Fig. S4) were selected for the
particle size measurement for each OLC sample. See Fig. S5 where the particle size distributions of each OLC
samples were given. Figure 2. The average particle size vs annealing temperature profile of the OLCs. Results and Discussion S8a–c and (b) DPV profiles shown in the Fig. S9. Figure 4. Strain of OLC nanoparticles estimated from the shift in 2D peak frequency of Raman spectra,
relative to that of the flat multilayer graphene (MLG); the effect of the number of layers on the 2D band
peak frequency, for the flat MLG, was included in the calculation30. Figure 4. Strain of OLC nanoparticles estimated from the shift in 2D peak frequency of Raman spectra,
relative to that of the flat multilayer graphene (MLG); the effect of the number of layers on the 2D band
peak frequency, for the flat MLG, was included in the calculation30. 1000~1200 °C, and were saturated thereafter. Figure S8d shows the CV responses of OLC electrodes from the
mixed solution containing 0.33 mM of the three analytes, respectively. Oxidation peak positions did not differ
much from those of their individual CV responses, which indicated that the mutual interference was not signif-
icant. Furthermore, the annealing-temperature dependence of the peak currents for the simultaneous detection
was similar to that of the individual detections. 1000~1200 °C, and were saturated thereafter. Figure S8d shows the CV responses of OLC electrodes from the
mixed solution containing 0.33 mM of the three analytes, respectively. Oxidation peak positions did not differ
much from those of their individual CV responses, which indicated that the mutual interference was not signif-
icant. Furthermore, the annealing-temperature dependence of the peak currents for the simultaneous detection
was similar to that of the individual detections. Figure S9 shows the DPV responses from the OLC electrodes for the mixture solution of the three ana-
lytes. Figure 3b shows the temperature-dependences of the peak currents. They closely resembled the case
of CV (Fig. 3a): they increased by factors as large as 20 (DA), 15 (UA) and 60 (AA) (Table 1) in the range of
1000~1200 °C and were saturated subsequently. Furthermore, the peak separations in the DPV response from the
OLC-1200 sample (Table S3), obtained from Fig. S9, were similar to those of other n-C materials post-treated in
various ways (see Statement S2 for further comments). While such electrode-material-dependence suggested the
relevant rate-determining step of electron transfer at electrode surface, an additional step should be considered
also: the analyte diffusion in the solution26. Results and Discussion It was also in accord with the previous reports21, where the focus was on the cumulative radial compression of
the inner shells to generate a high pressure and consequent graphite-to-diamond transformation at the core in
OLC derived from the e-beam-irradiated amorphous carbon. By contrast, here we focus on the reverse reaction
i.e. the diamond-to-graphite transformation at the core to generate the inner shells, which might drive the radial
expansion and possibly the consequent tangential tensile strain of the outer shells. Nevertheless, it is important
that there is another possible origin of the strain, i.e. the shell curvature which was orders of magnitude greater
than the flat graphene layers with mild corrugations24; it might lead to the accordingly large tensile strain in the
shells, as previously studied for the graphene nano-bubble25. p
y
g p
Such hypothetical tensile strain in the outer shells might result in the defect generation, which might alter
the mid-gap state and the electrochemical activity2. To test the possible effect of such hypothetical strain on the
defect formation and consequent electrochemical performances, the OLCs described in Fig. 1 were drop-coated
on the glassy carbon electrode for individual electrochemical detection of AA, DA, and UA, employing the
cyclic voltammetry (CV) and differential pulse voltammetry (DPV). The resulting CV responses were given in
Fig. S8a–c, of which the peak currents and peak potentials were summarized in Table 1. As shown in Fig. 3a,
the peak currents initially increased by factors of 2.5 (DA), 4.5 (UA), 8 (AA) (Table 1) with temperature at Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 3 www.nature.com/scientificreports/ Figure 3. The peak current vs annealing temperature profiles of the OLC electrodes corresponding to the (a)
CV profiles shown in Fig. S8a–c and (b) DPV profiles shown in the Fig. S9. Figure 3. The peak current vs annealing temperature profiles of the OLC electrodes corresponding to the (a)
CV profiles shown in Fig. S8a–c and (b) DPV profiles shown in the Fig. S9. Figure 4. Strain of OLC nanoparticles estimated from the shift in 2D peak frequency of Raman spectra,
relative to that of the flat multilayer graphene (MLG); the effect of the number of layers on the 2D band
peak frequency, for the flat MLG, was included in the calculation30. Figure 3. The peak current vs annealing temperature profiles of the OLC electrodes corresponding to the (a)
CV profiles shown in Fig. Results and Discussion Figure 6. The annealing-temperature dependences of the ID/IG ratio, DOS, and Rct−1 corresponding to
Figs S14, S15 and S18. Figure 6. The annealing-temperature dependences of the ID/IG ratio, DOS, and Rct−1 corresponding to
Figs S14, S15 and S18. obtained by the impedence spectroscopy (Figs S16, S17 and S18, Table S5 and Statement S4). Furthermore, since
the core (diamond) versus the shell (graphite) masses were important for the defect generation mechanism in
later discussions, it was analysed by EELS (as the sp2/sp3 ratio) as shown in Fig. 5. The ID/IG ratio, DOS, and Rct−1
were compared in a graph (Fig. 6). It was remarkable that their temperature dependences unanimously agreed
among themselves, as well as with those of OLC particle size (Fig. 2), the electrochemical responses (Fig. 3), and
the strain (Fig. 4), in the initial increase and the eventual saturation at 1200 °C. It is worth to note here that the
defect density (ID/IG ratio in Fig. 6), strain (Fig. 4) and the sp2/sp3 carbon contents (Fig. 5) originate from all the
shells of the particle due to the penetration depths of Raman spectroscopy and EELS (Experimental details) which
were much larger than the OLC radii. It was in contrast to the electrochemical performances (Fig. 3) and Rct−1
(Fig. S18), which should originate exclusively from the outermost shell, since the electron transfer to the inner
shells is unlikely, not only due to the electron interceptions by the acceptor states in the intervening outermost
shell but also due to the exponentially decreasing tunneling probability with respect to the tunneling distance32. The DOS data (Fig. S15) is also outermost-shell-specific, due to the short penetration depth of UPS (Experimental
details).h The aforementioned unanimous agreement strongly suggested some common underlying origin. To examine
it, let us first focus on the possible correlation between the strain (Fig. 4) and the defect density (i.e. the ID/IG
ratio: Fig. 6), in the light of the vacancy formation energy (Ev) versus the atom migration energy barrier (Em) of
the carbon materials reported previously (Table S6). The lower Ev indicated easier vacancy formation, while the
lower Em indicated the easier atomic migrations around the defects and hence possibly their healing. An inter-
esting effect of the molecular curvature on Ev and Em was disclosed from Table S6. The Ev (for single vacancy)
decreased while the Em increased in the order of graphene, SWCNT, and fullerene, i.e. Results and Discussion Indeed, the further inspecting the CV responses (see Figs S10, S11 and
the related Statement S3) indicated that the oxidation reaction was mixed-controlled.h The electron-transfer kinetics depends upon the mid-gap states of which the DOS is enhanced by the defect
generation in the graphene electrode2. While plasma treatment27, e-beam irradiation28 or nitrogen doping19 were
adopted for defect generations in graphene, it was also enabled by the curvature-induced strain in the graphene
nano-bubbles24,25, of which the radii were similar to those of the OLCs in the present study (Fig. 1). It prompted
us for the analogous analyses. Figure S12a,b compared the Raman spectra obtained from the present OLC sam-
ples. The D/G band peak positions and the peak intensity ratios were summarized in Table S4, along with the 2D
band peak positions. The latter resided in the range of 2635~2676 cm−1, which were well below that of the flat,
unstressed monolayer graphene (2678 cm−1)25; it indicated the tensile strain in the shells according to the previous
report29. Furthermore, since the increasing number of graphene layers is known to cause a blue-shift in the peak
frequency of 2D band30, the actual strain of the present multi-shell OLC samples might be even greater than that
inferred above (Table S4). Figure 4 shows the temperature dependence of the tensile strain inferred from the
aforementioned analyses.h The drastic annealing-induced enhancement in electrochemical responses (Fig. 3) suggested relevant changes
in defect density and DOS; the former was analyzed from the D to G band intensity ratio (ID/IG) in Raman spec-
tra, which is well known to represent the defects density30,31. It actually increased with the annealing-temperature
(Figs S12a and S14, Table S4); the effect of the detonation nanodiamond on the Raman spectra was negligible as
shown in Fig. S13 and in its caption. Consequent change in DOS was analyzed by UPS (Figs S12c,d, and S15). The inverse of the charge transfer resistance (Rct−1), which might translate to the charge transfer kinetics, was Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 4 www.nature.com/scientificreports/ Figure 5. (a) EELS profiles of OLC samples (black: OLC-1000, red: OLC-1100, blue: OLC-1200, dark cyan:
OLC-1400) and (b) The annealing-temperature dependence of sp2 and sp3 contents corresponding to EELS
profiles (a). Figure 5. (a) EELS profiles of OLC samples (black: OLC-1000, red: OLC-1100, blue: OLC-1200, dark cyan:
OLC-1400) and (b) The annealing-temperature dependence of sp2 and sp3 contents corresponding to EELS
profiles (a). Results and Discussion in the order of their
molecular curvatures. It strongly suggested possible effect of the strains (probably induced by the molecular
curvature) on Ev; at very large strain (irrespective of the source of the strain), the Ev might be accordingly altered Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 5 www.nature.com/scientificreports/ so that the vacancy generation might be accelerated relative to its healing. We will clarify such possibility for the
present OLC samples as follows. p
p
As our OLC sample were found to be under the inherent tensile strain as shown above, a bond between a given
pair of carbon atoms should have been stretched, accordingly closer to the threshold rupture strain which is known
to be 6~8% for graphene33. Apart from such inherent tensile strain, additional tensile strain might be imposed
on the bond by the thermal vibrations of the bound atoms at the annealing temperatures. The collective thermal
motions of the atoms in crystalline solid is governed by the Debye model34, where the phonon modes distribu-
tion would obviously shift to the higher energy domain with temperature. It would lead to greater chances of the
thermally-triggered rupture of the bonds, provided that the inherent tensile strain had already brought the bond
close enough to the rupture threshold. Such possibility was actually supported by a recent works on the thermally
facilitated rupture of the mechanically strained polycrystalline graphene in the temperature range encompassing up
to 1200 °C (section 3.3 of the reference35). It was also supported by the annealing-induced dangling bond generation
at the nanodiamond-derived OLC in a previous report15 in the temperature range including that of present exper-
iment; since the vacancy generation was known to generate dangling bonds in the OLC36, it suggested accordingly
enhanced vacancy generation. Such conclusion was further supported by the reports by Okotrub et al.37, where they
confirmed the thermally-induced void formation in nanodiamond-derived OLC by x-ray emission spectroscopy,
although the relevant temperature was higher than that in the present study. Nevertheless, such temperature depend-
ence contradicted the thermal healing of the defects reported in other forms of n-Cs, or in OLC at relatively high
temperature range (Table S1). The aforementioned considerations concerning Ev and Em suggested that the defect
generations/healing might mutually compete, and that their relative dominances might depend on the magnitude
of the inherent strain of the molecular bonds. Results and Discussion Indeed, when the strain is not large enough, the thermally-triggered
rupture would be negligible even for the same phonon mode distributions; the thermal motions would just suffice
for the thermal migration around the defects and consequent healing. g
q
g
How would these two strain sources, i.e. the core volume expansion and the shell curvature, be correlated
to the aforementioned temperature-dependences of the wide variety of properties, respectively or collectively? Recall that the electron transfer to the outermost shell dominated the electrochemical performance (Fig. 3) and
the Rct−1 (Fig. S18). The UPS-derived DOS (Fig. S15), which is also outermost-shell-specific (Experimental
details), is well known to increase with the defect density38. Therefore, the electrochemical performance (Fig. 3)
should be attributed to the corresponding defect density variations in the outermost shell. However, among the
possible defect-generating strain sources for the outermost shell, the shell curvature should be excluded, since
it decreased with temperature (since the particle radii increased accordingly: Figs 1 and 2). Therefore we are left
with the other possible origin: the volume expansion of the diamond core on its transformation to the graphitic
shells. Such strain should depend upon the extent of the phase transformation, i.e. the cumulative volume of the
inner shells generated from the core, which dilated the outermost shell to the eventual OLC particle size at the
end of each annealing cycles (Fig. 2). Such line of reasoning reconciled the similarity between the temperature
dependence of the particle size (Fig. 2) and those of the electrochemical performance (Fig. 3) and Rct−1 (Fig. S18). Such conclusion was further supported, at least partly, by the similar temperature dependences of the ID/IG ratio
(Fig. 6) and the strain (Fig. 4) derived from the Raman spectral signal, although the signal originate from all
the shells rather than exclusively from the outermost shell (Experimental details); it will be discussed further
later. Nevertheless, some additional processes might have also contributed to the OLC particle size increase dur-
ing annealing: the merging of the neighboring OLC shells as actually observed occasionally (Fig. 1d), and the
Ostwald ripening39. The effect of these additional processes on the annealing-induced particle size evolution is
not well established yet, not only in the present work but also in the previous reports on nanodiamond-derived
OLC. Results and Discussion However, these additional processes and the aforementioned core expansion are not mutually exclusive;
they should proceed simultaneously, so that the actual contribution from the latter process is unquestionable.h y
p
y
p
q
Let us extend the analyses to the inner shells, which comprises majority of the OLC particle volume. The
aforementioned forced tangential strain should occur not only at the outermost shell but also for the series of
other consecutively generated shells, until the complete consumption of the diamond core. As the radial location
of the newly-generated inner shells approaches particle center with gradual consumption of diamond core, their
radii would decrease, and their curvatures and curvature-induced strains would increase. By contrast, since the
incremental volume associated with the new-born inner shell should diminish according to their decreasing
radii, the relevant incremental strain in the outer shells should accordingly diminish. Apparently, there should
be gradual transition between the contributions from these two strain sources with the radial location of the
new-born inner shells; they should be regarded as mutually complementary, i.e. as one of them increases with the
radial location, the other decreases accordingly, and vice versa. It implied that the summed-up “strength” of these
two strain sources would vary rather more weakly than their respective strengths, with the radial locations of the
shells. Such expected tendency was strongly supported by the similar temperature-dependences of the properties
inferred from the all-shells-encompassing Raman spectral signals (Figs 4 and 6) and the outermost-shell-specific
properties (DOS, electrochemical performances, Rct−1: Figs 3 and 6). p
p
(
p
g
)
Now let us estimate the core-expansion-induced strain in the outermost shell, for further discussions. Let us
take OLC-1200 (Fig. 1c) as an example. From its averaged particle sizes after zero-time annealing (Fig. S7) and
that after 1 hour (Figs 2 and S5c), the tangential linear strain for the outermost shell of OLC-1200 was estimated
to be about 25% (let us refer to the large strain of such nature, hereafter, as the total strain). By contrast, the
critical rupture strain of the graphene lattice was reported to be only 6~8% (at the temperatures of the present
experimental range)33. Therefore the only way to accommodate the 25% strain is the ruptures of the molecular
bonds, or the vacancy/void formation, which would involve the plastic deformation of the shell in addition to its
elastic deformation. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 Results and Discussion We
already observed that the portion of the shells (relative to the core) in the OLC particle indeed increased with
temperature (Fig. 1). Furthermore, the temperature-dependence of the particle size (Fig. 2) indeed suggested
similar temperature-dependence in the portion of the generated shell mass. But, would it also follow the same
intriguing temperature-dependence mentioned so far, i.e. the initial increase and eventual saturation at 1200 °C? The answer to this question was given by the EELS analysis of the shell/core masses as the sp2 and sp3 carbon
contents (Fig. 5)40. The generated shell masse, i.e. the sp2 carbon contents, remarkably replicated the temperature
dependence we have been observing so far: the initial increase and saturation at 1200 °C. With the discussions
made so far in the preceding paragraphs as the background, such line of reasoning made in the present paragraph
readily reconciled the eventual saturations in the various properties relevant to the outermost shell. It also con-
firmed the role of particle size (Fig. 2) as the indicator of the forced tensile strain of the outermost shell as men-
tioned earlier, although we did not reach the saturation issue at that time. Note that the expanding inner shells
were the defect generator while the accordingly strained outer shells were defect accommodator in the preceding
analyses. By contrast, for the other strain source (the curvature-induced strain), the roles of defect generator and
the defect accommodator are played by the same given shell, so that the relevant analyses is rather more difficult;
we put it to the future study. y
Finally, for a complete assessment of the OLC’s performance in electrochemical detection, the limit of detec-
tion and the linear range of detection should be analyzed. For this purpose, the DPV responses of the OLC-1200
electrode were recorded for varying concentrations of the three analytes, in the potential range between − 0.2 V to
0.6 V, as shown in Fig. 7. The DPV responses for AA, DA, and UA distinctly increased with their respective concen-
trations. The oxidation peak currents vs analyte concentration profiles, obtained from Fig. 7, were plotted in Fig. S19; their detection limits, linear range, and linear regression equations, obtained from Fig. S19, were summarized
in Table S7. As shown in Fig. Results and Discussion Such argument should be applied also for the OLC samples synthesized at different annealing
temperatures. The total strain in the outermost shell should obviously depend upon the number of the generated
inner shells during the annealing cycle, and hence on the annealing temperature. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 6 www.nature.com/scientificreports/ Figure 7. DPV responses from OLC-1200 electrode for 0.1 M PBS containing (a) 1–1200 μM AA, (b) 0.1–
700 μM DA, (c) 0.5–600 μM UA. Figure 7. DPV responses from OLC-1200 electrode for 0.1 M PBS containing (a) 1–1200 μM AA, (b) 0.1–
700 μM DA, (c) 0.5–600 μM UA. However, the measured strain (Fig. 4), derived from Raman spectral signal, was one order of magnitude
smaller than the aforementioned total strain of the outermost shell. It was attributed to the two possible reasons. First, the measured strain was derived from the Raman spectral signal that originated from not only from the out-
ermost shells but also from the inner shells; the corresponding stains of the inner shells must be smaller than the
outermost shell from which we calculated the total strain. Second, the Raman spectral signal originated from the
molecular bonds which survived the bond rupture/elimination during the vacancy formation; the non-survived
bonds must have been elliminated, thereby prevented from contributing to the Raman spectral signal. Such strain
of the surviving bonds after the bond eliminations would be regarded as the residual strain (probably the elastic
strain). Since such residual strain is a portion of the total strain, the two of them must share the same origin for
their temperature-dependences. Since we showed that the total strain should increase with temperature, so must
the residual strain, in agreement with actual observation (Fig. 4).h g
g
The intriguing eventual saturations in the temperature dependences of the wide variety of properties, which
started at 1200 °C, need further clarification. In considering this issue, it was important that the graphite-diamond
phase boundary during the phase transformation was quasi-spherical (Fig. 1), which would concentrically con-
verge to the particle center with the annealing time, at a given temperature: for a given time, it would converge
analogously with the temperature. Since such concentric convergence of phase boundary is a strong geometri-
cal limitation, the relevant cumulative mass evolution of the generated shell would be accordingly affected. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 Methods
M t
i l Materials. All materials [Detonation nanodiamond powder (average size: 3.82 nm; see Fig. S1 for HR-TEM
microstructure and the particle size distribution), Ascorbic acid, Dopamine hydrochloride, Uric acid, potassium
ferricyanide, phosphate-buffered saline, and potassium chloride] were purchased from Sigma Aldrich Co. All
aqueous solutions of the analytes were prepared with deionized water (resistivity = 18.2 MΩ/cm). The AA, DA
and UA solutions were freshly prepared in 0.1 M phosphate buffer solutions (PBS, pH = 7.0) prior to use. The
potassium ferricyanide solution was prepared in 1 M potassium chloride (KCl) solution. Synthesis of OLCs. The OLCs were synthesized by vacuum annealing of the detonation nanodiamond pow-
der. For the annealing, 0.5 grams of nanodiamond powder was put in the graphite crucible in the vacuum furnace,
equipped with the graphite heater thermally insulated by the carbon felt in a water-cooled stainless-steel vacuum
chamber, evacuated with rotary pump to 10−3 Torr. The annealing temperature was varied as 1000 °C, 1100 °C,
1200 °C, and 1400 °C; the annealing time was fixed at 1 hour. The synthesized OLC samples were accordingly
denoted as OLC-1000, OLC-1100, OLC-1200, and OLC-1400, respectively. For comparison, an additional sample
was made by the same annealing process at 1200 °C with zero annealing time. The temperature was elevated at a
rate of 10 °C/min. at the ramp stage. The samples were furnace-cooled to room temperature after the annealing. Structural Characterization of OLC. The microstructure and crystalline structure of the OLC were char-
acterized by high-resolution transmission electron microscopy (HR-TEM, FEI Co, Titan 300 kV), electron energy
loss spectroscopy (EELS, FEI Co, Titan 80 kV, penetration depth41: about 20~30 μm) and x-ray diffraction (XRD,
Rigaku Co, D/Max 2500 V). The strain and defect density were analyzed by the visible-Raman spectroscopy
(Renishaw Co., inVia Raman spectroscopy, The spectral resolution: 0.5 cm−1), employing the 532 nm Nd:YAG
laser; its penetration depth was 10–30 nm42, one order of magnitude larger than the OLC particle diameter. Since
the visible-Raman is 50~230 times more sensitive to sp2-carbon than sp3-carbon, the signal arising from the sp3
carbon was negligible43. The density of states (DOS) was characterized by the ultraviolet photoemission spec-
troscopy (UPS, Ulvac Co., PHI 5000 Versaprobe), employing a He(I) emission lamp (photon energy: 21.2 eV);
the signal collection was made with a 0.01 eV resolution. The electron take-off angle was 90°; the pass energy
was 0.585 eV. Gold was used as the reference sample. Results and Discussion S19, the gradient of the oxidation current profiles of DA and UA underwent a tran-
sition around 60 μM and 50 μM, respectively (For discussions for the origin of such transition, see Statement S5). Also note that of AA did not undergo such transition. Such differing behaviors were attributed to the differing molec-
ular structures of the two parties of the analytes (see Statement S5 for further comments). As shown in Table S7,
the linear range of detection for AA, DA, and UA were 1~1200 μM, 0.1~700 μM, and 0.5~600 μM with the
measured detection limit of 1000 nM, 100 nM, 500 nM and calculated detection limits of 760 nM, 11 nM, 36 nM,
respectively. For the DA detection, the sensitivity (slope of the peak current vs concentration profile), the detec-
tion limit and the linear range were summarized in Tables S8 and S9, respectively. It was again remarkable that
such performance of the optimized post-treatment-free OLC electrode, OLC-1200, was comparable to those of the
n-C electrodes post-treated by nitrogen doping, catalyst metal or oxide decoration, as shown in Table S8 and S9. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 7 www.nature.com/scientificreports/ Figure S20 shows the DPV response for the AA, DA, and UA detection in the presence of the interference mol-
ecules, recorded at the fixed concentrations of the two interference molecules while varying the concentrations of
the target molecules. Note that the wide variations in the target molecule concentrations had negligible effect on
the peak potentials and peak currents of the interference molecule; they were identical to those shown in Fig. 7
obtained in the absence of the interference molecules, which indicated the excellent selectivity of the present
OLC electrodes. The measured detection limits of the present post-treatment-free OLC electrodes were 1000 nM,
250 nM, 500 nM, while their calculated detection limits were 860 nM, 30 nM, 45 nM, respectively for AA, DA, and
UA, which were comparable to those of the various n-C electrodes in the previous works, which were post-treated
in various ways (see Table S10). Results and Discussion Further analyses by chrono-amperometry also yielded excellent results compara-
ble to the post-treated carbon electrodes (see Statement S6, Figs S21, S22, and Table S11).i p
(
g
)
It was important that the novel inherent strain sources clarified in the present study eliminated the inconven-
ience of the post-treatments required for the conventional n-C materials in electrochemical detections of AA, DA
and UA, since it enabled the performance optimization within the synthesis cycle. ,
(
)
2. Brownson, D. A. C., Kampouris, D. K. & Banks, C. E. Graphene electrochemistry: fundamental concepts through to prominent
applications. Chem Soc Rev 41, 6944–6976 (2012). 1. Kholmanov, I. N. et al. Healing of Structural Defects in the Topmost Layer of Graphite by Chemical Vapor Deposition. Adv Mater
23, 1675–1678 (2011).
2. Brownson, D. A. C., Kampouris, D. K. & Banks, C. E. Graphene electrochemistry: fundamental concepts through to prominent
applications. Chem Soc Rev 41, 6944–6976 (2012). 1. Kholmanov, I. N. et al. Healing of Structural Defects in the Topmost Layer of Graphite by Chemical Vapor Deposition. Adv M
23, 1675–1678 (2011). Methods
M t
i l The electron escape depth (or electron mean free path) of
the UPS spectra was estimated to be a few Å (section 1.2 of the reference) for the employed photon energy of
21.2 eV44; the UPS signal should have originated largely from the outermost shell. Preparation of working electrodes. Prior to the OLC drop-coating, the glassy carbon electrode (GCE)
of 3 mm in diameter was polished successively with 1 μm and 0.05 μm alumina abrasive powders. It was subse-
quently rinsed twice with aqueous solution of Isopropyl alcohol for 5 min, respectively, and was dried by blowing
nitrogen gas. Two milligrams of synthesized OLC powder were mixed with isopropyl alcohol (0.5 mL) and deion-
ized water (0.5 mL), and was subsequently subjected to the ultrasonic agitation. A 5 μL droplet of the suspension
was dropped onto the pre-treated GCE surface and was dried at room temperature to form a drop-coated layer
of the OLC powder. Electrochemical measurement. All of the electrochemical measurements were performed with a VSP
Potentiostat/Galvanostat (Bio-logic Co., France). A conventional three-electrode system was used throughout
the measurements. The glassy carbon electrode, modified by the drop-coated OLC powder, was employed as the
working electrode. The DPV performance of bare glassy carbon electrode was negligible compared to the OLC
drop-coated electrode as shown in Fig. S23. A platinum wire and an Ag/AgCl electrode were used as the counter
electrode and the reference electrode, respectively. The experiments were carried out at room temperature. The
electrochemical impedance spectroscopy was carried out at 0.3 V from 200 kHz down to 0.1 Hz with 10 mV AC
amplitude. The Warburg impedance was analyzed employing the rotating electrode technique with the rotation
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dopamine and uric acid. Biosensors & Bioelectronics 34, 125–131 (2012). Author Contributions Y.-J.K. designed/conducted the experiment and analysed the data. S.-C.L. provided an idea for the origin of the
tensile strain in the OLC. J.-M.C., I.K., D.S.J., K.-S.L., J.-K.P., Y.-J.B. and H.-J.C. contributed to the analysis and
discussion. W.-S.L. supervised the research and wrote the manuscript. All the authors reviewed the manuscript. Acknowledgementsh g
This work was supported by the institutional program grant (2E25670) from Korea Institute of Science and
Technology. The authors are grateful to M.K. Cho (in Advanced Analysis Center, KIST) for the comments for
HR-TEM characterization, to Dr. K.-W. Chae at HoSeo University for his helps in the vacuum annealing process. Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 9 www.nature.com/scientificreports/ Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 Additional Information Supplementary information accompanies this paper at http://www.nature.com/srep Supplementary information accompanies this paper at http://www.nature.com/srep Competing financial interests: The authors declare no competing financial interests. Competing financial interests: The authors declare no competing financial interests. How to cite this article: Ko, Y.-J. et al. Inherently-Forced Tensile Strain in Nanodiamond-Derived Onion-
like Carbon: Consequences in Defect-Induced Electrochemical Activation. Sci. Rep. 6, 23913; doi: 10.1038/
srep23913 (2016). How to cite this article: Ko, Y.-J. et al. Inherently-Forced Tensile Strain in Nanodiamond-Derived Onion-
like Carbon: Consequences in Defect-Induced Electrochemical Activation. Sci. Rep. 6, 23913; doi: 10.1038/
srep23913 (2016). How to cite this article: Ko, Y.-J. et al. Inherently-Forced Tensile Strain in Nanodiamond-Derived Onion-
like Carbon: Consequences in Defect-Induced Electrochemical Activation. Sci. Rep. 6, 23913; doi: 10.1038/
srep23913 (2016). This work is licensed under a Creative Commons Attribution 4.0 International License. The images
or other third party material in this article are included in the article’s Creative Commons license,
unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this
license, visit http://creativecommons.org/licenses/by/4.0/ Scientific Reports | 6:23913 | DOI: 10.1038/srep23913 10
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https://openalex.org/W4361243696
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https://figshare.com/articles/journal_contribution/Supplementary_Figure_Legends_1-2_from_Inhibition_of_Ataxia_Telangiectasia_Mutated_Kinase_Activity_Enhances_TRAIL-Mediated_Apoptosis_in_Human_Melanoma_Cells/22380044/1/files/39825446.pdf
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English
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Supplementary Figure Legends 1-2 from Inhibition of Ataxia Telangiectasia Mutated Kinase Activity Enhances TRAIL-Mediated Apoptosis in Human Melanoma Cells
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Supplemental Figure Legends Supplemental Figure 1. Surface DR4 (red) and DR5 (green) expression in human melanocytes
and melanoma cell lines. Immunostaining and FACS analysis was performed. Nonspecific
staining- ns. Supplemental Figure 2. Normalized levels of cFLIP-L 0-6 h after treatment of LU1205
melanoma cells with KU55933 (10 μM) or TRAIL (50 ng/ml) in the presence or absence of a
general caspase inhibitor, zVAD-fmk (50 μM), and a specific caspase-8 inhibitor, Ac-IETD-CHO
(50 μM). Western blot analysis of cFILP and β-Actin levels was performed. Levels of cFLIP were normalized to β-Actin.
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Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
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Württembergisch Franken
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Das Chorbogenkreuz der Haller Katharinenkirche
und der Öhringer Bildhauer Josef Ritter
von WOLFGANG DEUTSCH
(
Das große Kruzifix in der Haller Katharinenkirche galt noch im Kirchenführer
von 1996 als spätgotisch 1, obwohl es durch eine Stifterinschrift in s Jahr 1739
datiert ist. Im neuen Kirchenführer wird es dann dem Öhringer Bildhauer Josef
Ritter zugeschrieben 2 • Für diese Angabe soll hier die Begründung nachgeliefert
werden.
Der 200 cm hohe Gekreuzigte 3 hat einen kräftigen, wohlproportionierten Körper,
der - trotz Anlehnung an spätgotische Kruzifixtypen - nach barocker Weise in
weichen Übergängen modelliert ist (Abb. 1). Die Rückseite des Leibes ist tief
ausgehöhlt. Der Kopf neigt sich nach links (zur rechten Körperseite), die Beine
sind nach der gleichen Seite hin angewinkelt. Im Antlitz spiegelt sich die Erlösung
nach vollbrachtem Todeskampf, die Augen sind geschlossen. Von dem dunklen Haar fällt eine Strähne nach vorne über die rechte Schulter, eine andere nach
hinten über den Nacken. Der kurze Bart umrahmt Mund und Kinn , seine Enden
sind eingerollt. Der Brustkorb ist deutlich markiert, am Brustbein durch eine Reihe von Grübchen, an den Flanken durch knorpelige Gebilde. Die Adern überraschen stellenweise durch höchst eigenwillige Formen: flammenartige an der linken Leiste, astartige an der unteren Seite der Unterarme. Von allen fünf Wundmalen
ziehen sich Blutspuren abwärts; das Blut der Hände rinnt an der Unterseite der
Arme herab , an der rechten Seite dem Körper entlang bis unter das Knie.
Das vergoldete Lendentuch wird durch einen Strick gehalten, der an der linken
Hüfte sichtbar wird . Es bildet vor dem Körper ein Gefüge von fünf scharfwinkligen Dreiecksfalten und an der linken Hüfte einen Bausch. Die Zipfel des Tuchs
sind unterschiedlich groß, der linke kurz, der rechte hängt hinter dem linken
Oberschenkel bis zur Kniekehle herab - als Gegengewicht gegen die Ausladung
von Kopf und Beinen zur anderen Seite.
Die Dornenkrone besteht aus einem lockeren Geflecht knorriger Zweige. Die
zwölf vergoldeten Strahlen des Nimbus sind in eine runde Holzscheibe mit
1 B. Dowerk: St. Mi chae l Schwäbisch Hall , Horb-Bittelbronn 1996, S.43.
2 Di e Michaelskirche in Schwäbisch Hall , Lindenberg 2002, S. 52, bzw. '2004, S . 47.
3 Weitere Maße: Spannweite der Arme 170 cm, Tiefe des Korpus 39cm. Die Maße und die übrigen technischen Angaben wurden der Dokumen tation der Restauratorinnen A. Kol/111an11 und A.
Gräfin von Schwerin. , Juni/Juli/Oktober 2003, entnommen (Archi v der ev. Gesamtkirchengemeinde
Schwäbisch Hall).
204
Wolfgang Deutsch
Abb. 1 Chorbogenkreuz der Haller Katharinenkirche (Aufnahme: H. W. Hönes,
Schwäbisch Hall)
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
205
ringsum verlaufender Nut eingesteckt und verleimt4 . Das INRI-Schild in Form
eines seitlich eingerollten Bandes ist holzgeschnitzt und original, ebenso die drei
Kreuznägel.
Die Fassung des Werkes wechselte mehrmals entsprechend dem jeweiligen
Kunstgeschmack und der Vorstellung von historischer Treue. 1844 wurde das
Haar schwarz gefärbt und das vergoldete Lendentuch weiß übermalt 5 • Pfarrer
Heinrich Merz (1850-63) missbilligte das und ließ 1859, als das Geld dafür
durch eine Kollekte beschafft war, dem „Lendentuch statt der weißen Ölfarbe
seine ursprüngliche Vergoldung" zurückgeben und das Haar heller färben „nach
der geschichtlichen Überlieferung, dass Jesus tiefblondes Haar hatte" 6 • Der beauftragte Maler Carl Weisschedel erledigte das auf seine Weise, indem er Haar
und Bart mit Broncefarbe lichter machte7; das Lendentuch, die Strahlen am Kopf
und das INRI-Schild vergoldete er8 • - 1898 wurde das Kruzifix von Gottfried
Schmidt neu gefaßt und dabei vermutlich das Haar wieder dunkel gefärbt9 . Der
Restaurierungsbericht von 2003 vermerkt über „einer sehr dunklen braunen Farbe ... eine grobe Überarbeitung mit etwas hellerem Braun" 10 • - Im Inkarnat liegen laut Befund der Restauratorinnen drei Schichten übereinander; die letzte,
,,gelbliche . .. mit deutlichem und großzügigem Pinselduktus, nass in nass modelliert", stammt vermutlich von 1844. Die „Fassung" von 1898 beschränkte
sich auf „kleine lockere Überarbeitungen", die Restaurierung von 2003 auf Konservierung und vorsichtige Retuschierung „störender Fehlstellen" 11 •
Das Kreuz selbst misst 309/195 cm und ist hohl: es wurde zur Verminderung des
Gewichts aus Brettern zusammengefügt. Querholz und Stamm verbreitern sich
4 Ein auf alten Aufnahmen noch sichtbarer breiterer Strahl , der vor der letzten Restaurierung drei
andere, herausgebrochene Strahlen ersetzt hat, gehört nach Befund der Restauratorinnen zum Ep itaph des Johann Jakob Beyschlag und wurde dort wieder angebracht.
5 H. Merz; Die Kirche zu St. Katharina in Hall und ihre Restaurationen, in: Christliches Kunstblatt
für Kirche, Schule und Haus, 1858, Nr. 5, S. 36; PfarrA St. Katharina II 7, Beilage zur Pfarrbeschreibung.
6 Merz (ebd.). - A uf welche „ Überlieferung" sich Pfarrer Merz bezog, ließ sich nicht ermitte ln.
Nach einer im Spätmittelalter verbreiteten Personenbeschreibung des Lentu lu s, des angeblichen
Vorgängers von Pilatus, hatte Jesus vielmeh r dunkles Haar: ,,Er war von ansehnlicher Gestalt. ehrfurchtsgebietendem Ant litz, hatte gelocktes Haupthaar von dunkelglän zender Farbe, in der Mitte des
Kopfes nach der Sitte der Nazarener gescheitelt und von der Schulter herabfließend, vollen Bart von
der Farbe des Haupthaars, nicht lang, in zwe i Spitzen auslaufend , und gemischtfarbige strahlende
Augen." (Lex ikon der christlichen Ikonographie, Bd . 1, 1968, Sp. 418; nach E. v. Dobschütz; Chr istusb ilder, Untersuch un gen zur christl ichen Legende, 1899; J. B. Al(fha11ser: Antike Jes uszeugni sse,
2
1925).
7 PfarrA St. Katharina. Pfarrgemeinderatsprotokoll 1851-1866, S.130, zum 5. Augu st 1859.
8 Ebd. , S. 129, zum 31. Juli 1859, sowie Rechnung Wei sschedel s vom 20. Deze mber 1859.
9 Rechnungsbuch Gottfried Schmidt (Privatbesitz), zum 24. Januar 1898: Kirche zu St. Katharina. 1 großes Cruzifix gefaßt , mit Ergän zung der Schnit zerei M. 40.-; die Angabe Gradmann s, das
Kru zifi x sei 1900 ne u bemalt worden , ist demnach ungenau; vgl. E. Gradmann: Die Kun st- und
Altertums-Denkmale der Stadt und des Oberamtes Schwäbisch Hall , Ess lin gen 1907, S.45.
10 Dokumentation der Restauratorinnen (w ie Anm. 3), S. 6.
11 Ebd. , S.6 und 11.
206
Wolfgang Deutsch
nach außen und oben in sanften Kurven mit konkavem Abschluss an den Seiten.
Unten endet der Stamm in einer Verdickung und einer kleeblattförmigen Spitze
mit aufgeschraubten Metallverzierungen in Form von Lilien und einer Rosette.
Auf der Rückseite des Querbalkens befindet sich eine Inschrift, die heute zum
größten Teil durch die Querstange der Aufhängevorrichtung verdeckt ist und daher leicht übersehen wird. Sie lautet nach Gottfried Schmidt 12: Susan(n)a Elisa betha Arnoldin wittib Stifterin; darunter am Kreuzstamm: 1739. Davon heute
noch lesbar: .. . wittib [St]ifterin / 17[3]9.
Das Kruzifix war ursprünglich - in der wesentlich niedrigeren alten Kirche „unter dem westlichen Thurm- oder Chorbogen frei aufgestellt, unten mit dem
Stamm in den Fußboden eingelassen und oben am Spitzbogen mit Eisen befestigt"1 3. Pfarrer Merz, der überzeugt war, das Kreuz sei eigentlich Teil des Altars,
ließ es 1851 mit diesem verbinden: Das große zum Altare gehörige und ihn erst
abschließende Cruci.fix, das zwischen Chor und Langhaus steht und die Gemeinde im Blicke auf den Altar stört, soll nach der Bestimmung des
Pf[arr]G[emeinde]R[aths] wieder an dem Altar, zwischen demselben und der
Orgelbrüstung angebracht werden 14 • Als 1880 eine größere Chororgel angeschafft wurde, blieb für das Kruzifix nicht mehr genügend Platz zw ischen Altar
und „Klaviaturkasten", und man versetzte es deshalb an die Nordwand des
Chors 15. Dies erregte den Unmut von Heinrich Merz, der inzwischen Prälat in
Stuttgart und Vorstand des „christlichen Kunstvereins" geworden war: Das Kruzifix ist für den Altaraufsatz ein so guter und schöner Abschluß, daß es nicht von
ihm abgelöst werden sollte. Ich gestehe, daß ich lieber den H[errn] Walker [den
Orgelbauer] aus dem Chor hinausgeworfen hätte [... ] als den Herrn Christus 16 •
Merz setzte durch , dass man das Kreuz wieder an den Altar zurückversetzte und
zwischen Orgel und Mensa zwängte nach Abnahme und wesentlicher Verdünnung seines Fußes und Verschiebung des Retabels gegen die Mensamitte 17. Daraus erhellt nebenbei , dass die heutige Verdickung und Ornamentierung des
Kreuzfußes eine spätere Zutat ist, und zwar von 1898, als man das Kruzifix nach
dem Neubau des Kirchenschiffs in den nun wesentlich höheren Chorbogen
hängte.
Das Werk wird in der Literatur zu Recht geschätzt, wenn auch ohne Überschwang, wie es seinem tatsächlichen Rang entspricht. Eugen Gradmann nennt
es „ein Kruzifix von künstlerischem Wert" (S. 45). Heinrich Merz lobt die „sehr
12 Rec hnungsbuch Schmidt (wie Anm . 9); fast gleichla utend die Angabe bei J. L. Gräter: Kirchliches Jahr-Register 1801/02, III.C, Nr. 6.
13 Merz 1858 (wieAnm.5), S.36.
14 PfarrA St. Katharina , Pfarrgemeinderatsprotokoll 1851-1866, S.3 , 10, Beschluss vom 6. April
1851.
15 Ebd. , Pfarrgemeinderatsprotokoll 1866- 1889, S. 3 13, zum 11. Apri l l 880.
16 Ebd ., Bauakten 1880- 1896, Brief vom 8. April 1880 an Pfarrer Rlihle.
17 Ebd. , Pfarrgemeinderatsprotokol l 1866- 1889, S.3 17, 1, zum 24. Oktober 1880.
Das Chorbogenkre uz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
207
kräftigen, wahren Formen" und den „natürlichen Ausdruck" 18, die Figur sei
,,anatomisch richtig und mit kräftigem Gefühle behandelt" 19 • Erstaunlich ist nur,
dass ein so eindeutig barockes Werk noch 1996 als spätgotisch galt. Vermutlich
handelt es sich hier jedoch um das Ende einer längeren Tradition. Denn ohne
Zweifel hat schon Heinrich Merz, auch wenn er es nicht ausdrücklich sagt, das
Kruzifix für spätgotisch gehalten. Er hat stets geglaubt, es gehöre zu dem mittelalterlichen Hochaltar, und er ließ es deshalb ja mit diesem vereinen. Ohne das
Kreuz sei der Altar „um seine Würde und Zierde gebracht" 20 . Hätte er gewusst,
dass der Gekreuzigte aus dem 18. Jahrhundert stammt, aus der Epoche, die er als
„die Zeit des künstlerischen und kirchlichen Verfalls" ansah 2 1, er hätte bei der
Würdigung der Figur kaum die oben zitierten Worte gebraucht.
Weitere Werke
Es gibt noch eine Reihe weiterer Kruzifixe, entstanden zwischen 1723 und 1736,
die mit dem Haller motivisch und stilistisch weitgehend übereinstimmt. Diese
Kruzifixe unterscheiden sich im wesentlichen nur dadurch, dass bei den früheren
der Körper Jesu stärker gekrümmt und bewegter modelliert und der Faltenfluss
des Lendentuchs weicher, fast teigig ist, während er sich bei den späteren Werken zum Teil geometrischen Formen nähert, zum Beispiel vor dem Körper zu
einem Bündel ineinander gesteckter Dreiecke erstarrt. Die einzelnen Werke sind
in zeitlicher Folge:
J. Das Altarkreuz in der Pfarrkirche zu Spiegelberg (Rems-Murr-Kreis), entstanden vor Oktober 1723, die Christusfigur 95 cm hoch (Abb. 2). Für das Werk
wurden „dem Bildhauer von Öhringen auff aufschlag eines gemachten Cruzifix,
so der Gesamtrechnung einverleibt, bezahlt I ft [Gulden] 30 x [Kreuzer]" 22 .
Bei dem Aufschlag dürfte es sich um die seit dem Mittelalter gebräuchliche
Nachbesserung (Gfslac) handeln , die den Künstlern nach Vollendung und Begutachtung ihres Werkes auf Antrag gewährt wurde. Die Spiegelberger Figur war
demnach zum Zeitpunkt dieser Zahlung schon vollendet.
2. Das große Steinkreuz im Friedhof von Schwäbisch Hall-Steinbach (Abb. 3).
Der Kreuzschaft ist mit Sockel fast 6111 hoch , die Figur überlebensgroß. Auf
Fernsicht gearbeitet, wird sie von Gradmann (S. 110) als „derb, aber wirkungs-
18 H. M er ~: Die Kirche St. Katharina in Hall, jenseits Kochers, in : WFr 185 1, S. 81 - 98, hier
S.87.
19 M er ~ 1858 (wie Anm. 5), S. 36.
20 M er z 1851 (wie Anm. 18), S . 87.
21 M er ~ 1858 (wie Anm. 19).
22 Pfarr-Registratur. Heiligenrechnungen 15. Dezembe r 1721 - 16. Oktober 1723. Zitiert nach A.
Schah/: Die Kun stdenkmäler des Rems- Murr-Kreises. Bd. II, München/B erlin 1983. S . 1060 mit
Abb.821.
208
Wolfgan g Deutsch
Abb. 2 Altarkreuz in Spiegelberg (Aufnahme : Ingrid Wartenberg, Schwäbisch
Hall)
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter 209
-------.-s.• !1
.,.
<::
~ .~
,
--~--
~
fasser)
Abb. 3 Ste;nkreu, ;m foedhof Schwäb;,ch Hali-Sre;nbach (Aufnahme, Ver-
210
Wolfgang Deutsch
Abb. 4 Kreuzfragment im Hällisch -Fränkischen Museum Schwäbisch Hall
(Aufnahme: Verfasser)
voll" bezeichnet. Als Entstehungszeit gilt in der Literatur das Jahr 1725 23 , wohl
deshalb, weil laut Gradmann der Friedhof 1725 angelegt wurde. Herta Beutter
hat aber nachgewiesen, dass der Friedhof schon 1690 „neu angelegt" und die
zugehörige Toten- und Heiliggrabkapelle 1693 gebaut wurde 24 . Dennoch passt
23 Gradmann (wie Anm . 9), S. 110; E. Krüger : Schwäbisch Hall , ein Gang durch Geschichte und
Kunst, Schwäbisch Hall 21967, S. 174, 3 1982, S. 162.
24 H. Beutler: Die Heilig-Grabkapelle auf dem Friedhof in Schwäbisch Hall-Steinbach, in:
WFr.70 (]986) , S. 147- 150.
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
211
das Werk stilistisch gut in die 1720er Jahre. Vielleicht ist die überlieferte Jahreszahl 1725 nicht ganz aus der Luft gegriffen; sie könnte sich auf eine Umgestaltung des Friedhofs oder unmittelbar auf die Errichtung des Kreuzes beziehen.
Das schwer beschädigte Werk wurde 1985/86 von der Nördlinger Bauhütte restauriert, dabei der Kreuzschaft völlig erneuert und auch Teile der Figur überai·beitet und ergänzt, ,,zum Beispiel einer der Unterschenkel Christi aus Sandstein
nachgemeißelt und in die Figur eingesetzt" 25 . Möglicherweise war auch der Gewandbausch an der linken Hüfte Jesu, den alle anderen der genannten Figuren
aufweisen, damals abgewittert und wurde deshalb bei der Restaurierung nicht
beachtet.
3. Das Kreuzfragment im Hällisch-Fränkischen Museum (Abb. 4). Im Depot des
Museums befindet sich ein 65 cm hohes Sandsteinfragment eines Kruzifixes, das
laut Katalog beim Gasthaus „Ilge aus dem Kocher gezogen" wurde 26 . Es könnte
vom ehemaligen Johanniterfriedhof stammen. Der untere Teil von Kreuz und
Figur ist an den Knien Jesu abgebrochen und verloren gegangen. Das Kreuz
selbst hat kurvig geschwungene Konturen mit Kleeblattenden und ist rings von
Laubwerk eingefasst. Das obere Kleeblattende des Kreuzstamms mit dem dort
anzunehmenden INRI-Schild fehlt ebenfalls. Die unteren Zipfel des Schilds
(bzw. Pergamentblatts, vgl. das Högg-Epitaph, s. u.) sind gerade noch erkennbar.
Das besonders schöne, leider ziemlich verwitterte Werk dürfte vor dem HöggEpitaph und dem Kruzifix von St. Katharina entstanden sein, denn das Lendentuch bildet vor dem Körper noch nicht die strengen Dreiecksfalten wie bei den
späteren Werken .
4. Das Kruzifix auf dem Steinepitaph des Georg Michael Högg (t 1736) im
Kirchhof der Steinbacher Pfarrkirche (laut Gradmann früher in der Vorhalle 27 ),
105176cm (Abb. 5) . - Der Hauptteil (das Corpus) des Epitaphs hat die Gestalt
eines Torbogens, eingefasst von Pilastern mit Voluten und Blattgehängen und
überwölbt von einem profilierten Segmentbogen. Über den Pilastern liegen Totenschädel , über dem Bogen Blattvoluten und im Scheitel steht ein geflügeltes
Stundenglas, Symbol der Vergänglichkeit. In der Mitte des Torbogens erhebt
sich das Kruzifix, sein oberer Teil vor einem Wolkenhimmel, aus dem Strahlenbündel hervorbrechen. Links vom Kreuzstamm kniet der Verstorbene mit pathetischen Gesten, die Linke beteuernd vor die Brust gelegt, die Rechte zur Seite
gestreckt. Sein Gesicht ist weitgehend verwittert. Er trägt eine Perücke und einen kurzen , steifen, vorne offenen und mit Knöpfen besetzten Rock mit weiten
Stulpenärmeln. Am Fuß des Kreuzes ist, das Sockelgesims überschneidend, sein
25 Bericht im Hal le r Tagbl att (Kk = Dieter Ka linke): Sandste inkre uz je tzt res tauri ert, Nr. 251 vom
30. Oktobe r 1986.
26 Inventar-Nr. 39. K. Sch auffe/e : Verzeic hni s der Sammlungen des Hi stori sche n Ve re in s für das
württemb. Franken, Schwäbisch Hall 1898, S. 3 .
27 Graclmann (wi e Anm. 9), S. 109.
212
Wolfgang Deutsch
Abb. 5 Högg-Epitaph im Kirchhof von St. Johannes Baptist, Schwäbisch HallSteinbach (Aufnahme: Verfasser)
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
213
Wappen angebracht (im Schild ein springender Hirsch [?], ein aufsteigender in
der Heimzier).
Der vom Corpus durch ein profiliertes Gesims getrennte Untersatz des Epitaphs
enthält in einer Kartusche mit geschweiftem, beiderseits mit Akanthus und großen Voluten besetztem Rahmen die Gedenkschrift. Sie lautet:
D[EO] O[PTIMO] M[AXIMO]
Siste c[ursum?] Viator et Precato pro Anima Geor / gij Micha[e]lis HÖGG
ord[inis] s[anc]ti Jo[hann]is Eqvit[atus] Melit[ensis] Come(n)dce / Rotenburg
PP [etc.] Tub[ingensis] Administratoris qvi fra / trem suu(m) visitatur(us) huc
veniens cursum con / sumavit (et) ceternitatis iter inivit Comburgi / I 3 iunij 1736
dum vixisset annis 48 men[sibus] 5 d[iebus] 9.
· R[EQUIESCAT] · /[N] · P[ACE] ·
Zu deutsch:
Gott dem Besten und Größten (geweiht)
Halt inne, Wanderer, und bete für die Seele von Georg Michael Högg, Malteserritter des Johanniterordens der Rothenburger Kommende etc., Tübingischer Administrator, der, als er hierher kam, um seinen Bruder zu besuchen, seinen Lebenslauf vollendete und den Weg in die Ewigkeit antrat zu Comburg am 13. Juni
1736, im Alter von 48 Jahren, 5 Monaten und 9 Tagen.
Er ruhe in Frieden.
Der Bildhauer
Aus der Zahlung für das Spiegelberger Kruzifix (S. 207) erfahren wir, wo der
Meister seinen Sitz hatte: in Öhringen. Nach Angabe von Elisabeth Grünenwald28 handelt es sich bei dem „Bildhauer von Öhringen" wahrscheinlich um
Josef Ritter. Tatsächlich wird in Öhringen, falls die Quellenlage nicht trügt, damals nur dieser Bildhauer genannt. Er war Öhringer Hofbildhauer, vermutlich
aus Ochsenfurt zugezogen, wo - laut einer im Krieg verbrannten Schriftquelle
- sein Sohn Nikolaus geboren wurde 29 . In der Hoffnung, über die Autorschaft
Ritters Gewissheit zu erlangen, prüfen wir zunächst, was die Schriftquellen über
den B ildhauer und seine Werke aussagen. Mehrere Zahlungen an ihn sind überliefert, doch unglücklicherweise ist keines der darin genannten Werke erhalten.
- 1726 schuf Josef Ritter die Bildhauerarbeit zum neuen Marktbrunnen in Kün28
29
Mitgeteilt bei Schah/ (wie Anm. 22).
M. von Rauch : Heilbronn in der 2. Hälfte des 18. Jahrhunderts, in: Bericht des Historischen
Vereins Heilbronn 1906-09, Heilbronn 1909, S. 66; Thieme/Becker: Allgemeines Lexikon der bildenden Künstler[ ... ], Bd. 28 ( 1934), S. 387. - Laut freundlicher Auskunft des Heilbronner Stadtarchivs (Prof. Dr. Christhard Schrenk, Direktor) sind viele Archivalien, d ie Moriz von Rauch ausgewertet hat, im Zweiten Weltkrieg verbrannt, so z. 8. die gesamten Aktenbestände.
214
Wolfgang Deutsch
zelsau, der leider Ende l 9. Jahrhundert durch einen gusseisernen ersetzt wurde
(1935 abgebrochen) 30.
- 1732 schnitzte Ritter aus Lindenholz die Bildwerke an der Orgel der Öhringer
Stiftskirche31. Die prächtige Orgel schuf der Ansbacher Orgelbauer Johann
Christoph Wiegleben nach einem von dem Öhringer Zimmermeister, Tischler
und Ornamentzeichner Peter Schillinger gezeichneten Abriss. Die Zeichnung signiert: Georg Peter Schillinger Fecit - verwahrt das Hohenlohe-Zentralarchiv32. Wenn sich Josef Ritter an Schillingers Visierung gehalten hat, bestand der
figürliche Anteil seiner Arbeit aus zwei großen Posaunenengeln und zwei Kinderengeln mit Posaune und Fruchtgehänge (auf den oberen Gesimsen) , zwei
Kinderengeln mit Trompete (im Ornamentwerk der Orgelflanken), zwei großen
schwebenden , die Orgel stützenden Engeln (unter dem Sockelgesims) und siebzehn geflügelten Engelsköpfen verschiedener Größe in tragender oder schmückender Funktion.
- 1729-33 schuf Ritter die Bildhauerarbeiten aus Holz und Stein für die 1730/31
erbaute Pfarrkirche von Kirchberg an der Jagst 33 . Die Kirche und ihre Ausstattung wurden 1929 durch einen Brand zerstört34 . Da es davon aber wenigstens
noch Fotos gibt (Abb. 6-8), die wahrscheinlich weiterführen können, seien die
Zahlungen an Josef Ritter und seinen mitarbeitenden Sohn hier im Wortlaut wiedergegeben35 :
Ausgaab Geldt Denen Bildhauern.
140f [Gulden] An Geldt, nebst 3 M[a]lter Spizen 36 , und 3 M[a]/ter Dinkhel, Hat
man dem Bildhauer Joseph Rittern von Öhringen, vor die an den neuen Alltar,
Canzel und Orgelwerkh gemachte Bildhauer Arbeiten zu Lohn dem getroffenen
Accord nach bezahlt, vermög hieranliegender Specification, vom 6< (en ) 7b[ris]
1729.
327f 20 [Kreuzer] Sind erstgedachtem Bildhauer Rittern zu Öhringen, und seinem Sohn vor über seinen ersten accord noch weiter zu allhießigem Kirchenbau
verfertigte Bildhauer arbeiten, und sonder[lich] 12. Steinerne Capitäler, a 6f
Eines, die Arbeit an dem herrsch[aftlichen] Standt, Mosßen und Aaron a JOf
30 Werkvertrag vom 1. April 1726, StadtA Künzelsau; vg l. Die Kunstdenkmä ler des ehemaligen
Oberamts Künzelsau , 1962, Nachdruck: Frankfurt am Main 1983 , S. 60.
31 StAL B 483 , Depositum im Hohenlohe-Zentralarchiv Neuenstein (HZA) , N-Bü 24.
32 Abgebildet in: Öhringen - Stadt und Stift, hg. von der Stadt Öhringen (FoWFr 3 1), Sigmaringen 1988, Abb. 11 7 .
33 Grundsteinlegung am 7. August 1730, Weihe am 12. Dezember 1731; siehe W. M. Diene/: 250
Jahre Stadtkirche Kirchberg an der Jagst, in: Hohenloher Leben (Beilage des Haller Tag blatts) 12/81
(198 1), S.8.
34 Näheres bei Diene/ (ebd .).
35 HZA, Archiv Kirchberg, Rechnungen Bü 166, vom 6. Oktober 1729 bis 20. Juli 1734. - Fotokopien der einsch lägigen Arch ivali en verdanke ich dem freundlichen Entgegenkommen von Herrn
Wilfried Beutler.
36 Der Rückstand beim Enthül sen des Dinkels, der als Schweine- und Hühnerfutter verwende t
wu rde. Siehe W Saenger: Die bäuerliche Kulturlandschaft der Hohenloher Ebene und ihre Entw icklung seit dem 16. Jahrhundert, Remagen 1957, S. 90, Anm. I 0.
Das Chorbogenkreuz der Haller Katharincnkirche und der Öhringer Bildhauer Josef Ritter
215
Ein, das Hey [lige] Abendtmahl in dem al/tar, die Waappen und lnscriptiones,
zu denen 2 großen Logen in die herrsch [aftliche] Crufft, den Tauffstein und
Pult, die beede Wappen oben in der Farade 2 große Blendflügel beji der Canzel,
die Bildhauer arbeit am alltat; neben dem Abendmahl, 5 dekhel in die klein e
Logen in der Crufft, a 4f Ein, den Heji [ligen] Geist in die Canzel und 2 Blendf{ügel , oben am rukh Positiv zu machen, zu Lohn bezahlt worden, vermög zettels, vom 191<en) 8b [ri s] 1733.
9f Sind sein des Bildhauer Ritters Sohn , nachdeme er seines Vatters veraccordirte arbeiten, vollend zu End und Standt gebracht, alß ein e VerEhrung
gn [ä]d[i]gst verwilligt worden, weilen ihme sonsten nichts zu gutem kom(m)en
ist, lnnh a lt deßwegen ergangenen, und hieranliegenden herrsch[aftlichen] Supplications Bescheidts, vom 261Cen> 8b[ri s] 1733.
5f Hat man ihme jungen Rittern, vor in die neue Kirchen gemachte 2 Capitceler
unter die 2 Säulen an dem herrsch[aftlichen] Standt veraccordirter maßen zu
Lohn bezahlt, Laut der Beji/aag, vom 3p <en) 8b[ris] 1733.
30f 30 [Kreu zer] Wurden aber ilun e jungen Bildhauer Rittern, vor noch einige
außzier Arbeiten an den Herrsch[aftli chen] Standt, Orgel, Can ze /, alltar und
Crufft, veraccordirter maßen, zu Verdienst gelohnt, besaag der Anfug vom 201<en)
Julii 1734.
Summa Denen Bildhauern 51. f 50. [Kreuzer].
Bei den Kirchberger Arbeiten handelt es sich um einen Großauftrag für fast 512
Gulden nebst Naturallei stungen. Er wurde in mehreren Abschnitten ausgeführt.
Im ersten Abschnitt entstand eine Reihe Skulpturen für eine dreiteili ge „Kanzelwand", eine Kombination au s Altar, Kanzel und Orgel. Die Werke wurden im
September 1729 mit 140 Gu lden und den Naturalien bezahlt, waren also schon
vor dem Kirchenbau bestellt und gefertigt worden . Im Wesentlichen dürfte es sich
um die Arbeiten handeln , die bei der zweiten Zahlung (s.o.) nicht genannt sind,
also um die Hauptfiguren Paulus und Petrus, das Kruzifix und einige Engel3 7•
Der zweite Abschnitt wurde erst vier Jahre später, im Oktober 1733, mit 327 1/ 3
Gulden abgerechnet. Er umfasste ei ne größere Zahl von Arbeiten , an denen auch
der Sohn des Bildhauers, Nikolaus Ritter, beteiligt war. Im Einzelnen waren es,
wenn man die Angaben des Rechnungsbuchs etwas ordnet (vg l. die erhaltenen
Fotos):
- eine Abendmahlsgruppe im Altarretabel (,,das Heylige Abendtmahl in dem
alltar");
- Figuren von Moses und Aaron , zu l O Gulden das Stück (sie fl ankierten das
Retabel ).
- eine Heilig-Geist-Taube in der Kanzel , wohl unter dem Baldachin (,,den Heyli gen Geist in die Canzel ");
- das rahmende Schnitzwerk am Retabel (,,die Bildhauerarbeit am alltar, neben
37
Vg l. die fo lgende Beschreibung.
216
Wolfgang Deutsch
dem Abendmahl"; da die dort befindlichen Figuren Moses und Aaron extra
aufgeführt sind, kann es sich nur um die Ornamentik handeln);
das den Kanzelabschnitt flankierende flügelartige Ornamentwerk (,,2 große
Blendflügel bey der Canzel");
das rahmende ornamentale und figürliche Schnitzwerk am Rückpositiv (,,2
Blendflügel, oben am rukh Positiv");
- Taufstein und Pult (sie flankierten die Altarmensa);
- Arbeit am gräflichen Gestühl (,,an dem herrschaftlichen Standt");
- Wappen und Inschriften an zwei großen Logen in der gräflichen Gruft (,,die
Waappen und Inscriptiones zu denen 2 großen Logen in die herrschaftliche
Grufft");
- fünf „Deckel", wohl Baldachine, an die kleinen Logen in der Gruft, zu je 4
Gulden;
- zwölf steinerne Kapitelle zu je 6 Gulden (für die Pfeiler und Pilaster der Kirche: Kompositkapitelle mit einzelnen oder doppelten Engelsköpfen 38);
- das gräfliche Allianzwappen im Giebel der Kirchenfassade (,,die beede Wappen oben in der Fac;:ade" 39 ).
Die Zahlung für den zweiten Arbeitsabschnitt hat wiederum Josef Ritter als Auftragnehmer und Werkstattleiter kassiert. Doch erhielt sein mitarbeitender Sohn
Nikolaus, der die Arbeiten zu Ende geführt hat, eine Woche später eine Verehrung von 9 Gulden, da ihm „sonsten nichts zu gutem kommen ist". Außerdem
bekam er noch S Gulden für eine eigene Arbeit: er fertigte zwei Kapitelle „unter
die 2 Säulen" an dem herrschaftlichen Stand, möglicherweise Konsolen.
In einem weiteren Arbeitsabschnitt, für den im Jahr darauf, im Juli 1734, 30 ½
Gulden bezahlt wurden, hat Nikolaus Ritter, der Sohn, noch abschließende „Auszierarbeiten" an der Kanzelwand, am gräflichen Gestühl und in der Gruft vorgenommen. Der Vater war damals in Kirchberg offensichtlich nicht mehr anwesend.
Für unsere Zwecke ist von der Kirchberger Arbeit Ritters vor allem die Kanzelwand von Belang, weil es von ihr noch Aufnahmen gibt, mit deren Hilfe sich das
Werk stilkritisch an den Haller Gekreuzigten und die mit ihm verbundenen Kruzifixe anschließen läßt40 . Die Fotos erlauben, das Werk wie folgt zu beschreiben.
Die Kanzelwand umfasst fünf Stockwerke: Altar, Retabel, Kanzel, Rückpositiv
und - oberhalb der Empore entsprechend zurückgesetzt - die Orgel.
Der mit geschnitzten Schranken eingefriedete Altartisch wird flankiert von einem
Lesepult (vom Beschauer links) und einer Taufkufe (rechts), beide gestützt von
38 Eines der Kapitelle abgebildet bei Diene/ (wie Anm. 33): zwischen den Voluten des Kompositkapitells spannt sich eine Blumengirlande mit e inem geflügelten Engelskopf darüber.
39 Vgl. die Abbildung bei Diene/ (ebd .).
40 Foto im Landesdenkmalamt Baden-Württemberg, Nr. 1712, signiert: Schlossar, Crailsheim ;
zwei Postkarten mit Detailaufnahmen der Altar-Kanzel-Partie im evangelischen Pfarramt Kirchberg
(Reproduktionen davon verdanke ich der Freundlichkeit von Herrn Pfarrer Alfred Holbein).
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter 217
Abb. 6 Altar-Kanzel-Wand in Kirchberg an der Jagst (1929 verbrannt)
218
Wo l fgang Deutsch
Abb. 7 Altar-Kanzel-Wand in Kirchberg an der Jagst, unterer Teil
Das Chorbogenkreuz der Hall er Katharinenkirche und der Öhringer Bildhauer Josef Ritter
219
einem Paar sich umarmender Putten mit lose um den Körper gelegten Manteltüchern.
Das niedrige Retabel über der Mensa enthält in einem Kapellenschrein mit
Rundbogenfenstern eine Abendmahlsgruppe. Jesus und die Apostel sitzen an
einem gedeckten Tisch, acht von ihnen frontal ausgerichtet an der Rückseite, die
übrigen vor dem Tisch, von der Seite gesehen und einander zugewandt. Die mit
Blattranken geschmückte Vorderwand des Schreins ruht auf zwei Pilastern, flankiert von weit ausladendem, durchbrochenem Ornamentwerk aus eingerollten
Akanthusblättern, an denen zwei Blumenbündel hängen. Davor stehen fast lebensgroße Figuren von Moses und Aaron; sie nehmen die ganze Höhe des Retabelgeschosses ein 41 • Moses, links, mit langem Bart, den Blick zum Altar gerichtet, greift mit dem linken Arm am Körper vorbei und stützt die riesigen
Gesetzestafeln auf sein hochgestelltes rechtes Bein. Aaron, auf der anderen Seite, in spiegelbildlichem Kontrapost, ist ebenfalls bärtig und am dreifachen Rock
des Hohenpriesters und der mitraähnlichen Kopfbedeckung zu erkennen. Sein
Brustschild wird durch den Arm verdeckt.
Auf der Mensa steht ein Kruzifix, das bis in die Sockelzone des Kanzelbaus hinaufreicht. Sein INRI-Schild ist von Wolken mit geflügelten Engelsköpfen umgeben .
Die darüber befindliche Kanzelzone ist mehr als dreimal so hoch wie das Retabel
und - entsprechend der Bedeutung des göttlichen Wortes - mit besonderer Pracht
gestaltet. Der Kanzelkorb selbst wird von schwebenden Kinderengeln getragen,
seine Vorderwand bedeckt eine Kartusche mit einem Bibelspruch (Luc. X.16 /
Wer Euch hört/ der häret mich). Den Kanzelbereich rahmen zwei schlanke Säulen , gestützt und bekrönt von blattgeschmückten Gesimsen . Diese kragen an den
Säulen vor, das Dachgesims auch in der Mitte; seine Unterseite ist mit Quasten
(Lambrequins) geschmückt. Außerhalb der Säulen stehen auf dem Sockelgesims
zwei lebensgroße Figuren mit breit gefächertem Strahlennimbus: links Paulus
mit Buch und Schwert, rechts Petrus mit Buch und Schlüssel42 . Den seitlichen
Abschluss der Kanzelzone bilden, in Fortsetzung der Retabelornamentik, weit
ausgreifende, geschweifte Blattformen (die zwei großen „Blendflügel " der Rechnungsakten).
In der nächsthöheren Zone sitzen auf den Vorsprüngen des Dachgesimses, über
den Säulen, zwei Posaune blasende Kinderengel. Sie flankieren das Rückpositiv,
das im Kleinen die eckig gebrochene Form des Kanzelteils wieder aufnimmt. An
den Ecken seines Dachgesimses sitzen, in entsprechend kleinerem Maßstab,
zwei Horn blasende Engel.
Über dem Rückpositiv verläuft gleich einem horizontalen Band die mit Quasten
behängte Orgelempore. Sie überschneidet die beiden östlichen Kolossalpilaster
der Kirchenarchitektur, deren figürliche Kapitelle ebenfalls die Ritter-Werkstatt
41
42
Es sind ke ine „Engel", wie Diene/ (w ie Anm. 33) an gibt.
Diene/ (ebd.) hält di e Fi guren irrtümli c h für „Moses und Aaron " .
220
Wolfgang Deutsch
-.
....
\
.,. ··~,;
~';,y~
,.,
~
Abb. 8 Altar-Kanzel-Wand in Kirchberg an der Jagst, oberer Teil
Das Chorbogenkreuz de r Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
221
schuf (s.o.). Zwischen den Pilastern ist als oberster Abschluss der Kanzel wand
die große, ebenfalls reich verzierte Orgel eingebaut. An ihr erkennt man in halber Höhe - im Blattwerk des Seitenschmucks und auf Konsolen im Mittelteil vier Trompete blasende Engel43 .
Die Komposition der Kirchberger Kanzelwand ist von erlesener Schönheit. Retabel , Kanzeltrakt und Rückpositiv fügen sich in einen hochovalen Umriss und
sind dadurch auch formal zu einer vollendeten Einheit zusammengeschlossen.
Leider ist nicht bekannt, wer das Werk entworfen hat.
Das System der Kanzelwand ist in den lutherischen Ländern aufgekommen , anscheinend in den l 580er Jahren , nach Einführung der Konkordienformel. Das in
der Predigt verkündete Wort Gottes war nach protestantischer Auffassung dem
Altarsakrament zumindest gleichwertig. Was lag also näher, als Kanzel und Altar miteinander zu verbinden und sie in der Mittelachse der Kirche an der Ostwand zu errichten - jedenfalls in Neubauten oder Umbauten, wo sich die Möglichkeit dafür bor14 . Eines der ältesten Werke entstand 1587 in Schmalkalden,
Thüringen 45 . Von Thüringen und Sachsen aus verbreitete sich die Kanzelwand in
der Markgrafschaft Ansbach-Bayreuth, weshalb man sie hierzulande auch als
,,Markgräfler Wand" bezeichnet. Sie kommt aber ebenso im Norden vor, in Mecklenburg46, Braunschweig, Brandenburg und selbst Schleswig-Holstein. Beispiele
sind Kissenbrück in Braunschweig (um 1665)-17 , Dobberzin in Brandenburg
(1699) 48 und , verbunden mit der Orgel , Ütersen in Schleswig-Holstein (um
1745) 49 . Einen entscheidenden Anstoß für die weite Verbreitung des Kanzelaltars
gab der Baumeister und Architekturschriftsteller Joseph Furttenbach d. Ä. mit
seiner Schrift „Kirchen-Gebäw" (Augsburg 1649)50 .
Dass bei der Verbindung von Kanzel und Altar die Kanzel über dem Altar steht,
hat - so Wi ssner - ,,auch mit der Selbsteinschätzung reformatorischer Glaubenserkenntnis, also mit der Wertschätzung des Wortes Gottes vor dem Sakrament zu
tun" 51 • Die Höherstellung der Kanzel im Sinne einer Höherbewertung ist sicherlich ein willkommener Nebeneffekt. Der eigentliche Grund für die Reihenfolge
dürfte aber praktischer Natur sein. Eine umgekehrte Anordnung wäre schlecht
möglich. Der Altar wird vom Kirchenboden aus bedient, und die Kanzel benötigt
43 Sie bl asen di e gerade, me ist a ls Posa une bezeichnete Trompete.
44 Z ur Kan ze lwand im All geme inen und zu We rke n der Sommerwerkstatt im Beso nde ren vg l.
M. Wissner: Kanze la ltä re au s der Sommer-We rkstatt, in: F. Kellerma nn (Hg.): Die Künstl erfamilie
Somme r, Si g ma rin gen 1988, S. 163 ff.
45 Wissner (ebd .), S. 165.
46 Vgl. C . Stade : Mec kl e nburg ische Kan zel a ltäre, Di ss. Braunschweig 193 1.
47 Abgebilde t im Reallex ikon zur De utsc hen Kun stgeschichte (RDK), Bd . 1, Stuttgart 1937,
Sp. 597, Abb. 24.
48 Abgebildet ebd. , Sp. 598, Abb. 25.
49 Abgebildet e bd. , Sp. 602, Abb. 27.
50 RDK, e bd. , Sp. 572 ; sowie Wissn er (wi e Anm.44), S. 165 (dort fal scher Vorname: ,,Johann ") .
5 l Wissner (e bd.), S. 163.
222
Wolfgang Deutsch
freie Sicht und Hörbarkeit. Die Kanzeln waren darum schon immer höher angebracht als der Altar.
Kommen wir zur Nutzanwendung für die Zuschreibung des Haller Kruzifixes
und seiner Verwandten. Wir verfügen dabei über zwei Möglichkeiten: erstens
den Direktvergleich mit den Figuren der Kanzelwand, zweitens Vergleiche mit
den Werken des Sohnes Nikolaus Ritter, der, wie wir nun wissen, in Kirchberg
mit dem Vater zusammengearbeitet, auch sicherlich bei ihm gelernt und freundlicherweise die meisten seiner eigenen Werke signiert hat. Seine Formensprache
dürfte der des Vaters nahestehen.
Zum Direktvergleich: Obwohl die erhaltenen Fotos der Kirchberger Kanzel wand
kaum stilistische Feinheiten erkennen lassen, zeigt sich doch, dass der Gekreuzigte (zwischen Retabel und Kanzel) im Erscheinungsbild mit dem Haller Kruzifix und seinen Verwandten übereinstimmt. Die Form von Körper und Gliedmaßen und die Drapierung des Lendentuchs sind nahezu identisch. Im Vergleich zu
Hall ist nur das Haupt etwas weiter herabgesunken, die Beine sind eine Kleinigkeit weiter angewinkelt und die Lendentuchfalten weicher modelliert; d. h. die
Figur steht dem Spiegelberger Kruzifix noch einen Grad näher. Sie hält etwa die
Mitte zwischen dem frühen Spiegelberger Werk von 1723 und dem Haller von
1739 - wie es ihrer Entstehungszeit, wahrscheinlich 1729, entspricht. - Ein unverkennbares Merkmal des Meisters der Kruzifixe sind die aneinandergeschobenen Faltendreiecke (vgl. S. 203 u. 207); sie finden sich in Kirchberg außer
beim Gekreuzigten bei Paulus und Petrus und vor allem - noch schärfer ausgeprägt - bei Moses, der dem zweiten Abschnitt der Kirchberger Arbeiten (bis
1733) angehört und daher den späteren Kruzifixen in Hall ( 1739) und am HöggEpitaph (um 1736) auch zeitlich näher steht. - Die Vergleiche bestätigen also die
Zusclu·eibung des Haller Werkes an Josef Ritter.
Das Ergebnis lässt sich nun mit Hilfe der Werke von Ritters Sohn Nikolaus absichern. Wir werden uns dabei sinnvollerweise im Frühwerk des Bildhauers umsehen. Seine früheste Arbeit ist der Grabstein des Färbers Johann David Bäuerlin
("!" 21. Oktober 1733), heute außen am Chor der Haller Katharinenkirche angebracht (Abb. 9). Er ist signiert: Nicolaus Ritter Bilthauer5 2 und entstand - nach
Bäuerlins Todesjahr zu schließen - wohl zu der Zeit, als der Bildhauer noch in
Kirchberg an dem großen Auftrag seines Vaters mitarbeitete.
Das Denkmal zeigt außer drei üppig verzierten Inschriftkartuschen vier Figuren:
im halbrunden oberen Abschluss zwei schwebende Kinderengel (sie halten das
Bäuerlin-Wappen) und im unteren Teil, seitlich vom Wappen der Ehefrau, einer
geborenen Schübelin, zwei weibliche Personifikationen, die Hoffnung (Spes),
mit einem Anker, und den Glauben (Fides) (Abb. 10), mit einem Kruzifix in der
Linken, dessen Kopf leider abgewittert ist. Der Gekreuzigte, einschließlich Lendentuchdrapierung und Strahlenkranz ist mit dem Haller Kruzifix und seinen
52 Vgl. H. W. Hönes: Inschriften der Epitaphe, Grabmale, Gemälde und Stiftertafeln in und an der
Katharinenkirche Schwäbisch Hall , Ms. 2004, G 07 , S . 13 f., mit Abb. 30- 35.
Das Chorbogenkreuz der Ha lle r Katharin enkirche und der Öhringer Bi ldh auer Josef Ritter
Abb. 9 Bäuerlin-Epitaph am Chor der Haller Katharinenkirche
Abb. 10 Bäuerlin-Epitaph, Detail (Glaube)
(Aufnahmen: H. W Hönes, Schwäbisch Hall)
223
224
Wolfgang Deutsch
stilgleichen Vorläufern aufs engste verwandt . Er hat auch das gleiche gelappte
INRI-Schild wie das Kreuz am Högg-Epitaph. Also auch ein Vergleich mit dem
Frühwerk Nikolaus Ritters bestätigt die Zuschreibung des Haller Kruzifixes an
Josef Ritter.
In späterer Zeit, etwa bei dem J747 (Abb. 11) vollendeten Kruzifix des PerinyDenkmals in Braunsbach 53, hat Nikolaus Ritter, inzwischen Kirchberger Hofbildhauer, eine eigene Formensprache gefunden. Dennoch ist, besonders beim
Braunsbacher Kreuz, die Verwandtschaft mit dem Werk des Vaters auch jetzt
noch deutlich zu sehen 54 .
Die Kirchberger Kanzelwand mit ihrem Figurenreichtum böte nun die Möglichkeit, dem Meister weitere Skulpturen, nicht nur Kruzifixe, zuzuschreiben. Nur
leider hat sich noch kein stilistisch passendes Werk gefunden. So bleibt nur zu
hoffen, dass bei künftigen Suchaktionen, z.B. einer Inventarisierung der Hohenloher Kirchen, doch das eine oder andere zum Vorschein kommt.
Was lässt sich zur kunstgeschichtlichen Stellung Ritters sagen? Von welchen
Vorgängern ließ er sich anregen, welche jüngeren Bildhauer hat er seinerseits
angeregt? Von seinen einheimischen Vorgängern - etwa Achilles Kern, dem
Öhringer Johann Georg Kern, Johann Michael Hornung, Johann Jakob Betzoldt
oder Johann Jakob Sommer - scheint er unberührt zu sein, was kaum erstaunt,
kam er doch wahrscheinlich aus Ochsenfurt, da dort sein Sohn Nikolaus geboren
wurde (vgl. S. 213).
Sein Einfluss auf Spätere - außer seinem Sohn - zeigt sich in einem Fall aber
relativ deutlich: bei Johann Andreas Sommer in Künzelsau (1716-1776). Die
Kruzifixe Sommers - z.B. in Hollenbach (1748) 55 , Amlishagen (1763) 56 oder auf
dem Retabelentwurf im Fürstlich Castellschen Archiv in Castell 57 - stehen Josef
Ritter ungleich näher als den entsprechenden Werken der älteren Sommer-Generationen (Beispiel: Johann Jakob Sommers Ki.inzelsauer Triumphkreuz mit seinem füllig gebauschten Lendentuch 58 ). Es kann keinen Zweifel geben, dass Johann Andreas an Josef Ritter anschließt und nicht an seine eigenen Ki.inzelsauer
Vorgänger. Die Ähnlichkeit mit Ritter geht so weit, dass bei Geh ilfenarbeiten
53 Ausführlich besprochen bei K. Schumm: Das Kreuz auf dem katholischen Friedhof in Braunsbach und die „ Schlacht bei Übrigshausen", in: Der H aalquell (Beilage des Haller Tagblatts) 8 ( 1956),
S.49f.
54 Ein Großteil der Werke Nikolaus Ritters ist aufgezählt bei v. Rauch und Thieme/Becker (wie
Anm . 29) . In Schwäbi sch Hall lässt sich Nikolaus Ritter mit Sicherheit noch ein weiteres Frühwerk
anhand zweier geflügelter Engelsköpfe und vor allem der Ornamentik zuschreiben: das Denkmal des
Pfarrers August Johann Albrecht Kern (gest. 19. Oktober 1734), eines Enkels von Leonhard Kern ,
heute im Chor der Katharinenkirche (vgl. Hön es. wie Anm. 52, G 02, S. 9 ff. mit Abb. 16, 18-20).
55 Abgebildet bei Kellermann (wie Anm.44) , S. 170; Kunstdenkmäler des ehemaligen Oberamts
Künzelsau (wie Anm. 30), S. 161.
56 Kellermann (ebd.), S. 164.
57 Ebd., S. 172; die Entwurfszeichnung ist signiert: Sommer· Sculpl. ä Ciinzelsau; dem fortgeschrinenen Rokokostil nach kommt dafür aber nur Johann Andreas in Frage.
58 Ebd. , S. 154, 160.
Das Chorbogenkreuz der Haller Katharinenkirche und der Öhringer Bildhauer Josef Ritter
225
Abb. 11 Grabmal des Rittmeisters Stephanus Periny, Braunsbach (Aufnahme:
Verfasser)
226
Wolfgang Deutsch
mitunter unklar ist, ob sie aus der Werkstatt Josef Ritters oder Johann Andreas
Sommers stammen. Ein Beispiel sind zwei Kruzifixe in der Pfarrkirche von Unterheimbach (l 7S5/57 erbaut). Das Altarkreuz dürfte - ohne seinen Sockel - aus
der Vorgängerkirche übernommen und in der Werkstatt Josef Ritters geschnitzt
sein, das recht ähnliche Vortragekreuz, das 1759 datiert ist, dagegen in der Werkstatt Sommers.
Der künstlerische Rang des Bildhauers hält sich in Grenzen, wenn er sich auch
schwer beurteilen lässt. Die Kruzifixe folgen einem festgelegten Werkstattschema, das - wie seit Jahrhunderten - den Sinn hat, auch Gehilfen zu ansprechenden
Leistungen zu befähigen. Wir wissen also nicht, wie weit wir es mit Eigenhändigem zu tun haben. Und das Kirchberger Hauptwerk, dessen Figurenreichtum für
ein Qualitätsurteil die besten Voraussetzungen böte, ist leider verbrannt. Die vorhandene Gesamtaufnahme und die Postkartenbilder lassen die Formensprache
des Meisters kaum erkennen. Fast nur motivische Merkmale geben Qualitätshinweise.
Dabei entsteht ein zwiespältiger Eindruck. Während etwa die biedere Gestalt des
Petrus in ihrer spannungslosen Haltung eher langweilig wirkt, verraten andere
Motive mehr Originalität: die reizvolle Gruppierung der Apostel im Abendmahl;
der Paulus, der sein Buch mit gespreizten Fingern gegen den Bart drückt, wobei
sich eine Strähne über die Blätter legt; und besonders der Moses, eine kraftvolle
Erscheinung mit wallendem Bart, die vor allem durch ihren Kontrapost beeindruckt. Der Patriarch wendet das Haupt nach rechts innen, dem Kruzifix zu, mit
den Armen greift er nach links außen und hält mit beiden Händen die Gesetzestafeln, die, so groß wie sein Oberkörper, auf dem Schenkel seines angewinkelten
Beines ruhen.
Aufschlussreich ist ein Vergleich zwischen Josef Ritter und seinem Sohn Nikolaus, dem späteren Kirchberger Hofbildhauer. Beide haben einen Hang zu krauser Ornamentik mit viel Akanthus. Beim Sohn ist sie jedoch derber und teigiger.
Auch Nikolaus ' Figuren sind derber, die beiden Tugenden am Bäuerlin-Grabmal
(um 1733) sogar ausgesprochen plump 59 . Der Gekreuzigte des Periny-Denkmals
(1747) betont, verglichen mit den Kruzifixen des Vaters, mehr die Merkmale des
Leidens - hinfällige Haltung, gekrümmte Arme, vortretende Rippen und Sehnen
-, wirkt dabei aber ziemlich ungeschlacht. Die Christusfiguren des Vaters sind
dagegen von edler, gleichsam „klassischer" Zurückhaltung, ohne expressive
Züge. Alles in allem ist Josef Ritter der Qualitätvollere. Dennoch ist der Sohn
der Bekanntere, weil er dank seiner Signaturen und des umfangreichen Schriftwechsels zum Periny-Denkmal 60 zur Ehre des Künstlerlexikons von ThiemeBecker gelangte, während der Vater - bis jetzt - im Dunkel der Anonymität verblieb.
59
60
Abgebildet bei Hö11es (wie Anm. 52), G 07, vor allem Abb. 31.
Vgl. den Beitrag Schumm (wie Anm. 53).
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https://www.gruppofrattura.it/ocs/index.php/ICF/ICF6/paper/download/3215/8277
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ENVIRONMENT ASSISTED FRACTURE OF METALLIC GLASSES
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Elsevier eBooks
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https://openalex.org/W3081661727
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http://aemjournal.org/index.php/AEM/article/download/1466/508
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English
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Collisional and resonance absorption of electromagnetic waves in a weakly collisional, inhomogeneous magnetoplasma slab
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Advanced electromagnetics
| 2,020
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cc-by
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ABSTRACT A ABSTRACT Absorbance of normally incident electromagnetic wave on a cold, weakly collisional, and
inhomogeneous magnetoplasma slab is investigated. The plasma density is Budden-like sinusoidal profile,
where the inhomogeniety is treated as a multilayered system of homogeneous sub-cells within the transfer
matrix technique. For incident wave frequencies much above the ion cyclotron frequency, only right hand
circularly polarized waves are relevant for wave propagation parallel to a static magnetic field. Calculations
are performed in normalized parameters, that make the results suitable for many applications including
atmospheric and laboratory plasmas. The presence of the dc-magnetic field leads to the formation of two
absorption bands explained by plasma collisional dissipation and electron cyclotron resonance in the low
frequency branch of the R-wave below the electron cyclotron frequency. The transmittance shows the
emergence of the low frequency electron cyclotron wave, which becomes a Whistler mode at very low
frequency. More detailed discussion on the effect of plasma collisionality, inhomogeneity, and dc-magnetic
field on the propagation characteristics is given at the relevant place within the body of the manuscript. INDEX TERMS Magnetoplasma slab, Inhomogeneous plasma, Reflectance, Transmittance, Absorbance Collisional and resonance absorption of
electromagnetic waves in a weakly
collisional, inhomogeneous
magnetoplasma slab F. Rawwagah1, Manal M. Al-Ali1, A. M. Al-Khateeb1 and M. S. Bawa’aneh1,2 1Department of Physics, Yarmouk University, Irbid, 211-63, Jordan. 2Curriculum and Assessment Sector, Ministry of Education, United Arab Emirates. Corresponding author: F. Rawwagah (e-mail: frawwag@yu.edu.jo) 1Department of Physics, Yarmouk University, Irbid, 211-63, Jordan. 2Curriculum and Assessment Sector, Ministry of Education, United Arab Emirates. 1Department of Physics, Yarmouk University, Irbid, 211-63, Jordan. 2Curriculum and Assessment Sector, Ministry of Education, United Arab Emirates. Corresponding author: F. Rawwagah (e-mail: frawwag@yu.edu.jo) II. MODEL EQUATIONS where ω is the angular frequency of the incident wave, µm,
ϵm, dm, εm are, respectively, the mth sub-slab permeability,
permittivity, width, and dielectric function. All necessary in-
formation to characterize the propagation of electromagnetic
waves across the inhomogeneous plasma slab is contained in
equations (1-5). The geometry of the plasma slab is shown in Fig. 1. We
assume that waves are normally incident from the left semi-
infinite medium (vacuum) into the bound plasma slab of
width a. The dielectric permittivity of input (left) and output
(right) semi.infinite regions are ϵℓand ϵr, respectively. Assume a linearly polarized plane wave such that
⃗E(x, t)
=
ˆz Ez(x, t) is incident on an inhomogeneous
magnetoplasma slab extending from x = 0 to x = a. The in-
cident, reflected and transmitted waves are propagating along
the x-axis parallel to a background uniform magnetostatic
field ⃗B = ˆx B0, as shown in Figure 1. The matrix M is the transfer matrix of the whole multilay-
ered system, and its matrix elements determine the transmis-
sion and the reflection amplitudes for the entire system. The
complex transmission ˜τ and reflection ˜ρ coefficients in terms
of global transfer matrix elements are [27], FIGURE 1: Bound inhomogeneous plasma slab in a dc-magnetic
field. ˜τ =
2γℓ
γℓM11 + γℓγrM12 + M21 + γrM22
,
(6)
˜ρ = γℓM11 + γℓγrM12 −M21 −γrM22
γℓM11 + γℓγrM12 + M21 + γrM22
,
(7)
T =
√εr
√εℓ
˜τ ˜τ ∗,
R = ˜ρ˜ρ∗,
(8) (6) T =
√εr
√εℓ
˜τ ˜τ ∗,
R = ˜ρ˜ρ∗,
(8) (8) where R and T are the corresponding reflectance and
transmittance. The absorbance (A) is defined as A = 1 −
R −T. The paper is organized as follows:
In section II we present the model equations used in our
numerical calculations. In section III we present numerical
results, and finally, in section IV we discuss the main results
and conclusions. E
B
x=0
= M
E
B
x=Nd
,
(1)
M =
N
Y
m=1
Mm =
M11
M12
M21
M22
(2)
Mm =
cos δm
i
γm sin δm
iγm sin δm
cos δm
,
(3) (1) (2) (3) where Mm stands for the mth sub-slab transfer matrix
which connects the electromagnetic fields at one interface
with those at the other, and δm is the phase difference
corresponding to one traversal of the mth-layer. For normal
incidence, the difference between TM and TE polarized
waves disappears, and therefore, the parameters γm and δm
are given by γm = √µmϵm = √µ0ϵ0
√εm ,
(4)
δm = ωdm
√µmϵm = ωdm
√µ0ϵ0
√εm ,
(5) (4)
(5) (5) I. INTRODUCTION EM-waves obliquely incident on an inhomogeneous moving
magnetoplasma slab parallel to a magnetic field and found
an evident correlation between the coefficient of reflection
and the thickness and the velocity of the moving slab [21]. Lacina et.al. studied numerically the resonant interaction of
obliquely incident EM-waves on an inhomogeneous plasma
slab and found that a part of the incident electromagnetic
energy is transformed into heat and the remaining part into
energy of oscillation in the direction of the density gradi-
ent [22]. Lin Lie et.al. discussed the dependence of R, T,
and A of a plane EM-wave that is normally incident on a
homogeneous plasma slab and found that only waves with
certain wavelengths can be absorbed, reflected or transmitted. The increase of collision frequency of the plasma increases
the absorbance and decreases the transmittance and the re-
flectance [23]. T
HE interaction of electromagnetic waves (EM-Waves)
with a plasma slab has drawn the attention of re-
searchers for decades for their wide applications in several
fields. Recently, the propagation of EM-waves in cold plasma
has gained a major interest due to the vast applications of at-
mospheric pressure plasma as reflectors or absorbers of EM-
waves, which plays a dominant role in many applications that
include stealth plasma technology [1]–[4], reentry blackout
[5]–[10], communication and space plasma [11]–[15] as well
as industrial material switches, absorbers and filters [16]–
[20]. T The behavior of an EM-wave in plasma is controlled by
the wave parameters, such as the incident wave frequency,
angle of incidence and wave polarization, and by the plasma
parameters such as the electron density, electron temperature,
thickness of the slab, frequency of collisions, and the magne-
tization state. Power transmittance (T), reflectance (R), and
absorbance (A) of EM-waves incident on a plasma slab were
numerically calculated for different conditions of incident
waves and the characteristics of plasma slab. Highly collisional and high density plasma with partially
linear and sinusoidal electron density profile are found to
significantly absorb the EM-wave energy over a wide fre-
quency band with greatly improved absorption characteristics
for slabs with higher thickness [24]. Matrix formalism of the
problem of EM-wave propagation in dielectric media [25] Seikai et.al. studied the reflection and transmission of 25 VOL. 9, NO. 2, AUGUST 2020 F. Rawwagah et al. can be utilized to overcome the inhomogeneity in the plasma
slab medium. Properties of great influence on the propagation
characteristics, such as the medium inhomogeneity, can be
modeled by replacing an inhomogeneous layer by a succes-
sion of thin discrete homogenous sub-layers [1], [3], [26]. In this paper we investigate the propagation characteristics
of a normally incident electromagnetic wave on a cold,
weakly collisional, and inhomogeneous magnetoplasma slab. A Budden-like sinusoidal density profile is considered and
the plasma slab is treated as a multilayered system of ho-
mogeneous sub-slabs within the Max-Born transfer matrix
technique [11], [27]. Frequencies of interest are those fre-
quencies much above the ion cyclotron frequency so that only
the motion of electrons is considered. Consequently, only the
right–hand, circularly polarized wave is relevant for wave
propagation parallel to a static magnetic field. Calculations
are performed in normalized parameters, that make the re-
sults suitable for many applications including atmospheric as
well as laboratory plasma. The paper is organized as follows:
In section II we present the model equations used in our
numerical calculations. In section III we present numerical
results, and finally, in section IV we discuss the main results
and conclusions. fields at the inner face of the exit layer m = N are related
to the fields at the input interface of incidence by the global
(overall) transfer matrix M of the whole multilayered struc-
ture [25], [27], namely, can be utilized to overcome the inhomogeneity in the plasma
slab medium. Properties of great influence on the propagation
characteristics, such as the medium inhomogeneity, can be
modeled by replacing an inhomogeneous layer by a succes-
sion of thin discrete homogenous sub-layers [1], [3], [26]. In this paper we investigate the propagation characteristics
of a normally incident electromagnetic wave on a cold,
weakly collisional, and inhomogeneous magnetoplasma slab. A Budden-like sinusoidal density profile is considered and
the plasma slab is treated as a multilayered system of ho-
mogeneous sub-slabs within the Max-Born transfer matrix
technique [11], [27]. Frequencies of interest are those fre-
quencies much above the ion cyclotron frequency so that only
the motion of electrons is considered. Consequently, only the
right–hand, circularly polarized wave is relevant for wave
propagation parallel to a static magnetic field. Calculations
are performed in normalized parameters, that make the re-
sults suitable for many applications including atmospheric as
well as laboratory plasma. ωR = ωce
2 + 1
2
q
ω2ce + 4ω2pe
(10) (10) By increasing the normalized plasma collision frequency,
the oscillations of in-plasma interferences in Fig.4 will be
washed out. Accordingly, extending the range of wave prop-
agation (right shift of reflection point) and the removal of
the oscillations of in-plasma interferences is either due to
collisionality or inhomogeneity of the plasma slab. The mth sub-slab dielectric function for the R-wave is The mth sub-slab dielectric function for the R-wave is ε(m)
±
= 1 −
ω2
pe,m
ω (ω −ωce,m −jνe) ,
ω2
pe,m = e2ne,m
ϵ0me
, (11 , (11) where νe is the electron collision frequency with neutral
particles. The electrical properties of the plasma regime are
embedded within the dielectric function [28]–[31]. In Fig.6 we plot the transmittance T for weakly collisional
magnetoplasma slabs for different normalized cyclotron fre-
quencies. For either a low density plasma or a high inci-
dent wave frequency the plasma is initially transparent, and
the wave transmission decreases until it vanishes at cutoff. Within the stop band the transmittance is zero, where the
incident wave becomes an evanescent wave, and there will
be no wave propagation for a complex plasma index of
refraction and complex wave number. In all numerical examples presented below, we use nor-
malized quantities and therefore, we initiate the calculations
by an arbitrary incident wave frequency ω = ω0. In all
calculations we adopt the normalized width of the plasma
slab a/λ0 = 5. The normalized electron cyclotron frequency
ωce in each plasma slab can take one of the values ωce/ωpe =
0, 0.2, 0.6, 1, 1.4, and the normalized collision frequency of
electrons with neutrals νe/ωpe = 0.01 for weak but relevant
collisional damping. High collision frequencies add nothing
to the understanding of the general problem. At the right boundary of the stop band we observe the
emergence of a propagating mode from the stop band which
becomes obvious for thinner stop bands when the cyclotron
frequency is increased relative to the plasma frequency ωc ≥
ωpe. This mode is the well known low-frequency electron
cyclotron wave, which is an important characteristic of the
dispersion relation of right hand circular electromagnetic
waves (R-wave) in magnetoplasma for parallel propagation. F. Rawwagah et al. the critical plasma density ω0 = ωpe, while the main reflec-
tion point diffuses to the right for the inhomogeneous slab
occuring at frequencies slightly above ωpe. The oscillations
in R, T and A curves of Fig.2 result from the in-plasma
interferences between waves reflected from the inner sides of
the plasma interfaces located at x = 0 and x = a. For the
homogeneous slab (Fig.3) we observe that the oscillations
of the in-plasma interferences are smeared out by the slab
inhomogeneity with a slight diffusion of the reflection point
to the right of ωpe as mentioned above. In addition, the curves
of Fig.3 show that the absorbance from collisional dissipation
becomes broader due to the slab inhomogeneity. Here n0e is the peak density of plasma electrons. Accord-
ing to equation (9) the plasma density increases gradually for
zero level (no plasma) at x = 0 and increases until it reaches
its peak value at the center of the slab a/2, then it decreases
gradually until it disappears completely at x = a. The 5λ
wide slab was divided into 50 sub–slabs, where the plasma
density function of equation (9) is a smooth function. For high frequency waves, the plasma ions are assumed
to be immobile neutralizing background of positive charge
immersed in the uniform magnetostatic field ⃗B0 = B0ˆx. For wave propagation along the applied magnetic field, a
magnetoplasma of cold electrons and cold ions supports two
transverse right and left circularly polarized electromagnetic
waves. Since left circularly polarized waves are off-resonant
with the electron motion, only right polarized waves rotating
with the same sense as the electrons will be considered. The
R-wave has two pass bands separated by a stop band, namely,
0 < ω < ωce and ω > ωR. Here ωR is the cutoff frequency
of the R-wave given by In Figs.4 and 5 we plot the reflectance R for weakly
collisional magnetoplasma slabs for different normalized
cyclotron frequencies for the homogeneous and inhomoge-
neous cases, respectively. For non-vanishing cyclotron fre-
quency, we observe a development of the reflection bands,
which become narrower with increasing cyclotron frequency. For ωce = 1.4 ωpe, the reflection band is in the frequency
range ωpe < ωce < ω0. This condition implies that waves
are reflected either at low plasma frequencies for fixed ω0, or
equivalently at higher frequencies for fixed ωpe. III. NUMERICAL RESULTS In the following numerical investigation, we assume an in-
homogeneous plasma slab density that may be suitable for
ionospheric applications [11], [24]. FIGURE 1: Bound inhomogeneous plasma slab in a dc-magnetic
field. ne(x) =
n0e sin πx
a
0 ≤x ≤a
2
n0e
1 −sin π
a
x −a
2
a
2 ≤x ≤a
(9) We divide the inhomogeneous plasma slab into N suffi-
ciently thin homogeneous sub-slabs. The mth layer width is
dm+1 −dm, where m = 1, 2, 3, ..., N. The electromagnetic (9) 26 VOL. 9, NO. 2, AUGUST 2020 VOL. 9, NO. 2, AUGUST 2020 VOL. 9, NO. 2, AUGUST 2020 F. Rawwagah et al. around the left boundary of the stop band at ω0 = ωpe. around the left boundary of the stop band at ω0 = ωpe. 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
R, T, A
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01, ωce/ωpe = 0
Reflectance
Transmittance
Absorbance
FIGURE 3: Reflectance, Transmittance, and Absorbance for an
inhomogeneous unmagnetized plasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
R, T, A
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01, ωce/ωpe = 0
Reflectance
Transmittance
Absorbance The right absorption band of each curve appears for ωce ̸=
0 and is related to the emergence of the propagating wave
at the right boundaries of the stop band. For the cyclotron
frequency ωce = 1.4 ωpe, the right absorption band is in the
frequency region where the plasma frequency is below both
the incident wave and electron cyclotron frequencies. For the
cyclotron frequencies ωce ≤ωpe, the right bands move into
the low wave frequency or high plasma density regions. q
y
g p
y
g
The emerging propagating mode in the low branch of
the R-wave is the electron-cyclotron wave which moves
down from high frequency pass band through the stop band
into the low frequency pass band. Accordingly, the wave
approaches the resonance point from the incident direction
at the end of the stop band (here from left), and obviously,
the second absorption right bands are due to the electron-
cyclotron resonance at the elctron cyclotron frequency. The
results agree with Budden analytical calculations, in which he
showed that the wave energy is steadily build up and some is
absorbed at the resonance, while some tunnel through to the
other side with no reflection [11]. The wave energy tunneled
to the other side, appear in the low frequency region which is
finally attenuated by the plasma. FIGURE 3: Reflectance, Transmittance, and Absorbance for an
inhomogeneous unmagnetized plasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Reflectance R
ωpe
ω0
Homogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 4: Reflectance for an homogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
R, T, A
ωpe
ω0
Homogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01, ωce/ωpe = 0
Reflectance
Transmittance
Absorbance
FIGURE 2: Reflectance, Transmittance, and Absorbance for a
homogeneous unmagnetized plasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
R, T, A
ωpe
ω0
Homogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01, ωce/ωpe = 0
Reflectance
Transmittance
Absorbance FIGURE 4: Reflectance for an homogeneous magnetoplasma slab quencies, only transverse right circular mode is resonant
with the electrons. Reflection bands develop and become
narrower with the increase of the magnetic field. Waves are
reflected either at low plasma frequencies for fixed frequency
of incident waves, or equivalently at higher frequencies for
fixed plasma frequency. FIGURE 2: Reflectance, Transmittance, and Absorbance for a
homogeneous unmagnetized plasma slab The presence of the dc-magnetic field leads to the for-
mation of two absorbance (or reflection) bands, which are
explained by plasma collisional dissipation and electron cy-
clotron resonance in the low frequency branch of the right-
wave below the electron cyclotron frequency. The transmit-
tance shows a low frequency electron cyclotron wave, that is
transformed into a Whistler mode at very low frequencies. For obvious characterization of wave propagation in an
inhomogeneous magnetoplasma slab, numerical results can
be easily understood by selecting the relative electron density
to be the independent variable, namely,
p
n0e/nc = ωpe
ω0 =
ωpeλ0
2πc , where λ0 is the free space wavelength and nc is
the plasma critical density for a plane wave incident on an
unmagnetized cold homogenous plasma. Accordingly, the
plasma density increases by moving to the right along the ωpe
coordinate at fixed wave frequency ω0. Similarly, the wave
frequency increases as we move to the left at a fixed plasma
density. In Fig. 7 we plot the Absorbance A for weakly collisional
magnetoplasma slabs for different normalized cyclotron fre-
quencies. The curves for ωce ̸= 0 show two absorption bands;
the left absorption band peaks around the corresponding
cutoff frequency for each ωce value. These absorption bands
are of collisional nature due to dissipation in the vicinity of
the high frequency cutoff point ωR. The presence of the mag-
netic field enhances the collisional absorption peak making
it narrower, and shifts it down to the high frequency (or to
the low plasma density regions) ωpe
ω0 < 1. For unmagnetized
plasma ωce = 0, the collisional absorption bands are centered In Figs.2 and 3 we present R, T and A for weakly
collisional, unmagnetized plasma slabs for the homogeneous
and inhomogeneous cases, respectively. For a homogeneous
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Candidate for 5G”, Advanced Electromagnetics, vol. 5, pp. 98–105 (2016). [23] Lin Lie, Wu Bin, Wu Chengkang, “Propagation Properties of Electromag-
netic Wave in a Plasma Slab,” Plasma Science and Technology, vol. 5, pp. 1905–1908 (2003). IV. CONCLUSION 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Reflectance R
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 5: Reflectance for inhomogeneous magnetoplasma slab
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Absorbance A
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 7: Absorbance for inhomogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Absorbance A
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 7: Absorbance for inhomogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Reflectance R
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 5: Reflectance for inhomogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Absorbance A
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4 FIGURE 5: Reflectance for inhomogeneous magnetoplasma slab FIGURE 7: Absorbance for inhomogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Transmittance T
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4
FIGURE 6: Transmittance for inhomogeneous magnetoplasma slab 0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1.0
0.0
0.5
1.0
1.5
2.0
Transmittance T
ωpe
ω0
Inhomogeneous plasma slab: a/λ0 = 5, νe/ωpe = 0.01
ωce/ωpe = 0.2
ωce/ωpe = 0.6
ωce/ωpe = 1
ωce/ωpe = 1.4 [10] Kai Yuan, Jiamin Chen, Linfang Shen, Xiaohua Deng, Ming Yao, and
Lujun Hong, “Impact of Reentry Speed on the Transmission of Obliquely
Incident THz Waves in Realistic Plasma Sheaths”, IEEE Transactions on
Plasma Science, vol. 46, pp. 373–379 (2018). [11] K. G. Budden, “Radio waves in the ionosphere”, Cambridge university
press (1961). [12] M. IV. CONCLUSION Laroussi, “Interaction of microwaves with atmospheric pressure plas-
mas,” Int. J. Infrared Millim. Waves, vol. 16, pp. 2069–2083 (1995). [13] Yunxian Tian, Weizhong Yan, Xiaoliang Gu, Xiaolin Jin, Jianqing Li and
Bin Li, “Effect of magnetized plasma on the propagation properties of
obliquely incident THz waves,” AIP Advances, vol. 7, pp. 125325-11
(2017). [14] Jiyun Lee, Y. T. Jade Morton, Jinsil Lee, Hee-Seung Moon and Jiwon Seo,
“Monitoring and Mitigation of Ionospheric Anomalies for GNSS-Based
Safety Critical Systems: A review of up-to-date signal processing tech-
niques,” IEEE Signal Processing Magazine, vol. 34, pp. 96–110 (2017). [15] Cagatay Tanil; Samer Khanafseh; Mathieu Joerger; Boris Pervan, “An INS
Monitor to Detect GNSS Spoofers Capable of Tracking Vehicle Position,”
IEEE Transactions on Aerospace and Electronic Systems, vol. 54, pp. 131–
143 (2018). FIGURE 6: Transmittance for inhomogeneous magnetoplasma slab [16] M. K. Hedayati, et. al, “Photodriven Super Absorber as an Active Metama-
terial with a Tunable Molecular Plasmonic Coupling,” Advanced Optical
Materials,” vol. 2, pp. 705–710 (2014). IV. CONCLUSION In this paper we present a numerical investigation of the
reflection, absorption and transmission of a transverse elec-
tromagnetic wave normally incident on an inhomogeneous,
magnetized, and bound cold plasma slab. The effect of inho-
mogeneity of an unmagnetized plasma slab is to smooth out
the R, T, and A curves eliminating the in-slab interference
effects observed in the curves of the homogeneous slab. A
similar effect is observed when collisions are introduced in
the slab indicating that interference effects can be washed
out either by inhomogeneity of the slab or by the plasma
collisionality. Another effect of inhomogeneity is to broaden
the absorbance peak of the unmagnetized slab. For wave
propagation along a constant magnetic field, at high fre- The emerging propagating mode which moves down from
high frequency pass band to the low frequency pass band
passing through a stop band with the wave approaching the
resonance point at the end of the stop band is consistent with
Budden analytical calculations. VOL. 9, NO. 2, AUGUST 2020 28 F. Rawwagah et al. REFERENCES [8] Xin Yang, Bing Wei and Weike Yin, “A new method to analyze the EM
wave propagation characteristics in the hypersonic sheath”, Optik, vol. 148, pp. 187–195 (2017). [24] C.S. Gurel and E. Oncu, “Interaction of electromagnetic wave and plasma
slab with partially linear and sinusoidal electron density profile”, Progress
In Electromagnetics Research Letters, vol. 12, pp. 171–181 (2009). [9] M. S. Bawa’aneh, A. M. Al-Khateeb, and Y.-C. Ghim, “Thermal Enhance-
ment of Absorption of EM Radiation in a Hot Magnetoplasma Slab,” IEEE
Transactions on Antennas and Propagation, vol. 66, No. 12, pp. 6525–6530
(2018). [25] Frank L. Pedrotti, Leno M. Pedrotti, Leno S. Pedrotti, “Introduction to
Optics”, 3rd Edition, Cambridge University Press (2017). 29 VOL. 9, NO. 2, AUGUST 2020 F. Rawwagah et al. F. Rawwagah et al. [26] Bin Jie Hu, Gang Wei and Sheng Li Lai, “SMM Analysis of Reflec-
tion, Absorption and Transmission from Nonuniform, Magnetized Plasma
Slab,” IEEE Transactions on Plasma Science, vol. 27, pp.1131–1136
(1999). [27] Max Born and Emil Wolf, “Principles of Optics: Electromagnetic Theory
of Propagation, Interference and Diffraction of Light,” seventh edition,
Cambridge Press (2003). g
(
)
[28] Thomas H. Stix, “Waves in Plasmas”, AIP, New York (1992). [28] Thomas H. Stix, “Waves in Plasmas”, AIP, New York (199 [29] D Gary Swanson, “Plasma Waves”, 2nd Edition, IOP Publishing Ltd
(2003). [30] M. S. Bawa’aneh and T. J. M. Boyd, “Enhanced levels of stimulated
Brillouin reflectivity from non-Maxwellian plasmas”, Journal of Plasma
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https://www.degruyter.com/document/doi/10.1515/math-2015-0030/pdf
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Properties of k-beta function with several variables
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Open Mathematics
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cc-by
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Open Mathematics
Research Article Abdur Rehman, Shahid Mubeen*, Rabia Safdar, and Naeem Sadiq Properties of k-beta function
with several variables Abstract: In this paper, we discuss some properties of beta function of several variables which are the extension
of beta function of two variables. We define k-beta function of several variables and derive some properties of this
function which are the extension of k-beta function of two variables, recently defined by Diaz and Pariguan [4]. Also, we extend the formula k.2z/ proved by Kokologiannaki [5] via properties of k-beta function. Keywords: k-Gamma function, k-Beta function, Several variables MSC: 33B15, 33B20, 26B35
DOI 10.1515/math-2015-0030 MSC: 33B15, 33B20, 26B35
DOI 10.1515/math-2015-0030 MSC: 33B15, 33B20, 26B35 DOI 10.1515/math-2015-0030 Received May 26, 2014; accepted February 3, 2015. © 2015 Abdur Rehman et al., licensee De Gruyter Open.
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivs 3.0 License. © 2015 Abdur Rehman et al., licensee De Gruyter Open. Open Math. 2015; 13: 308–320 Open Access Abdur Rehman: Department of Mathematics, University of Sargodha, Sargodha, Pakistan, E-mail: abdurrehman2007@hotmail.com
*Corresponding Author: Shahid Mubeen: Department of Mathematics, University of Sargodha, Sargodha, Pakistan,
E-mail: smjhanda@gmail.com
Rabia Safdar: Department of Mathematics, G.C.University, Faisalabad, Pakistan, E-mail: rabia.safdar1109@gmail.com
Naeem Sadiq: Department of Mathematics, G.C.University, Faisalabad, Pakistan, E-mail: naeemsadiq 008 @yahoo.com 1 Introduction The beta function or Eulerian integral of the first kind with two variables is defined by ˇ.x; y/ D
1
Z
0
tx 1.1 t/y 1dt ;
Re.x/ > 0 ; Re.y/ > 0:
(1) (1) The Euler gamma function or Euler integral of the second kind is given by The Euler gamma function or Euler integral of the second kind is given by .x/ D
1
Z
0
e ttx 1dt ;
Re.x/ > 0:
(2) (2) The beta function in terms of gamma function is defined in [8] as ˇ.x; y/ D .x/.y/
.x C y/ ; Re.x/ > 0; Re.y/ > 0: ˇ.x; y/ D .x/.y/
.x C y/ ; Re.x/ > 0; Re.y/ > 0:
(3) ˇ.x; y/ D .x/.y/
.x C y/ ; Re.x/ > 0; Re.y/ > 0:
(3)
Also the authors [2] proved some properties of beta function by a simple change of variables as (3) Also, the authors [2] proved some properties of beta function by a simple change of variables as Also, the authors [2] proved some properties of beta function by a simple change of variables as ˇ.x; y/ D 2
=2
Z
0
.cos/2x 1.sin/2y 1d
(4)
ˇ.x; y/ D
1
Z
0
tx 1
.t C 1/xCy dt:
(5) ˇ.x; y/ D 2
=2
Z
0
.cos/2x 1.sin/2y 1d
(4) (4) ˇ.x; y/ D
1
Z
0
tx 1
.t C 1/xCy dt:
(5) (5) Abdur Rehman: Department of Mathematics, University of Sargodha, Sargodha, Pakistan, E-mail: abdurrehman2007@hotmail.com
*Corresponding Author: Shahid Mubeen: Department of Mathematics, University of Sargodha, Sargodha, Pakistan,
E-mail: smjhanda@gmail.com
Rabia Safdar: Department of Mathematics, G.C.University, Faisalabad, Pakistan, E-mail: rabia.safdar1109@gmail.com
Naeem Sadiq: Department of Mathematics G C University Faisalabad Pakistan E-mail: naeemsadiq 008 @yahoo com Abdur Rehman: Department of Mathematics, University of Sargodha, Sargodha, Pakistan, E-mail: abdurrehman2007@hotmail.com
*Corresponding Author: Shahid Mubeen: Department of Mathematics, University of Sargodha, Sargodha, Pakistan,
E-mail: smjhanda@gmail.com j
g
Rabia Safdar: Department of Mathematics, G.C.University, Faisalabad, Pakistan, E-mail: rabia.safdar1109@gmail.com
Naeem Sadiq: Department of Mathematics, G.C.University, Faisalabad, Pakistan, E-mail: naeemsadiq 008 @yahoo.com © 2015 Abdur Rehman et al., licensee De Gruyter Open. is work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivs 3.0 License. Properties of k-beta function with several variables 309 The collection of most important properties of the beta function of two and more variables is given in [1–3]. The
definition of beta function is extended to three or more variables in [3]. 1 Introduction In general, we denote the standard simplex in Rn by E D En D f.x1; x2; :::; xn/ W xi 0;
X
xi 1; i D 1; 2; :::; n/g:
(7) (7) The points .x1; x2; :::; xn/ of the simplex are (1-1) in correspondence with the .n C 1/-tuples .x1; x2; :::; xn; 1 x1 x2 ::: xn/ of non-negative weights with unit sum. If n is not mentioned , we write E in place of En. The
interior of E is denoted by interior of E is denoted by int.E/ D f.x1; x2; :::; xn/ W xi > 0;
X
xi < 1; i D 1; 2; :::; /g:
(8) (8) Let p 2 Cn; pi ¤ 0; jargpij <
2 and n 2.If E D En 1 be the standard simplex in Rn 1, then integral form of
beta function of n variables defined by the relation (9) and is proved in [3]. Let p 2 Cn; pi ¤ 0; jargpij <
2 and n 2.If E D En 1 be the standard simplex in Rn 1, then integral form of
beta function of n variables defined by the relation (9) and is proved in [3]. ˇ.p/ D ˇ.p1; p2; :::; pn/ D
Z
E
xp1 1
1
:::xpn 1 1
n 1
.1 x1 ::: xn 1/pn 1dx1:::dxn 1:
(9) (9) 1 Introduction Let p D .p1; p2; :::; pn/ 2 Cn; pi ¤
f0: 1; 2; :::g; n 2. The beta function of n variables is defined as The collection of most important properties of the beta function of two and more variables is given in [1–3]. The
definition of beta function is extended to three or more variables in [3]. Let p D .p1; p2; :::; pn/ 2 Cn; pi ¤
f0: 1; 2; :::g; n 2. The beta function of n variables is defined as ˇ.p/ D ˇ.p1; p2; :::; pn/ D
.p1/.p2/:::.pn/
.p1 C p2 C ::: C pn/:
(6) (6) For n D 2, the classical beta function is represented by integral (1) over a unit interval 0 t 1. If n D 3, we
integrate over a triangular region in .x; y/ plane with vertices (0, 0), (1, 0) and (0, 1). This is the set f.x; y/; x
0; y 0; x C y 1g and is called the standard simplex in R2. The points .x; y/ of the simplex are (1-1) in
correspondence with the triples .x; y; 1 x y/ of non-negative weights with unit sum.The standard simplex in R3
is f.x; y; z/; x 0; y 0; z 0; x Cy Cz 1g which is a solid tetrahedron with vertices .0; 0; 0/; .1; 0; 0/.0; 1; 0/
and .0; 0; 1/. In general, we denote the standard simplex in Rn by For n D 2, the classical beta function is represented by integral (1) over a unit interval 0 t 1. If n D 3, we
integrate over a triangular region in .x; y/ plane with vertices (0, 0), (1, 0) and (0, 1). This is the set f.x; y/; x
0; y 0; x C y 1g and is called the standard simplex in R2. The points .x; y/ of the simplex are (1-1) in
correspondence with the triples .x; y; 1 x y/ of non-negative weights with unit sum.The standard simplex in R3
is f.x; y; z/; x 0; y 0; z 0; x Cy Cz 1g which is a solid tetrahedron with vertices .0; 0; 0/; .1; 0; 0/.0; 1; 0/
and .0; 0; 1/. 310
A. Rehman et al. 310 Theorem 2.2. If there are n variables, then there exists a relation between gamma function and beta function of
several variables as
r . 1
n/ D
n
r
ˇ
1
n; 1
n; :::; 1
n
(14) (14) Proof. Using p1 D p2 D ::: D pn D 1
n in the relation (6), we have ˇ
1
n; 1
n; :::; 1
n
D
. 1
n/. 1
n/:::. 1
n/
1
n C 1
n C ::: C 1
n
D
h
. 1
n/
in
.1/
;
. 1
n/ D
n
r
ˇ
1
n; 1
n; :::; 1
n
: which implies Corollary 2.3. If n D 2 .i.e, there are only two variables we have a classical result (See [2]). Corollary 2.3. If n D 2 .i.e, there are only two variables we have a classical result (See [2]). .1
2/ D
r
ˇ
1
2; 1
2
D p: Theorem 2.4. If Re.x/ > 0; Re.x C y/ > 0; Re.x C y C z/ > 0 and Re.w/ > 0, then we have the following
properties of beta function with three and four variables. Theorem 2.4. If Re.x/ > 0; Re.x C y/ > 0; Re.x C y C z/ > 0 and Re.w/ > 0, then we have the following
properties of beta function with three and four variables. ˇ.x; y; z/ D 22
=2
Z
0
=2
Z
0
.cos /2.xCy/ 2.sin /2.yC2z/ 2d 2
(15) (15) and ˇ.x; y; z; w/ D 23
=2
Z
0
=2
Z
0
=2
Z
0
.cos /2.xCyCz/ 3.sin /2.yC2zC3w/ 3d 3:
(16) (16) Proof. From equation (9), we see that the integral form of beta function for three variables is Proof. From equation (9), we see that the integral form of beta function for three variables is ˇ.x; y; z/ D
Z
E
px 1qy 1.1 p q/z 1dpdq; ˇ.x; y; z/ D
Z
E
px 1qy 1.1 p q/z 1dpdq; taking v D 1 p, the above equation takes the form taking v D 1 p, the above equation takes the form ˇ.x; y; z/ D
Z
px 1dp
v
Z
0
qy 1.v q/z 1dq: Setting q D vt implies dq D vdt and limits of integration becomes 0 to 1. 2 Properties of beta function of several variables Proposition 2.1. If Re.x/ > 0; Re.x C y/ > 0; Re.x C y C z/ > 0 and Re.w/ > 0, then beta function of four
variables can be written as ˇ.x; y/ˇ.x C y; z/ˇ.x C y C z; w/ D ˇ.x; y; z; w/
(10) (10) m the relation (3), we see that for three variables we have Proof. From the relation (3), we see that for three variables we have ˇ.x C y; z/ D .x C y/.z/
.x C y C z/ ; Re.x C y/ > 0; Re.z/ > 0;
(11) (11) and for four variables we have and for four variables we have ˇ.x C y C z; w/ D .x C y C z/.w/
.x C y C z C w/ ; Re.x C y C z/ > 0; Re.w/ > 0:
(12)
Multiplying equations (3), (11) and (12), we get ˇ.x C y C z; w/ D .x C y C z/.w/
.x C y C z C w/ ; Re.x C y C z/ > 0; Re.w/ > 0:
(12) (12) ˇ.x; y/ˇ.x C y; z/ˇ.x C y C z; w/ D .x/.y/
.x C y/
.x C y/.z/
.x C y C z/
.x C y C z/.w/
.x C y C z C w/ ) ˇ.x; y/ˇ.x C y; z/ˇ.x C y C z; w/ D .x/.y/.z/.w/
.x C y C z C w/ :
(13) (13) g the relation (13) with definition of beta function of several variables (6) implies the required result. on (13) with definition of beta function of several variables (6) implies the required result. Remarks. The relation (10) can be extended up to n variables which will be the representation for beta function of
several variables. If there are only two variables, we get the classical definition of beta function. Remarks. The relation (10) can be extended up to n variables which will be the representation for beta function of
several variables. If there are only two variables, we get the classical definition of beta function. A. Rehman et al. 310
A. Rehman et al. ˇ.m1 C 1; m2 C 1; m3 C 1; :::; mn C 1/ D (18) m1m2m3:::mnˇ.m1; m2; m3; :::; mn/
.m1 C ::: C mn/.m1 C ::: C mn C 1/:::.m1 C ::: C mn C n 1/;
(19) (19) and and ˇ.m1 C 1; m2; :::; mn/ C ˇ.m1; m2 C 1; :::; mn/ C ::: C ˇ.m1; m2; :::; mn C 1/ D ˇ.m1; m2; :::; mn/:
(20) ˇ.m1 C 1; m2; :::; mn/ C ˇ.m1; m2 C 1; :::; mn/ C ::: C ˇ.m1; m2; :::; mn C 1/ D ˇ.m1; m2; :::; mn/:
(20) (20) Proof. Using the definition of beta function of several variables (6), we have Proof. Using the definition of beta function of several variables (6), we have ˇ.˛; m1 C 1; m2 C 1; :::; mn C 1/ D .˛/.m1 C 1/.m2 C 1/:::.mn C 1/
.˛ C m1 C m2 C ::: C mn C n/
: Using .n C 1/ D nŠ and the property of Pochhammer’s symbol .˛/n D .˛Cn/
.˛/
(See [12]), in the above equation,
we find the required relation (18). To prove the relation (19), we use the same definition along with the property
of classical gamma function .n C 1/ D n.n/ in the numerator and denominator to conclude the desired result. 310
A. Rehman et al. For (20), we use the relation (6) and proceed as ˇ.m1 C 1; m2; :::; mn/ C ˇ.m1; m2 C 1; :::; mn/ C ::: C ˇ.m1; m2; :::; mn C 1/ D
.m1 C 1/.m2/:::.mn/
.m1 C ::: C mn C 1/
C .m1/.m2 C 1/:::.mn/
.m1 C ::: C mn C 1/
C ::: C .m1/.m2/:::.mn C 1/
.m1 C ::: C mn C 1/
;
using .n C 1/ D n.n/ in numerator as well as in denominator, we get
D m1.m1/.m2/:::.mn/
.m1 C ::: C mn C 1/
C .m1/m2.m2/:::.mn/
.m1 C ::: C mn C 1/
C ::: C .m1/.m2/:::mn.mn/
.m1 C ::: C mn C 1/
D
.m1/.m2/:::.mn/.m1 C m2 C ::: C mn/
.m1 C m2 C ::: C mn/.m1 C m2 C ::: C mn/ D ˇ.m1; m2; :::; mn/: ˇ.m1 C 1; m2; :::; mn/ C ˇ.m1; m2 C 1; :::; mn/ C ::: C ˇ.m1; m2; :::; mn C 1/ D
.m1 C 1/.m2/:::.mn/
.m1 C ::: C mn C 1/
C .m1/.m2 C 1/:::.mn/
.m1 C ::: C mn C 1/
C ::: C .m1/.m2/:::.mn C 1/
.m1 C ::: C mn C 1/
; by using .n C 1/ D n.n/ in numerator as well as in denominator, we get D m1.m1/.m2/:::.mn/
.m1 C ::: C mn C 1/
C .m1/m2.m2/:::.mn/
.m1 C ::: C mn C 1/
C ::: C .m1/.m2/:::mn.mn/
.m1 C ::: C mn C 1/ D
.m1/.m2/:::.mn/.m1 C m2 C ::: C mn/
.m1 C m2 C ::: C mn/.m1 C m2 C ::: C mn/ D ˇ.m1; m2; :::; mn/: Corollary 2.6. If 1 is added to any one of the variables, then following results hold ( only three variables are
provided here). Corollary 2.6. If 1 is added to any one of the variables, then following results hold ( only three variables are
provided here). 310
A. Rehman et al. Thus we have ˇ.x; y; z/ D
Z
px 1dp
1
Z
0
vyCz 1qy 1.1 q/z 1dt D
Z
px 1vyCz 1dpˇ.y; z/: Using the similar reasons, we conclude that Using the similar reasons, we conclude that ˇ.x; y; z/ D ˇ.y; z/
1
Z
0
px 1.1 p/yCz 1dp D ˇ.y; z/ˇ.x; y C z/: Applying the relation (4) on right hand side of above equation, we get ˇ.x; y; z/ D 2
=2
Z
0
.cos /2y 1.sin /2z 1d2
=2
Z
0
.cos /2x 1.sin /2yC2z 1d Properties of k-beta function with several variables
311 Properties of k-beta function with several variables
311 Properties of k-beta function with several variab ) ˇ.x; y; z/ D 22
=2
Z
=2
Z
.cos /2.xCy/ 2.sin /2.yC2z/ 2d 2: 0
0
Similarly, we can prove the relation (16). Similarly, we can prove the relation (16). ve the relation (16). Remarks. We can extend the results of the Theorem 2.4 up to n variables and that can be expressed a Remarks. We can extend the results of the Theorem 2.4 up to n variables and that can be expressed as ˇ.x1; x2; :::; xn/ D 2n 1
=2
Z
0
=2
Z
0
:::
=2
Z
0 .cos /2.x1Cx2C:::Cxn 1/ .n 1/.sin /2.x2C2x3C:::C.n 1/xn/ .n 1/d .n 1/;
(17) (17) which can be proved like the Theorem 2.4. which can be proved like the Theorem 2.4. roved like the Theorem 2.4. which can be proved like the Theorem 2.4. Proposition 2.5. If m1; m2; :::; mn 2 N and ˛ ¤ 0, then we have the following properties of beta function with n
variables Proposition 2.5. If m1; m2; :::; mn 2 N and ˛ ¤ 0, then we have the following properties of beta function with n
variables. ˇ.˛; m1 C 1; m2 C 1; :::; mn C 1/ D
m1Šm2Š:::mnŠ
.˛/..m1Cm2C:::Cmn/Cn/
(18) variables. ˇ.˛; m1 C 1; m2 C 1; :::; mn C 1/ D
m1Šm2Š:::mnŠ
.˛/..m1Cm2C:::Cmn/Cn/
(18)
where .˛/n D ˛.˛ C 1/:::.˛ C n 1/, is the Pochhammer’s symbol. 310
A. Rehman et al. pˇ.p; q; r C 1/ D rˇ.p C 1; q; r/
qˇ.p C 1; q; r/ D pˇ.p; q C 1; r/ pˇ.p; q; r C 1/ D rˇ.p C 1; q; r/
qˇ.p C 1; q; r/ D pˇ.p; q C 1; r/
d
qˇ.p; q; r C 1/ D rˇ.p; q C 1; r/: pˇ.p; q; r C 1/ D rˇ.p C 1; q; r/
qˇ.p C 1; q; r/ D pˇ.p; q C 1; r/ and and qˇ.p; q; r C 1/ D rˇ.p; q C 1; r/: 312 312
A. Rehman et al. Proof. Just use the definition (6) along with the result .n C 1/ D n.n/. Proof. Just use the definition (6) along with the result .n C 1/ D n.n/. Proof. Just use the definition (6) along with the result .n C 1/ D n.n/. Proof. Just use the definition (6) along with the result .n C 1/ D n.n/. Proof. Just use the definition (6) along with the result .n C 1/ D n.n/. 3 Main results properties of k-beta function Recently, Diaz and Pariguan [4] introduced the generalized k-gamma function as Recently, Diaz and Pariguan [4] introduced the generalized k-gamma function as k.x/ D
lim
n!1
nŠkn.nk/
x
k 1
.x/n;k
; k > 0; x 2 C n kZ (21) (21) and also gave the properties of said function. The k is one parameter of deformation of the classical gamma function
such that k ! as k ! 1. The k is based on the repeated appearance of the expression of the following form and also gave the properties of said function. The k is one parameter of deformation of the classical gamma function
such that k ! as k ! 1. The k is based on the repeated appearance of the expression of the following form ˛.˛ C k/.˛ C 2k/.˛ C 3k/:::.˛ C .n 1/k/:
(22) (22) The function of the variable ˛ given by the statement (22), denoted by .˛/n;k, is called the Pochhammer k-symbol. We obtain the usual Pochhammer symbol .˛/n by taking k D 1. The deffinition given in (21), is the generalization
of .x/ and the integral form of k is given by The function of the variable ˛ given by the statement (22), denoted by .˛/n;k, is called the Pochhammer k-symbol. We obtain the usual Pochhammer symbol .˛/n by taking k D 1. 3 Main results properties of k-beta function The deffinition given in (21), is the generalization
of .x/ and the integral form of k is given by k.x/ D
1
Z
0
tx 1e tk
k dt; Re.x/ > 0:
(23) (23) k.x/ D k
x
k 1.x
k /:
(24) (24) The same authors defined the k-beta function as The same authors defined the k-beta function as The same authors defined the k-beta function as ˇk.x; y/ D k.x/k.y/
k.x C y/ ; Re.x/ > 0; Re.y/ > 0
(25) (25) and the integral form of ˇk.x; y/ is and the integral form of ˇk.x; y/ is and the integral form of ˇk.x; y/ is ˇk.x; y/ D 1
k
1
Z
0
t
x
k 1.1 t/
y
k 1dt:
(26) ˇk.x; y/ D 1
k
1
Z
0
t
x
k 1.1 t/
y
k 1dt:
(26) (26) From the definition of ˇk.x; y/ given in (25) and (26), we can easily prove that From the definition of ˇk.x; y/ given in (25) and (26), we can easily prove that From the definition of ˇk.x; y/ given in (25) and (26), we can easily prove that ˇk.x; y/ D 1
k ˇ.x
k ; y
k /:
(27) (27) Also, the researchers [5–9] have worked on the generalized k-gamma and k-beta functions and discussed the
following properties: Also, the researchers [5–9] have worked on the generalized k-gamma and k-beta functions and discussed the
following properties: k.x C k/ D xk.x/
(28) k.x C k/ D xk.x/
(28)
.x/n;k D k.x C nk/
k.x/
(29) k.x C k/ D xk.x/
(28)
.x/n;k D k.x C nk/
k.x/
(29)
k.k/ D 1; k > 0
(30) (28) .x/n;k D k.x C nk/
k.x/
(29) (29) k.k/ D 1; k > 0
(30) k.k/ D 1; k > 0 (30) k..2n C 1/k
2 / D k
2n 1
2
.2n/Šp
2nnŠ
; k > 0; n 2 N:
(31) (31) In [2], it is proved that gamma function .z/ is analytic on C except the poles at z D 0; 1; 2; ::: and the residue
at z D n is equal to . 1/n
nŠ
; n D 0; 1; 2; :::. 3 Main results properties of k-beta function Recently, Mubeen and Rehman [11] proved that for k > 0, the function
k.x/ is analytic on C, except the single poles at x D 0; k; 2k; ::: and the residue at x D nk is
1
. 1/nknnŠ. In [2], it is proved that gamma function .z/ is analytic on C except the poles at z D 0; 1; 2; ::: and the residue
at z D n is equal to . 1/n
nŠ
; n D 0; 1; 2; :::. Recently, Mubeen and Rehman [11] proved that for k > 0, the function
k.x/ is analytic on C, except the single poles at x D 0; k; 2k; ::: and the residue at x D nk is
1
. 1/nknnŠ. Properties of k-beta function with several variables
313 313 Using (25) and (27), we see that, for x; y > 0 and k > 0, the following properties of k-beta function of two
variables are satisfied by authors (see [5, 6] and [10]): Using (25) and (27), we see that, for x; y > 0 and k > 0, the following properties of k-beta function of two
variables are satisfied by authors (see [5, 6] and [10]): ˇk.x C k; y/ D
x
x C y ˇk.x; y/
(32) ˇk.x C k; y/ D
x
x C y ˇk.x; y/
(32)
ˇ . k/
y
ˇ . /
(33) ˇk.x C k; y/ D
x
x C y ˇk.x; y/
(32)
ˇk.x; y C k/ D
y
x C y ˇk.x; y/
(33)
ˇk.xk; yk/ D 1
k ˇ.x; y/
(34)
ˇk.nk; nk/ D Œ.n 1/Š2
k.2n 1/Š; n 2 N
(35)
ˇk.x; k/ D 1
x
;
ˇk.k; y/ D 1
y :
(36) (32) ˇk.x; y C k/ D
y
x C y ˇk.x; y/
(33)
ˇk.xk; yk/ D 1
k ˇ.x; y/
(34) (33) ˇk.xk; yk/ D 1
k ˇ.x; y/
(34) (34) ˇk.nk; nk/ D Œ.n 1/Š2
k.2n 1/Š; n 2 N
(35)
ˇk.x; k/ D 1
x
;
ˇk.k; y/ D 1
y :
(36) (35) ˇk.x; k/ D 1
x
;
ˇk.k; y/ D 1
y :
(36) (36) Remarks. When k ! 1 , ˇk.x; y/ ! ˇ.x; y/. Remarks. When k ! 1 , ˇk.x; y/ ! ˇ.x; y/. Now, we define k-beta function of several variables and prove some properties of the said function. With the help of
this definition, we extend some previous results which will help us to compute the values of ˇk function at particular
points. 3.1. Let p D .p1; p2; :::; pn/ 2 Cn; pi ¤ f0: 1; 2; :::g; n 2; k > 0. The k-beta function of n
s defined as Definition 3.1. Let p D .p1; p2; :::; pn/ 2 Cn; pi ¤ f0: 1; 2; :::g; n 2; k > 0. Proof. We denote the integral by In;k D ˇk.p1; :::; pn/. Thus I2;k D ˇk.p1; p2/ which is equivalent to (26). For n 3, first we take the case when p 2 Rn,where R is the set of positive real numbers. The integrand is
positive and the integral may be evaluated as an iterated integral by Lemma 3.2. Integrating over xn 1 and defining
v D 1 x1 x2 ::: xn 2, we see that In;k D
Z
En 1
x
p1
k 1
1
:::x
pn 2
k
1
n 2
dx1:::dxn 2:
v
Z
0
x
pn 1
k
1
n 1
.v xn 1/
pn
k 1dxn 1:
(39) (39) The region of integration for outer integral is f.x1; :::xn 2/ W x1 0; :::xn 2 0; 1 x1 ::: xn 2 0g D En 2; putting xn 1 D vt, the inner integral becomes putting xn 1 D vt, the inner integral becomes v
pn 1Cpn
k
1
1
Z
0
t
pn 1
k
1.1 t/
pn
k 1dt D v
pn 1Cpn
k
1:kˇk.pn 1; pn/;
(40) (40) and using the above result in equation (39), we have In;k D
Z
En 2
x
p1
k 1
1
:::x
pn 2
k
1
n 2
dx1:::dxn 2v
pn 1Cpn
k
1:kˇk.pn 1; pn/ D kˇk.pn 1; pn/
Z
En 2
x
p1
k 1
1
:::x
pn 2
k
1
n 2
.1 x1::: xn 2/
pn 1Cpn
k
1dx1:::dxn 2 (41) D In 1;k.p1; :::; pn 2; pn 1 C pn/kˇk.pn 1; pn/:
(41) Now we make the inductive assumption that In 1;k is the k-beta function of n 1 variables. So, by the relations
(41) and (37), we get In;k D kn 2ˇk.p1; :::pn 2; pn 1 C pn/:kˇk.pn 1; pn/ D kn 1ˇk.p1; :::; pn/; which is the relation (38) for k > 0; n 3 and p 2 Rn. The same proof holds for the case when p 2 Cn n f0g if
the integrand of the equation (39) can be replaced by the absolute values, simply each pi by Re.pi/; i D 1; 2; :::; n. The iterated integral of the absolute value is finite by the preceding proof for the real case and Lemma 3.2, ensures
that the relation (39) is valid for complex case. Now, we prove the symmetry of all arguments. 314
A. Rehman et al. 314 The k-beta function of n
variables is defined as
ˇk.p/ D ˇk.p1; p2; :::; pn/ D k.p1/k.p2/:::k.pn/
k.p1 C p2 C ::: C pn/ :
(37) ˇk.p/ D ˇk.p1; p2; :::; pn/ D k.p1/k.p2/:::k.pn/
k.p1 C p2 C ::: C pn/ :
(37) (37) Remarks. For n D 2, we obtain k-beta function represented by (25) and if k D 1, we have the classical beta
function. Remarks. For n D 2, we obtain k-beta function represented by (25) and if k D 1, we have the classical beta
function. Lemma 3.2. Let and be the positive -finite or a complex measure on a measure space X and T respectively
with jj and jj be the corresponding total variation. Assume that the function f W X T ! C is measurable on
the product spaceX T with respect to the product -algebra. If the integral Z
X
Z
T
jf .x; t/jdjj.x/djj.t/ Z
X
Z
T
jf .x; t/jdjj.x/djj.t/ is finite when evaluated as an iterated integral in one order or the other, then the value of Z
X
Z
T
f .x; t/d.x/d.t/ is independent whether it is evaluated as a double integral or an iterated integral in either order. Remarks. The above Lemma is the Fubini’s Theorem. For more complete and precise detail of Fubini’s Theorem
for positive measure (see Rudin 1974 [13]). Proposition 3.3. Let p 2 Cn nf0g; n 2; k > 0 and let E D En 1 be the standard simplex in Rn 1, then integral
form of k-beta function of n variables is defined by ˇk.p/ D ˇk.p1; :::; pn/ D
1
kn 1
Z
E
x
p1
k 1
1
:::x
pn 1
k
1
n 1
.1 x1 ::: xn 1/
pn
k 1dx1:::dxn 1:
(38) ˇk.p/ D ˇk.p1; :::; pn/ D
1
kn 1
Z
E
x
p1
k 1
1
:::x
pn 1
k
1
n 1
.1 x1 ::: xn 1/
pn
k 1dx1:::dxn 1:
(38) (38) According to the relation (37), ˇk.p1; :::pn/ is symmetric in
p1; :::; pn and it is worth-while to verify directly that the integral on R.H.S of the equation (38) has the same property. Symmetry in p1; :::; pn 1 is made evident by simply relabeling the variables of integration, so it suffices to prove
symmetry in p1 and pn. We define (42) xn D 1 x1 ::: xn 1
(42) and change the variables from x1; :::; xn 1 to x2; :::; xn. The jacobian determinant of the transformation has unit
magnitude and the region of integration changes from and change the variables from x1; :::; xn 1 to x2; :::; xn. The jacobian determinant of the transformation has unit
magnitude and the region of integration changes from f.x1; :::; xn 1/ W x1 0; :::; xn 1 0; x1 C ::: C xn 1 1g
(43) (43) to f.x2; :::; xn/ W x2 0; :::; xn 0; x2 C ::: C xn 1g:
(44) (44) The last two inequalities in (44) results from the last and first in (43). Thus the region of integration is again E in
terms of the new variables and integral on R.H.S of the equation (38) becomes 1
kn 1
Z
E
.1 x2 ::: xn/
p1
k 1x
p2
k 1
2
:::x
pn
k 1
n
dx2:::dxn:
(45) (45) The complete symmetry in 1; :::; n can be exhibited by writing the n 1-fold integral in the relation (38)
as n-fold integral with a Dirac delta function in the integrand ˇk.p/ D
1
kn 1
1
Z
0
1
Z
0
:::
1
Z
0
x
p1
k 1
1
:::x
pn
k 1
n
ı.1 x1 ::: xn/dx1:::dxn:
(46) (46) Now we discuss some properties of k-beta function of several variables. Now we discuss some properties of k-beta function of several variables. Proposition 3.4. For Re.x/; Re.y/ > 0 and k > 0, the k-beta function of two variables satisfy the following
properties: Proposition 3.4. For Re.x/; Re.y/ > 0 and k > 0, the k-beta function of two variables satisfy the following
properties: p
p
(i) ˇk.x; y/ D
R 1
0
s
x
k 1
.sC1/
xCy
k
ds p
p
(i) ˇk.x; y/ D
R 1
0
s
x
k 1
.sC1/
xCy
k
ds
(ii) ˇk.x; y/ D 2
k
R =2
0
.cos /
2x
k 1.sin /
2y
k 1d
(iii) k.b a/
xCy
k
1ˇk.x; y/ D
R b
a .s a/
x
k 1.b s/
y
k p
p
(i) ˇk.x; y/ D
R 1
0
s
x
k 1
.sC1/
xCy
k
ds
(ii) ˇk.x; y/ D 2
k
R =2
0
.cos /
2x
k 1.sin /
2y
k 1d
(iii) k.b a/
xCy
k
1ˇk.x; y/ D
R b
a .s a/
x
k 1.b s/
y
k 1ds: Proof. By changing the variables as t D
s
sC1, t D cos2 or t D sin2 and t D s a
b a respectively in the relation
(26), we have (i), (ii) and (iii). Proof. By changing the variables as t D
s
sC1, t D cos2 or t D sin2 and t D s a
b a respectively in the relation
(26), we have (i), (ii) and (iii). Corollary 3.5. For k > 0, we have ˇk. k
2 ; k
2 / D
k and hence the values of k-beta function can be computed at
particular points. Corollary 3.5. For k > 0, we have ˇk. k
2 ; k
2 / D
k and hence the values of k-beta function can be computed at
particular points. Proof. Properties of k-beta function with several variables 315 Relabeling xn as x1 changes it to the original form with p1 and pn interchanged. Hence the original integral is
symmetric in p1 and pn. We may think of the variables p1; :::; pn as being attached to the vertices of the simplex
E D En 1 as follows: p1
k
to the vertex .1; 0; :::; 0/, p2
k
to .0; 1; :::; 0/,..., pn 1
k
to .0; 0; :::; 1/ and pn
k
to the
.0; 0; :::; 0/. Also, the vertex at the origin is at an equal footing with all other vertices. The points .x1; :::; xn 1/
of En 1 are in (1-1) correspondence with n-tuples .x1; :::; xn 1; 1 x1 ::: xn 1/ of non negative weights
with unit sum and the last of these weights is the quantity xn defined in (42) which has the value unity at the vertex
.0; 0; :::; 0/. The complete symmetry in 1; :::; n can be exhibited by writing the n 1-fold integral in the relation (38)
as n-fold integral with a Dirac delta function in the integrand Relabeling xn as x1 changes it to the original form with p1 and pn interchanged. Hence the original integral is
symmetric in p1 and pn. We may think of the variables p1; :::; pn as being attached to the vertices of the simplex
E D En 1 as follows: p1
k
to the vertex .1; 0; :::; 0/, p2
k
to .0; 1; :::; 0/,..., pn 1
k
to .0; 0; :::; 1/ and pn
k
to the
.0; 0; :::; 0/. Also, the vertex at the origin is at an equal footing with all other vertices. The points .x1; :::; xn 1/
of En 1 are in (1-1) correspondence with n-tuples .x1; :::; xn 1; 1 x1 ::: xn 1/ of non negative weights
with unit sum and the last of these weights is the quantity xn defined in (42) which has the value unity at the vertex
.0; 0; :::; 0/. 316
A. Rehman et al. Remarks. From the corollary 3.5 it seems that k is any natural number. However, we can compute the values of
k-beta function for all real numbers k > 0. From the above results, if k D 1, we conclude an important result [2].
ˇ1.1
2; 1
2/
1
2 D .1
2/ D p:
(48) (48) Proposition 3.7. If k > 0; Re.x/ > 0; Re.x C y/ > 0 and Re.z/ > 0, then k-beta function of three variables can
be written as Proposition 3.7. If k > 0; Re.x/ > 0; Re.x C y/ > 0 and Re.z/ > 0, then k-beta function of three variables can
be written as ˇk.x; y/ˇk.x C y; z/ D ˇk.x; y; z/:
(49) (49) Proof. From the relation (25), we see that for three variables Proof. From the relation (25), we see that for three variables ˇk.x C y; z/ D k.x C y/k.z/
k.x C y C z/ ; Re.x C y/ > 0; Re.z/ > 0:
(50) (50) Multiplying equations (25) and (50) we have Multiplying equations (25) and (50) we have ˇk.x; y/ˇk.x C y; z/ D k.x/k.y/
k.x C y/
k.x C y/k.z/
k.x C y C z/ D k.x/k.y/k.z/
k.x C y C z/
:
(51) (51) Comparing the relation (51) with definition of k-beta function of several variables (37) implies the desired Comparing the relation (51) with definition of k-beta function of several variables (37) implies the desired proof. Comparing the relation (51) with definition of k-beta function of several variables (37) implies the desired proof. Remarks. The relation (49) can be extended up to n variables. Here, we introduced the new notation for beta
function of several variables in right hand side of relation (49). If there are only two variables, we get the definition
of k-beta function defined in [4] and if k D 1, the classical one. Theorem 3.8. If there are n variables, then k-gamma and k-beta functions are related as k.k
n/ D
n
r
ˇk
k
n; k
n; :::; k
n
(52) (52) Proof. Using p1 D p2 D ::: D pn D k
n in the definition (37), we have Proof. Using p1 D p2 D ::: D pn D k
n in the definition (37), we have ˇk
k
n; k
n; :::; k
n
D k. k
n/k. k
n/:::k. By Proposition 3.4, putting x D y D k
2 , we have Proof. By Proposition 3.4, putting x D y D k
2 , we have ˇk.k
2 ; k
2 / D 2
k
=2
Z
0
.cos /0.sin /0d D 2
k :
2 D
k :
(47) (47) Now, we can compute the values of k-beta function from equation (47) by using k D 1; 2; 3; :::; n as Now, we can compute the values of k-beta function from equation (47) by using k D 1; 2; 3; :::; n as ˇ1.1
2; 1
2/ D
ˇ2.1; 1/ D
2
ˇ3.3
2; 3
2/ D
3
:::
:::
ˇn.n
2 ; n
2 / D
n
ˇ2n.n; n/ D
2n: ˇ1.1
2; 1
2/ D
ˇ2.1; 1/ D
2
ˇ3.3
2; 3
2/ D
3
:::
:::
ˇn.n
2 ; n
2 / D
n
ˇ2n.n; n/ D
2n: Corollary 3.6. Using the relation (25) on left hand side of the relation (47), we get Corollary 3.6. Using the relation (25) on left hand side of the relation (47), we get k. k
2 /k. k
2 /
k.k/
D
k ) k.k
2 / D
r
k ; which is a conclusion of the relation (31). which is a conclusion of the relation (31). which is a conclusion of the relation (31). which is a conclusion of the relation (31). A. Rehman et al. 316 Properties of k-beta function with several variables
317 Proof. From Proposition 3.3, we see that the integral form of k-beta function of three variables is Proof. From Proposition 3.3, we see that the integral form of k-beta function of three variables is ˇk.x; y; z/ D 1
k2
Z
E
p
x
k 1q
y
k 1.1 p q/
z
k 1dpdq: ˇk.x; y; z/ D 1
k2
Z
p
x
k 1q
y
k 1.1 p q/
z
k 1dpdq: Setting v D 1 p, the above equation takes the form Setting v D 1 p, the above equation takes the form ˇk.x; y; z/ D 1
k2
Z
p
x
k 1dp
v
Z
0
q
y
k 1.v q/
z
k 1dq; putting q D vt implies dq D vdt and limit of integration becomes 0 to 1. Thus we have ˇk.x; y; z/ D 1
k
Z
p
x
k 1dp 1
k
1
Z
0
v
yCz
k
1q
y
k 1.1 q/
z
k 1dt D 1
k
Z
p
x
k 1v
yCz
k
1dpˇk.y; z/ and by similar arguments, we conclude that ˇk.x; y; z/ D ˇk.y; z/ 1
k
1
Z
0
p
x
k 1.1 p/
yCz
k
1dp D ˇk.y; z/ˇk.x; y C z/: Using the Proposition 3.4 on right hand side of above equation, we have ˇk.x; y; z/ D 2
k
=2
Z
0
.cos /
2x
k 1.sin /
2yC2z
k
1d: 2
k
=2
Z
0
.cos /
2y
k 1.sin /
2z
k 1d ) ˇk.x; y; z/ D
2
k
2
=2
Z
0
=2
Z
0
.cos /
2.xCy/
k
2.sin /
2.yC2z/
k
2d 2: Similarly, we can prove the relation (54). Similarly, we can prove the relation (54). Remarks. We can extend the results of Theorem 3.10 up to n variables and can be expressed as Remarks. 316
A. Rehman et al. k
n/
k
k
n C k
n C ::: C k
n
D
h
k. k
n/
in
k.k/
; ˇk
k
n; k
n; :::; k
n
D k. k
n/k. k
n/:::k. k
n/
k
k
n C k
n C ::: C k
n
D
h
k. k
n/
i
k.k/
;
and using k.k/ D 1, we have
k.k
n/ D
n
r
ˇk
k
n; k
n; :::; k
n
and using k.k/ D 1, we have
k.k
n/ D
n
r
ˇk
k
n; k
n; :::; k
n
and using k.k/ D 1, we have and using k.k/ D 1, we have g
. /
k.k
n/ D
n
r
ˇk
k
n; k
n; :::; k
n
k.k
n/ D
n
r
ˇk
k
n; k
n; :::; k
n
Corollary 3.9. If k D 1; n D 2 .i.e, there are only two variables we have a classical result Corollary 3.9. If k D 1; n D 2 .i.e, there are only two variables we have a classical result .1
2/ D
r
ˇ
1
2; 1
2
D p Theorem 3.10. If Re.x/ > 0; Re.x C y/ > 0; Re.x C y C z/ > 0 and Re.w/ > 0, then we have the following
properties of k-beta function with three and four variables. Theorem 3.10. If Re.x/ > 0; Re.x C y/ > 0; Re.x C y C z/ > 0 and Re.w/ > 0, then we have the following
properties of k-beta function with three and four variables. ˇk.x; y; z/ D
2
k
2
=2
Z
0
=2
Z
0
.cos /
2.xCy/
k
2.sin /
2.yC2z/
k
2d 2
(53) (53) and ˇk.x; y; z; w/ D
2
k
3
=2
Z
0
=2
Z
0
=2
Z
0
.cos /
2.xCyCz/
k
3.sin /
2.yC2zC3w/
k
3d 3:
(54) (54) We can extend the results of Theorem 3.10 up to n variables and can be expressed as ˇk.x1; x2; :::; xn/ D
2
k
n 1
=2
Z
0
=2
Z
0
:::
=2
Z
0 ˇk.x1; x2; :::; xn/ D
2
k
n 1
=2
Z
0
=2
Z
0
:::
=2
Z
0 .cos /
2.x1Cx2C:::Cxn 1/
k
.n 1/.sin /
2.x2C2x3C:::C.n 1/xn/
k
.n 1/d .n 1/
(55) .cos /
2.x1Cx2C:::Cxn 1/
k
.n 1/.sin /
2.x2C2x3C:::C.n 1/xn/
k
.n 1/d .n 1/
(55) (55) roved like the Theorem 3.10. which can be proved like the Theorem 3.10. which can be proved like the Theorem 3.10. Proposition 3.11. If m1; m2; :::; mn 2 N; k > 0 and ˛ ¤ 0, then we have the following properties of the k-beta
function with n variables. Proposition 3.11. If m1; m2; :::; mn 2 N; k > 0 and ˛ ¤ 0, then we have the following properties of the k-beta
function with n variables. ˇk.˛; m1 C k; m2 C k; :::; mn C k/ D m1m2:::mn
.˛/n;k
ˇk.m1; m2; :::; mn; ˛ C nk/
(56) ˇk.˛; m1 C k; m2 C k; :::; mn C k/ D m1m2:::mn
.˛/n;k
ˇk.m1; m2; :::; mn; ˛ C nk/
(56) (56) where .˛/n;k is the Pochhammer k-symbol defined in the relation (22), where .˛/n;k is the Pochhammer k-symbol defined in the relation (22), ˇk.m1 C k; m2 C k; m3 C k; :::; mn C k/ D ˇk.m1 C k; m2 C k; m3 C k; :::; mn C k/ D m1m2m3:::mn If k is added to any one of the variables, then following results hold (only three variables are
provided here). pˇk.p; q; r C k/ D rˇk.p C k; q; r/
qˇk.p C k; q; r/ D pˇk.p; q C k; r/ pˇk.p; q; r C k/ D rˇk.p C k; q; r/
qˇk.p C k; q; r/ D pˇk.p; q C k; r/ and qˇk.p; q; r C k/ D rˇk.p; q C k; r/: qˇk.p; q; r C k/ D rˇk.p; q C k; r/: Just use the definition 37 along with the result k.x C k/ D xk.x/. Proof. Just use the definition 37 along with the result k.x C k/ D xk.x/. Here, we give some properties of k-gamma function which will be used to prove some results involving k-beta
function of several variables. Lemma 3.13. If r 1 2 N, then we have Lemma 3.13. If r 1 2 N, then we have
1
r
2
r
3
r
:::
r 1
r
D r 1
2 .2/
.r 1/
2
:
(59) (59) (59) Proposition 3.14. If r 1 2 N; k > 0, then we have Proposition 3.14. If r 1 2 N; k > 0, then we have k
k
r
k
2k
r
k
3k
r
:::k
.r 1/k
r
D k
.1 r/
2
r 1
2 .2/
.r 1/
2
(60) (60) Proof. Replacing x by k
r ; 2k
r ; :::; .r 1/k
r
and rk
r in the relation (24) respectively, we have Proof. Replacing x by k
r ; 2k
r ; :::; .r 1/k
r
and rk
r in the relation (24) respectively, we have Proof. Replacing x by k
r ; 2k
r ; :::; .r 1/k
r
and rk
r in the relation (24) respectively, we have Proof. m1m2m3:::mn m1m2m3:::mn
.m1 C ::: C mn/.m1 C ::: C mn C k/:::.m1 C ::: C mn C .n 1/k/ˇk.m1; m2; :::; mn/
(57) (57) and ˇk.m1 C k; m2; :::; mn/ C ˇk.m1; m2 C k; :::; mn/ C ::: C ˇk.m1; m2; :::; mn C k/ D ˇk.m1; m2; :::; mn/ (58) 318
A. Rehman et al. 318 Proof. Using the definition of k-beta function of several variables (37), we have Proof. Using the definition of k-beta function of several variables (37), we have ˇk.˛; m1 C k; m2 C k; :::; mn C k/ D k.˛/k.m1 C k/k.m2 C k/:::k.mn C k/
k.˛ C m1 C m2 C ::: C mn C nk/
: Use of k.x C k/ D xk.x/ in R.H.S of the above relation gives D m1m2:::mnk.˛/k.m1/k.m2/:::k.mn/
k.˛ C m1 C m2 C ::: C mn C nk/
: Multiplying the numerator and denominator by k.˛ C nk/ implies D m1m2:::mnk.˛/k.m1/k.m2/:::k.mn/:k.˛ C nk/
k.˛ C m1 C m2 C ::: C mn C nk/k.˛ C nk/
; and by the property of Pochhammer k- symbol, .˛/n;k D
k.˛Cnk/
k.˛/
, the above equation creates the desired
result (56). To prove the relation (57), we use the definition (37) and the relation (28) in the numerator and
denominator, and we conclude the required result. For (58), we use the definition (3.17) and proceed as ˇk.m1 C k; m2; :::; mn/ C ˇk.m1; m2 C k; :::; mn/ C ::: C ˇk.m1; m2; :::; mn C k/ D
k.m1 C k/:::k.mn/
k.m1 C ::: C mn C k/ C k.m1/k.m2 C k/:::k.mn/
k.m1 C ::: C mn C k/
C ::: C k.m1/:::k.mn C k/
k.m1 C ::: C mn C k/;
using the relation (28), we obtain the required relation (58). ˇk.m1 C k; m2; :::; mn/ C ˇk.m1; m2 C k; :::; mn/ C ::: C ˇk.m1; m2; :::; mn C k/ D
k.m1 C k/:::k.mn/
k.m1 C ::: C mn C k/ C k.m1/k.m2 C k/:::k.mn/
k.m1 C ::: C mn C k/
C ::: C k.m1/:::k.mn C k/
k.m1 C ::: C mn C k/ and using the relation (28), we obtain the required relation (58). and using the relation (28), we obtain the required relation (58). Corollary 3.12. If k is added to any one of the variables, then following results hold (only three variables are
provided here). Corollary 3.12. m1m2m3:::mn If z 2 C n f0; 1; 2; :::g, then k-beta function of n variables, n 2 satisfies the identity
n
nz
k 1ˇk.z; z; :::; z/ D ˇk
z; k
n
ˇk
z; 2k
n
:::ˇk
z; .n 1/k
n
:
(61) Theorem 3.16. If z 2 C n f0; 1; 2; :::g, then k-beta function of n variables, n 2 satisfies the identity
n
nz
k 1ˇk.z; z; :::; z/ D ˇk
z; k
n
ˇk
z; 2k
n
:::ˇk
z; .n 1/k
n
:
(61) orem 3.16. If z 2 C n f0; 1; 2; :::g, then k-beta function of n variables, n 2 satisfies the identity n
nz
k 1ˇk.z; z; :::; z/ D ˇk
z; k
n
ˇk
z; 2k
n
:::ˇk
z; .n 1/k
n
:
(61) (61) Proof. Using the relation (25) on R.H.S of above equation (61), we have ˇk
z; k
n
:::ˇk
z; .n 1/k
n
D k.z/k. k
n/
k.z C k
n/
k.z/k. 2k
n /
k.z C 2k
n /
:::k.z/k. .n 1/k
n
/
k.z C .n 1/k
n
/
D
.k.z//nk. k
n/k. 2k
n /:::k. .n 1/k
n
/
k.z/k.z C k
n/k.z C 2k
n /:::k.z C .n 1/k
n
/
: By the Proposition 3.14 and Lemma 3.15, we obtain the required proof. By the Proposition 3.14 and Lemma 3.15, we obtain the required proof. By the Proposition 3.14 and Lemma 3.15, we obtain the required proof. Lately, Kokologiannaki [5] worked on properties and inequalities of generalized k-gamma, k-beta and zeta functions
and proved that the function k.x/ satisfies the identity Lately, Kokologiannaki [5] worked on properties and inequalities of generalized k-gamma, k-beta and zeta functions
and proved that the function k.x/ satisfies the identity k.2x/ D
r
k
22 x
k k.x/k.x C k
2 /; for x 2 C and Re.x/ > 0. Here, we extend this result. Theorem 3.17. For x 2 C and Re.x/ > 0, and n 2 N, prove that Theorem 3.17. For x 2 C and Re.x/ > 0, and n 2 N, prove that Theorem 3.17. For x 2 C and Re.x/ > 0, and n 2 N, prove that Theorem 3.17. m1m2m3:::mn Replacing x by k
r ; 2k
r ; :::; .r 1/k
r
and rk
r in the relation (24) respectively, we have
k.k
r / D k
1
r 1.1
r /
;
k.2k
r / D k
2
r 1.2
r /
k..r 1/k
r
/ D k
r 1
r
1.r 1
r
/
:::
k.rk
r / D k1 1.1/ D 1: k.k
r / D k
1
r 1.1
r /
;
k.2k
r / D k
2
r 1.2
r / k.k
r / D k
1
r 1.1
r /
;
k.2k
r / D k
2
r 1.2
r / k..r 1/k
r
/ D k
r 1
r
1.r 1
r
/
:::
k.rk
r / D k1 1.1/ D 1: Multiplying all above equations and applying the Lemma 3.13, we get Multiplying all above equations and applying the Lemma 3.13, we get k
k
r
k
2k
r
:::k
.r 1/k
r
D k
1
r C 2
r C:::C r 1
r
.r 1/.1
r /.2
r /:::.r 1
r
/
D k
1C2C3C:::C.r 1/
r
.r 1/r 1
2 .2/
.r 1/
2
D k
.1 r/
2
r 1
2 .2/
.r 1/
2
: D k
1C2C3C:::C.r 1/
r
.r 1/r 1
2 .2/
.r 1/
2
D k
.1 r/
2
r 1
2 .2/
.r 1/
2
: Properties of k-beta function with several variables
319 Lemma 3.15. If r 1 2 N; k > 0, and r 2 C n f0; k; 2k; :::g, then we have
k.rx/ D r
rx
k 1
2 k
.r 1/
2
.2/
.1 r/
2
k.x/k.x C k
r /k.x C 2k
r /:::k.x C .r 1/k
r
/: Remarks. The above Lemma 3.15 is the k-analogue of Gauss multiplication theorem. If we use r D 2, we have k-
analogue of Legendre duplication formula proved in [5]. Also, if k D 1, we have the classical Gauss multiplication
and Legendre duplication theorems [12]. Remarks. The above Lemma 3.15 is the k-analogue of Gauss multiplication theorem. If we use r D 2, we have k-
analogue of Legendre duplication formula proved in [5]. Also, if k D 1, we have the classical Gauss multiplication
and Legendre duplication theorems [12]. Theorem 3.16. m1m2m3:::mn For x 2 C and Re.x/ > 0, and n 2 N, prove that k.2nx/ D
r
k
2
2nx
k
1k.2n 1x/k.2n 1x C k
2 /:
(62) (62) Proof. The integral form of k-beta function in equation (26) is Proof. The integral form of k-beta function in equation (26) is Proof. The integral form of k-beta function in equation (26) is ˇk.x; y/ D 1
k
1
Z
0
t
x
k 1.1 t/
y
k 1dt: ˇk.x; y/ D 1
k
1
Z
0
t
x
k 1.1 t/
y
k 1dt: Replacing x and y by 2n 1x, in the above equation, we have Replacing x and y by 2n 1x, in the above equation, we have Replacing x and y by 2n 1x, in the above equation, we have Replacing x and y by 2n 1x, in the above equation, we have ˇk.2n 1x; 2n 1x/ D 1
k
1
Z
0
t
2n 1x
k
1.1 t/
2n 1x
k
1dt;
(63) (63) and changing the variable as t D 1Cs
2
which implies that dt D 1
2ds. Equation (63) gives ˇk.2n 1x; 2n 1x/ DD 2
k
1
Z
0
.1 s2
22
/
2n 1x
k
1 1
2ds:
By setting s2 D v ) 2sds D dv, we have
ˇk.2n 1x; 2n 1x/ D 1
k
1
2
2nx
k
1
1
Z
0
v
1
2 1.1 v/
2n 1x
k
1dv D
1
2
2nx
k
1
1
k ˇ.2n 1x
k
; 1
2/: ˇk.2n 1x; 2n 1x/ DD 2
k
1
Z
0
.1 s2
22
/
2n 1x
k
1 1
2ds: By setting s2 D v ) 2sds D dv, we have By setting s2 D v ) 2sds D dv, we have By setting s2 D v ) 2sds D dv, we have
ˇk.2n 1x; 2n 1x/ D 1
k
1
2
2nx
k
1
1
Z
0
v
1
2 1.1 v/
2n 1x
k
1dv D
1
2
2nx
k
1
1
k ˇ.2n 1x
k
; 1
2/: ˇk.2n 1x; 2n 1x/ D 1
k
1
2
2nx
k
1
1
Z
0
v
1
2 1.1 v/
2n 1x
k
1dv D
1
2
2nx
k
1
1
k ˇ.2n 1x
k
; 1
2/: A. Rehman et al. 320
A. Rehman et al. 320 320
A. Rehman et al. m1m2m3:::mn We obtain the following expression by using equation (34) We obtain the following expression by using equation (34) ˇk.2n 1x; 2n 1x/ D
1
2
2nx
k
1 ˇk.2n 1x; k
2 /:
(64) ˇk.2n 1x; 2n 1x/ D
1
2
2nx
k
1 ˇk.2n 1x; k
2 /:
(64) (64) By applying the definition of k-beta function as given in equation (25) on both sides of equation (64), we have By applying the definition of k-beta function as given in equation (25) on both sides of equation (64), we have k.2n 1x/:k.2n 1x/
k.2nx/
D
1
2
2nx
k
1
k.2n 1x/:k. k
2 /
k.2n 1x C k
2 /
; which implies k.2nx/ D 2
2nx
k
1k.2n 1x/:k.2n 1x C k
2 /
k. k
2 /
: By using the Corollary 3.5, we get k.2nx/ D
r
k
2
2nx
k
1k.2n 1x/k.2n 1x C k
2 /: Remarks. The Theorem 3.17 is the generalization of the Legendre’s duplication formula of .x/ in [12]. By using
n D 1, we find a formula k.2x/ which is proved in [5]. Further, if we use k D 1 and n D 0 in the result obtained,
we get the classical gamma function and the product form of the above Theorem is given by Remarks. The Theorem 3.17 is the generalization of the Legendre’s duplication formula of .x/ in [12]. By using
n D 1, we find a formula k.2x/ which is proved in [5]. Further, if we use k D 1 and n D 0 in the result obtained,
we get the classical gamma function and the product form of the above Theorem is given by k.2nx/ D . k
/
n
2
n
Y
iD1
2
2i x
k 1k.x/k.2i 1x C k
2 /; n 2 N: Acknowledgement: The authors would like to express profound gratitude to referees for deeper review of this
paper and the referee’s useful suggestions that led to an improved presentation of the paper. References [1]
Anderson G.D., Vamanmurthy M.K., Vuorinen M.K., Conformal Invarients, Inequalities and Quasiconformal Maps, Wiley, New
York, 1997 [1]
Anderson G.D., Vamanmurthy M.K., Vuorinen M.K., Conformal Invarients, Inequalities and Quasiconformal Maps, Wiley, New
York, 1997 [2]
Andrews G.E., Askey R., Roy R., Special Functions Encyclopedia of Mathemaics and its Application 71, Cambridge University
Press, 1999 [2]
Andrews G.E., Askey R., Roy R., Special Functions Encyclopedia of Mathemaics and its Application 71, Cambridge University
Press, 1999 [3]
Carlson B.C., Special Functions of Applied Mathemaics, Academic Press, New York, 1977 [4]
Diaz R., Pariguan E., On hypergeometric functions and k-Pochhammer symbol, Divulgaciones Mathematics, 200
192 [5]
Kokologiannaki C.G., Properties and inequalities of generalized k-gamma, beta and zeta functions, International Journal of
Contemp, Math. Sciences, 2010, 5(14), 653-660 [6]
Kokologiannaki C.G., Krasniqi V., Some properties of k-gamma function, LE MATHEMATICS, 2013, LXVIII, 13-22 [7]
Krasniqi V., A limit for the k-gamma and k-beta function, Int. Math. Forum, 2010, 5(33), 1613-1617 [8]
Mansoor M., Determining the k-generalized gamma function k.x/, by functional equations, International Journal Contemp. Math. Sciences, 2009, 4(21), 1037-1042 [9]
Mubeen S., Habibullah G.M., An integral representation of some k-hypergeometric functions, Int. Math. Forum, 2012, 7(4), 203
207 [10] Mubeen S., Habibullah G.M., k-Fractional integrals and applications, International Journal of Mathematics and Sc
7(2), 89-94 ( ),
[11] Mubeen S., Rehman A., Shaheen F., Properties of k-gamma, k-beta and k-psi functions, Bothalia Journal, 2014, 4, 371-379 [11] Mubeen S., Rehman A., Shaheen F., Properties of k-gamma, k-beta and k-psi functions, Bothalia Journal, 2014, 4, 371-379 [11] Mubeen S., Rehman A., Shaheen F., Properties of k-gamma, k-beta and k-psi functions, Bothalia Journa [12] Rainville E.D., Special Functions, The Macmillan Company, New Yark(USA), 1960 [13] Rudin W., Real and Complex Analysis, 2nd edition McGraw-Hill, New York, 1974
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|
English
| null |
Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
|
IntechOpen eBooks
| 2,020
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cc-by
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Nabil Sayme Nabil Sayme Abstract Cryopreservation is a worldwide technique that makes it possible to preserve
different living cells and tissues, including male and female gametes and embryos,
in a structurally intact state using low temperature over time. Since the starting
point of the cryopreservation era in 1776, until today, this was one of the most
important steps in assisted reproductive techniques. Conventional slow freezing of
spermatozoa is commonly used for cryopreservation of both ejaculated and surgi-
cally retrieved spermatozoa. The technique of the slow freezing is principally based
on dehydration of cells which is performed through slow cooling combined with low
concentrations of a cryoprotectant agent for achieving a balance. Besides of slow
freezing, for more than a decade, many reports suggest the sperm vitrification tech-
nique as an alternative to slow freezing. Contrary to the slow freezing method, with
vitrification, the effects of the cryoprotectants in spermatozoa are eliminated since
this method is cryoprotectant-free. All of these interesting and promising protocols
of vitrification, however, have not been implemented in the lab routine yet, and
slow freezing remains the standard cryopreservation method in most laboratories
worldwide. Keywords: cryopreservation, vitrification, permeable and non-permeable
cryoprotectants, human spermatozoa 1. Introduction Generally, sperm cryopreservation when correctly performed allows
long-term storage and usage when needed, which is one of the most essential parts
in assisted reproductive techniques. p
q
Complete cryopreservation as a technique consists three steps: the first one is a
collection of the sample, the second is the freezing procedure, and the third is the
storage part in liquid nitrogen [9]. For the male gamete cryopreservation, collecting
a sample can be divided into collecting ejaculated spermatozoa, collecting epididy-
mal spermatozoa, and collecting testicular spermatozoa. The first one, collecting
ejaculated spermatozoa, should be always the first option when the patient is
capable to provide a sample with adequate sperm viability; since intracytoplasmic
sperm injection (ICSI) allows that sperm is directly injected inside of the oocyte,
minimum requirement for semen parameters do not exist. On the other hand, the
complete absence of sperm in the ejaculate following 2–3 days of abstinence on at
least two occasions is the standard used to confirm the diagnosis of azoospermia; in
this case, epididymal and testicular collecting of spermatozoa are usual procedures
[9, 10]. Percutaneous epididymal sperm aspiration (PESA) does not require a surgi-
cal incision. A small needle is going directly into the head of the epididymis through
the scrotal skin, and fluid is aspirated and examined for the presence of motile
sperm. On the other side, microsurgical epididymal sperm aspiration (MESA)
involves dissection of the epididymis under the operating microscope and incision
of a single tubule. Fluid spills from the epididymal tubule and then is aspirated. Epididymal spermatozoa are mature and progressively motile, and epididymal
aspirates are much cleaner and devoid of the cellular debris that is seen in testicular
sperm preparations [10]. For the testicular sperm extraction (TESE) procedures,
different techniques have been developed and compared. The microsurgical TESE
seems to have the highest sperm retrieval rate and may limit damage to the testicu-
lar tissue. Spermatozoa can be retrieved from tubules that are dilated, and this can
be visualized with an operating microscope. This technique needs microsurgical
skills and general anesthesia is usually required. An open biopsy also allows the
excision of a larger tissue mass, allowing access to a greater number of sperm avail-
able for freezing [10, 11]. Besides these freezing steps, the thawing procedure is an
equivalently important step. Spermatozoa must be allowed to retrieve its normal
biological activities. 1. Introduction Cryopreservation, derived from the Greek word κρύος (krýos, “icy cold,
chill, frost”), is a worldwide technique that makes it possible to preserve differ-
ent living cells and tissues, including male and female gametes and embryos,
in a structurally intact state using low temperature over time. It has become
an indispensable part of most human-assisted reproductive technology (ART)
programs around the world. Since the starting point of the cryopreservation era
in 1776, Spallanzani [1] used snow to freeze spermatozoa and assess their motility
after thawing. One century later, Mantegazza (reported by Curry [2]) observed
that human sperm survived frozen at −17°C for more than 4 days. Since the late
1930–1940s [3, 4], scientists have effectively cryopreserved spermatozoa of
several mammalian species, especially bovine and human. In 1947, glycerol was
rediscovered as a cryoprotective agent allowing to freeze viable spermatozoa for
longer periods. Bernstein and Petropavlovski [3] demonstrated the positive effect 1 Cryopreservation - Current Advances and Evaluations of 1 mol/l glycerol on spermatozoa frozen to −21°C in the rabbit, guinea pig, bull,
ram, stallion, and boar. After that in the late 1940s, the results of experiments
based on the use of glycerol by Polge et al. [4] in the United Kingdom (1949)
were published. The first piglet born from frozen–thawed porcine sperm in 1957
showed that the fertilizing potential could also be preserved and no major harm
to the genetic apparatus was done [5]. Some cryopreservation methods developed in the 1950s are in use till now. However, the real success of cryopreservation was achieved in the 1970s with the
introduction of dry ice and liquid nitrogen vapor. Following the report published
in 1964, for the first time, human spermatozoa were successfully cryopreserved
[6]. Definitely, this was one of the most important steps in assisted reproductive
techniques, since the preservation of male sample in some conditions is the only
opportunity to preserve fertility for some couples. Besides that, sperm cryopreser-
vation is also considered as a rescue option for cases prior to radiotherapy and/or
chemotherapy [7] in cancer patients, prior to any other medical procedure that may
potentially lead to testicular failure or ejaculatory dysfunction as vasectomy [8],
as well as in cases of traveling husbands serving in the military or absent partners. Even in pediatric oncologic cases, in which testicular tissue can be preserved, the
cryopreservation of immature testicular tissue for later fertilization purposes seems
also advisable. 1. Introduction Generally speaking, at the present time, all the cryopreserva-
tion protocols use a thawing temperature of 37°C for 10 or 15 min [12]. 2 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 2. The conventional “slow freezing” method g
g
The cell further downgrades as well through consequent thawing and rewarm-
ing that affect their viability by possible excessive osmotic swelling. Chemical and
physical damage are also caused affecting the sperm cell membranes as a result of
expanded lipid peroxidation, due to the production of reactive oxygen species [20]
which also lead to loss of sperm motility [21]. In order to prevent all the previously
reported damages, during the time, different cryoprotectants were developed. Cryoprotectants are low-molecular-weight and highly permeable chemicals used
to protect spermatozoa from freeze damage by ice crystallization. There are four
main well-known cryoprotectants: glycerol, ethylene glycol, dimethyl sulfoxide,
and 1,2-propanediol. Cryoprotectants decrease the freezing point of a sample,
reduce the amount of salts and solutes present in the liquid phase of the sample, and
decrease ice formation within the spermatozoa [22]. Usually, the cryoprotectants
are added in an equal volume of semen in a dropwise manner, gently mixed at room
temperature, and then placed at 37°C for 10–15 min to allow for proper equilibra-
tion between the cells and the medium [23]. Besides the permeable cryoprotectants,
there are non-permeable agents, such as raffinose, sucrose, egg yolk citrate, albu-
min, polyethylene glycol, and polyvinylpyrrolidone, which are common additives
that cannot pass through the plasma membrane but have antioxidant effects and are
used to improve post-thaw sperm functional parameters such as post-thaw motility,
viability, and reducing DNA damage [12]. Presently, slow freezing techniques have g
g
The cell further downgrades as well through consequent thawing and rewarm-
ing that affect their viability by possible excessive osmotic swelling. Chemical and
physical damage are also caused affecting the sperm cell membranes as a result of
expanded lipid peroxidation, due to the production of reactive oxygen species [20]
which also lead to loss of sperm motility [21]. In order to prevent all the previously
reported damages, during the time, different cryoprotectants were developed. p
g
g
y p
p
Cryoprotectants are low-molecular-weight and highly permeable chemicals used
to protect spermatozoa from freeze damage by ice crystallization. There are four
main well-known cryoprotectants: glycerol, ethylene glycol, dimethyl sulfoxide,
and 1,2-propanediol. Cryoprotectants decrease the freezing point of a sample,
reduce the amount of salts and solutes present in the liquid phase of the sample, and
decrease ice formation within the spermatozoa [22]. 2. The conventional “slow freezing” method Conventional slow freezing of spermatozoa is commonly used for cryopreser-
vation of both ejaculated and surgically retrieved spermatozoa. The technique of
slow freezing is principally based on dehydration of cells [13] which is performed
through slow cooling combined with low concentrations of a cryoprotectant agent
for achieving a balance. Slow freezing of spermatozoa is commonly performed by
stepwise manual or continuous programmed freezing of vials or straws, containing
a mixture of cryoprotectants and spermatozoa, to subzero temperatures [14]. The
manual method is performed by simultaneously decreasing the temperature of
the semen while adding a cryoprotectant in a stepwise manner and after immers-
ing the samples into liquid nitrogen [15]. Mahadevan et al. [16] reported that
the optimal initial cooling rate of the specimen from room temperature to 5°C is
0.5–1°C/min. The sample is then frozen from 5°C to −80°C at a rate of 1–10°C/min
and then submerged into liquid nitrogen at −196°C. Despite the fact many research
presented successful sperm freezing with manual techniques, the reproducibility
of this procedure pointed out some problems. For this reason, programmable
freezers have been investigated [17]. These devices generally use a plate to hold the
straws; these are cooled by liquid nitrogen held in a storage tank under the plate. Liquid nitrogen is poured into the tank, and the machine, once programmed, uses
the software data logging to obtain cooling from 20°C to −80°C at a rate of 1.5°C/min
and then at 6°C/min; at completion of the freezing, the straws are removed and
stored in liquid nitrogen at −196°C. This takes about 40 min [17]. Software is
simple to use and do not require continuous operator intervention and, besides
that, have been used to increase the reproducibility of the freezing operations. p
y
g p
However, many research confirmed that the cryopreserved/thawed spermatozoa
lose about 50–40% of their pre-freezing motility value, with considerable fluctua-
tion among samples [18]. Although, after freezing, the regression of the motility is
one of the first affected parameters, the mechanism of sperm impairment and its
mechanical, physical, and/or chemical etiology is still the point of discussion. The
ice equilibrium in conventional slow freezing is one of the main causes of mechani-
cal cell injury, which result in the formation of intra- or extracellular ice crystal,
along with the osmotic damage [19]. 3. Vitrification as an alternative: new technique In the past, the first successful vitrification of frog spermatozoa was done by
Luyet and Hodapp [26] and fowl spermatozoa 4 years later by Shaffner [27]. In the
early 1980s, Rall and Fahy [28] managed to successfully vitrify embryos using high
concentrations of permeable cryoprotective agents and a relatively low speed of
cooling and warming, and since then, the main approach to vitrifying spermatozoa
has been considered the same as the methods used for other types of mammalian
cells [29]. Vitrification as a method is based on the ultrarapid increase and decrease
of temperatures with or without the use of non-permeable cryoprotectants. During
the procedure, water is cooled to a glassy state through extreme increasing of
viscosity without intracellular ice crystallization making this procedure less labor-
intensive, faster, and presumably safer than traditional slow freezing protocols [30]. intensive, faster, and presumably safer than traditional slow freezing protocols [30]. Contrary to the slow freezing method, the effects of the cryoprotectants in
spermatozoa are eliminated since this method is cryoprotectant-free. Using this
method, the sperm suspension is plunged directly into liquid nitrogen, and the
sperm cells are cooled in an ultrarapid manner, known as kinetic vitrification [25]. What is more, cryoprotectant-free technique avoids the use of the classic toxic cryo-
protective agents (CPA) that may have lethal effects of osmotic shock and prevent
lethal intracellular ice formation and the harmful effects of high salt concentra-
tions during freezing and thawing [25]. The first described cryoprotectant-free
vitrification by Nawroth et al. [31] suggested that spermatozoa were located onto
copper loops or into standard 0.25 ml insemination straws and plunged directly
into liquid nitrogen. During the years of improving technique, different devices
have been tested [30, 32, 33]. Isachenko et al. [34] compared the vapor phase and
liquid phase for sperm cryopreservation, using the cryoloop, droplet, and open
straw methods. Cryoloops with a film of spermatozoa suspension were cooled for
3 min in liquid nitrogen vapor at −160°C and then placed into pre-cooled cryovials
(CryoTubesTM, 4.5 ml volume, 92 mm length; Nunc GmbH & Co. KG, Wiesbaden,
Germany) and were stored in liquid nitrogen until the time of warming. The
second developed method at that time was vitrification in liquid nitrogen vapor
using droplets where sperm suspension was located onto aluminum foil previously
cooled in liquid nitrogen vapor to −160°C. 2. The conventional “slow freezing” method Usually, the cryoprotectants
are added in an equal volume of semen in a dropwise manner, gently mixed at room
temperature, and then placed at 37°C for 10–15 min to allow for proper equilibra-
tion between the cells and the medium [23]. Besides the permeable cryoprotectants,
there are non-permeable agents, such as raffinose, sucrose, egg yolk citrate, albu-
min, polyethylene glycol, and polyvinylpyrrolidone, which are common additives
that cannot pass through the plasma membrane but have antioxidant effects and are
used to improve post-thaw sperm functional parameters such as post-thaw motility,
viability, and reducing DNA damage [12]. Presently, slow freezing techniques have 3 Cryopreservation - Current Advances and Evaluations been widely used in sperm cryopreservation with acceptable results for sperm vital-
ity and motility after thawing [24]. However, for more than a decade, many reports
suggest sperm vitrification technique as an alternative to slow freezing [25]. 3. Vitrification as an alternative: new technique During cooling, the droplet of sperm
suspension adopted a spherical form, which was placed into pre-cooled cryovials
and stored in liquid nitrogen. With open straw method, sperm suspension was
drawn inside the end of open-pulled straws (0.25 ml) (Medical Technology GmbH,
Altdorf, Germany) by capillary action [32]. Straws were placed inside other sterile
90 mm straws which were prepared from the standard 0.5 ml insemination straws
(Medical Technology GmbH, Altdorf, Germany) and then hermetically closed
using a handheld sealer and then plunged into liquid nitrogen. During this pro-
cedure, it was described that there was no contact between the wall of the 90 mm
straw and the suspension of spermatozoa inside the open-pulled straws, due to the
presence of a meniscus in the suspension [34]. At the end, the results report that
CPA-free cryopreservation of spermatozoa could occur in a wide range of cooling
rates, but the major disadvantage of cryoprotectant-free vitrification was that only
small volumes of spermatozoa (≤40 μl) could be vitrified in these systems [32]. Wh
i
i
h
i
i
h
f
i ifi
i
S h l p
y
What is more, in the aim to improve the cryoprotectant-free vitrification, Schulz
et al. [35] added some carbohydrate supplements (glucose, sucrose, and trehalose) 4 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 to the sperm suspension and obtained that sucrose has increased spermatozoa
motility and viability after thawing. Later on, Isachenko et al. [36] investigates the
ability of sucrose to protect sperm motility, viability, mitochondrial membrane
potential integrity, spontaneous capacitation, and acrosome reaction. Spermatozoa
were cryoprotectant-free vitrified using three different media: human tubal fluid
medium (control), human tubal fluid medium with 1% human serum albumin, and
fluid medium with 1% human serum albumin and 0.25 M sucrose [36]. Obtained results in this research [36] indicate that the number of progressively
motile spermatozoa was significantly higher in the sucrose-supplemented medium
group (57%) than with controls (19%). The combination of fluid medium with 1%
human serum albumin and sucrose (65%) has a stronger cryoprotective effect on
the integrity of mitochondrial membrane potential than with human tubal fluid
medium with 1% human serum albumin alone (33%). 3. Vitrification as an alternative: new technique It was concluded that cryo-
protectant-free vitrification of human spermatozoa with non-permeable cryopro-
tectants such as human serum albumin and sucrose can effectively cryopreserve the
cells without significant loss of important physiological parameters. On the other
hand, Chen et al. [37] reported that normozoospermic patient samples vitrified
by the cryoprotectant-free method with or without the addition of sucrose did not
show a significant difference in the sperm recovery rate and motility rate. g
p
y
y
During the years, many researchers got their attention into the vitrification
of oocytes, embryos, larger cells, and even tissues [38–40]. It was established, at
that time, that vitrification for oocyte and embryo could not be achieved without
combinations of high concentrations of both permeable and non-permeable cryo-
protectants in order to reach stable vitrification and allow using a relatively low rate
of cooling and warming. Mainly dimethyl sulfoxide, propanediol, or ethylene glycol
were used for ooctyte and embryo vitrification [41–43]. However, these methods
also have their limitations, and especially human spermatozoa are intolerant to the
high concentrations of cryoprotectants conventionally used in vitrification [44, 45]. Suggested reasons for successful vitrification in the absence of cryoprotectants for
spermatozoa are the size of the cells and their relative concentration of soluble mac-
romolecules. The shape and size of the sperm head could define the cryo-sensitivity
of the cell. Comparative studies [46] have shown a negative correlation between
the size of the sperm head and cryo-stability. Oocyte and spermatozoa naturally
contain high concentrations of proteins, which help in vitrification. Thus, a higher
cryoprotectant concentration is needed for extracellular vitrification than for intra-
cellular vitrification [25]. It can be assumed that the amount of osmotically inactive
water is also higher in spermatozoa and is combined with several macromolecular
structures such as DNA, histones, etc. [47]. Extensive classification of intracellular
compounds may also contribute to the successful survival of spermatozoa [48]. p
y
p
In spite of this, vitrification of spermatozoa is still a rather unexplored method-
ology, with limited studies showing its efficacy in male gametes [24, 25, 30–32]. In
the last two decades, different sperm vitrification protocols have been published,
most of them developed by Isachenko [30–32, 34, 36] where not only different
combinations of cryoprotection but also different devices have been tested as well. 3. Vitrification as an alternative: new technique These interesting and promising protocols, however, have not been implemented in
the IVF lab routine yet, and slow freezing remains the standard cryopreservation
method in most laboratories worldwide [49]. 4. Our experience Since there is no optimal accepted algorithm for the vitrification procedure and
no evidence has been established regarding the possibility of achieving successful 5 Cryopreservation - Current Advances and Evaluations human spermatozoa vitrification without cryoprotectant, the differences between
vitrification of human sperm with and without two non-permeable cryoprotectants
(NPC), sucrose (SUC), and trehalose (TRE) were investigated. For that, five human
semen samples diagnosed as normal (normozoospermia) were obtained and analyzed. All samples were prepared through 80% one-step density gradient and then were
diluted to a defined sperm concentration of 40 × 106 sperms per ml. following the
guidelines of the World Health Organization criteria [13]. Motility and vitality of the
sperm were recorded in each sample. Each sample was then divided into three parts. Each part of the samples underwent vitrification using three different methods: (i)
150 μl cryostraw filled with the sample was directly plunged into liquid nitrogen, (ii)
small drops of the samples were dripped into liquid nitrogen, and (iii) microcapil-
laries were plunged directly into liquid nitrogen. Each part was vitrified differently
using sucrose and trehalose or without a cryoprotectant. Sucrose and trehalose were
diluted in media, 500 mM, after merging it with the sperm solution concentrations
till they have reached 250 mM of concentration with 20 × 106 sperms per ml. After
a minimum of 24 hours of cryopreservation, samples were thawed in warm water at
37°C for 20 seconds. Then, the samples were washed in 1 ml media (SpermActive®;
Gynemed) and incubated at 37°C. Motility and vitality were directly assessed, 30
and 120 min after thawing. It was found that sperms’ overall survival rates ranged
from 1.2 to 37.5%. Mean survival rates for each method were as follows: method
(i), 15.5 ± 5.3% for sucrose, 16.6 ± 5.2% for trehalose, and 19.8 ± 7.8% without
cryoprotectant; method (ii), 47.8 ± 16.6% for sucrose, 53.8 ± 13.4% for trehalose,
and 40.4 ± 7.5 without cryoprotectant; and method (iii), 10.3 ± 2.9% for sucrose, 8.2
± 3.9% for trehalose, and 8.2 ± 3.3% without cryoprotectant (Table 1). Statistical
analyses revealed significant differences only between method (ii) and method (iii)
(Table 2), with a tendency for better survival rates in method (ii) under all three
conditions, especially with trehalose (mean survival rate of 53.8 ± 13.4%; Table 1). Table 1.
Mean survival rates for all three methods and conditions. 4. Our experience However, these differences are not representative because of the low survival and
motility rate after thawing for method (iii), which might be affected by the heat
sealing process (sealing small volume of the sample). No significant differences were
observed regarding the addition of sucrose and trehalose or vitrification without a
cryoprotectant in terms of overall survival rates (suc. vs. no cryoprotectant n = 5,
p > 0.4; tre. vs. no cryoprotectant n = 5, p > 0.3; Table 2). Similarly, no significant
differences were assessed between the use of sucrose and trehalose (n = 5, p > 0.7). Mean motility recovery, measured after 120 min of thawing, was 13.7 ± 5.9% for
sucrose, 12.8 ± 4.2% for trehalose, and 10.1 ± 4.3% without cryoprotectant, and 6 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152
Table 2. Comparison of the different methods. Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Comparison of the different methods. between these three groups, there was not a significant difference. However,
interestingly, a tendency of improved motility was observed during post-thawing
incubation specifically in addition of cryoprotectants (Figure 1). Therefore, the
choice of the vitrification method and conditions seems to influence survival rates,
motility, and vitality of the sperm, but the significant difference in sperm recovery
after vitrification with non-permeable cryoprotectants was not found; the reason Figure 1. Recovery of motility by post-thawing incubation. Figure 1. Figure 1. Recovery of motility by post-thawing incubation. 7 Cryopreservation - Current Advances and Evaluations that influenced the obtained result might be the small sample size. On the other
hand, the improvement of the methodology of sperm vitrification could yield in
positive additional effects of non-permeable cryoprotectants. Under these condi-
tions, obtained data might be encouraging for further studies, to extend on a greater
number of normal sperm samples as well as to those patients with reduced semen
quality and fertility problems. Moreover, the increase in post-thaw sperm motility is
an important aspect in the use of all assisted reproduction techniques and should be
also confirmed by further studies. Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152
Author details
Nabil Sayme
Team Kinderwunsch Hannover, Hannover, Germany
*Address all correspondence to: nsayme5@aol.com
© 2019 The Author(s). Licensee IntechOpen. This chapter is distributed under the terms Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 Cryopreservation of Human Spermatozoa: A New Frontier in Reproductive Medicine
DOI: http://dx.doi.org/10.5772/intechopen.90152 5. Conclusion Spermatozoa cryopreservation for males is the standard fertility preservation
care in patients undertaking gonadotoxic treatments, such as chemotherapy/
radiotherapy. The conventional cryopreservation, the slow freezing technique, is
standardized and commonly used. However, functional sperm parameters includ-
ing motility after the thawing are still challenging. New methods that preserve
spermatozoa are promising, even though they still need validation before being
routinely used in an assisted reproduction program, including the essential use of
new cryoprotectants and new antioxidants to improve sperm quality after thawing. Moreover, spermatozoa lyophilization is another method that is still under investi-
gation. However, as the spermatozoa are immotile, lyophilized sperm can only be
used in ICSI. Hence, future research needs not only to investigate the optimization
and safety of methods but also for the health of the offspring. 8 Author details 9 Cryopreservation - Current Advances and Evaluations References Vitro Fertilization. Switzerland:
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of Reproduction and Fertility. 1993;99:471-477 [49] Mocé E, Fajardo AJ, Graham JK. Human sperm cryopreservation. EMJ. 2016;1:86-91 [42] Mukaida T, Wada M, Takahashi K. Vitrification of human embryos based
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How to do things with signs. The formulation of directives on signs in public spaces
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Journal of pragmatics
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Jan Svennevig a, b a University of Agder, Department of Nordic and Media Studies, P.O. Box 422, Kristiansand, 4604, Norway
b University of Oslo, Department of Linguistics and Scandinavian Studies, P.O. Box 1102, Oslo, 0317, Norway a r t i c l e
i n f o Article history:
Received 13 August 2020
Received in revised form 4 January 2021
Accepted 16 January 2021
Available online 9 February 2021
Keywords:
Directives
Linguistic landscape
Entitlement
Public signage
Compliance
Prohibition Article history:
Received 13 August 2020
Received in revised form 4 January 2021
Accepted 16 January 2021
Available online 9 February 2021 Article history:
Received 13 August 2020
Received in revised form 4 January 2021
Accepted 16 January 2021
Available online 9 February 2021 This paper analyzes signs and written messages aimed at regulating people's behavior in
public spaces. Based on a collection of more than 700 verbal and pictographic signs, the
paper focuses on how the formulation of the directives reflect and construct the authors'
deontic authority, how they account for the social legitimacy of the directive and how they
seek to evoke the addressee's goodwill and cooperativeness. The analysis shows that the
author's entitlement to perform the directive may be grounded in references to institu-
tional authority, or that it may be manifested in the linguistic or pictographic expression
itself, such as use of imperative mode, exclamation marks, or threats of sanctions. Enti-
tlement may also be established by providing accounts for the legitimacy of the directive. These take the form of reference to rules and norms or information about benefits of the
requested action to the recipients or third parties. Finally, the analysis shows how signs
may seek to evoke positive attitudes in the addressee by creating affiliation or by using
humor and poetic devices. By comparing with previous research on directives in conver-
sation, the paper identifies request practices that are specific to this form of written
communication. Keywords:
Directives
Linguistic landscape
Entitlement
Public signage
Compliance
Prohibition © 2021 Elsevier B.V. All rights reserved. E-mail address: jan.svennevig@uia.no. E-mail address: jan.svennevig@uia.no.
https://doi.org/10.1016/j.pragma.2021.01.016
0378-2166/© 2021 Elsevier B.V. All rights reserved. Journal of Pragmatics 175 (2021) 165e183 Journal of Pragmatics 175 (2021) 165e183 https://doi.org/10.1016/j.pragma.2021.01.016
0378-2166/© 2021 Elsevier B.V. All rights reserved. © 2021 Elsevier B.V. All rights reserved. 1. Introduction Public spaces are full of signs and written notes telling the public what to do and what not to do, such as the omnipresent
“No smoking”-signs or the post-it notes commonly found in lunch rooms saying “Clean up after yourself”. Such signs are
powerful indices of norms of propriety and social order. Not only do they provide insight into what sorts of actions are
deemed mandatory or improper in which locations e and in need of explicit exhortation, they also provide insight into the
entitlement various actors claim in regulating the actions of others, and the methods they use to seek compliance. While there
is by now a rich literature on the formulation of requests in face-to-face interaction (for an overview, see Drew and Couper-
Kuhlen, 2014), there is as of yet hardly any attention devoted to how public signs or other written texts seek to regulate
behavior by using different linguistic formulations and pictographic representations. This article is a first attempt at iden-
tifying some common formats used on such signs and discussing how they display entitlement and seek compliance. Journal of Pragmatics 175 (2021) 165e183 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig 3. Requests in conversation In the field of Conversation Analysis, the situation is diametrically opposite. There is a vast amount of studies of directives,
but no studies of how they are formulated in written genres. This may not be surprising, given that the field of research deals
primarily with oral interaction rather than with written text. However, many of the concepts used in CA for describing action
formation are clearly relevant and applicable also to written utterances. For instance, Curl and Drew (2008) show how re-
quests with modal interrogatives (‘can you…’) claim a higher entitlement to ask for the service than do requests formulated as
‘I wonder if…’. Similarly, imperatives claim higher entitlement than do modal interrogatives (Craven and Potter, 2010). Another dimension of requests is how speakers orient to contingencies (Curl and Drew, 2008), that is, potential obstacles to the
accomplishment of the requested action. Interrogatives with modal auxiliaries, such as ‘could you’ and ‘would you’, display an
orientation to potential problems related to the recipients' abilities or willingness to complete the requested action (Urbanik
and Svennevig, 2019). The study of such practices in conversation is often framed within the field of social deontics (Stevanovic and Per€akyl€a, 2012). The term is derived from the semantic term deontic modality, denoting linguistic expressions of necessity, obligation and
desirability (Palmer, 2001). Deontic authority may be based on the speakers' deontic status, such as their institutionally
established rights to decide about the actions of others. Various degrees of authority may be claimed in conversation by various
modal expressions, such as the use of imperative mood (‘Come here!’), modal auxiliaries (‘You must/should/ought to come
here’) or modal adverbs and adjectives (‘Smoking forbidden’). By using such expressions, speakers express a deontic stance, that
is, a claim to a certain degree of authority to decide about future actions. The relationship between deontic status and stance is not a simple or direct one. Often they will be congruent, so that
people with high deontic status will use strong deontic expressions. But sometimes people with high status will downplay
their authority by using weak deontic expressions, or conversely, people with low deontic status will try to inflate their
authority by using strong deontic expressions (Stevanovic and Per€akyl€a, 2012). The current study proposes to use these concepts developed in CA as the analytical apparatus for describing the
formulation of directives on signs. 2. Directives in the linguistic landscape There is an established research field studying written messages in public spaces, Linguistic Landscape Studies. It emerged
within the field of sociolinguistics, and a main concern has been the representation of various languages on signs in
multilingual societies. As stated in the introduction to the first issue of the journal Linguistic Landscape: “The main goal of LL
studies is to describe and identify systematic patterns of the presence and absence of languages in public spaces and to un-
derstand the motives, pressures, ideologies, reactions and decision making of people regarding the creation of LL in its varied
forms.” (Shohamy and Ben-Rafael, 2015:1, emphasis added). Originally dominated by quantitative studies of formal aspects of
language, the field has increasingly widened the scope to more qualitative approaches, such as ethnography (e.g. Blommaert,
2013) and semiotics (Peck and Stroud, 2015). This has led to an increased interest in multimodality and different material
artefacts (Thurlow and Goncalves, 2019). However, up until now, hardly any studies have addressed the pragmatic aspects of
signs, especially the linguistic formulation of various classes of actions, such as warnings, informings, prohibitions, requests or
offers. Only a few studies touch upon such issues as part of other analytic agendas. One example of a study that partly addresses the formulation of directives is Ferencik (2018), which analyzes practices of
politeness in regulatory signs and notices in a tourism site in Slovakia. He notes that in settings where the author has
indisputable authority (such as property rights), signs tend to use direct formulations involving imperatives or nominali-
zations, thus reflecting a traditional Slovak politeness ‘ethos’. Signs in commercial settings, where the customer is assigned
more power, conform more to an English or globalized politeness ethos by using conventional indirectness and politeness
formulas such as ‘please’ and ‘thank you’. Apart from studies such as this one, there is still a surprising scarcity of studies
investigating signs as social actions. 4. Data and method In this way, the
collection represents as many different formulations as possible, enabling identification of similarities and differences among
them and thereby to propose classes of practices with certain fundamental features in common. y
p
p
p
The analysis uses the theoretical and conceptual apparatus developed in the study of action formation in the field of
Conversation Analysis (Levinson, 2013). However, there is one fundamental difference between CA studies and the current
one. The study of action formation and ascription in CA is a study of how interlocutors give a certain utterance status as a
specific type of action by a process of interactional negotiation, in which responses and third position moves (responses to
responses) are constitutive in determining the action status of an utterance. In Schegloff's (2007) words, action is determined
partly by composition e the linguistic and embodied format of the directive e partly by position, that is, its place in a sequence
of turns and actions. When studying public signage, the latter aspect becomes problematic. It would in principle be possible to study how the
public behave in the presence of signs involving various formulations of directives. However, it would prove difficult to
establish the procedural consequentiality of the formulations, that is, to claim that the behavior observed was normatively
oriented to the formulation of the directive. Furthermore, representatives of the institution responsible for the sign are
seldom present to help clarify the meaning of the sign or to endorse or sanction the public's adherence or non-adherence. Consequently, there are clear limitations to the possibilities of studying signs in a sequential, procedural perspective with
the standard methods developed for studying talk-in-interaction. An alternative to investigating the sequential position of a written directive is to focus instead on another type of ‘position’,
namely the physical placement of the sign. A directive on a public sign is not primarily designed by reference to a previous
utterance or action, but rather to the physical surroundings and their affordances for action. For instance, some sculptures in
public parks offer great opportunities for climbing and playing. Signs prohibiting touching the sculptures must therefore be
analyzed in relation to the potential for illegitimate action offered by these physical structures. Thus, the analysis does not just
investigate the signs themselves, but considers them in light of their physical placement. 4. Data and method The signs included in the study are posted in public spaces, meaning that they are not addressed to specific individuals but
to a broader, unspecified public. They range from ephemeral signs, such as handwritten post-it notes in lunchrooms, to more
permanent ones, such as printed metal signs fixed to walls in public institutions. They all include as their main action a
directive, that is, a semiotically mediated action with the purpose of getting the addressees to do something or to refrain from
doing something in the interest of the person or institution responsible for the sign or some third party (Drew and Couper-
Kuhlen, 2014). They contrast with warnings (such as ‘The floor is slippery’), where the purpose is to get the addressees to act
in their own interest. The class of actions is rather broad, ranging from unconditional orders and prohibitions to weaker forms,
such as ‘reminders’ and suggestions. Included are also ‘indirect’ forms, or composite actions (Rossi, 2018), such as “Thank you
for not smoking”, where the directive is expressed by means of a vehicle conventionally associated with another class of
actions. The study is based on a collection of 700þ photos of signs and notices, taken in the period 2013e2019, mainly in Norway,
but some also in various other countries, such as Sweden, Denmark, Germany, Italy, Greece, India, Malaysia and USA. The data 166 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig collection has been conducted with the aim of getting a maximum of variation in wording and other semiotic resources for
expressing the directive. The inclusion of signs from different countries also contributes to this aim. This sampling technique
differs from many linguistic landscape studies, which have more restricted and coherent sets of data. However, it is motivated
by the fact that the study is a qualitative study of types of formulations rather than a quantitative study of frequencies related
to contexts of use or types of directives. The inclusion of new instances has been guided by a principle of data saturation,
meaning that after a certain formulation has been attested several times (for instance the sign ‘No smoking’ accompanied by a
picture of a cigarette with a prohibition sign over it), new instances are no longer added to the collection. 4. Data and method In doing this, the analysis adopts the
principles of geosemiotics, a research field studying physical locations as holistic, meaningful structures, ‘places’ rather than
‘spaces’ (Scollon and Scollon, 2003). It may also be argued that signs are objects that the members themselves treat as different from turns in conversation. For
instance, given that authors of signs do not have any opportunity to clarify their meaning or respond to the audience's re-
actions to the signs, we might expect that they will strive for maximal clarity and non-negotiable claims of deontic authority. They will compensate for the possibility to negotiate the meaning of an utterance by reducing ambiguities and other potential
sources of misunderstanding. This contributes to giving signs a status as texts ‘speaking for themselves’ (Olson,1996). As such,
the composition aspect of the action realized becomes more important. The analysis will thus focus primarily on the linguistic
and semiotic conventions drawn upon in the formulation of the individual directive. 5. Analysis The analysis first addresses formats that express a high entitlement to perform the directive, either based on the
responsible actor's deontic authority (status) or by taking a strong deontic stance. Second, it shows how entitlement is
claimed by accounts for the legitimacy of the directive and the requested action. Third, it addresses how signs may seek to
create affiliation with the recipient and thereby establishing a relation of cooperativeness. Finally, it shows how rhetorical
devices may be used to evoke positive attitudes toward the directive. the article, I do not use this term but instead the less technical term ‘author’ to refer to the actor responsible for the sign 5.1. Expressions of authority In public signage, reference to deontic status is sometimes used to signal authority. The social actor responsible for the sign
is most commonly an institutional body or a person in an institutional role. These actors are thus ‘principals’ in Goffman's
(1979) terminology, that is, the figure “whose position is established by the words spoken” and “who has committed him-
self to what the words say” (Goffman, 1979: 17).1 The actor responsible for the directive is often not identified on the sign, but
occasionally there is some form of a ‘signature’ at the bottom. In such cases, this actor is most commonly an institution or an
institutional figure with authority and high deontic status. In Fig. 1, a sign placed at the entrance to Taj Mahal monument in
India, the signature is ‘Superintending archeologist’ plus the institutional body ‘Archeological Survey of India’. In Fig. 2, on a
sign posted on the entrance to a building of the University of Oslo, it is the ‘University director’ (Universitetsdirektøren), that
is, the head of the administration. Common to these signatures is that they represent the highest ranked function in the 167 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig administrative hierarchy. The fact that the signs only indicate the title (and not the name of the individual, for example)
highlights the institutional character of the authority. administrative hierarchy. The fact that the signs only indicate the title (and not the name of the individual, for example)
highlights the institutional character of the authority. Fig. 1. Carrying eatables, paan, paan masala, cigarettes, match box, bidis, arm, electronic goods, tripod etc. are strictly prohibited inside the monument. Please do
not make the monument dirty. Superintending Archeologist Archeological Survey of India. Fig. 1. Carrying eatables, paan, paan masala, cigarettes, match box, bidis, arm, electronic goods, tripod etc. are strictly prohibited inside the monument. Please do
not make the monument dirty. Superintending Archeologist Archeological Survey of India. Fig. 2. Bicycles must not under any circumstances be brought into the buildings of the university. This concerns both employees, students and guests. This is a
previously announced prohibition by the University Director in 1997 and has statutory basis in the general stewardship of the Technical department. […]. The
University Director Fig. 2. Bicycles must not under any circumstances be brought into the buildings of the university. This concerns both employees, students and guests. 5.1. Expressions of authority This is a
previously announced prohibition by the University Director in 1997 and has statutory basis in the general stewardship of the Technical department. […]. The
University Director Markers of modality indicating deontic stance are practically omnipresent in signs regulating behavior in public. The
majority of signs display a strong deontic stance, claiming unequivocal and complete authority to regulate the actions of
others. In the signs in Figs. 1 and 2, we find strong modal expressions, such as imperative (‘do not make the monument dirty’),
strong modal auxiliaries (‘bicycles must not…’) and verbs indicating institutional authority (‘prohibit’). The deontic stance is
furthermore upgraded by various reinforcing adverbs and adverbial phrases (‘strictly prohibited’, ‘under no circumstances’). The physical position of the signs at entrances to public institutions adds to the expression of authority in that the signs
acquire a symbolical function as ‘gatekeepers’, regulating the admission to the premises. This tendency to take a strong deontic stance is not restricted to senders with high deontic status. In Fig. 3, from a waste
bin in a sports center, we see a similarly strong admonishment, using imperative mood and multiple exclamation marks to
upgrade the deontic stance. However, this text is signed by the ‘cleaning dept.’ (renholdsavd.), an institutional body which is
not normally associated with the authority to regulate people's handling of waste. Instead, the multiple exclamation marks
seem to indicate a different basis for claiming deontic authority, such as personal frustration or moral indignation. Other signs
do not have a signature at all, but may still use strong deontic expressions. In Fig. 4 (from the same sports center), the request
not to take bikes inside is formulated with the strong modal auxiliary ‘skal’ (shall) and the stance is upgraded by underlining. Who is responsible for this sign is not indicated, but its placement on the booth of the supervision guard may indicate some
institutional authority associated with the practical administration of the premises. 168 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig Fig. 3. Do not throw garbage on the floor!!!!! Use the waste bin!!!! The
cleaning dept. J. Svennevig Fig. 4. Bicycles shall not go inside. Fig. 4. Bicycles shall not go inside. Fig. 3. Do not throw garbage on the floor!!!!! Use the waste bin!!!! The
cleaning dept. A power-based strategy for gaining compliance is imposing sanctions on non-compliance. In Fig. 5.1. Expressions of authority 5, the sanction is expulsion
and economic compensation, and in Fig. 6 it is confiscation. Actually, in the latter case the prohibition is not expressed
explicitly at all, so the readers have to infer it from the sanction. Furthermore, the spatial range of the prohibition is left
implicit, so it has to be inferred from the position of the sign. In these cases, the authors claim the right to impose the sanction
and thereby provide the basis for their deontic authority. The legal basis for the sanction is seldom expressed and it may be
questionable in the case of Fig. 6 (but see below on references to legislation). Fig. 5. IMPORTANT The operation of Egnebuloftet is based on sales. Brought-along
drinks lead to expulsion for 3 months starting immediately. IMPORTANT Whoever
starts a fight in the premises of Egnebuloftet will be expelled for 3 months. If in-
ventory is damaged, this will have to be recompensed. Fig. 6. Bicycles will be removed without warning. Bicycle stand beneath
the cafe. Fig. 6. Bicycles will be removed without warning. Bicycle stand beneath
the cafe. Fig. 5. IMPORTANT The operation of Egnebuloftet is based on sales. Brought-along
drinks lead to expulsion for 3 months starting immediately. IMPORTANT Whoever
starts a fight in the premises of Egnebuloftet will be expelled for 3 months. If in-
ventory is damaged, this will have to be recompensed. 5.2. Accounts for the legitimacy of the directive The author's entitlement to perform the directive may also be established by using accounts, that is, providing reasons for
the directive in terms of either causes or motives (Heritage, 1988). Accounts are used when social actors anticipate that their
addressees will question or object to their social actions (Scott and Lyman, 1968). The account thus seeks to make the action
more understandable or acceptable and thereby to preempt potential resistance from the recipient. Accounts may be explicit 169 J. Svennevig Journal of Pragmatics 175 (2021) 165e183 and take the form of an independent clause or they may be more implicit and embedded in the social action itself (Robinson,
2016). We will here primarily consider explicit accounts formulated in separate clauses. and take the form of an independent clause or they may be more implicit and embedded in the social action itself (Robinson,
2016). We will here primarily consider explicit accounts formulated in separate clauses. Signs requesting or prohibiting some action are often presented as unproblematic and fully legitimate without any ac-
counting practices, such as in Fig. 3 above, where there is no account for the cleaning department's right to regulate people's
behavior. Others present extensive accounts for the legitimacy of the directive, as in Fig. 2 above: ‘This is a previously
announced prohibition by the University Director in 1997 and has statutory basis in the general stewardship (forvalteransvar)
of the Technical department.’ The account here provides the institutional and legal basis for the prohibition. Accounts may explain and motivate actions in two ways. First, they may provide causal explanations in relation to already
existing norms, conventions, rules or regulations (because-explanations). Second, they may provide functional or teleological
explanations with reference to potential, hypothetical or future events or states (in order to-explanations). For instance, the
request not to bring bicycles into the building could instead have been motivated by a concern for cleanliness or navigability. We will deal with these two types of accounts in turn. Many causal accounts refer explicitly or implicitly to some type of rule or regulation providing the legal or institutional
basis for the directive. In Fig. 7, we find explicit references to codified legislation, with references to specific paragraphs in the
law on “Protection of non-smokers’ health”. Here we find a statement of the range of fines applicable in case of transgression
(cf. above on sanctions) and the authority in charge of enforcing the legislation. 5.2. Accounts for the legitimacy of the directive 13, from a street in Agra, India, the account is
represented pictographically by a girl holding her ears. This picture conveys the discomfort caused by honking, thereby
Fig. 8. Show respect. We start the class by entering quietly and calmly. Take
responsibility. We take responsibility that everyone has someone to be with. Show compassion. We show compassion when someone is sad. Keep order. We keep the classroom tidy. Fig. 9. At work we speak NORWEGIAN. Fig. 10. We make a suggestion…. ….you act according to your conscience. The
Church Council. Fig. 8. Show respect. We start the class by entering quietly and calmly. Take
responsibility. We take responsibility that everyone has someone to be with. Show compassion. We show compassion when someone is sad. Keep order. We keep the classroom tidy. Fig. 9. At work we speak NORWEGIAN. Fig. 8. Show respect. We start the class by entering quietly and calmly. Take
responsibility. We take responsibility that everyone has someone to be with. Show compassion. We show compassion when someone is sad. Keep order. We keep the classroom tidy. Fig. 8. Show respect. We start the class by entering quietly and calmly. Take
responsibility. We take responsibility that everyone has someone to be with. Show compassion. We show compassion when someone is sad. Keep order. We keep the classroom tidy. Fig. 9. At work we speak NORWEGIAN. Fig. 9. At work we speak NORWEGIAN. Fig. 8. Show respect. We start the class by entering quietly and calmly. Take
responsibility. We take responsibility that everyone has someone to be with. Show compassion. We show compassion when someone is sad. Keep order. We keep the classroom tidy. Fig. 9. At work we speak NORWEGIAN. Fig. 10. We make a suggestion…. ….you act according to your conscience. The
Church Council. Fig. 10. We make a suggestion…. ….you act according to your conscience. The
Church Council. The second class of accounts are the functional or teleological ones. They motivate directives by invoking potential or future
consequences of actions for various groups of beneficiaries (Clayman and Heritage, 2014). Typically, such consequences are
negative, constituting either a hazard or some form of disadvantage to individuals or the general public. In Fig. 11, it is the
health risk to the animals and hazard to the public, and in Fig. 12, it is discomfort to allergics. 5.2. Accounts for the legitimacy of the directive In addition to this explicit reference to
legislation, we might also note the use of the prohibition sign. This is a more indirect and associative reference to another sort
of regulation, namely traffic legislation. Prohibition signs of this sort are extremely common, and are used with a wide range
of actions that are not regulated by traffic legislation (as for instance urinating, cf. Fig. 27 below). By using the prohibition sign,
senders associate the directive with a formally regulated domain and thereby associatively upgrade their deontic authority. Fig. 7. Smoking forbidden. Law of 16 January 2003 no. 3 art. 51 “Protection of non-smokers’ health”. Law of 11 November 1975 no. 584. Law 28 Dec. 2001 no. 448
e administrative fines of transgression from 27.50 Euros up to 275.00 Euros. […]. Fig. 7. Smoking forbidden. Law of 16 January 2003 no. 3 art. 51 “Protection of non-smokers’ health”. Law of 11 November 1975 no. 584. Law 28 Dec. 2001 no. 448
e administrative fines of transgression from 27.50 Euros up to 275.00 Euros. […]. Apart from legal regulations, accounts may also invoke more informal types of norms or conventions. On the sign in Fig. 8,
from a classroom in a primary school, we find a series of directives, bolstered by accounts underneath in the form of
statements of norms of behavior. The norms are formulated in the present tense as descriptions of how ‘we’ behave. The
normative regulation is thus disguised as a convention e a generalization about actual behavior. This is common in peda-
gogical contexts, but is also found in other settings where the public is treated as in need of some form of guidance or ed-
ucation. In Fig. 9, from the lunch room of a renovation company with many multilingual employees, we find the same type of 170 J. Svennevig Journal of Pragmatics 175 (2021) 165e183 normative regulation concerning language choice. The placement in the lunch room also seems to imply that having one's
lunch break is being ‘at work’, which may be a controversial claim. Actually, in this case the directive is not stated explicitly,
but merely implied by the norm formulation, which serves as an account for it. However, the directive intent and exhortative
function may be gleaned from the underlining of ‘speak’ and the capitalization of ‘Norwegian’. normative regulation concerning language choice. 5.2. Accounts for the legitimacy of the directive The placement in the lunch room also seems to imply that having one's
lunch break is being ‘at work’, which may be a controversial claim. Actually, in this case the directive is not stated explicitly,
but merely implied by the norm formulation, which serves as an account for it. However, the directive intent and exhortative
function may be gleaned from the underlining of ‘speak’ and the capitalization of ‘Norwegian’. The ‘pedagogical’ tone in these normative statements may be experienced by many as patronizing or condescending,
especially by adults who are not in an educational context. A way to avoid this can be to attribute the norm to the addressees
themselves. In a sign posted on the entrance to an orthodox church in Greece (Fig. 10), the Church Council motivates the
request to wear ‘decent’ clothes by referring to the readers' conscience. The request itself is represented pictographically, by a
cross over the kind of attire that is prohibited. The verbal text provides an account which alludes to a norm, without, however,
stating it explicitly. The public is thereby invited to take a decision based on their conscience rather than on externally
imposed norms (and neither on obedience to authorities, note the weak deontic expression ‘we make a suggestion’). The risk
with this line of accounting, especially in a cross-cultural context such as this one (with many foreign tourists visiting), is that
religious norms and conventions differ both between individuals and cultural groups, so that it is not at all certain that the
foreign tourists' conscience will guide them in questions of what is considered decent attire in places of worship. The second class of accounts are the functional or teleological ones. They motivate directives by invoking potential or future
consequences of actions for various groups of beneficiaries (Clayman and Heritage, 2014). Typically, such consequences are
negative, constituting either a hazard or some form of disadvantage to individuals or the general public. In Fig. 11, it is the
health risk to the animals and hazard to the public, and in Fig. 12, it is discomfort to allergics. When the beneficiary of the
action is represented, it is usually a group ‘worthy of compassion’. For instance, allergics constitute a group disadvantaged by
an illness that is not self-inflicted. Accounts may be more indirect and subtle than in the cases above. In Fig. 5.2. Accounts for the legitimacy of the directive When the beneficiary of the
action is represented, it is usually a group ‘worthy of compassion’. For instance, allergics constitute a group disadvantaged by
an illness that is not self-inflicted. Accounts may be more indirect and subtle than in the cases above. In Fig. 13, from a street in Agra, India, the account is
represented pictographically by a girl holding her ears. This picture conveys the discomfort caused by honking, thereby 171 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig providing an account for why the public should comply with the request. This sign is also interesting in that it attributes the
request to a representative of the group of beneficiaries, namely children. This is conveyed by the highly expressive, colloquial
style of the verbal text, with a curse and a request to terminate an action (rather than refrain from it), a formulation normally
associated with the expression of annoyance. The picture and the dramatized exclamation thus constitute a vivid repre-
sentation of the discomfort caused by the unwanted behavior. And compliance is sought by appealing to the addressee's
empathy with children, a group that adults normally have plenty of compassion for. providing an account for why the public should comply with the request. This sign is also interes
request to a representative of the group of beneficiaries, namely children. This is conveyed by the h Fig. 11. Feeding the animals is not allowed. They may get ill and die, or dangerous situations may occur. Fig. 11. Feeding the animals is not allowed. They may get ill and die, or dangerous situations may occur. Fig. 12. Tobacco-free entrance! Don't smoke here! Show consideration e think
about our allergics! Thank you! Fig. 13. For God's sake, STOP HONKING. 172 Fig. 13. For God's sake, STOP HONKING. Fig. 12. Tobacco-free entrance! Don't smoke here! Show consideration e think
about our allergics! Thank you! Fig. 13. For God's sake, STOP HONKING. 172 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig However, accounts may also focus on positive consequences of positive behavior. Usually, such consequences are pre-
sented as positive to the addressees themselves, thus motivating them to act out of self-interest. On the sign in Fig. 14, the
subway authorities in Copenhagen ask passengers to let people out of the train before entering, and motivate the request by
claiming that this will make the subway ride better for all. 5.2. Accounts for the legitimacy of the directive And in the university cafeteria in Trondheim, Norway, the request
to clean up one's plates is presented as in the interest of the students themselves by giving them a more pleasant cafeteria (see
Fig. 15). Fig. 14. First out, then in. Then the subway ride gets better for all. Fig. 14. First out, then in. Then the subway ride gets better for all. Fig. 15. Cleaning duty! Everyone shall clean up after themselves. Show goodwill. Then you [pl] get a more pleasant cafeteria. Fig. 15. Cleaning duty! Everyone shall clean up after themselves. Show goodwill. Then you [pl] get a more pleasant cafeteri Teleological accounts thus differ from causal accounts and authority-based directives in that they appeal to the addressees’
reason, idealism, conscience, compassion, etc. They invite the reader to consider rational or emotional arguments for a certain
course of action and take a personal stance. As such, they seek compliance on the basis of personal motivation rather than
obedience to an authority or a rule. 5.3. Seeking compliance by establishing affiliation An alternative to seeking compliance by appealing to the authority of the author or the legitimacy of the directive is to
appeal to the cooperativeness of the addressee. This may be done by establishing affiliation, that is, emphasizing the personal
relationship between the author of the sign and the addressee. One way of doing this, is using modal interrogatives (such as
‘can/could you’ or ‘would you’) instead of imperatives. These forms display a weaker deontic stance by orienting to contin-
gencies, for instance that the interlocutor is not willing or able to perform the requested action (Craven and Potter, 2010). By
taking into account contingencies and providing the opportunity to decline, they show respect for the interlocutor's right to
self-determination and freedom of action (what is described as ‘negative politeness’ in Brown and Levinson, 1987). Thereby
they make compliance contingent upon the interlocutors' goodwill and cooperativeness. 173 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig J. Svennevig Interestingly, in the type of signs studied here, directives with modal interrogatives are extremely rare. However, there are
some instances in the corpus. In Fig.16, posted on a reverse vending machine, the modal auxiliary ‘can’ is used in combination
with an appeal to the customers' ‘kindness’. In Fig. 17, from a conference hotel room, the chamber maids limit their deontic
stance to an expression of appreciation for complying with their request. And on a sign on a cottage serving light meals and
refreshments to cross country skiers (Fig. 18), the owners merely express a wish that the visitors will buy the drinks.2 Also the
request to leave dogs outside is formulated with a rather weak deontic expression, the performative verb ‘ask’, which focusses
metacommunicatively on the act of requesting, thus leaving room for non-compliance. Common to these weak deontic expressions is that they do not take compliance for granted, but instead leave the decision
to the addressee (Craven and Potter, 2010). Rather than basing compliance on authority, they appeal to the addressee's
‘kindness’, ‘conscience’ or consideration for the authors' wishes. By doing so, they invoke a logic of solidarity and empathy
rather than a logic of power and authority. The more personal tone in these signs is also reflected in the use of personal
pronouns. Here we find expressions of both a ‘we’ (Figs.17 and 18) and a ‘you’ (both in singular (Figs.17 and 18) and plural (Fig. 16). 2 The verb phrase in Norwegian ’ser gjerne’ (literally ’see with pleasure’) is difficult to translate directly, but constitutes a weak expression of a wish or a
preference. 5.3. Seeking compliance by establishing affiliation This contrasts with most other signs, which avoid reference to either the author or the addressee by the use of imperative
mood (as in Figs. 3 and 19), passive voice (as in Figs.1 and 2) or nominalization (as in Figs. 7 and 11). Other features of the more
personal tone in these signs are the use of smileys (as in Figs. 16 and 17) and the expressive actions of wishing welcome (Fig. 18) and thanking (Figs. 16 and 17). The scarcity of modal interrogatives and other weak modality markers reveals a distinctive feature about directives in
public signage, as opposed to in conversation. The anonymous and non-committing relationship between the parties in sign
communication invites authority-based compliance strategies. Only when a more personal relationship is created or implied,
more solidarity-based compliance strategies seem to be used. Fig. 16. Dear customers. Can you (pl.) be so kind and remember to empty
the bottles before you deposit them? Thanks in advance ☺
F
j Fig. 17. Dear guest, We would appreciate that you (sing.) use the luggage stand and
just one of the beds. Thanks a lot ☺The Chamber Maids. Fig. 17. Dear guest, We would appreciate that you (sing.) use the luggage stand and
just one of the beds. Thanks a lot ☺The Chamber Maids. Fig. 16. Dear customers. Can you (pl.) be so kind and remember to empty
the bottles before you deposit them? Thanks in advance ☺ 174 J. Svennevig Journal of Pragmatics 175 (2021) 165e183 Fig. 18. We wish you (sing.) welcome to the NEW GREINE COTTAGE. Here you may take a rest and eat your lunch bag if you like, but we would like you to buy the
drinks. We also ask you to keep your four-legged friend in a leash outside the cottage. Bærums Verk Rotary Club. J. Svennevig
Journal of Pragmatics 175 (2021) 165e183 3 However, conventional politeness formulae such as this one seems less used in Norwegian signs than in English signs, probably as a result of a general
tendency in Norwegian to use such formulae less (Fretheim, 2005). 20 from a poster in a bus. This request practice pushes the logic of
cooperativeness even further by portraying the addressee as someone who behaves in line with the transportation company's
wishes even without having been asked to do so. The image contributes to this portrayal by showing two young women
sitting in the desired position. This is an ‘indirect’ or ‘composite’ action (Rossi, 2018), in which an explicit action format
(‘thanking’) is used as a vehicle for a different type of action (‘requesting’). Although this practice might have evolved as an
implicature, today it is conventionalized (in Norway and many other societies) as a polite formula for realizing requests,
especially in public signage (Terkourafi, 2015). Fig. 21. Are you the last one! Remember to turn out all lights in the assembly hall. Fig. 22. Have you remembered to clean up after yourself? Fig. 22. Have you remembered to clean up after yourself? Fig. 22. Have you remembered to clean up after yourself? Fig. 22. Have you remembered to clean up after yourself? Fig. 21. Are you the last one! Remember to turn out all lights in the assembly hall. Another practice that presupposes compliance and thereby reduces the social sensitivity of imposing on the addressee is
presenting the directive as a reminder. In Fig. 21 the directive is formulated this way, and thus does not orient to contingencies
related to the addressees’ willingness, only to their ability (to remember). Fig. 22 from the exit from a classroom also ad-
dresses memory problems, although here, we might consider this a strategic choice since unwillingness might also be a very
real contingency. The placement of these signs on exit doors contributes to their function as memory prompts for checking
routine obligations when abandoning a public locale. These signs thus presuppose (and thereby invoke) an attitude of cooperativeness from the recipient. Affiliation may also be
nurtured by symbolically creating intimacy or an in-group relationship with the addressee (positive politeness in Brown and
Levinson's (1987) terms). In the sign in Fig. 23, from a door leading to a terrace outside a bar, such a relation is signaled (and
co-created) by means of several indexes of an intimate relationship as friends or buddies (so-called ‘camaraderie’ style, cf. Lakoff,1985). First, there are personal expressions of affection, such as the expression of regret (Sorry, Mac), and an expression
of devotion (‘love you all the same’). Fig. 18. We wish you (sing.) welcome to the NEW GREINE COTTAGE. Here you may take a rest and eat your lunch bag if you like, but we would like you to buy the
drinks. We also ask you to keep your four-legged friend in a leash outside the cottage. Bærums Verk Rotary Club. One way to deal with potential resistance from the audience is to use conventional politeness formulas, which constitute
symbolic markers of respect for the addressee (Brown and Levinson, 1987). In English, the most common politeness marker is
‘please’ (as in Fig. 1 above: ‘Please do not make the monument dirty’). In Norwegian, the corresponding marker is ‘vennligst’
(literally ‘most kindly’), as illustrated in Fig. 19.3 However, unlike directives in conversation, mitigation seems largely
restricted to these highly standardized forms of ‘token politeness’. Fig. 20. Thank you for keeping your feet on the floor. Then we all get a
more pleasant journey. Fig. 19. Please place the dishes here. Thank you! Fig. 20. Thank you for keeping your feet on the floor. Then we all get a
more pleasant journey. Fig. 19. Please place the dishes here. Thank you! Fig. 20. Thank you for keeping your feet on the floor. Then we all get a
more pleasant journey. Fig. 19. Please place the dishes here. Thank you! 3 However, conventional politeness formulae such as this one seems less used in Norwegian signs than in English signs, probably as a result of a general
tendency in Norwegian to use such formulae less (Fretheim, 2005). 175 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig Another way of underlining interpersonal solidarity as the basis for the directive is thanking the addressee for complying. In the last sign above (Fig. 19), the thanking occurs after the request. In sequential terms, it is a third position action occurring
after a first position action (Schegloff, 2007). The missing second position action is of course the addressee's granting of the
request. The expression of gratitude thus anticipates and presupposes a positive response to the request. This ‘strategic’
anticipation of a positive response may be considered a compliance-gaining practice in that it portrays the addressee as
cooperative and willing to help.4 p
g
p
An associated practice is not writing the first-position action (the directive) at all, but merely presenting the expression of
gratitude as a first-position move. This is the case in Fig. 4 The picture here may seem a bit confusing, since it depicts a woman who is doing the opposite of cleaning up, namely scattering the utensils around.
The logic seems to be to mock those who do not comply with the request, thereby adding a humorous appeal (more on the use of humor below). Fig. 23. Sorrimækk (Sorry, Mac), not allowed to drink or smoke outside. Love you all the same. 5.4. Rhetorical devices: framing, humor and poetics 5.4. Rhetorical devices: framing, humor and poetics A rather heterogenous category of signs involve various rhetorical devices, such as framing the directive positively, making
a humorous point or using poetic devices such as rhyme, rhythm and personification. Common to such devices is that they are
oriented towards creating an aesthetically or emotionally pleasant experience for the addressee and thereby to generate an
attitude of goodwill and cooperativeness. One way of doing this is to bring attention to the positive sides of the message and downplay or ignore the negative ones. This is often referred to as framing, which has been defined as follows: To frame is to select some aspects of a perceived reality and make them more salient in a communicating text, in such a way
as to promote a particular problem definition, causal interpretation, moral evaluation, and/or treatment recommendation
for the item described” (Entman, 1993:52). Some signs in the collection seem to use positive framing strategically in that they shift the perspective from what is
prohibited to what is permitted or recommended. For instance, instead of telling people where not to park their bike (as in Fig. 6 above), one can tell them where it should be parked (as in Fig. 31 below). Similarly, the sign in Fig. 24 from a recreational area
at a conference center does not admonish the public not to throw liquid coffee in the waste bins or leave half-full cups on the
tables, instead it presents a solution for what to do with remaining coffee. A clue revealing the double message of this sign is
the gaze of the smiley, expressing some type of mischievousness. The sign from a playroom at IKEA in Fig. 25 does not focus on
which children are not allowed to enter but instead informs us about who is. Common to these signs is that they avoid the socially sensitive action of prohibiting certain actions or admonishing the
recipients. Instead, they convey this implicitly as a possible (but not necessary) inference. Also the practice described above of
thanking instead of requesting (Fig. 20) may be considered a positive framing device. Not incidentally, the signs using this
device are all taken from commercial organizations, which are dependent on good relations with their customers. Fig. 25. All children 3e7 years old are welcome to play here! Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine? Fig. 25. All children 3e7 years old are welcome to play here! 177 The personal tone is underlined by an informal, oral style, such as the Norwegian
transcription of the English oral expression “sorrimækk”, the ellipsis of the subject and verb (‘(It is) not allowed’), the verb-
based syntax (‘smoke’ instead of ‘smoking’) and the fact that the words are written in dialect (with the use of apocope
characteristic of the Trondheim area (‘ittj’ for ikke, ‘røyk’ for røyke and ‘drekk’ for drikke). So, although the directive is
formulated with a rather strong deontic stance (‘It is not allowed..’), the imposition is mitigated by presenting the message as
addressed to a buddy from the local community, from whom one may expect solidarity, and thus compliance. 4 The picture here may seem a bit confusing, since it depicts a woman who is doing the opposite of cleaning up, namely scattering the utensils around. The logic seems to be to mock those who do not comply with the request, thereby adding a humorous appeal (more on the use of humor below). 176 5 4
Rh
i
l d
i
f
i
h
d
i
Fig. 23. Sorrimækk (Sorry, Mac), not allowed to drink or smoke outside. Love you all the same. J. Svennevig
Journal of Pragma J. Svennevig Journal of Pragmatics 175 (2021) 165e183 Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine?
Fig. 25. All children 3e7 years old are welcome to play here!
177 Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine? 177 Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine? Fig. 25. All children 3e7 years old are welcome to play here! 177 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig J. Svennevig Another rhetorical device is the use of humor. Humor may take many forms, but a common pattern in the corpus is to
exaggerate the punishment for transgression to the point of absurdity. For instance, in Fig. 26 it is that misparked cars will be
disassembled and sold, and in Fig. 27 that urinating will be filmed and published on YouTube. Another figure is to portray the
world as incongruous and absurd, such as people having cigarette stubs in their urine (Fig. 28). Finally, humor may result from
altering a conventional figure of speech into a surprising and incongruous one. An example is Fig. 29, where the conventional
exhortation to drive slowly because of hazard to children playing in the street is altered into a warning about hazard to the
driver due to scouts playing with axes and knives. As can be seen, this sign is physically altered by taping over and replacing
words and by taping on an addition to it (which is in turn altered by adding words in handwriting). Another rhetorical device is the use of humor. Humor may take many forms, but a common pattern in the corpus is to
exaggerate the punishment for transgression to the point of absurdity. For instance, in Fig. 26 it is that misparked cars will be
disassembled and sold, and in Fig. 27 that urinating will be filmed and published on YouTube. Another figure is to portray the
world as incongruous and absurd, such as people having cigarette stubs in their urine (Fig. 28). Finally, humor may result from
altering a conventional figure of speech into a surprising and incongruous one. An example is Fig. 29, where the conventional
exhortation to drive slowly because of hazard to children playing in the street is altered into a warning about hazard to the
driver due to scouts playing with axes and knives. As can be seen, this sign is physically altered by taping over and replacing
words and by taping on an addition to it (which is in turn altered by adding words in handwriting). What these humoristic signs have in common is that they seek to activate positive emotions in the readers and thereby to
create a positive attitude to the directive. Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine?
Fig. 25. All children 3e7 years old are welcome to play here!
177 This may in turn have the rhetorical effect of making them more positive to
complying with the directive. The humorous effect of the signs lies much in the unexpected, unconventional and often
implicit formulation of the directive. If such formulations become conventional they lose much of their humorous and thus
rhetorical effect. This can be observed in the phrase “Your mother doesn't work here”, which has become so conventional and
worn that it is no longer perceived as humorous. Fig. 26. Parking for visitors to Betania community center. NB: Misparked cars will be
disassembled and sold to raise funds for mission in Swaziland. Fig. 27. Pictographic signs prohibiting urinating. Fig. 28. If you regularly suffer from litter in your urine for instance cigarette stubs,
cotton pads etc. you ought to see your doctor. with kind regards the plumber. Fig. 27. Pictographic signs prohibiting urinating. Fig. 26. Parking for visitors to Betania community center. NB: Misparked cars will be
disassembled and sold to raise funds for mission in Swaziland. Fig. 26. Parking for visitors to Betania community center. NB: Misparked cars will be
disassembled and sold to raise funds for mission in Swaziland. Fig. 28. If you regularly suffer from litter in your urine for instance cigarette stubs,
cotton pads etc. you ought to see your doctor. with kind regards the plumber. Fig. 27. Pictographic signs prohibiting urinating. Fig. 28. If you regularly suffer from litter in your urine for instance cigarette stubs,
cotton pads etc. you ought to see your doctor. with kind regards the plumber. 178 J. Svennevig Journal of Pragmatics 175 (2021) 165e183 Fig. 29. Drive slowly. Scouts are playing. with axe and knife. (Photo: Helene Lane). Fig. 29. Drive slowly. Scouts are playing. with axe and knife. (Photo: Helene Lane). Finally, on some signs, we find quasi-literary forms of exposition. A rather common poetic device is personification or
animation, that is, assigning human characteristics to objects or animals. In Fig. 30, the police horses speak to the public and
address their ‘friends’ directly. The image of humanoid, smiling horses contributes to this personification, and together, these
devices invoke the genre of children's cartoons. By exploiting a genre that is popular among children, the sign implicitly
addresses this group of bypassers, and by having the request come directly from the horse's mouth (literally speaking!), it
appeals to a form of imagination typical of child culture. Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine?
Fig. 25. All children 3e7 years old are welcome to play here!
177 Furthermore, the sign is placed rather low on a fence and thus at the
eye height of children rather than of adults. In the next Fig. 31, the object of animation is dead objects, namely bicycles. And
even though the text does not seem addressed to children, the readers are invited to imagine a ludic, fictional world where
bicycles have human emotions and appreciate physical contact. Whether or not such an appeal to imagination is successful as
a compliance-gaining device will of course depend on whether or not the audience finds this playful form of expression
intriguing or entertaining. 179 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig Fig. 30. Dear horse-friend! Be so kind not to give us anything to eat! Fat police
horses aren't pretty, you know. By the way, we are treated very well here at the
police e and get what we need! Fig. 31. Bicycles LOVE to stand together. Park your bike here. Fig. 30. Dear horse-friend! Be so kind not to give us anything to eat! Fat police
horses aren't pretty, you know. By the way, we are treated very well here at the
police e and get what we need! Fig. 31. Bicycles LOVE to stand together. Park your bike here. Another literary form of exposition is the fictional narrative. There is seldom space enough to present a full narrative on
signs such as these, but some signs use fictional characters and events. For instance, in Fig. 32, the text addresses a fictional
character, Ingrid, who regularly takes public transportation with a stroller and heavy shopping bags. She is portrayed as an
‘everyday hero’, who upholds values such as respect for the law in spite of the challenges and hardship of life as a mother
without a car. In this way, the text invites the readers to identify with this protagonist and to follow her example in paying her
ticket (which in Oslo is not enforced by physical barriers or conductors). In Fig. 33, there are also fictional characters, mister
and misses Kvist, who risk a ‘sad’ fate if car drivers hit the brakes hard in front of the tram. The address term ‘herr og fru’
(mister and misses) has an archaic ring to it in current Norwegian, and thus invites us to either see the text as an old rhyme or
to imagine the couple as elderly. Fig. 24. DIDYOUKNOW:youmayemptyhalf-fullcupsinthedrainofthecoffeemachine?
Fig. 25. All children 3e7 years old are welcome to play here!
177 In addition, the text presents itself as a verse, with end rhyme (bilist e trist e Kvist) and a
partly regular rhythm, with dactyl as the metrical foot. The fictional universe created here invites the readers to feel
compassion for the elderly couple and thus contributes to personalizing the harms that car drivers may cause. These fictional
narratives thus seek to create identification with story characters and thereby to get the readers to adhere to courses of action
that support their interests in the story world, which coincides with the interests of the author in the real world. More
generally, common to both humorous and poetic signs is that they seek to move the readers emotionally and thereby to gain
their goodwill. 180 J. Svennevig Journal of Pragmatics 175 (2021) 165e183 Fig. 33. If you as a car-driver hit the brakes hard it can onboard become very
sad for the passengers, mister and misses Kvist. Fig. 32. Thanks a lot, Ingrid, that you always buy a ticket even though you have
more than enough with your stroller and heavy shopping bags. All profit from
ticket sales goes back to public transportation. Fig. 33. If you as a car-driver hit the brakes hard it can onboard become very
sad for the passengers, mister and misses Kvist. Fig. 32. Thanks a lot, Ingrid, that you always buy a ticket even though you have
more than enough with your stroller and heavy shopping bags. All profit from
ticket sales goes back to public transportation. 6. Discussion This study has identified some general practices used in the formulation of directives on signs in public spaces. It has used
the theoretical concepts developed within CA in order to describe how entitlement is displayed and how the signs orient to
contingencies. The analysis shows that entitlement may be claimed by signatures indicating the institutional authority of the
actor responsible for the sign. Such references to deontic status are not common in everyday conversation. A high degree of
entitlement is also claimed by the use of strong deontic modality, such as imperatives, high-grade modal auxiliaries (‘must’)
and nominalizations expressing categorical prohibition (‘no smoking’). The deontic stance is often also upgraded by in-
tensifiers of various sorts (‘under no circumstances’). The extended use of strong deontic expressions contrasts with what has
been found in everyday conversation, where imperatives are associated with requests for action as part of a common
commitment to a joint project and thus partly in the interest of the recipient (Rossi, 2012; Zinken and Ogiermann, 2013). In
public signage, imperatives are also used in situations which in conversation are typically associated with the use of modal
interrogatives, namely when the requested action is not part of a common project, requires much effort from the recipient and
the author does not have special grounds to expect compliance (Urbanik and Svennevig, 2019). An example is the request to
clean up after oneself in a cafeteria (Fig. 19). We thus find a more extended use of stronger expressions of deontic authority in
public signs than what has been reported for everyday conversation. Entitlement to perform the directive may also be claimed by the use of accounts invoking external sources of authority and
legitimacy. The analysis has shown that such accounts claim entitlement either by reference to pre-existing rules, norms or
conventions, or by reference to future benefits to the recipients or third parties. The first type of accounts is associated with
strengthening the author's deontic authority in that it grounds the directive in more general and socially established norms. The second type does not in the same way boost the deontic authority of the author but instead grounds the obligation or
necessity to act in the recipients' sense of responsibility, empathy or considerateness. The analysis has also shown how signs seek compliance by establishing affiliation. Some express appreciation or use
personal forms of address and in-group markers. 6. Discussion By using these practices in the impersonal context of anonymous authors
addressing a general public, the signs symbolically reduce the social distance between the parties and thereby evoke a logic of 181 Journal of Pragmatics 175 (2021) 165e183 J. Svennevig solidarity and cooperativeness. Especially commercial actors have an interest in maintaining a good relationship with cus-
tomers in order to secure a positive image and lay the ground for future transactions. One practice instantiating the more
personal tone and a service-minded attitude is conveying the directive by thanking the interlocutor for doing the desired
action (‘Thank you for not smoking’). This is a practice that seems generic to signs and is not attested in conversation. Another
contrast with directives in conversation is the scarcity of modal interrogatives oriented to the recipients' ability to perform the
action (‘Can/could you…’). The practices found on the signs thus seem more oriented towards the recipients' willingness to
comply than to their ability. This may reveal an important difference between the two forms of communication. Lack of ability
to perform the requested action is a less face-threatening reason for resisting or rejecting a request than lack of willingness. The personal context of face-to-face conversation may thus have developed conventional request practices that offer the
participants methods for rejecting a request without threatening the social relation between the parties. In the impersonal
context of public signage, by contrast, such face-saving practices are less used. Finally, the analysis has identified some (but certainly not all) rhetorical devices used in order to counteract the recipients'
potential unwillingness to comply and instead create a positive attitude towards the author or the directive. Positive framing
seeks to do this by focusing on the possibilities and opportunities rather than the restrictions and prohibitions. Humor and
poetic devices seek to do it by giving the recipients an emotionally or aesthetically pleasant experience. These rhetorically
‘embellished’ directives are the class that differs most from what is found in conversation. Here it becomes tangible how the
time to plan and design written messages makes a difference for how directives are formulated. p
g
g
In addition to these empirical findings on how directives are expressed in public signage, the study also contributes
theoretically to the field of CA by showing how action formation may be studied in written texts. Funding This work was partly financed by the Research Council of Norway through its Centres of Excellence funding scheme,
project number 223265. Acknowledgements Thanks to Pawel Urbanik for useful comments on a preliminary draft of the article, and to numerous friends and colleagues
for sending me photos of signs. 6. Discussion The lack of co-presence and
interaction between the author and the addressee has consequences for how directives are formulated and calls for different
methods of analysis. As a fixed and non-negotiable text, the utterance must to a larger extent ‘speak for itself’, meaning that it
will strive for clarity and a strong deontic stance. This does not, however, mean that they are context-independent, but the
relevant context used by addressees in order to interpret them will be material and ‘geographical’ rather than verbal and
sequential. The study shows how the placement of signs relative to various objects, locations and the addressees have
important semiotic functions in conveying the relevant meaning. In addition, the study aims to contribute to the field of Linguistic Landscape studies by placing pragmatic phenomena such
as action formation on the agenda. After two decades of sociolinguistic studies that have mainly focused on language forms, it
is time to start investigating more in detail the meaning of signs and their status as social actions. The current study aims to
take the first steps in this direction, but there is a vast amount of other actions worthy of study, such as warnings, informings
and invitations. Also more in-depth investigation of linguistic and cultural variation in more focused, comparative data sets is
needed in future research. Researchers in pragmatics are hereby invited to enter the field and start investigating how to do
things with signs. 996. The World on Paper: the Conceptual and Cognitive Implications of Writing and Reading. Cambridge University Press. References Blommaert, Jan, 2013. Ethnography, Superdiversity and Linguistic Landscapes. Multilingual Matters, Clevedon. B
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( ) Rossi, Giovanni, 2018. Composite social actions: the case of factual declaratives in everyday interaction. Res. Lang. Soc. Interact. 51 (4), 379e397. Schegloff, Emanuel, 2007. Sequence Organization in Interaction: A Primer in Conversation Analysis. Cambridge University Press, Cambridge. ossi, Giovanni, 2018. Composite social actions: the case of factual declaratives in everyday interaction. Res. Lang. Soc. Inte
chegloff, Emanuel, 2007. Sequence Organization in Interaction: A Primer in Conversation Analysis. Cambridge University P
collon Ron Scollon Suzie W 2003 Discourses in Place: Language in the Material World Routledge London Rossi, Giovanni, 2018. Composite social actions: the case of factual declaratives in everyday interaction. Res. Lang. Soc. Interact. 51 (4), 379e397. Schegloff, Emanuel, 2007. References Urbanik), “Pre-empting understanding problems in L1/L2 conversations: Evidence of effectiveness from simulated emergency calls” (Applied Lin-
guistics, 2019, with J. Gerwing, B. U. Jensen and M. Allison), and “Accounting for forgetfulness in dementia interaction” (Linguistics Vanguard, 2019, with A. M. Landmark). Jan Svennevig is Professor of Language and Communication at Agder University and MultiLing e Center for Research on Multilingualism in Society across the
Lifespan, University of Oslo, Norway. His research deals with workplace interaction, L2 conversations, pragmatic particles and communication in dementia. Recent publications include “Managing contingencies in requests: The role of negation in Norwegian interrogative requests” (Journal of Pragmatics, 2019,
with P. Urbanik), “Pre-empting understanding problems in L1/L2 conversations: Evidence of effectiveness from simulated emergency calls” (Applied Lin-
guistics, 2019, with J. Gerwing, B. U. Jensen and M. Allison), and “Accounting for forgetfulness in dementia interaction” (Linguistics Vanguard, 2019, with A. M. Landmark). 183
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Prefrontal tDCS Attenuates Self-Referential Attentional Deployment: A Mechanism Underlying Adaptive Emotional Reactivity to Social-Evaluative Threat
|
Frontiers in human neuroscience
| 2,021
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Prefrontal tDCS Attenuates
Self-Referential Attentional
Deployment: A Mechanism
Underlying Adaptive Emotional
Reactivity to Social-Evaluative Threat
Jens Allaert1,2*, Maide Erdogan3, Alvaro Sanchez-Lopez4, Chris Baeken1,5,6,
Rudi De Raedt2 and Marie-Anne Vanderhasselt1,2 Jens Allaert1,2*, Maide Erdogan3, Alvaro Sanchez-Lopez4, Chris Baeken1,5,6,
Rudi De Raedt2 and Marie-Anne Vanderhasselt1,2 ORIGINAL RESEARCH
published: 17 August 2021
doi: 10.3389/fnhum.2021.700557 Reviewed by: Reviewed by:
M. Ali Salehienjad,
Leibniz Research Centre for Working
Environment and Human Factors
(IfADo), Germany
Amir Hossien Mehrsafar,
University of Tehran, Iran
Rodrigo Pegado,
Federal University of Rio Grande,
Brazil Social-evaluative threat (SET) – a situation in which one could be negatively evaluated
by others – elicits profound (psycho)physiological reactivity which, if chronically present
and not adaptively regulated, has deleterious effects on mental and physical health. Decreased self-awareness and increased other-awareness are understood to be an
adaptive response to SET. Attentional deployment – the process of selectively attending
to certain aspects of emotional stimuli to modulate emotional reactivity – is supported
by fronto-parietal and fronto-limbic networks, with the dorsolateral prefrontal cortex
being a central hub. The primary aim of the current study was to investigate the effects
of active (versus sham) prefrontal transcranial direct current stimulation (tDCS) on self
and other-attentional deployment during the exposure to a SET context. Seventy-four
female participants received active or sham tDCS and were subsequently exposed
to a rigged social feedback paradigm. In this paradigm a series of social evaluations
were presented together with a photograph of the supposed evaluator and a self-
photograph of the participant, while gaze behavior (time to first fixation, total fixation
time) and skin conductance responses (SCRs; a marker of emotional reactivity) were
measured. For half of the evaluations, participants could anticipate the valence (negative
or positive) of the evaluation a priori. Analyses showed that participants receiving active
tDCS were (a) slower to fixate on their self-photograph, (b) spent less time fixating on
their self-photograph, and (c) spent more time fixating on the evaluator photograph. During unanticipated evaluations, active tDCS was associated with less time spent
fixating on the evaluation. Furthermore, among those receiving active tDCS, SCRs were
attenuated as a function of slower times to fixate on the self-photograph. Taken together,
these results suggest that in a context of SET, prefrontal tDCS decreases self-attention *Correspondence:
Jens Allaert
jens.allaert@ugent.be Specialty section:
This article was submitted to
Cognitive Neuroscience,
a section of the journal
Frontiers in Human Neuroscience Received: 26 April 2021
Accepted: 12 July 2021
Published: 17 August 2021 Citation:
Allaert J, Erdogan M,
Sanchez-Lopez A, Baeken C,
De Raedt R and Vanderhasselt M-A
(2021) Prefrontal tDCS Attenuates
Self-Referential Attentional
Deployment: A Mechanism
Underlying Adaptive Emotional
Reactivity to Social-Evaluative Threat. Front. Hum. Neurosci. 15:700557. Citation:
Allaert J, Erdogan M,
Sanchez-Lopez A, Baeken C,
De Raedt R and Vanderhasselt M-A
(2021) Prefrontal tDCS Attenuates
Self-Referential Attentional
Deployment: A Mechanism
Underlying Adaptive Emotional
Reactivity to Social-Evaluative Threat.
Front. Hum. Neurosci. 15:700557.
doi: 10.3389/fnhum.2021.700557 1 Ghent Experimental Psychiatry Lab, Department of Head and Skin, Ghent University, University Hospital Ghent (UZ Ghent),
Ghent, Belgium, 2 Psychopathology and Affective Neuroscience Laboratory, Department of Experimental Clinical and Health
Psychology, Ghent University, Ghent, Belgium, 3 Research in Developmental Disorders Lab, Department of Experimental
Clinical and Health Psychology, Ghent University, Ghent, Belgium, 4 Department of Clinical Psychology, Universidad
Complutense de Madrid, Madrid, Spain, 5 Department of Psychiatry, Vrije Universiteit Brussel (VUB), Universitair Ziekenhuis
Brussel (UZ Brussel), Brussels, Belgium, 6 Department of Electrical Engineering, Eindhoven University of Technology,
Eindhoven, Netherlands Edited by:
Joukje Oosterman,
Radboud University Nijmegen,
Netherlands Edited by:
Joukje Oosterman,
Radboud University Nijmegen,
Netherlands INTRODUCTION self-reported negative affect (Ferri et al., 2013, 2016). The
prefrontal cortex is essential for executive functioning (e.g.,
selective attention, working memory, decision making, etc.) and
consists mainly of the dorsolateral prefrontal cortex (DLPFC),
the medial prefrontal cortex (mPFC) and the orbitofrontal
cortex (OFC), with the latter two regions often considered
as a relatively uniform structure; the ventromedial prefrontal
cortex (vmPFC; Kolb and Whishaw, 2009). The vmPFC and
DLPFC are thought to be both involved in emotional processing,
with the vmPFC being involved in the generation of emotional
reactivity (i.e., emotional arousal) and the DLPFC being more
involved in the attribution of positive or negative valence (Nejati
et al., 2021). In addition, the vmPFC has been shown to play
a central role in the processing of self-referent information
(Northoffet al., 2006). Furthermore, the DLPFC plays a role
in the interplay between anticipatory and “online” regulatory
processes (Seo et al., 2014; De Raedt and Hooley, 2016), as prior
expectations surrounding an upcoming emotional stimulus can
greatly influence self-regulatory processes when subsequently
confronted with that stimulus (Gunther Moor et al., 2010; van
der Veen et al., 2019). Taken together, the prefrontal cortex
plays an essential role in a wide range of psychological processes
related to cognitive flexibility, emotional processing and emotion
regulatory processes (Ochsner and Gross, 2005; Kim et al., 2011;
Stuss, 2011). Social interactions make up a substantial part of our lives and
the need to belong is a fundamental drive in human behavior
(Baumeister and Leary, 1995). Situations in which aspects of one’s
self could be negatively evaluated by others (social-evaluative
threat; SET) elicit profound physiological and psychological
reactivity that may – if not adaptively regulated – lead to the
development of depression and increase the risk of cardiovascular
diseases (Merz et al., 2002; Slavich et al., 2009, 2010; Muscatell
et al., 2015). In terms of adaptive reactivity to SET, theories
on self-regulation suggest that decreased self-awareness (e.g.,
attention toward aspects of the self) serves as a self-protective
defensive mechanism to attenuate self-referent rejection-related
distress (Twenge et al., 2003; Durlik and Tsakiris, 2015). Concurrently, increased other-awareness (e.g., attention toward
aspects of others) is suggested to serve as a mechanism promoting
prosocial behavior by tuning attention toward the other(s) and
taking their perspective, with the aim to repair and maintain
social relationships (Hess and Pickett, 2010; Knowles, 2014). INTRODUCTION Given the implications of SET reactivity on both mental and
physical health, it is important to further investigate the proposed
neurocognitive mechanisms underlying adaptive SET reactivity,
and how these adaptive processes can be promoted. The flexible regulation of attention toward relevant and
irrelevant information both externally and internally (i.e.,
selective
attention
and
working
memory),
is
of
crucial
importance in adaptive behavior and mental health (Gross
and Thompson, 2007; Chun et al., 2011; Aldao et al., 2015). An important mechanism underlying depression is assumed
to be the presence of attentional biases toward negative self-
referent information and difficulties to shift attention away from
this information, thereby contributing to sustained negative
self-referential processing and perpetuating depressive mood
(Koster et al., 2011; Joormann and Vanderlind, 2014). Consistent
with this view, studies have shown that the ability to disengage
attention away from negative information prospectively predicts
the onset of depressive symptoms via repetitive negative self-
referential thinking (Sanchez-Lopez et al., 2019c; Yaroslavsky
et al., 2019). Theories of emotion regulation postulate that
attentional deployment is an emotion regulatory process
that involves shifting attentional focus toward or away from
particular aspects of emotional stimuli, thereby modulating
emotional reactivity (Gross and Thompson, 2007). Research
employing concurrent fMRI and eye-tracking showed that
deploying attention to non-arousing (compared to arousing)
aspects of emotional stimuli involves the recruitment of fronto-
parietal brain networks and reduces amygdala activity and Studies have shown that the causal modulation of the
prefrontal cortex and its associated neural networks, via
transcranial direct current stimulation (tDCS), can facilitate
processes involved in cognitive flexibility (e.g., selective attention,
working memory), modulate the interplay between anticipatory
and online self-regulatory processes, and produces a wide array
of adaptive cognitive and psychological effects in both depressed
and healthy populations (Mondino et al., 2015; Dedoncker et al.,
2016; Allaert et al., 2020; Smits et al., 2020). TDCS is a low
cost and easy to use form of non-invasive brain stimulation
that operates through the delivery of a weak electrical current
to the scalp, which modulates the membrane potentials of the
underlying neurons and thereby influences cortical excitability
(Stagg and Nitsche, 2011). For example, it has been shown
that left prefrontal tDCS can transiently (a) reduce attentional
biases to threat (Ironside et al., 2016), (b) improve attentional
disengagement abilities from emotional information (Sanchez-
Lopez et al., 2018), and (c) attenuate emotional reactivity to
SET (Allaert et al., 2020). Reviewed by: doi: 10.3389/fnhum.2021.700557 August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 1 Allaert et al. tDCS Effects on Attentional Deployment while increasing other-attention, and that attenuated self-referential attention specifically
may be a neurocognitive mechanism through which tDCS reduces emotional reactivity. Moreover, the results suggest that tDCS reduces vigilance toward stimuli that possibly
convey threatening information, corroborating past research in this area. Keywords: tDCS, self-referential processing, attentional deployment, emotional reactivity, social-evaluative
threat, DLPFC Frontiers in Human Neuroscience | www.frontiersin.org Participants p
Seventy-four
healthy
female
individuals
(Mage
=
20.80,
SDage = 2.11) participated in the study. Given the sex differences
in emotional processing and reactivity to social evaluations
(McRae et al., 2008; Lithari et al., 2010; Vanderhasselt et al.,
2018), only female participants were included, to reduce the
sample variability. The sample size was determined based on an
a priori power analysis. In lack of clear consensual guidelines for
power analyses for the employed statistical method (generalized
linear mixed models; see data analytic plan), a power analysis
was conducted for linear models instead, using the G∗Power
software (Faul et al., 2007). This estimated a total sample size
of N = 74 to detect with 80% power the hypothesized between-
within interaction effect of a small to moderate magnitude
(Cohen’s f = 0.15) using a mixed ANOVA F-test. Participants
were recruited in the context of a larger research project
investigating the effects of left prefrontal tDCS on the interplay
between anticipatory and online emotion regulatory processes
to social evaluations (Allaert et al., 2020). They were recruited
from the general community via internet postings on social
media and posters in public places. Selection criteria were (a)
right-handed, (b) normal or corrected to normal vision, (c) no
current psychiatric or neurological disorders, (d) no current
use of psychiatric drugs, (e) no personal or family history of
epilepsy, (f) no recent neurosurgery, (g) not pregnant, and (h)
no metal or magnetic objects in or around the scalp. Participants
were asked not to smoke or ingest caffeine and/or alcohol 2 h
prior to the experiment. The study was conducted with the
approval of Ghent University’s Medical Ethical Committee and
in accordance with the Declaration of Helsinki. Participants
provided informed consent at the start of the experiment and
received € 15 for participating. y
To address these research objectives, an experimental
paradigm featuring SET was employed with the aim to simulate
the nature of real-life situations (e.g., social interactions). In this paradigm participants are systematically exposed to
self-relevant information (e.g., positive and negative social
evaluations), evoking strong psychological and physiological
responses that are relevant to the pathogenesis of depression
(Slavich et al., 2009, 2010; Vanderhasselt et al., 2018). Participants
are led to believe that, based on their self-photograph, strangers
have formed first impressions about them, and that they are
presented with these explicit social evaluations. INTRODUCTION However, ecologically valid research
that investigates the effects of prefrontal tDCS on the interplay
between selective attention processes toward self-referential
stimuli and emotional reactivity, and how prior expectations
may influence this, is non-existent. One eye-tracking study August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 2 Allaert et al. tDCS Effects on Attentional Deployment MATERIALS AND METHODS showed that anodal (vs. sham) left prefrontal tDCS was
associated with a transient diminished attentional bias (i.e.,
less gaze fixation) toward negative emotion-eliciting images,
and that this was associated with reduced self-reported state
anxiety (Chen et al., 2017). Thus, in view of the importance
of impairments in attentional processes toward self-referential
information underlying depression, and the existing research gap,
the goal of the present study was to investigate the effects of
prefrontal tDCS on self-referential attentional processes, their
interplay with emotional reactivity, and how prior expectations
may influence these. showed that anodal (vs. sham) left prefrontal tDCS was
associated with a transient diminished attentional bias (i.e.,
less gaze fixation) toward negative emotion-eliciting images,
and that this was associated with reduced self-reported state
anxiety (Chen et al., 2017). Thus, in view of the importance
of impairments in attentional processes toward self-referential
information underlying depression, and the existing research gap,
the goal of the present study was to investigate the effects of
prefrontal tDCS on self-referential attentional processes, their
interplay with emotional reactivity, and how prior expectations
may influence these. Participants During each
exposure to an evaluation, a photograph of the participant and
of the supposed evaluator is shown, along with the explicit
positive or negative evaluation, while participants’ gaze behavior
(time to first fixation and total fixation time) to these is
measured. Concurrently, emotional reactivity is assessed via
the measurement of autonomic changes in skin conductivity
(skin conductance responses; SCRs), as SCRs are mediated by
amygdala activity and index emotional arousal (Wood et al.,
2014; Christopoulos et al., 2019; Allaert et al., 2020). First, based
on the self-regulation theories proposing adaptive SET reactivity
consists of both decreased self-attention and increased other-
attention (Hess and Pickett, 2010; Durlik and Tsakiris, 2015),
and given the wide array of research showing adaptive left
prefrontal tDCS effects on attention processes and emotional
reactivity (Mondino et al., 2015; Smits et al., 2020), we expected
that active (in contrast to sham) left prefrontal tDCS would
be associated with attenuated self-attention (i.e., slower first
fixation to and less total fixation time on this information)
and increased other-attention (i.e., faster first fixation to and
more total fixation time on this information). We had no
clear expectations whether these effects would be modulated
by valence, as previous prefrontal tDCS research has shown
both valence-independent (Sanchez-Lopez et al., 2018; Allaert
et al., 2020), and valence-dependent tDCS effects (Mondino
et al., 2015; Nejati et al., 2021). Second, based on the proposed
association between prefrontal-mediated attentional processes
and emotional reactivity, we expected the attentional processes
that are modulated by tDCS to be more strongly associated
with attenuated emotional reactivity (assessed via SCRs) among
participants receiving active (versus sham) tDCS. Third, in view
of the clinical relevance of the interplay between anticipatory
processes and “online” self-regulatory processes, and the role of
the DLPFC herein, the last objective was to explore whether
tDCS differentially affected gaze behavior during expected vs. unexpected social evaluations. Frontiers in Human Neuroscience | www.frontiersin.org Skin Conductance Responses (SCRs) p
(
)
Electrodermal activity was recorded at a sample rate of 1000 Hz
with the Biopac EDA100c amplifier, in conjunction with the
Biopac MP150 (Biopac Systems Inc., Santa Barbara, CA,
United States). On the amplifier, the gain was set to 5 µS/V,
the low pass filter set to 10 Hz, and both high pass filters
set to DC mode (off). Two pre-gelled Ag/AgCL electrodes,
connected to the amplifier, were placed on the left, non-dominant
hand, on the thenar and hypothenar. The data was collected in
the Acqknowledge software on an external computer, together
with event triggers that were sent by the E-Prime computer
to the Biopac STP100c, via a Cedrus StimTracker Duo device
(Biopac Systems Inc., Santa Barbara, CA; Cedrus Corporation,
San Pedro, CA, United States). Using the Ledalab 3.4.9 MATLAB
toolbox (Karenbach, 2005), the data was downsampled to 50 Hz
(to increase processing speed), artifact corrected using spline
interpolation, smoothed using a 16 sample moving average,
and filtered using a first order Butterworth 5 Hz lowpass filter. Continuous decomposition analysis then extracted the phasic
information from the skin conductance signals, based on a
SCR detection threshold of 0.01 µS (Boucsein et al., 2012), and
computed average SCR amplitude (expressed in µS) for every
presentation of a social evaluation, which served as the secondary
dependent variable. Transcranial Direct Current Stimulation (tDCS) Transcranial Direct Current Stimulation (tDCS)
Transcranial direct current stimulation was applied with a pair
of rubber surface electrodes (5 × 7 cm = 35 cm2) covered
with electrode gel and delivered with a battery-driven stimulator
(DC-Stimulator Plus, neuroConn GmbH). The anodal electrode
was vertically positioned over F3 (corresponding to the left
DLPFC) according to the 10–20 international EEG system,
whereas the cathode was placed over the contralateral supra-
orbital area (Fp2). This electrode positioning is in accordance
with previous tDCS studies on emotional processing and the
level B recommendation for treating major depressive disorders
(Nitsche et al., 2008; Dedoncker et al., 2016; Lefaucheur et al.,
2017). A current of 2 mA (current density = 0.06), with 30 s
of ramp up was applied for 20 min (with ramp down at the
end). Half of the participants received active tDCS, whereas
the other half received sham tDCS (between-subject design). For sham tDCS (i.e., placebo) the current was directly ramped
down after the initial ramp up phase (Nitsche et al., 2008). Social Feedback Paradigm A paradigm was used in which participants are repeatedly
confronted with (experimentally rigged) positive and negative
social evaluations (Allaert et al., 2020). Participants were led to
believe that the study was part of a larger research project in
which research groups from different universities collaborate to
investigate how people form first impressions. The participants
were briefed that they would have to evaluate participants that
were recruited by these other research groups, based on the
first impression they form when viewing their photograph. In
turn, the participants had to provide a self-photograph so that
the supposed participants from the other research groups could
evaluate them. Before the paradigm, participants were told that
the evaluations of these others will be shown to them. During
each social evaluation presentation (8000 ms), participants were
shown their self-photograph, the photograph of the supposed
evaluator and a negative or positive word (e.g., stupid, attractive). The paradigm consisted of 80 trials (i.e., evaluations), divided
in 4 blocks of 20 trials with breaks in between. Each trial
started with an inter-stimulus interval (ISI; 2500 ms) displaying August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 3 tDCS Effects on Attentional Deployment Allaert et al. a fixation cross. In half of the trials (anticipatory context),
participants could correctly anticipate the valence of the social
evaluation, prior to its presentation, by means of a cue (8000 ms). In the other half (non-anticipatory context), the evaluation
is directly presented after the ISI. Figure 1 shows a visual
representation of the experimental sequence for each context. The employed stimuli consisted of 80 unique words (matched on
arousal between positive and negative valence) from a validated
normative database (see supplementary materials; Moors et al.,
2013) and 80 photographs obtained from volunteers (aged 18 –
30) outside the participant pool. To prevent luminance-evoked
pupillary responses, all images were gray-scaled and matched on
luminance values via the Matlab SHINE toolbox (Willenbockel
et al., 2010). During the ISI, gray-scaled placeholder images
with the same luminance values were presented on the location
where the subsequent photographs appear (Allaert et al.,
2020). The order of the specific combinations of trial features
(context, evaluator, gender of evaluator, word, location of the
evaluator photograph) was pseudorandom (see Supplementary
Materials). During block 1 to 3, the valence of the evaluations was
equally distributed, whereas in the last block1 negative feedback
was more prevalent (80%). 1This was done to investigate emotional recovery from mainly negative social
feedback, however, these results fall outside the scope of the research objectives
of this manuscript. Self-Report Measurements To ensure comparable active and sham tDCS groups, an
online survey assessing various potential confounders was
carried out prior to the experiment. These consisted of age,
perceived criticism, self-esteem, resilience, the habitual use of
various maladaptive and adaptive emotion regulation strategies,
symptoms of depression, anxiety and distress, and self-efficacy. These variables could potentially influence reactivity to the
social feedback paradigm. Table 1 presents an overview of
the descriptive and inferential statistics of these variables. Participants were pseudo-randomly assigned to one of the two
groups, in order to have comparable groups based on this
survey data. This procedure consisted of a random allocation
of participants to groups in the first half of the participant
sample. Halfway through data collection the online survey data
of planned participants were monitored and based on this
data, scheduled participants were allocated to one of the two
groups in order to minimize group differences on these variables. Independent t-tests showed that the two tDCS groups did not
significantly differ on any of these variables (all ps > 0.13). Social Feedback Paradigm The paradigm was programmed in
E-prime 2.0 Professional (Psychology Software Tools, Pittsburgh,
PA, United States). Software Tools, Pittsburgh, PA, United States). A standard 9-
point calibration sequence was used to calibrate participants’
eye tracking. Fixations were defined as to be at least 100 ms of
duration. Time to first fixation (i.e., time elapsed prior to making
first fixation on a given AOI, in seconds) and total fixation time
(i.e., total time spent fixating on a given AOI, in seconds) were
computed for every AOI (self, evaluator, feedback) on every trial,
using the PhysioData Toolbox 0.5 (Sjak-Shie, 2018), and served as
the primary dependent variables. The first author and experiment
leader received training in eye-tracking methodology from the
eye tracker manufacturer (Tobii AB, Stockholm, Sweden). Skin Conductance Responses (SCRs) Figure 2 shows a visualization of the electric field simulation of
the utilized tDCS montage (Kempe et al., 2014), using Soterix
HD-Explore software. The tDCS procedure followed a single-
blind design. All involved authors have extensive expertise
in the application of tDCS in combination with eye-tracking
(Allaert et al., 2019, 2020, 2021). Eye Tracking Every trial started with an ISI and was followed either by an anticipation phase succeeded by an evaluation (anticipatory
context), or a direct presentation of an evaluation (non-anticipatory context). During the presentation of an evaluation, a photograph of the participant next to the
supposed evaluator was shown. FIGURE 2 | Electric field simulations of the tDCS montage. The electric field simulations show the largest electric field potentials within prefrontal regions. FIGURE 2 | Electric field simulations of the tDCS montage. The electric field simulations show the largest electric field potentials within prefrontal regions. FIGURE 2 | Electric field simulations of the tDCS montage. The electric field simulations show the largest electric field potentials within prefrontal regions. mulations of the tDCS montage. The electric field simulations show the largest electric field potentials within prefrontal regions. FIGURE 2 | Electric field simulations of the tDCS montage. The electric field simulations show the largest electric field potentials Self-esteem
Self-esteem
was
measured
using
the
Rosenberg
Self-
Esteem
Scale
(RSES;
Rosenberg,
1965;
Franck
et
al.,
2008),
a
scale
consisting
of
10
items
(e.g.,
“I
take
a
positive attitude toward myself ”) rated on a 4-point Likert
scale
(0
=
completely
disagree,
3
=
completely
agree). Eye Tracking Gaze behavior was recorded at a sample rate of 300 Hz with
the Tobii TX300 eye tracker (Tobii AB, Stockholm, Sweden) in
conjunction with the E-Prime Extensions for Tobii (Psychology 1This was done to investigate emotional recovery from mainly negative social
feedback, however, these results fall outside the scope of the research objectives
of this manuscript. August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 4 Allaert et al. tDCS Effects on Attentional Deployment FIGURE 1 | Social feedback paradigm. Every trial started with an ISI and was followed either by an anticipation phase succeeded by an evaluation (anticipatory
context), or a direct presentation of an evaluation (non-anticipatory context). During the presentation of an evaluation, a photograph of the participant next to the
supposed evaluator was shown. FIGURE 2 | Electric field simulations of the tDCS montage. The electric field simulations show the largest electric field potentials within prefrontal regions. Perceived criticism
Perceived criticism was measured using a 1-item visual analog
scale (“How critical do you think people in your nearest
environment – such family, friends, partner – are of you?”;
Masland and Hooley, 2015), ranging from 0 (not at all) to
100 (a lot). Self-esteem
Self-esteem
was
measured
using
the
Rosenberg
Self-
Esteem
Scale
(RSES;
Rosenberg,
1965;
Franck
et
al.,
2008),
a
scale
consisting
of
10
items
(e.g.,
“I
take
a
positive attitude toward myself ”) rated on a 4-point Likert
scale
(0
=
completely
disagree,
3
=
completely
agree). FIGURE 1 | Social feedback paradigm. Every trial started with an ISI and was followed either by an anticipation phase succeeded by an evaluation (anticipatory
context), or a direct presentation of an evaluation (non-anticipatory context). During the presentation of an evaluation, a photograph of the participant next to the
supposed evaluator was shown. FIGURE 1 | Social feedback paradigm. Every trial started with an ISI and was followed either by an anticipation phase succeeded by an evaluation (anticipatory
context), or a direct presentation of an evaluation (non-anticipatory context). During the presentation of an evaluation, a photograph of the participant next to the
supposed evaluator was shown. FIGURE 2 | El
t i fild i
l ti
f th tDCS
t
Th
l
t i fild i
l ti
h
th l
t l
t i fild
t
ti l
ithi
f
t l
i FIGURE 1 | Social feedback paradigm. Perceived criticism Perceived criticism was measured using a 1-item visual analog
scale (“How critical do you think people in your nearest
environment – such family, friends, partner – are of you?”;
Masland and Hooley, 2015), ranging from 0 (not at all) to
100 (a lot). August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org Frontiers in Human Neuroscience | www.frontiersin.org 5 tDCS Effects on Attentional Deployment Allaert et al. TABLE 1 | Descriptive statistics and welch two sample t-test statistics. Active tDCS
Sham tDCS
Variable
M (SD)
M (SD)
t
p
Age
21.16 (2.42)
20.43 (1.69)
1.50
0.14
Perceived criticism PC
6.62 (1.46)
6.27 (1.88)
0.90
0.37
Self-esteem RSES
18.92 (5.52)
19.59 (5.69)
−0.51
0.61
Self-efficacy GSE
28.51 (4.04)
28.76 (5.82)
−0.24
0.81
Resilience CD-RISC
25.54 (5.10)
25.19 (5.82)
0.28
0.78
Cognitive reappraisal ERQ
27.35 (5.89)
28.46 (4.77)
−0.89
0.38
Expressive suppression ERQ
13.30 (4.29)
13.76 (3.83)
−0.49
0.63
Acceptance CERQ
13.81 (2.45)
14.57 (3.45)
−1.09
0.28
Positive reappraisal CERQ
13.65 (3.21)
14.41 (3.66)
−0.94
0.35
Positive refocus CERQ
11.84 (3.02)
11.14 (3.00)
1.00
0.32
Putting into perspective CERQ
14.78 (3.33)
15.08 (2.92)
−0.41
0.68
Refocus on planning CERQ
14.65 (3.43)
15.16 (2.97)
−0.69
0.49
Rumination CERQ
13.68 (4.24)
14.08 (4.05)
−0.42
0.68
Catastrophizing CERQ
7.54 (2.82)
8.46 (2.98)
−1.36
0.18
Self-blame CERQ
13.03 (3.10)
13.16 (2.42)
−0.21
0.83
Other-blame CERQ
8.19 (3.06)
8.54 (3.30)
−0.47
0.64
General distress MASQ30
24.30 (7.91)
25.46 (7.94)
−0.63
0.53
Anhedonic depression MASQ30
25.92 (7.54)
28.92 (9.03)
−1.55
0.13
Anxious arousal MASQ30
17.24 (5.96)
18.11 (6.74)
−0.58
0.56
Rumination RRS
49.27 (12.98)
48.51 (12.88)
0.25
0.80
Brooding RRS
11.27 (3.34)
10.92 (3.21)
0.46
0.65
Reflection RRS
10.84 (3.71)
10.19 (3.64)
0.76
0.45
The
scale
showed
good
internal
consistency
(Cronbach’s
α = 0.87). TABLE 1 | Descriptive statistics and welch two sample t-test statistics. the habitual usage of cognitive reappraisal (e.g., “I control my
emotions by changing the way I think about the situation I’m in”)
and expressive suppression (e.g., “When I am feeling negative
emotions, I make sure not to express them”). The factor expressive
suppression (Cronbach’s α = 0.64) showed questionable internal
consistency while cognitive reappraisal (Cronbach’s α = 0.76)
showed acceptable internal consistency. Resilience Resilience was measured using the Connor-Davidson Resilience
Scale (CD-RISC; Connor and Davidson, 2003), a scale consisting
of 25 items (e.g., “I am not easily discouraged by failure”) rated on
a 5-point Likert scale (0 = not true at all, 4 = true nearly all of the
time). The scale showed good internal consistency (Cronbach’s
α = 0.86). Self-efficacy
G
l
lf General self-efficacy was measured with the General Self-Efficacy
Scale (GSES; Teeuw et al., 1994), a 10-item scale (e.g., “I
remain calm when facing difficulties because I can rely on my
coping abilities”) rated on a 4-Point Likert scale (1 = completely
disagree, 4 = completely agree). The scale showed good internal
consistency (Cronbach’s α = 0.82). Emotion regulation The habitual use of maladaptive and adaptive emotion regulation
strategies was measured with the Ruminative Response Scale
(RRS; Nolen-Hoeksema and Morrow, 1991; Raes et al., 2009),
the Emotion Regulation Questionnaire (ERQ; Gross and John,
2003), and the Cognitive Emotion Regulation Questionnaire
(CERQ; Garnefski and Kraaij, 2007). The RRS is a 22-item scale
rated on a 4-point Likert scale (1 = almost never, 4 almost
always), assessing 3 types of responses to depressive feelings;
rumination (e.g., “I think about how sad I feel”), brooding
(e.g., “Thinking about a recent situation, wishing it had gone
better”), and reflection (e.g., “Analyze my personality to try to
understand why I am depressed”). The rumination (Cronbach’s
α = 0.91) factor showed excellent internal consistency while
the brooding (Cronbach’s α = 0.70) and reflection (Cronbach’s
α = 0.76) factor showed acceptable internal consistency. The
ERQ is a 10-item scale rated on a 7-point Likert scale
(1 = completely disagree, 7 = completely agree) and assess Symptoms of depression, anxiety and distress y p
f
p
y
Symptoms of depression, anxiety, and stress were measured
using the short Mood and Anxiety Symptoms Questionnaire
(MASQ-30; Wardenaar et al., 2010). This is a 30-item scale rated
on a 5-point Likert scale (1 = not at all, 5 = a lot) assessing
anhedonic depression (e.g., “Felt like I had a lot to look forward
to”), anxious arousal (e.g., “Heart was racing or pounding”) and
general distress (e.g., “Worried a lot about things”). The factors
anxious arousal (Cronbach’s α = 0.83) and anhedonic depression
(Cronbach’s α = 0.84) showed good internal consistency whereas
the factor general distress showed acceptable internal consistency
(Cronbach’s α = 0.74). Perceived criticism The CERQ is a 36-
item scale rated on a 5-Point Likert scale (1 = almost never,
5 = almost always), assessing 9 types of emotion regulation
in response to negative experiences; self-blame (e.g., “I feel
that I am the one to blame for it”), acceptance (e.g., “I think
that I have to accept the situation”), rumination (e.g., “I dwell
upon the feelings the situation has evoked in me”), positive
refocus (e.g., “I think of something nice instead of what has
happened”), refocus on planning (e.g., “I think of what I can do
best”), positive reappraisal (e.g., “I think I can learn something
from the situation”), putting into perspective (e.g., “I think
that it all could have been much worse”), catastrophizing (e.g.,
“I often think that what I have experienced is much worse
than what others have experienced”), and other-blame (e.g., “I
feel that others are responsible for what has happened”). The
factors rumination (Cronbach’s α = 0.86), refocus on planning
(Cronbach’s α = 0.86), other-blame (Cronbach’s α = 0.87), putting
into perspective (Cronbach’s α = 0.81) and positive reappraisal
(Cronbach’s α = 0.83) showed good internal consistency,
whereas the factors self-blame (Cronbach’s α = 0.71), acceptance
(Cronbach’s α = 0.76), positive refocus (Cronbach’s α = 0.76),
and catastrophizing (Cronbach’s α = 0.74) showed acceptable
internal consistency. The
scale
showed
good
internal
consistency
(Cronbach’s
α = 0.87). Mood during the experimental session To assess changes in mood throughout the experimental
protocol, self-reported mood was measured at three time points
(pre-stimulation, post-stimulation, and post-task), using six
visual analog scales (tiredness, vigorousness, angriness, tension,
sadness, and happiness; McCormack et al., 1988) presented August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org Frontiers in Human Neuroscience | www.frontiersin.org 6 tDCS Effects on Attentional Deployment Allaert et al. a generalized linear mixed modeling approach was warranted. Therefore, to ensure the selection of a distribution and link
function that best fits the observed data, a series of (G)LMM
models were, based on the Akaike Information Criterion (AIC),
compared for each dependent variable (time to first fixation,
total fixation time, SCRs; see Table 2), only differing in their
specified distribution (normal and gaussian) and link (identity,
log and inverse) function. The lowest AIC value indicates the
best fitting model of the series. The specific model structure for
each of the three dependent variables (time to first fixation, total
fixation time, SCRs; see further) was based on our hypotheses
and continuous predictors were standardized prior to model
fitting. Since a gamma distribution is only compatible with data
containing positive numbers (excluding zero), SCR data points
containing zero (0.75%) were removed to assess the fit under a
gamma distribution. Furthermore, prior to model fitting, gaze
data points containing (a) more than 50% missing gaze data,
or (b) a time to first fixation to an AOI faster than 100 ms
(i.e., anticipatory saccade; Sanchez-Lopez et al., 2019b) were
excluded from subsequent analyses (14.75%). In addition, due
to technical malfunctions with the SCR recording equipment
and the eye-tracker, the SCR data of 5 subjects were corrupted
and excluded from further analysis (6.76%). Based on the AIC
and consistent with statistical literature, time to first fixation
(i.e., reaction time data) was best described by a gamma model
with a log-link (Lo and Andrews, 2015; Santhanagopalan et al.,
2018), whereas total fixation time (i.e., duration data) was best
described by a gamma model with an identity-link (Hardin
and Hilbe, 2007). SCR amplitude was best described by a log-
gamma model (Braithwaite et al., 2013). The analysis-of-variance
tables for these retained models were then computed via the
“ANOVA” function of the “car” R package, with the sum of
squares estimated using the type III approach (Fox et al., 2012). Mood during the experimental session The statistical significance level was set to p < 0.05 and p-values
for the fixed effects were estimated with the “lmerTest” R
package, using the Satterthwaite approximations to degrees of
freedom (Kuznetsova et al., 2017). For the decomposition of
interaction effects, follow-up tests were pairwise comparisons of
the estimated marginal means (EMMs) or pairwise comparisons
of the EMMs of linear trends (i.e., comparison of slopes), via
the “emmeans” and “emtrends” function in the “emmeans” R
package (Lenth, 2018). To maximize statistical power, follow-up
tests for which we had specific directional hypotheses were one-
tailed (self and evaluator), whereas the others were two-tailed. Furthermore, p-values from the follow-up tests were corrected
for multiple comparisons using the false discovery rate correction
(Benjamini, 2010). To investigate (a) the effects of tDCS on attentional on the computer screen, ranging from “totally not” (0) to
“very much” (100). Protocol Participants provided informed consent on a webpage and
completed the online survey. They were led to believe that they
would take part in a study in which the effects of tDCS on the
processing of first impressions are investigated. It was stated
that they had to first evaluate participants recruited by other
collaborating universities, based on the first impression they
experience when viewing a photograph of them. In turn, these
other students would then evaluate them, based on their self-
photograph. On the webpage, participants were presented a series
of 20 pictures of strangers along with 4 evaluative descriptive
words (2 negative and 2 positive words, obtained from a validated
database of Dutch words; Moors et al., 2013). For each picture,
participants were asked to indicate which word corresponded
the most with the first impression they had formed about the
stranger. Afterward, participants could upload a self-photograph. At the end, participants could schedule the experiment. In the
laboratory, participants were seated in front of a computer screen
and were connected to the physiological recording equipment. Participants underwent active or sham tDCS, and mood states
were assessed before and after the stimulation session. Then,
the social feedback paradigm started. Finally, mood states were
assessed, and participants were debriefed and paid. Frontiers in Human Neuroscience | www.frontiersin.org Data Analytic Plan All data were analyzed in R 3.6.1 (R Core Team, 2013) using
(generalized) linear mixed models [(G)LMM]s fitted via the
“lmer” and “glmer” functions of the “lme4” R package (Bates
et al., 2014). These mixed models can handle unbalanced data,
account for inter-individual variability in psychophysiological
reactivity and offer higher control of type I errors compared
to classic (general) linear models (Cnaan et al., 1997; Bagiella
et al., 2000; Mallinckrodt et al., 2001; Boisgontier and Cheval,
2016). The implementation of GLMMs requires to specify an
underlying distribution of the observed data (e.g., normal,
gamma), instead of relying on the assumption that the data
follows a normal distribution as in classic linear models (e.g.,
ANOVA, ANCOVA, repeated measures ANOVA; Jiang and
Nguyen, 2021). In addition, when using GLMMs, a link function
needs to be specified; this specifies the type of relationship
between the independent variables and the dependent variable,
such as an identity (linear), logarithmic or inverse relationship. By specifying a link function, data transformations that are
often employed in classic linear models are not required. This
is advantageous as data transformations alter the original scale
of the measurement and may potentially lead to misleading
conclusions (Lo and Andrews, 2015). Taken together, GLMMs
offer increased flexibility to model data by allowing different types
of data distributions and relationships between the predictors and
outcome (e.g., linear, logarithmic, and inverse). To investigate (a) the effects of tDCS on attentional
deployment during social evaluations, and (b) whether the
possibility of prior anticipation affected these, two GLMMs were
fitted with time to first fixation (i.e., elapsed time until first fixation
on an AOI) and total fixation time [i.e., total time spent fixating
on an area of interest (AOI)] as respective dependent variables. These GLMMs both featured group (active tDCS, sham tDCS),
AOI (self, evaluator, and feedback), valence (negative, positive),
type (anticipated, non-anticipated) as fixed factors, and subject as
random intercept. First, a visual inspection of the histogram of each of the three
dependent variables (Time to first fixation; see Figure 3A, Total
fixation time; see Figure 3B, SCRs, see Figure 3C) suggested that
none of the variables followed a normal distribution, and that August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 7 Allaert et al. tDCS Effects on Attentional Deployment FIGURE 3 | Histograms of time to first fixation, total fixation time, and skin conductance responses. Data Analytic Plan The histograms of the three employed dependent variables [time
to first fixation; (A), total fixation time; (B), SCRs, (C)] suggest that none follow a normal distribution and that a GLMM approach is warranted. FIGURE 3 | Histograms of time to first fixation, total fixation time, and skin conductance responses. The histograms of the three employed dependent variables [time
to first fixation; (A), total fixation time; (B), SCRs, (C)] suggest that none follow a normal distribution and that a GLMM approach is warranted. RESULTS To investigate how tDCS affects the relationship between
tDCS-affected attentional processes and emotional reactivity to
social evaluations, one GLMM was fitted with SCR amplitude
as the dependent variable. This model featured group (active
tDCS, sham tDCS), valence (negative, positive), type (anticipated,
non-anticipated) as fixed factors, and subject as random
intercept. Furthermore, based on the results of the previous
gaze analyses, the specific observed tDCS effects on the various
attentional indices (see results; i.e., group × self-fixation time,
group × evaluator-fixation time, group × time to first self-fixation,
group × type × time to first feedback-fixation) were entered as
predictors in this GLMM. Participants were blind to their allocation to the tDCS groups
as they were unable to correctly guess whether they received
active or sham tDCS; the proportion of incorrect guesses (80%)
was significantly higher than chance level, (0.50), p < 0.001. No adverse effects of tDCS (e.g., headache, fatigue, itching;
Matsumoto and Ugawa, 2017) were reported. In addition, there
were no significant differences in the time of day of the
experimental sessions between the active and sham tDCS groups,
t = −0.59, p = 0.56. DISCUSSION (vs. sham) tDCS was associated with a slower time to fixate on
the feedback word, b = 0.12, SE = 0.06, z = 2.07, p = 0.04,
whereas this was not the case during anticipated evaluations,
b = 0.05, SE = 0.06, z = 0.82, p = 0.41. This indicates that
the tDCS effect on time to fixate on the feedback word was
modulated by type. For the evaluator-photograph, no significant
differences were present between active and sham tDCS during
neither anticipated, b = 0.06, SE = 0.06, z = 1.06, p = 0.85, or non-
anticipated evaluations, b = −0.06, SE = 0.06, z = −1.08, p = 0.14. All remaining tDCS-implicated effects (i.e., group, group × type,
group × valence, group × type × valence, group × valence × AOI,
group × type × valence × AOI) were non-significant (all
ps > 0.06). (vs. sham) tDCS was associated with a slower time to fixate on
the feedback word, b = 0.12, SE = 0.06, z = 2.07, p = 0.04,
whereas this was not the case during anticipated evaluations,
b = 0.05, SE = 0.06, z = 0.82, p = 0.41. This indicates that
the tDCS effect on time to fixate on the feedback word was
modulated by type. For the evaluator-photograph, no significant
differences were present between active and sham tDCS during
neither anticipated, b = 0.06, SE = 0.06, z = 1.06, p = 0.85, or non-
anticipated evaluations, b = −0.06, SE = 0.06, z = −1.08, p = 0.14. All remaining tDCS-implicated effects (i.e., group, group × type,
group × valence, group × type × valence, group × valence × AOI,
group × type × valence × AOI) were non-significant (all
ps > 0.06). The aim of this study was to investigate the effects of prefrontal
tDCS on self- versus other-attention (assessed via eye-tracking)
during the confrontation with social evaluations, and how the
attentional processes affected by tDCS are linked to emotional
reactivity (assessed via SCRs). Additionally, it was explored
whether the possibility to anticipate the valence of a social
evaluation modulated the tDCS effects. First, the results showed that participants who received active
(versus sham) tDCS were a) slower to fixate on their self-
photograph, b) spent less time fixating on their self-photograph,
and c) spent more time fixating on the photograph of the
evaluator. Effects of tDCS on Total Fixation Time Effects of tDCS on Total Fixation Time
This GLMM showed a group × AOI interaction (see Figure 4B),
χ2(2) = 19.98, p < 0.001. Follow-up pairwise comparisons
probing the effect of group for each AOI (self, evaluator, feedback)
showed that active (versus sham) tDCS was associated with a
shorter total fixation time on the self-photograph, b = −0.17,
SE = 0.08, z = −2.15, p = 0.02, and a longer total fixation time
on the evaluator-photograph, b = 0.15, SE = 0.09, z = 1.65,
p = 0.04. Active (versus sham) tDCS was not associated with
a significant difference on total fixation time to the feedback
word, b = −0.04, SE = 0.070.07, z = −0.58, p = 0.56. All
remaining tDCS-implicated effects (i.e., group, group × type,
group × valence, group × type × valence, group × type × AOI,
group × valence × AOI, group × type × valence × AOI) were
non-significant (all ps > 0.17). Effects of tDCS on the Relationship
Between Attentional Indices and
Emotional Reactivity This GLMM showed a group × time to first self-fixation
interaction (see Figure 6), χ2(1) = 14.12, p < 0.001. Follow-
up tests showed that in the active tDCS group, time to first
self-fixation was negatively associated with SCR amplitude to
social evaluations, b = −0.19, SE = 0.03, z = −6.62, p < 0.001,
whereas this association was non-significant in the sham tDCS
group, b = −0.04, SE = 0.030.03, z = −1.34, p = 0.18. Thus,
during active (compared to sham) tDCS slower times to self-
fixate were associated with attenuated SCRs. All remaining tDCS
effects where attentional deployment indices were implicated
(group × self-fixation time, group × evaluator-fixation time,
group × time to first feedback-fixation, group × type × time to
first feedback-fixation) were non-significant (all ps > 0.24). For
an overview of the tDCS effects on SCRs in which attentional
deployment was not investigated, see Allaert et al. (2020). Regarding the impact of social feedback expectations on
tDCS effects, the results showed that during unanticipated
evaluations, participants receiving active (versus sham) tDCS
were slower to fixate on the feedback word, whereas this was not
the case during anticipated evaluations. Generally, participants
tended to first fixate on the feedback word when presented
with an evaluation, as this conveys the specific content (e.g.,
intelligent and pretentious) of the social evaluation. During
unanticipated evaluations, participants did not know in advance
whether the evaluation would be negative or positive, and by
looking at the feedback word they could ascertain whether
or not the presented evaluation was self-threatening (Sherman
and Cohen, 2006). Following this reasoning, the current result Effects of tDCS on Time to First Fixation Finally, to check whether the observed tDCS effects are
independent of changes in mood throughout the experimental
procedure,
six
LMMs
(for
every
mood
state;
tiredness,
vigorousness,
angriness,
tension,
sadness,
and
happiness)
were fitted with group (active tDCS and sham tDCS), and
time (pre-stimulation, post-stimulation, and post-task) as fixed
factors, and subject as random intercept. Effects of tDCS on Time to First Fixation
This GLMM showed a group × AOI interaction (see Figure 4A),
χ2(2) = 18.54, p < 0.001. Follow-up pairwise comparisons
probing the effect of group for each AOI (self, evaluator, feedback)
showed that active (versus sham) tDCS was associated with
a slower time to fixate on the self-photograph, b = 0.10,
SE = 0.05, z = 1.91, p = 0.03. There were no significant
differences in time to first fixation between active and sham
tDCS for the evaluator-photograph, b = −0.0003, SE = 0.050.05,
z = −0.010.01, p = 0.500.50, or for the feedback word,
b = 0.080.08, SE = 0.06, z = 1.52, p = 0.13. Furthermore, a
higher-order group × AOI × type interaction (see Figure 5)
was observed, χ2(2) = 13.74, p = 0.001. Follow-up pairwise
comparisons investigating the effect of group on each AOI (self,
evaluator, feedback) and type (anticipated and non-anticipated)
showed that active (vs. sham) tDCS was associated with a
slower time to fixate on the self-photograph during both the
presentation of anticipated, b = 0.11, SE = 0.06, z = 1.91, p = 0.03,
and non-anticipated evaluations, b = 0.10, SE = 0.06, z = 1.71,
p = 0.04. This indicates that the tDCS effect on time to fixate
on the self-photograph was not modulated by type. However,
during the presentation of non-anticipated evaluations, active Results of the 3 main analyses where tDCS was not implicated
are reported in the Supplementary Materials, as these fall outside
the scope of the research objectives. TABLE 2 | Model fit (AIC) for dependent variables. Dependent
variable
Normal
Log-gamma
Identity-gamma
Inverse-gamma
Time to first
fixation
40915
22004*
22245
22216
Total fixation
time
49468
44054
43598*
44128
SCR amplitude
−23682
−32396*
*lowest value; lower values indicate better model fit. August 2021 | Volume 15 | Article 700557 8 tDCS Effects on Attentional Deployment Allaert et al. DISCUSSION These findings show that in a context of SET,
prefrontal tDCS attenuates attentional processes toward self-
referential stimuli, while increasing attention toward other-
referential stimuli. These results are in line with previous studies
showing that prefrontal tDCS can modulate selective attention
to (emotional) stimuli (Mondino et al., 2015; Sanchez-Lopez
et al., 2018). Second, analyses investigating the relationship
between these attentional processes and emotional reactivity
showed that among participants receiving active (versus sham
tDCS), emotional reactivity decreased in function of slower
times to fixate on their self-photograph. This might suggest
that delayed attention toward self-referent information may
be a neurocognitive mechanism through which prefrontal
tDCS adaptively reduces emotional reactivity in situations
featuring SET, as was observed in prior studies (Antal et al.,
2014; Allaert et al., 2020; Carnevali et al., 2020). Moreover,
this would be in line with past research showing that
improved cognitive flexibility (e.g., selective attention and
working memory) mediates the effects of tDCS on emotional
reactivity to negative or stressful stimuli (Chen et al., 2017). Furthermore, It has been suggested that the attenuation of self-
referential processes plays an underlying role in the adaptive
effects of prefrontal tDCS (Vanderhasselt et al., 2015a; De
Raedt et al., 2017; Hoebeke et al., 2021). Taken together,
the current results extend previous findings regarding the
link between cognitive flexibility and emotional reactivity
(Vanderhasselt et al., 2013; Chen et al., 2017), by more
directly measuring processes of clinical interest (i.e., attentional
processes in the context of SET) in an ecologically valid
experimental paradigm featuring natural responding in absence
of task instructions. August 2021 | Volume 15 | Article 700557 Effects of tDCS on Mood Throughout the
Experimental Procedure The LMMs on the mood measures (tiredness, vigorousness,
angriness, tension, sadness,
and happiness)
yielded non-
significant effects of group and group × time (all Fs < 0.88,
all ps > 0.42), indicating that tDCS did not influence reported
mood (across time). August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 9 Allaert et al. tDCS Effects on Attentional Deployment FIGURE 4 | tDCS effects on self- vs. other-attention. The group receiving active (vs. sham) tDCS were slower to fixate on their self-photograph (A), and fixated less
on it (B). Furthermore, the active (vs. sham) tDCS group fixated more on the evaluator-photograph (B). FIGURE 4 | tDCS effects on self- vs. other-attention. The group receiving active (vs. sham) tDCS were slower to fixate on their self-photograph (A), and fixated less
on it (B). Furthermore, the active (vs. sham) tDCS group fixated more on the evaluator-photograph (B). FIGURE 5 | tDCS effect on early attention to unanticipated feedback. The group receiving active (vs. sham) tDCS were slower to fixate on their self-photograph
during both anticipated and unanticipated evaluations. During unanticipated evaluations, the group receiving active (vs. sham) tDCS were slower to fixate on the
feedback word, whereas this was not the case during anticipated evaluations. FIGURE 5 | tDCS effect on early attention to unanticipated feedback. The group receiving active (vs. sham) tDCS were slower to fixate on their self-photograph
during both anticipated and unanticipated evaluations. During unanticipated evaluations, the group receiving active (vs. sham) tDCS were slower to fixate on the
feedback word, whereas this was not the case during anticipated evaluations. of both the anode (left DLPFC) and cathode (right supra-
orbital area) electrode (Bikson et al., 2010) and the strongest
electrical field is suggested to be present somewhere in the middle
(mPFC) between the anode and cathode (De Witte et al., 2018). Therefore, it is highly likely that multiple brain regions and
networks were modulated by tDCS, including the frontoparietal
network (FPN; DLPFC, and posterior parietal cortex), which is
involved in the flexible regulation of attention toward relevant
and irrelevant environmental information and tuning behavior
accordingly (Ptak, 2012; Zanto and Gazzaley, 2013), and the
default mode network (DMN; mPFC, posterior cingulate cortex, may suggest that prefrontal tDCS decreased attentional bias
toward potential threatening stimuli. Frontiers in Human Neuroscience | www.frontiersin.org Effects of tDCS on Mood Throughout the
Experimental Procedure However,
in order to clearly elucidate the neural circuitry involved in
these tDCS effects, the application of neuro-imaging methods
such as functional magnetic resonance imaging or high-density
electroencephalogram is warranted. on valence. Such reasoning would be consistent with research
showing that neuro-stimulation of the DLPFC contributed to
sustained cognitive resource allocation (Pulopulos et al., 2020),
and the DLPFC and associated neural networks being implicated
in the implementation of proactive regulatory mechanisms
(Vanderhasselt et al., 2009). The results of the current study could be clinically relevant
as reactivity to (perceived) social evaluative threat plays a
significant role in mental health (Slavich et al., 2009, 2010). Furthermore, impairments in attentional processes have been
identified as mechanisms underlying perpetual negative self-
referential processing (i.e., rumination) and pose a vulnerability
factor for affective disorders (Koster et al., 2011; Sanchez-
Lopez et al., 2019c; Yaroslavsky et al., 2019). Given the
therapeutic value of prefrontal tDCS, and its effects on
attentional processes and emotional reactivity (De Raedt et al.,
2015; Mondino et al., 2015; Smits et al., 2020), the current
study suggest that attenuated attention toward self-referent
information (e.g., a self-photograph) potentially reflects a
mechanism of action underlying the adaptive effects of prefrontal
tDCS on SET reactivity. There is a growing body of research
suggesting that training emotional attentional flexibility can
promote adaptive emotion regulatory processes (e.g., cognitive
reappraisal; cognitive reframing of a stimuli or situation to
change its meaning and emotional valence), while undermining
maladaptive regulatory processes (e.g., rumination; Sanchez-
Lopez et al., 2016, 2019a,b). Moreover, combining prefrontal
tDCS with attention training shows the largest adaptive effects
on cognitive reappraisal and rumination, thereby highlighting
the importance of multimodal interventions (Sanchez-Lopez
et al., 2020). In future studies the effects of prefrontal tDCS
combined with attentional training (i.e., focusing less on
yourself) on SET reactivity could be investigated. Taken together,
in view of the clinical relevance of SET reactivity and the
important role of flexible cognition in mental health, the It should be noted that, under normal conditions, the valence
(negative, positive) of social evaluations differentially affects self-
and other-attentional deployment patterns (Vanderhasselt et al.,
2015b, 2018). However, in the current study, tDCS applied to
the prefrontal cortex did not reveal a valence specific effect. Effects of tDCS on Mood Throughout the
Experimental Procedure This would be in line
with past research (a) implicating the DLPFC in the regulation
of attention toward threatful stimuli (Öhman, 2005; Sagliano
et al., 2016), and (b) showing prefrontal tDCS effects in
attenuating vigilance toward threatening stimuli (Heeren et al.,
2015; Ironside et al., 2016, 2017). Transcranial direct current stimulation is known to modulate
large-scale brain networks rather than brain regions in isolation
(Peña-Gómez et al., 2012; Stagg et al., 2013). Furthermore,
the electric field distribution is influenced by the placement August 2021 | Volume 15 | Article 700557 Frontiers in Human Neuroscience | www.frontiersin.org 10 Allaert et al. tDCS Effects on Attentional Deployment FIGURE 6 | tDCS effect on the relationship between time to first self-fixation and emotional reactivity. Within the group receiving active tDCS, slower times to fixate
on the self-photograph were associated with smaller SCR amplitudes, whereas this was not the case among the group receiving sham tDCS. FIGURE 6 | tDCS effect on the relationship between time to first self-fixation and emotional reactivity. Within the group receiving active tDCS, slower times to fixate
on the self-photograph were associated with smaller SCR amplitudes, whereas this was not the case among the group receiving sham tDCS. precuneus, and inferior parietal cortex), which is involved in
self-referential processing (Raichle et al., 2001; Davey et al., 2016). This would be in line with past research showing that prefrontal
tDCS increases connectivity within the FPN while reducing
connectivity within the DMN (Keeser et al., 2011; Peña-Gómez
et al., 2012). Interestingly, depression is characterized by excessive
self-referential processing associated with hyperconnectivity of
the DMN, and impaired cognitive flexibility associated with
attenuated FPN connectivity (Qin et al., 2014; Li et al., 2018;
Schultz et al., 2018). In addition, in view of the observed tDCS-
associated attenuation of SCRs linked to attentional processes,
prefrontal tDCS could have modulated (a) neural activity of the
mPFC, since mPFC activity has been shown to be associated
with SCRs (Critchley et al., 2000; Nagai et al., 2004; Zhang et al.,
2012), and (b) fronto-limbic networks, as attentional deployment
involves the recruitment of the FPN and an attenuation of
amygdala activity (Ferri et al., 2016), which is also associated with
SCRs (Wood et al., 2014; Christopoulos et al., 2019). Frontiers in Human Neuroscience | www.frontiersin.org Effects of tDCS on Mood Throughout the
Experimental Procedure Past research has shown mixed results regarding the role of
valence on tDCS effects, with some studies showing valence-
dependent tDCS effects (Mondino et al., 2015; Nejati et al.,
2021), and others showing valence-independent tDCS effects
(Sanchez-Lopez et al., 2018). Possibly, in the current study,
tDCS could have promoted the employment of a general and
sustained attentional strategy to a broader context of social
evaluative threat, instead of trial-by-trial adjustments based August 2021 | Volume 15 | Article 700557 11 Allaert et al. tDCS Effects on Attentional Deployment FUNDING This research was supported by the Research Foundation
Flanders
(G044019N
and
G044016N
awarded
to
M-AV
and
RD),
the
Special
Research
Fund
Ghent
University
(BOFSTA2017002501 awarded to M-AV), and the Ghent
University
Multidisciplinary
Research
Partnership
“the
integrative neuroscience of behavioral control.” This research was supported by the Research Foundation
Flanders
(G044019N
and
G044016N
awarded
to
M-AV
and
RD),
the
Special
Research
Fund
Ghent
University
(BOFSTA2017002501 awarded to M-AV), and the Ghent
University
Multidisciplinary
Research
Partnership
“the
integrative neuroscience of behavioral control.” In conclusion, this is the first study to investigate the
effects of left prefrontal tDCS on self- and other-attentional
deployment (via eye-tracking) in a context featuring SET, and
how these are linked to autonomic emotional reactivity. The
results suggest that prefrontal tDCS promotes adaptive regulatory
attentional processes (reduced self-attention and increased other-
attention), and that delayed self-attention may be a specific
mechanism of action via which tDCS attenuates emotional
reactivity to SET. SUPPLEMENTARY MATERIAL The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fnhum. 2021.700557/full#supplementary-material ETHICS STATEMENT The studies involving human participants were reviewed and
approved by Ghent University Medical Ethical Committee. The
patients/participants provided their written informed consent to
participate in this study. Written informed consent was obtained
from the individual(s) for the publication of any potentially
identifiable images or data included in this article. DATA AVAILABILITY STATEMENT current results suggest that prefrontal tDCS may promote flexible
regulatory processes in response to situations featuring SET. The data and analysis script are available online (https://osf.io/
3xjcw/). Besides that this study has several strengths, such as the
direct assessment of attentional processes through eye-tracking
in an ecologically valid paradigm of social evaluation, some
limitations must be acknowledged. Past research has shown
that (a) the phase of the menstrual cycle (Horvath et al., 2014;
Rudroffet al., 2020), and (b) habitual nicotine use (Mclaren
et al., 2018), can influence tDCS effects, and this was not
explicitly controlled for in the experimental protocol. Given
the employed relatively large sample size, it could be argued
that these potential effects were balanced out between the
two tDCS groups. Furthermore, although participants were
instructed to look at the center fixation cross of the screen
prior to the presentation of an evaluation, the paradigm was not
explicitly programmed to wait for a fixation on this cross before
presenting the evaluation. Consequentially, participants could
already be looking at the location of any given AOI prior to its
presentation, thereby introducing the possibility of confounding
anticipatory gaze behavior. To solve this issue, data points
indicative of these anticipatory responses were discarded from
subsequent analyses, thereby removing a considerable portion
of the observed data. Another limitation is that a between-
subject design was employed, with no baseline assessment of
attentional deployment prior to either active or sham tDCS. However, this design was chosen to prevent habituation and
desensitization to the paradigm, which would be present with
a pre-post design. To have a comparable participant pool
in the active and sham tDCS group, groups were matched
on a series of potential confounders. Furthermore, the usage
of GLMMs allowed modeling the effects of inter-individual
differences via the inclusion of random effects. Finally, the
sample only consisted of females, limiting the generalizability
of the findings. AUTHOR CONTRIBUTIONS JA designed the experiment with guidance from M-AV and
RD, collected the data, performed statistical analyses with
support from ME, and wrote the original manuscript with
feedback from M-AV, RD, CB, AS-L, and ME. JA and M-AV
revised the manuscript with feedback from RD, CB, AS-L, and
ME. All authors contributed to the article and approved the
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doi:10.1186/1471-2164-10-646 BMC Genomics 2009, 10:646
doi:10.1186/1471-2164-10-646 BMC Genomics 2009, 10:646
doi:10.1186/1471-2164-10-646 This article is available from: http://www.biomedcentral.com/1471-2164/10/646 Methodology article
Improving the efficiency of genomic loci capture using
oligonucleotide arrays for high throughput resequencing
Hane Lee1, Brian D O'Connor1, Barry Merriman1, Vincent A Funari2,
Nils Homer1, Zugen Chen1, Daniel H Cohn2 and Stanley F Nelson*1 Address: 1Department of Human Genetics, University of California, Los Angeles, California, USA and 2Medical Genetics Institute, Cedars-Sinai
Medical Center, Los Angeles, California, USA Email: Hane Lee - hanelee@ucla.edu; Brian D O'Connor - boconnor@ucla.edu; Barry Merriman - barrym@ucla.edu;
Vincent A Funari - FunariV@cshs.org; Nils Homer - nilshomer@ucla.edu; Zugen Chen - zugenchen@mednet.ucla.edu;
Daniel H Cohn - dan.cohn@cshs.org; Stanley F Nelson* - snelson@ucla.edu * Corresponding author Received: 18 February 2009
Accepted: 31 December 2009 Received: 18 February 2009
Accepted: 31 December 2009 Published: 31 December 2009 Background specificity of the capture was very good, only ~11,000
exons were captured. specificity of the capture was very good, only ~11,000
exons were captured. g
Sequencing capacity has greatly advanced over the years
and took a major leap with the commercialization of two
new platforms for next-generation sequencers. Currently,
three major platforms are actively being used including
Applied Biosystems (ABI) SOLiD (Sequencing by Oligo
Ligation and Detection), Illumina Genome Analyzer (GA)
and Roche 454 Sequencing System [1-3]. Further, proofs
of principle experiments with the Helicos system and
Pacific Biosciences system have been published [4-6]. These sequencer technologies differ in their sequencing
methods and hence they vary in number of reads
sequenced, read length, error characteristics. However, all
rely on the generation of shotgun libraries for sequencing. With these technologies, a single machine can generate in
the range of 0.5-2 gigabases (Gb) of sequence reads per
day. While advancement in these technologies is certain,
the use of these technologies for sequencing targeted
regions of the genome has been limited based on the effi-
ciency of methods to enrich regions of the genome for
analysis which are matched to the capacity. The rapid
advancement in genotyping technology made possible by
the advent of DNA microarrays has resulted in a flood of
linkage and whole genome association studies for various
disorders, and now the community is overwhelmed with
genomic regions of interest for which additional targeted
sequence analysis is key bottleneck. Most recently, several
studies on exonic capture for broad based sequencing of
the amino acid coding portion of the genome have shown
successful
identification
of
rare
mutations/alleles
involved in rare genetic disorders and yielded insights in
applying the technique to searching for common variants
as well as de novo cancer mutations [7-10]. At the same time when Porreca et al. published, Albert et
al. and Okou et al. described methods for using DNA
arrays to capture large genomic loci directly [15-17]. In the
following month, Hodges et al. demonstrated success at
capturing 'all' exons using the same methods with better
balance of coverage (uniformity) and specificity relative to
any other previous capture assays, and it was the least
labor intensive and the most cost-effective method [18]. However, the performance of these assays varied across
the sample types and array types used. Albert et al. targeted a total ~5 Mb of sequences for 660
genes dispersed across the genome [16]. Background They reported the
specificity varied with the same array design from 38% to
76% depending on the samples captured. For their tiling
arrays encompassing from 200 Kb to 5 Mb around the
BRCA1 gene, the fraction of the reads mapped to the
intended targets varied from 14% to 64%. The Nimblegen
385 K custom array was used for all capture protocols
while the 454 GLX sequencer was used for sequencing. Since the 454 sequencers produce longer individual reads
than those from ABI or Illumina sequencers, their
sequences are easier to map to the correct genomic loca-
tion and this should be factored in when comparing cap-
ture technologies. Hodges et al. targeted 'all' human exons using seven Nim-
blegen arrays and sequenced the captured DNA with the
Illumina sequencer [18]. They first hybridized 500 bp
genomic fragments to all seven arrays, and the fraction of
the reads mapped to the targeted regions varied from 36%
to 55%. When they extended the definition of the targeted
region to include 300 bp upstream and downstream of
each exon, the targeting efficiency was increased to 55-
85%. Next, they used 100-200 bp fragments to hybridize
to one of the arrays in an attempt to tighten the sequenced
region around the targets. However, the specificity of the
intended targets was reduced three-fold with the exon cov-
erage rate up to 99%. For both studies, no detailed inter-
pretation was described for the specificity variations
across different array designs and sample types. Several groups have attempted to capture regions of inter-
est by multiplex amplification [11-14]. For the target
regions, primer pairs are systematically designed and, as
the target regions are amplified by PCR, only the frag-
ments with the right primer pairs are enriched. Reports
have demonstrated successful amplification of hundreds
of ~200 bp sized fragments but with substantial bias in
the amplification between the different fragments. This
method may work well for targeting tens of genes but
beyond that scale, it requires more effort to design unique
primers and optimize the PCR amplification process to
ensure uniformity across all fragments. Also, the high cost
of primer design and amplification will not compare favo-
rably with that of sequencing as sequencing costs have
been reduced significantly. To overcome the cost and
effort of a primer design process, Porreca et al. Abstract Background: The emergence of next-generation sequencing technology presents tremendous
opportunities to accelerate the discovery of rare variants or mutations that underlie human genetic
disorders. Although the complete sequencing of the affected individuals' genomes would be the
most powerful approach to finding such variants, the cost of such efforts make it impractical for
routine use in disease gene research. In cases where candidate genes or loci can be defined by
linkage, association, or phenotypic studies, the practical sequencing target can be made much
smaller than the whole genome, and it becomes critical to have capture methods that can be used
to purify the desired portion of the genome for shotgun short-read sequencing without biasing
allelic representation or coverage. One major approach is array-based capture which relies on the
ability to create a custom in-situ synthesized oligonucleotide microarray for use as a collection of
hybridization capture probes. This approach is being used by our group and others routinely and
we are continuing to improve its performance. Results: Here, we provide a complete protocol optimized for large aggregate sequence intervals
and demonstrate its utility with the capture of all predicted amino acid coding sequence from 3,038
human genes using 241,700 60-mer oligonucleotides. Further, we demonstrate two techniques by
which the efficiency of the capture can be increased: by introducing a step to block cross
hybridization mediated by common adapter sequences used in sequencing library construction, and
by repeating the hybridization capture step. These improvements can boost the targeting efficiency
to the point where over 85% of the mapped sequence reads fall within 100 bases of the targeted
regions. Conclusions: The complete protocol introduced in this paper enables researchers to perform
practical capture experiments, and includes two novel methods for increasing the targeting
efficiency. Coupled with the new massively parallel sequencing technologies, this provides a
powerful approach to identifying disease-causing genetic variants that can be localized within the
genome by traditional methods. Page 1 of 12
(page number not for citation purposes) BMC Genomics 2009, 10:646 http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 Baseline capture Initial data demonstrated a specificity of the intended cap-
ture intervals of 35% with exon hit rate of 99% using 100-
200 bp genomic fragments and protocols similar to the
published results and Agilent custom 244 K oligo arrays. These results were comparable with the Hodges et al. data
using shorter fragments (29% specificity). With these ini-
tial data as baseline, we attempted to improve the capture
efficiency by changing the hybridization protocol. Modified capture protocol with hybridization repeat The other protocol modification tested was to repeat the
hybridization step with the notion that each round of suc-
cessive hybridization will further enrich for the target
sequence as a substantially simplified amplicon is hybrid-
ized in the second round. In 2005, Bashiardes et al. reported in Nature Methods on capturing genomic loci
using bacterial artificial chromosome (BAC) in solution
[19]. They performed two rounds of hybridization to
enhance targeting and achieved 50% specificity. We incor-
porated this idea and repeated the hybridization step after
the 2nd PCR. The targeted specificity was successfully
increased up to 90% (Table 1). This two step modified protocol was independently repli-
cated externally. Total of 2 Mb was targeted for 7,475 non-
overlapping exon intervals under 10 linkage regions
across the genome. The capture was done by Agilent cus-
tom 244 K oligo arrays strictly following the presented
protocols except for reducing the 2nd hybridization time
to 24 hrs and re-using the same capture array for the 2nd
hybridization. The 36 bp single end sequencing was per-
formed using Illumina GA I in the authors' laboratory and
the sequences were aligned to the whole genome using
MAQ (Mapping and Assembly with Qualities). With the We tried two different approaches to overcome this non-
specific pull down issue. First, to remove complementary
adapter strands from the hybridization mix, we separated
the two strands of genomic fragments and used one of the
strands for the hybridization. To accomplish this, we
biotinylated only one of the PCR primers (primer1.1)
used in the generation of the genomic library. After the Table 1: Summary of the results. Primers
Single strand separation
Double Hyb
Specificity
Exons with reads*
Bases Covered*
Baseline
-
-
-
35%
98%
75%
Single Strand
-
Yes
-
54%
99%
92%
Primer Block
Yes
-
-
62% (63%†)
99% (99%†)
88% (94%†)
Double Hybridization
Yes
-
Yes
90% (82%†)
98% (98%†)
84% (89%†) Table 1: Summary of the results. Table 1: Summary of the results. Primers
Single strand separation
Double Hyb
Specificity
Exons with reads*
Bases Covered*
Baseline
-
-
-
35%
98%
75%
Single Strand
-
Yes
-
54%
99%
92%
Primer Block
Yes
-
-
62% (63%†)
99% (99%†)
88% (94%†)
Double Hybridization
Yes
-
Yes
90% (82%†)
98% (98%†)
84% (89%†)
* Not considering flanking regions
† Results from replication using the tumor genomic DNA. Modified capture protocol to block adapter-adapter
hybridization The first change we made to the Agilent hybridization pro-
tocol was to block the adapters ligated at the end of every
genomic amplicon in the hybridization mix. We assumed
that possible hybridization between different genomic
targets based on adapter-adapter hybridization will lead
to the inadvertent and non-specific enrichment of off-tar-
get fragments. This is due to the fact that all of the
genomic fragments in the hybridization mix are flanked
with the same Illumina adapters (52 nt and 34 nt), which
have comparable length to the intended genome location
specific target probes (45-60 nt). Thus, the melting tem-
perature between the adapter hybridizations will be simi-
lar to that between the appropriate genomic fragment and
its specific probe. Moreover, the effective concentration in
the hybridization of the adapter sequence is approxi-
mately 107 fold higher than the genome specific
sequences. Thus, these adapter mediated hybridization
may dominate the hybridization process. * Not considering flanking regions Results PCR step, the amplicon was bound to streptavidin beads,
and the non-biotinylated strand was collected and hybrid-
ized to the array. The second approach we tried was mech-
anistically easier to prepare than separating the two
strands. For this method, we added 10 fold molar excess
of Illumina primers to the hybridization mix assuming
that the primers will bind to all of the adapters flanking
the genomic fragments and block them from hybridizing
to other adapter sequences on different genomic frag-
ments. It was shown that both approaches increased the
specificity to ~60% with more even coverage resulting
from the simpler blocking approach, which is the pre-
ferred protocol (Table 1). Background have devel-
oped an assay that uses a microarray to design the oligo-
nucleotides in parallel [15]. Using a modification of MIP
(molecular inversion probes) assay, 55,000 exons of sizes
varying from 60 to 191 bp were targeted and although the Here, we concentrate on improving the capture specificity
using consistent sample and array design. Throughout the
experiment, paired genomic DNA of both cancer and nor-
mal tissues were used from a cancer patient. We
approached with two different methods to specifically
block the adapters while generating the genomic library
for hybridization and investigated two sequential rounds
of hybridization. These changes resulted in improvements
in our measured specificity of the targeted genomic DNA
from the same sample and the same array design. Page 2 of 12
(page number not for citation purposes) Page 2 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 †
p
g
g
4 μg of genomic library was used for all experiments. The hybridization mix contained 50 μg of Human Cot-1, 52 μl of Agilent 10× Blocking agent
and 260 μl of Agilent 2× hybridization buffer. Specificity is calculated by dividing sequence counts within the targeted region by total sequence
counts mapable to the human genome uniquely for each run. Targeted region is defined as the targeted exon +/- 100 bp. g
g
g
† Results from replication using the tumor genomic DNA. * Not considering flanking regions Not considering flanking regions
† Results from replication using the tumor genomic DNA. * Not considering flanking regions Modified capture protocol with hybridization repeat 4 μg of genomic library was used for all experiments. The hybridization mix contained 50 μg of Human Cot-1, 52 μl of Agilent 10× Blocking agent
and 260 μl of Agilent 2× hybridization buffer. Specificity is calculated by dividing sequence counts within the targeted region by total sequence
counts mapable to the human genome uniquely for each run. Targeted region is defined as the targeted exon +/- 100 bp. † Results from replication using the tumor genomic DNA. 4 μg of genomic library was used for all experiments. The hybridization mix contained 50 μg of Human Cot-1, 52 μl of Agilent 10× Blocking agent
and 260 μl of Agilent 2× hybridization buffer. Specificity is calculated by dividing sequence counts within the targeted region by total sequence
counts mapable to the human genome uniquely for each run. Targeted region is defined as the targeted exon +/- 100 bp. Page 3 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 C Genomics 2009, 10:646
http://www.biomedcentral.com/1471-2164/10
ping of sequences relative to probe position in the genome
ure 1
pping of sequences relative to probe position in the genome. a) Sequence coverage distribution averaged acros
eted regions captured by basal capture protocol and b) sequence coverage distribution averaged across all targeted reg
tured by double hybridization (modified) protocol show that the sequence reads are tightly limited around the targete
ons. Here, a targeted region is not necessarily a targeted exon but a probeset composed of multiple probes that are <
part to each other. The y axis plots the relative abundance and the x axis is the base position relative to the probes p Mapping of sequences relative to probe position in the genome
Figure 1
Mapping of sequences relative to probe position in the genome. a) Sequence coverage distribution averaged across all
targeted regions captured by basal capture protocol and b) sequence coverage distribution averaged across all targeted regions
captured by double hybridization (modified) protocol show that the sequence reads are tightly limited around the targeted
regions. Here, a targeted region is not necessarily a targeted exon but a probeset composed of multiple probes that are < 200
bp apart to each other. The y axis plots the relative abundance and the x axis is the base position relative to the probes posi-
tions. Modified capture protocol with hybridization repeat Mapping of sequences relative to probe position in the genome
Figure 1
Mapping of sequences relative to probe position in the genome. a) Sequence coverage distribution averaged across all
targeted regions captured by basal capture protocol and b) sequence coverage distribution averaged across all targeted regions
captured by double hybridization (modified) protocol show that the sequence reads are tightly limited around the targeted
regions. Here, a targeted region is not necessarily a targeted exon but a probeset composed of multiple probes that are < 200
bp apart to each other. The y axis plots the relative abundance and the x axis is the base position relative to the probes posi-
tions. use of blockers, the specificity resulted in 44% and by
repeating the hybridization with the blockers, the specifi-
city increased to 84%, which are comparable to the data
presented. ated (Figure 1). It has been shown in the previous reports
that SNPs (single nucleotide polymorphisms) can be reli-
ably detected [16-18]. For validation of the variant calls,
we compared the captured data to the Illumina 1 M Duo
genotyping array data of the same sample. There were
5,746 dbSNP129 SNPs that were present on both the 1 M
Duo genotyping array and within the targeted amplicons. The amplicons were sequenced an average of 6× for single
hybridization and 9× for double hybridization. 6.3% and
9% of the polymorphic positions were not sequenced in
single and double hybridization, respectively. Excluding Page 4 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 The sample was also known to
have DNA amplification of EGFR, "epidermal growth fac-
tor receptor", and a focused observation indicated ~25×
fold more reads mapping to the EGFR exons in tumor
sample than in normal sample (normalized to average
coverage of all targeted exons across the whole genome)
when single hybridization capture protocol was applied
to both samples. We note that this is substantially higher
than the SNP based copy number data which indicated a
2 fold increase at EGFR and may indicate higher dynamic
range from the capture approach followed by sequencing
than a microarray approach which has a limited dynamic
range due to fluorophor measurement. In addition, the
background noise for the ~1 Mb flanking region of EGFR
also showed the ~25× fold amplification compared to
elsewhere on the same chromosome reflecting that this 1
Mb region containing the EGFR gene is amplified itself at
the same ratio (Figure 3). these positions, the false negative rate (missing the variant
allele from capture data while detecting it by the Illumina
genotype data) was calculated to be 7.1% and 8.4% for
the single and double hybridization, respectively. The
false positive rate (detecting the correct variant allele
according to the HapMap Caucasian data when Illumina
genotype data calls it homozygous reference) was less
than 0.1% in both experiments. Although random sam-
pling effect was observed, the range of the variant allele
detection ratio at the polymorphic positions was nar-
rowed as the coverage increased for both experiments
(Additional file 1). In addition to base substitutions, we
have detected small (< 3 bp) insertions and deletions in
our dataset that are described in the dbSNP129. Further,
novel indels have been discovered and validated from
cancer samples that will be described more completely in
another publication. We also gathered information about the frequency of
sequence observations and their correlation with copy
number in the targeted genome post single hybridization
based pull down. Since we used both cancer and normal
tissue samples from a single cancer patient, we compared
the copy number differences between the two (Figure 2)
based on the relative frequency of reads mapping to spe-
cific chromosomes. In this experiment, the cancer sample
was trisomic for chromosome 7 which had been previ-
ously determined by whole genome SNP typing (data not
shown). http://www.biomedcentral.com/1471-2164/10/646 The mean number of counts normalized for the
physical length of chromosome in the tumor tissue was
1.4 relative to that in the normal tissue. Further, the cancer
sample had a loss of one chromosome, which we
observed to have 0.65 the number of reads as the same
chromosome in the normal tissue. These results indicate
the capture method in aggregate preserves the copy
number state of the original genomic DNA, and may be
useful for copy number detection even when using the
capture method. This is important for the identification of http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 larger deletions using sequencing based approaches. Out
of 18 places in the genome that showed regional copy
number changes in the cancer sample by whole genome
SNP typing, 6 of them harbored captured gene(s) and all
except for one place agreed between the two datasets
(Table 2). However, considering that there was no SNP
placed by Affymetrix 250 K array within the disagreed
genic region and the low resolution of the Affymetrix 250
K array for detecting copy number changes, it is likely that
the copy number changes detected by the captured
sequencing may be true. The sample was also known to
have DNA amplification of EGFR, "epidermal growth fac-
tor receptor", and a focused observation indicated ~25×
fold more reads mapping to the EGFR exons in tumor
sample than in normal sample (normalized to average
coverage of all targeted exons across the whole genome)
when single hybridization capture protocol was applied
to both samples. We note that this is substantially higher
than the SNP based copy number data which indicated a
2 fold increase at EGFR and may indicate higher dynamic
range from the capture approach followed by sequencing
than a microarray approach which has a limited dynamic
range due to fluorophor measurement. In addition, the
background noise for the ~1 Mb flanking region of EGFR
also showed the ~25× fold amplification compared to
elsewhere on the same chromosome reflecting that this 1
Mb region containing the EGFR gene is amplified itself at
the same ratio (Figure 3). larger deletions using sequencing based approaches. Out
of 18 places in the genome that showed regional copy
number changes in the cancer sample by whole genome
SNP typing, 6 of them harbored captured gene(s) and all
except for one place agreed between the two datasets
(Table 2). However, considering that there was no SNP
placed by Affymetrix 250 K array within the disagreed
genic region and the low resolution of the Affymetrix 250
K array for detecting copy number changes, it is likely that
the copy number changes detected by the captured
sequencing may be true. Analysis of the sequence data For both the basal and modified capture protocols, only a
few percent of sequences mapped beyond 100 bp
upstream or downstream from the end oligo sequence
boundaries reflecting the sharpness of the capture which
was determined by the fragment library size initially cre- Page 4 of 12
(page number not for citation purposes) Page 4 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 specific amplicons. For example, the fold difference
observed for EGFR gene was weakened by 2.5-fold when
the double hybridization capture protocol was applied,
suggesting saturation of the hybridization step effectively
normalizing the yield from each amplicon. The overall
correlation coefficient between the single hybridization
experiment and the double hybridization experiment
after excluding the ~100 exons that were outlier was 0.82. This interferes some with the ability to reliable call copy
number state of individual exons from the pull down
sequence data. Two-round hybridization should be used
with caution when copy number detection is critical. The
array designed for our current experiments and those in
previous reports were all masked for repeats. To test
whether including the repeat regions would affect the cap-
ture, we have attempted to tile every 15 bp across a 4 Mb
region of a single chromosome using Agilent 244 K cus-
tom array without vigorously masking for the repeats. The
specificity was significantly reduced to 15~30% even with
the addition of the primer blockers and increased human
cot-1 DNA in the hybridization mix (data not shown). improved capture protocol with a troubleshooting guide
(Table 3) that should facilitate the preparation of enriched
genomic libraries given access to either Agilent or Nimble-
gen hybridization equipment and any of the next genera-
tion sequencers and be applicable to other genomes. Two simple optimizations of the hybridization protocol
have improved the capture performance significantly. First, by blocking the adapter sequences flanking each of
the genomic fragments, we reduced the non-specific pull
down through adapter-adapter hybridization. Blocking
the nonspecific DNA is an old trick to reduce the back-
ground when microarray experiments are performed, with
human cot-1 being the most commonly used reagent to
block repetitive sequences [20]. Recently, Hodges et al. has shown similar results with the same approach, vali-
dating our experimental protocol [21]. Secondly, we
repeated the hybridization step to further enrich the
genomic fragment pool. While the specificity was
enhanced up to 90%, this step introduced ~1% of variant
loss and some degree of bias in the relative abundance of EGFR DNA amplification event is preserved in sequence data
Figure 3
EGFR DNA amplification event is preserved in sequence data. Discussion Both Nimblegen and Agilent have released their commer-
cial products for capture. However, Nimblegen's protocol
is specific for the Roche 454 sequencer and no details of
the hybridization mix contents are provided. Agilent's
protocol uses solution based oligos and although the pro-
tocol can be adjusted for either Illumina GA or ABI SOLiD
sequencing, it is not cost effective yet for small number of
samples. Here, we described a complete instruction of the Copy number fold differences between the normal and tumor tissues per chromosome using single hybridization capture pro-
tocol with blockers
Figure 2
Copy number fold differences between the normal and tumor tissues per chromosome using single hybridiza-
tion capture protocol with blockers. The cancer specimen used in these experiments was known to have a chromosome
7 copy number gain and a chromosome 10 deletion. The normalized counts per chromosome are plotted for all chromosomes
and are markedly different for the two chromosomes at altered copy numbers. Copy number fold differences between the normal and tumor tissues per chromosome using single hybridization capture pro
tocol with blockers
Figure 2
Copy number fold differences between the normal and tumor tissues per chromosome using single hybridiza-
tion capture protocol with blockers. The cancer specimen used in these experiments was known to have a chromosome
7 copy number gain and a chromosome 10 deletion. The normalized counts per chromosome are plotted for all chromosomes
and are markedly different for the two chromosomes at altered copy numbers. Page 5 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 Table 2: Genomic intervals with regional aberration detected by
SNP array were examined by capture array and the results were
compared. Genomic Interval
SNP array
Capture array
chr1:141510591-142763403
Gain
None captured
chr1:92652000-93425291
Gain
Gain
chr2:42528749-43214954
Loss
None captured
chr3:52074481-55997844
Gain
None captured
chr6:144171325-144331154
Gain (4 copies)
Gain (25 copies)
chr6:164267664-164772727
Loss
Loss
chr6:169375842-169748900
Loss
None captured
chr6:56774326-56953414
Loss
Loss
chr7:54464822-55373694
Gain
None captured
chr9:14995594-24802191
Gain
None captured
chr14:68301617-68906063
Loss
None captured
chr15:38336909-38504594
Gain
Loss
chr16:2652029-2764985
Loss
None captured
chr17:5541586-5968563
Gain
No Change
chr20:39176664-39815654
Gain
None captured
chr20:61246745-61325513
Gain
None captured
chrX:13343420-151922021
Gain
None captured
chrX:1674881-1838306
Loss
None captured Table 2: Genomic intervals with regional aberration detected by
SNP array were examined by capture array and the results were
compared. arrays or one Agilent 1 M custom arrays. Figure 4 shows
the proportion of 8 million targeted bases covered at var-
ious minimum coverage for different mean coverage
within the targeted regions. For example, 76% of the tar-
geted bases were considered completely sequenced with
sequence depth of 20× or more when the mean coverage
within the targeted regions was 55×. From these data, we
can project how many sequence reads are required to
comprehensively sequence all RefSeq exons. In this
report, we used 36 bp of single end sequence reads gener-
ated by Illumina GA I. Currently, longer reads of 76 bp
paired end sequence reads can be generated and are of suf-
ficient quality for resequencing by Illumina GA IIx. This
improvement not only increases the total sequences read
by one channel of a flowcell, but also facilitates the align-
ment to the genome significantly. On average, 2.5 Gb of
sequences are generated by one channel of Illumina GA
IIx run. Of this, about half of the sequences are mapped
uniquely to the human genome and assuming 60-85%
specificity of capture, we will be able to generate 0.75-1.06
Gb of sequences within the targeted region. If targeting 33
Mb of the human genome for all RefSeq coding exons, it
will require 2 channels (quarter a machine run) of
sequencing with Illumina Genome Analyzer (GA) IIx to
achieve 20× or more coverage on ~80% of the targeted
sequences for one sample: or four samples can be
sequenced with each machine run. Conclusions Capturing genomic regions for sequencing has a wide
scope of application. Many genetic studies with linkage or
association signals will benefit immensely as it becomes
possible to reliably and inexpensively capture the region
of interest and perform high throughput, shotgun
sequencing. Additionally, improvements in exonic
enrichment protocols will usher in an era of cost effective
sequencing of all the amino acid coding bases of
genomes. This will lead to more rapid identification of the
causative genes in many disorders. This phenomenon should be taken into account when it
is unavoidable to target the repeat regions. Throughout the experiments, the sequence reads gener-
ated were tightly mapped nearby the intended probe
regions. For each probe, the local sequence coverage will
extend out in relation to the length of genomic fragment
library initially created. Without any major variations in
the genomic fragments that could interrupt the hybridiza-
tion to the probe, the sequence coverage will peak within
the probe region and decrease with increased distance. http://www.biomedcentral.com/1471-2164/10/646 Alternatively, each run
of the ABI SOLiD 3 Plus instrument can generate up to 1
billion 50 base paired end reads, and a total of 40 Gb of
mapped genomic sequence, such that 12 exomes can be
resequenced at comparable coverage with each machine
run (S. Nelson, unpublished results). Thus, whole tran-
scriptome resequencing is economically feasible on the
current generation of capture tools and sequencing
devices, and, in principle, can be performed for under
$2000 per genome. http://www.biomedcentral.com/1471-2164/10/646 A 200 Kb sized moving average of the interval flanking
a) known EGFR amplification event are plotted in genomic position and b) for reference another genomic interval around the
FOXP2 gene also on chromosome 7 is shown demonstrating the more typical coverage. The EGFR region is amplified 25× in
average compared to the region outside of EGFR. EGFR DNA amplification event is preserved in sequence data
Figure 3
EGFR DNA amplification event is preserved in sequence data. A 200 Kb sized moving average of the interval flanking
a) known EGFR amplification event are plotted in genomic position and b) for reference another genomic interval around the
FOXP2 gene also on chromosome 7 is shown demonstrating the more typical coverage. The EGFR region is amplified 25× in
average compared to the region outside of EGFR. EGFR DNA amplification event is preserved in sequence data
Figure 3
EGFR DNA amplification event is preserved in sequence data. A 200 Kb sized moving average of the interval flanking
) k
EGFR
lifi
ti
t
l tt d i
i
iti
d b) f
f
th
i i t
l
d th EGFR DNA amplification event is preserved in sequence data
Figure 3
EGFR DNA amplification event is preserved in sequence data. A 200 Kb sized moving average of the interval flanking
a) known EGFR amplification event are plotted in genomic position and b) for reference another genomic interval around the
FOXP2 gene also on chromosome 7 is shown demonstrating the more typical coverage. The EGFR region is amplified 25× in
average compared to the region outside of EGFR. Page 6 of 12
(page number not for citation purposes) Solution Both forward and reverse strands of each probe region
were spotted on the array and 3 of the genes (150 exons)
of higher interest were spotted at 12× (6× for each strand). Instead of using Nimblegen arrays as other studies have,
we used Agilent 244 K custom 60 mer arrays. Probe design
was performed using Agilent e-array system http://
www.Agilent.com with the repeat mask function on. This
resulted in losing 155 exons completely and ~27% of the
exons were partially covered (see Additional file 2). DNA was extracted from the blood sample of the same
patient. The collections were approved by the UCLA IRB
and the samples were processed at the Biological Samples
Processing Core at UCLA using Autopure LS™ nucleic acid
purification instrument from Gentra Systems. Both the
normal and tumor samples were run on the Affymetrix
GeneChip Human Mapping 250 K array for global
genomic examination and comparison. Both chromo-
somal and regional copy number aberrations were
detected in the tumor sample with the hallmarks of gliob-
lastoma like EGFR amplification and chromosome 10 loss
observed. The detailed description of the mutational land-
scape and the chromosomal abnormalities of this cancer
sample is in preparation (Lee et al.) As we were sequenc-
ing with the Illumina Genome Analyzer, we followed the
Illumina library generation protocol version 2.3. Five μg
of high molecular weight whole genomic DNA from each
sample were diluted in 150 μl water as the starting mate-
rial. The DNA was sheared using a sonicator (Bioruptor,
Diagenode) for 1 hr at high power level to generate short
fragments. The size of the sheared product ranged
between 150 bp to 400 bp with the median size around
200-250 bp. The sample was concentrated in 30 μl of elu-
tion buffer (EB) after purification using QIAquick PCR
Purification Kit (Qiagen). To repair 3' or 5' overhangs and Solution Possible Reason Purify the DNA. We used QIAGEN PCR
Purification Kit, eluted in EB to have it work. It is good to check the gel to see if the DNA is
present after ~10 min run when the DNA is
not smeared at a wide range. Even though nothing is visible, it is highly
possible that the DNA is still present. Proceed
to the next step regardless and see if PCR
amplifies anything. When the starting amount of DNA is small or
there is significant DNA loss during the process
for various reasons, it is possible that the DNA
is smeared over a wide range after an hour of
electrophoresis and not visible on the gel. Gasket slide was re-used. The array slide was lifted up too quickly. Different buffer was used for the 95C stripping
process. Do not re-use the gasket slide. The solution can be flushed to a collection boat
and collected. When using multi-array slides like 2×105 K,
4×44 K or 8×15 K, it is still possible to run the
capture protocol as indicated. After the
stripping, the array slide should be slowly lifted
up to prevent contamination. The solution
tends to stay within the gaskets. Cannot collect ~400 ul after the stripping step. Stripping was not efficient. Stripping was not efficient. Not enough DNA amplified after the first
stripping. Not enough DNA amplified after the first
stripping. Another stripping process can be done and
checked if there were left over genomic
fragments hybridized on the probes. Since it
does not matter if the stripped solution
contains contaminants as long as the
contaminants do not have adapters ligated at
the end, it is possible to thoroughly continue
the stripping process until no products get
amplified. bined[22]. Boundaries for exons and UTRs (untranslated
regions) were retrieved from RefSeq database and any
intervals that overlapped were merged so that non-redun-
dant contiguous intervals were generated. In total, 3,038
genes (31,678 exons) spanning 8.4 Mb were included in
the list. Based on the preliminary capture experience data
(not shown), we tiled the probes every 120 bp on average
so that the distance between the start positions of the two
consecutive probes is ~120 bp and the regions between
the probes are covered by the two flanking probes result-
ing in the same coverage as the regions within the probes. Array Design We chose to capture exonic sequence of ~3,000 cancer
genes. Two cancer gene lists, 'cancer gene census list' and
'CGP (cancer genome project) planned studies list' were
retrieved from Wellcome Trust COSMIC (catalogue of
somatic mutations in cancer) database and com- There are ~18,000 genes in RefSeq database composed of
~33 Mb of coding sequences. To tile every 30 bp, ~914 K
probes are needed to be designed which is possible to
accomplish on a total set of four Agilent 244 K custom Page 7 of 12
(page number not for citation purposes) Page 7 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 http://www.biomedcentral.com/1471-2164/10/646 Table 3: Troubleshooting Guide
Problem
Possible Reason
Solution
Genome is not fragmented after sonication. Buffer condition is not adaptable for sonication. Purify the DNA. We used QIAGEN PCR
Purification Kit, eluted in EB to have it work. Nothing is visible on the gel after 1 hr
electrophoresis during library generation. When the starting amount of DNA is small or
there is significant DNA loss during the process
for various reasons, it is possible that the DNA
is smeared over a wide range after an hour of
electrophoresis and not visible on the gel. It is good to check the gel to see if the DNA is
present after ~10 min run when the DNA is
not smeared at a wide range. Even though nothing is visible, it is highly
possible that the DNA is still present. Proceed
to the next step regardless and see if PCR
amplifies anything. Cannot collect ~400 ul after the stripping step. Gasket slide was re-used. The array slide was lifted up too quickly. Different buffer was used for the 95C stripping
process. Do not re-use the gasket slide. The solution can be flushed to a collection boat
and collected. When using multi-array slides like 2×105 K,
4×44 K or 8×15 K, it is still possible to run the
capture protocol as indicated. After the
stripping, the array slide should be slowly lifted
up to prevent contamination. The solution
tends to stay within the gaskets. Not enough DNA amplified after the first
stripping. Stripping was not efficient. Another stripping process can be done and
checked if there were left over genomic
fragments hybridized on the probes. Since it Do not re-use the gasket slide.
The solution can be flushed to a collection boat
and collected.
When using multi-array slides like 2×105 K,
4×44 K or 8×15 K, it is still possible to run the
capture protocol as indicated. After the
stripping, the array slide should be slowly lifted
up to prevent contamination. The solution
tends to stay within the gaskets. Page 8 of 12
(page number not for citation purposes) Sample Preparation We used a paired normal and tumor whole genomic DNA
as the starting materials. The tumor DNA was extracted
from the glioblastoma (GBM) specimen and the normal Page 8 of 12
(page number not for citation purposes) Page 8 of 12
(page number not for citation purposes) BMC Genomics 2009, 10:646 http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646
http://www.biomedcentral.com/1471-2164/10/64
t bl
t
d f
ll th d
bl
t
d d f
t
b )
ith th
t
d
t
i
li
t d th
t
l t
Percentage of targeted bases sequenced at various minimum coverage for different mean coverages
Figure 4
Percentage of targeted bases sequenced at various minimum coverage for different mean coverages. X-axis
represents the coverage per base level and the corresponding y-axis represents the percentage of targeted bases that were
covered at greater or equal with certain coverage. Table legends describe the detail of each line shown. Percentage of targeted bases sequenced at various minimum coverage for different mean coverages
Figure 4
Percentage of targeted bases sequenced at various minimum coverage for different mean coverages. X-axis
represents the coverage per base level and the corresponding y-axis represents the percentage of targeted bases that were
covered at greater or equal with certain coverage. Table legends describe the detail of each line shown. Percentage of targeted bases sequenced at various minimum coverage for different mean coverages
Figure 4
Percentage of targeted bases sequenced at various minimum coverage for different mean coverages. X-axis
represents the coverage per base level and the corresponding y-axis represents the percentage of targeted bases that were
covered at greater or equal with certain coverage. Table legends describe the detail of each line shown. bp) with the correct adapter pairs ligated, the templates
were purified and size fractionated on a 2% agarose gel for
1 hr at 120 V. A band from 150-250 bases (including the
adaptors) was excised, gel extracted using Gel Extraction
Kit (Qiagen) and eluted in 30 μl of EB. The template was
PCR amplified with 1 μl of template DNA, 25 μl Phusion
DNA polymerase, 1 μl of Illumina primer 1.1, 1 μl of Illu-
mina primer 2.1 and 22 μl of water. Four replicates of PCR
reactions were performed to generate sufficient genomic
amplicon of ~4 ug for successful hybridization. Sample Preparation Total of
18 cycles of PCR with the following cycle conditions was
performed: 30 sec at 98°C, [10 sec at 98°C, 30 sec at
65°C, 30 sec at 72°C] × 18 cycles, 5 min at 72°C and hold
at 4°C. Samples were purified, eluted in 50 μl of EB and
quantified with spectrophotometer (Nanodrop). generate blunt ends for all the double stranded fragments,
5 μl of T4 DNA polymerase, 1 μl of Klenow DNA polymer-
ase, 5 μl of T4 PNK, 4 μl of dNTP mix, 10 μl of T4 DNA
ligase buffer with 10 mM ATP and 45 μl water were added
to the DNA solution and incubated at 20°C for 30 min
and purified to be eluted in 32 μl of EB. Single 'A' base was
added to the fragments in a reaction with 3 μl of Klenow
exo- (3' to 5' exo minus), 10 μl of dATP and 5 μl of Klenow
buffer and incubated at 37°C for 30 min. After purifica-
tion with MinElute PCR purification kit (QIAGEN) and
elution in 10 μl of EB, the Illumina supplied adapters were
ligated to the genomic fragments. Five μl of DNA ligase,
10 μl of adapter oligo mix, 25 μl of DNA ligase buffer were
used and the sample was incubated for 15 min at room
temperature. To select a size-range of templates (100-200 Page 9 of 12
(page number not for citation purposes) Page 9 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 BMC Genomics 2009, 10:646 BMC Genomics 2009, 10:646 http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 http://www.biomedcentral.com/1471-2164/10/646 Pipette was used to collect the solution and transfer to a
1.5 mL microtube. This step needed to be done promptly
as the solution was heated to 95°C and it started evapo-
rating quickly. Collected solution was approximately 400
μl. The sample was aliquoted into 4 tubes so that when
added with the Illumina primer pair (final concentration
0.1 μM), enzyme (final concentration 0.5×), and dNTPs
(final concentration 250 μM each), the final volume were
100 μl. The stripped DNA was amplified by 15 cycles of
PCR as described previously. The samples were purified
with QIAquick PCR purification kit, consolidating and
eluting the sample in 50 μl of EB. Washing After hybridization, the arrays were washed according to
the Agilent CGH wash procedure A protocol with the 2nd
wash extended to 5 minutes for increased stringency. The
chamber was disassembled and the array slide was sepa-
rated from the gasket slide in a glass dish filled with Oligo
aCGH wash buffer 1 (Agilent). The array slide was placed
on a slide-rack in another glass dish filled with Oligo
aCGH wash buffer 1 and washed for 5 min at room tem-
perature with stirring on a magnetic stirring plate. The
slide rack was carefully moved to a glass dish filled with
Agilent Oligo aCGH wash buffer 2 that was pre-heated to
37°C in a water bath and was washed for 5 min. After
washing, the arrays were transferred back to a glass dish
with Agilent Oligo aCGH wash buffer 1 until the next step
was ready. Sequencing
h
ll
i The Illumina flowcell was strictly prepared according to
the manufacturer's protocol and the clusters were
sequenced on the Genome Analyzer using standard man-
ufacturer's recommended protocols. The image data pro-
duced were converted to intensity files and the sequential
image data were processed through the "Firecrest" and
"Bustard" algorithms provided by Illumina were used to
call the individual sequence reads. Hybridization Hybridization was performed according to Agilent CGH
244 K array protocol. 4 μg of amplified products were
mixed with 50 μg of Human Cot-1 DNA (Invitrogen,
Carlsbad, CA), 52 μl of Agilent 10× Blocking Agent, 260
μl of Agilent 2× Hybridization Buffer (Agilent) and 8 μl of
each of the Illumina primer stock (100 μM each) in a final
volume of 520 μl. Blockers were designed to be comple-
mentary to the Illumina supplied primers. The sequences
provided by Illumina are shown in Table 4 (Oligonucle-
otide sequences© 2006 Illumina, Inc. All rights reserved)
and the two primers were separately ordered from IDT
(Integrated DNA technologies). The hybridization mix
was denatured at 95°C for 3 min and pre-hybridized at
37°C for 30 min. 490 μl of the prehybridized amplicons
were dispensed to a gasket slide settled in a hybridization
chamber base (Agilent), then covered with the array slide
and tightly locked with the cover chamber. Hybridization
occurred in a rotating oven (Robbins Scientific) for 65
hours at 65°C, 20 rpm. Sample Preparation The concentration of
DNA was measured and the size was checked on a 2% aga-
rose gel to confirm that the size matched the size extracted
from the gel in the previous step. Hybridization, washing
and stripping steps were repeated. The stripped DNA was
amplified under the same condition as before. After
checking the concentration and template size again, the
sample was diluted in a final concentration of 10 nM,
which is the working concentration for cluster generation. Alignment
d h We used the Blat-like Fast Accurate Search Tool (BFAST, in
submission) to map each sequence read back to its loca-
tion in the reference genome. Here we used the NCBI
human genome build 36 as our reference genome [23]. Ten different genome indexes (Table 5) were built for use
in the BFAST alignment process to be robust to errors and
variants in the short (typically 36 base pairs) reads used
throughout this project. For each read, the potential
genome locations identified by BFAST were evaluated
using a standard local alignment algorithm and ranked by
score (see http://genome.ucla.edu/bfast). The best scoring
alignment for each read was chosen, while reads with
multiple top-scoring alignments or no alignments were
discarded. MAQ was run on the same dataset to ensure we
do not see any bias introduced by the alignment program. The aligned reads were post filtered so that the reads with Additional file 1 The variant allele ratios for each polymorphic position that were
called by Illumina 1 M duo genotype data. The x-axis is the coverage
per base and the y-axis is the variant allele ratio. Each spot is a polymor-
phic position that the capture data intersected with the Illumina genotype
data. Different colors represent either homozygous reference (blue),
homozygous non-reference (red) or heterozygous (black). Click here for file [http://www.biomedcentral.com/content/supplementary/1471-
2164-10-646-S1.BMP] Authors' contributions HL and BM conceived and designed the experiments. HL
performed the experiments and wrote the paper. HL and
BO analyzed the data. VAF and DHC contributed the rep-
lication dataset. NH contributed the analysis tools. ZC
contributed the reagents and supervised the sequencing
run. SN supervised the project as PI on the grant. All
authors read and approved the final manuscript. Additional file 3 Summary table. Summary Table of the Illumina Runs for both BFAST
and MAQ alignment. Click here for file [http://www.biomedcentral.com/content/supplementary/1471-
2164-10-646-S3.RTF] [http://www.biomedcentral.com/content/supplementary/1471-
2164-10-646-S3.RTF] Additional file 2 Oligonucleotide Capture Probes. The table lists the sequence and the
chromosomal locations of the oligonucleotide capture probes used. Click here for file
[http://www.biomedcentral.com/content/supplementary/1471-
2164-10-646-S2.CSV] Additional material mapping quality 0 that are aligned to multiple places in
the genome were removed. The difference of the number
of reads uniquely mapped to the whole genome (paired t-
test p-value: 0.14) and the specificities for each experi-
ment (paired t-test p-value: 0.13) were not significant
between the BFAST aligned data and MAQ aligned data
(Additional file 3). Two summary reports were created
once the most likely alignment for each read was identi-
fied by BFAST. The first report was a BED file describing
mismatches between the Illumina sequence and their cor-
responding genomic sequence. The second report was a
Wiggle (WIG) file describing sequence coverage at each
position along the chromosomes. These file formats were
used because they are compatible with the popular UCSC
genome browser. The open source SeqWare project (in
submission), which provides a LIMS tool for tracking
samples (SeqWare LIMS) and a pipeline for sequence
analysis
(SeqWare
Pipeline),
http://seqware.source
forge.net was used throughout this work. It streamlined
the sequence processing by running the Illumina-pro-
vided image analysis and base-calling tools, BFAST, and
the report generation code, which itself is part of the
SeqWare project. The BED file was further mapped to the
dbSNP129 database to filter out known SNPs from de novo
variants. Stripping
l 490 μl of 1× Titanium Taq PCR Buffer (Clontech) pre-
heated to 95°C was dispensed to a new gasket slide and
covered with the array slide that was washed. After
securely locking the arrays in the chamber, the array was
incubated in the 95°C rotating oven for 10 min at 20 rpm. After this stripping process, the chamber was disassem-
bled and the array slide was carefully lifted up from one
side so that the solution converged on the gasket slide. Table 4: PCR primer sequences used to design primers for blocking the adapters in the hybridization mix. Primer 1.1
5' AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCT
Primer 2.1
5' CAAGCAGAAGACGGCATACGAGCTCTTCCGATCT
Oligonucleotide sequences© 2006 Illumina, Inc. All rights reserved. Page 10 of 12
(page number not for citation purposes)
Table 4: PCR primer sequences used to design primers for blocking the adapters in the hybridization mix. Primer 1.1
5' AATGATACGGCGACCACCGAGATCTACACTCTTTCCCTACACGACGCTCTTCCGATCT
Primer 2.1
5' CAAGCAGAAGACGGCATACGAGCTCTTCCGATCT
Oligonucleotide sequences© 2006 Illumina, Inc. All rights reserved. Table 4: PCR primer sequences used to design primers for blocking the adapters in the hybridization mix Page 10 of 12
(page number not for citation purposes) http://www.biomedcentral.com/1471-2164/10/646 BMC Genomics 2009, 10:646 Table 5: Masks that define each index for sequence alignment. Index
Masks
1
111111111111111111
2
11110100110111101010101111
3
11111111111111001111
4
1111011101100101001111111
5
11110111000101010000010101110111
6
1011001101011110100110010010111
7
1110110010100001000101100111001111
8
1111011111111111111
9
11011111100010110111101101
10
111010001110001110100011011111 downstream from the final oligo intended to capture each
exon interval. To compare the copy number of each chro-
mosome between the normal and tumor sample from a
patient, sequence counts were first tallied for each target
interval and divided by total sequence counts within all
target intervals for normalization. Mean of sequence
counts per chromosome was calculated and compared
between the normal and tumor sample. To compare the
background noise between flanking region of EGFR and
FOXP2 genes on chromosome 7, only the coverage in the
non-targeted region (excluding targeted region +/- 100
bp) was considered. 200 Kb moving average of the cover-
age was calculated across each region. References (
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A, Wetterstrand KA, Patrinos A, Morgan MJ, de Jong P, Catanese JJ,
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analysis of the human genome. References Nature 2001, 409(6822):860-921. 3. References Lander ES, Linton LM, Birren B, Nusbaum C, Zody MC, Baldwin J,
Devon K, Dewar K, Doyle M, FitzHugh W, Funke R, Gage D, Harris K,
Heaford A, Howland J, Kann L, Lehoczky J, LeVine R, McEwan P, McK-
ernan K, Meldrim J, Mesirov JP, Miranda C, Morris W, Naylor J, Ray-
mond C, Rosetti M, Santos R, Sheridan A, Sougnez C, Stange-Thomann
N, Stojanovic N, Subramanian A, Wyman D, Rogers J, Sulston J, Ains-
cough R, Beck S, Bentley D, Burton J, Clee C, Carter N, Coulson A,
Deadman R, Deloukas P, Dunham A, Dunham I, Durbin R, French L,
Grafham D, Gregory S, Hubbard T, Humphray S, Hunt A, Jones M,
Lloyd C, McMurray A, Matthews L, Mercer S, Milne S, Mullikin JC, Mun-
gall A, Plumb R, Ross M, Shownkeen R, Sims S, Waterston RH, Wilson
RK, Hillier LW, McPherson JD, Marra MA, Mardis ER, Fulton LA, Chin-
walla AT, Pepin KH, Gish WR, Chissoe SL, Wendl MC, Delehaunty KD,
Miner TL, Delehaunty A, Kramer JB, Cook LL, Fulton RS, Johnson DL,
Minx PJ, Clifton SW, Hawkins T, Branscomb E, Predki P, Richardson P,
Wenning S, Slezak T, Doggett N, Cheng JF, Olsen A, Lucas S, Elkin C,
Uberbacher E, Frazier M, Gibbs RA, Muzny DM, Scherer SE, Bouck JB,
Sodergren EJ, Worley KC, Rives CM, Gorrell JH, Metzker ML, Naylor
SL, Kucherlapati RS, Nelson DL, Weinstock GM, Sakaki Y, Fujiyama A,
Hattori M, Yada T, Toyoda A, Itoh T, Kawagoe C, Watanabe H, Totoki
Y, Taylor T, Weissenbach J, Heilig R, Saurin W, Artiguenave F, Brottier
P, Bruls T, Pelletier E, Robert C, Wincker P, Smith DR, Doucette-
Stamm L, Rubenfield M, Weinstock K, Lee HM, Dubois J, Rosenthal A,
Platzer M, Nyakatura G, Taudien S, Rump A, Yang H, Yu J, Wang J,
Huang G, Gu J, Hood L, Rowen L, Madan A, Qin S, Davis RW, Feder-
spiel NA, Abola AP, Proctor MJ, Myers RM, Schmutz J, Dickson M,
Grimwood J, Cox DR, Olson MV, Kaul R, Shimizu N, Kawasaki K,
Minoshima S, Evans GA, Athanasiou M, Schultz R, Roe BA, Chen F, Pan
H, Ramser J, Lehrach H, Reinhardt R, McCombie WR, de la Bastide M,
Dedhia N, Blocker H, Hornischer K, Nordsiek G, Agarwala R, Aravind
L, Bailey JA, Bateman A, Batzoglou S, Birney E, Bork P, Brown DG,
Burge CB, Cerutti L, Chen HC, Church D, Clamp M, Copley RR,
Doerks T, Eddy SR, Eichler EE, Furey TS, Galagan J, Gilbert JG, Harmon
C, Hayashizaki Y, Haussler D, Hermjakob H, Hokamp K, Jang W, John-
son LS, Jones TA, Kasif S, Kaspryzk A, Kennedy S, Kent WJ, Kitts P,
Koonin EV, Korf I, Kulp D, Lancet D, Lowe TM, McLysaght A,
Mikkelsen T, Moran JV, Mulder N, Pollara VJ, Ponting CP, Schuler G,
Schultz J, Slater G, Smit AF, Stupka E, Szustakowski J, Thierry-Mieg D,
Thierry-Mieg J, Wagner L, Wallis J, Wheeler R, Williams A, Wolf YI,
Wolfe KH, Yang SP, Yeh RF, Collins F, Guyer MS, Peterson J, Felsenfeld
A, Wetterstrand KA, Patrinos A, Morgan MJ, de Jong P, Catanese JJ,
Osoegawa K, Shizuya H, Choi S, Chen YJ: Initial sequencing and
analysis of the human genome. Acknowledgements We counted the sequences that were mapped back to the
targeted region to calculate the specificity. From the WIG
file for each chromosome, the base positions that mapped
within the target intervals were filtered, and the sequence
counts for each base position were summed. The target
intervals were defined as extending 100 bp upstream and g
We thank Jason Liu and Felipe Cervantes for technical assistance and the
members of the Nelson Lab for guidance and input. Funding was provided
from the Dani Saleh Cancer Fund, the Henry Singleton Brain Cancer
Research Fund, and a grant to support the UCLA Site of the National Insti-
tutes of Health Neuroscience Microarray Consortium (NS U24NS052108) Page 11 of 12
(page number not for citation purposes) Page 11 of 12
(page number not for citation purposes) References Dahl F, Stenberg J, Fredriksson S, Welch K, Zhang M, Nilsson M, Bick-
nell D, Bodmer WF, Davis RW, Ji H: Multigene amplification and
massively parallel sequencing for cancer mutation discovery. Proc Natl Acad Sci USA 2007, 104(22):9387-9392. (
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13. Fredriksson S, Baner J, Dahl F, Chu A, Ji H, Welch K, Davis RW: Mul-
tiplex amplification of all coding sequences within 10 cancer
genes by Gene-Collector. Nucleic Acids Res 2007, 35(7):e47. g
y
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14. Stenberg J, Dahl F, Landegren U, Nilsson M: PieceMaker: selection
of DNA fragments for selector-guided multiplex amplifica-
tion. Nucleic Acids Res 2005, 33(8):e72. Page 12 of 12
(page number not for citation purposes)
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Supplemental Figure 2 B) Time-dependent statistical analysis was performed
using tumor volumes across experimental conditions. Data represent Time-Series Cubic Growth
regression analysis comparing experimental conditions to PARG WT + vehicle as the reference
control, ***P < 0.001. Supplemental Figure 2 Supplemental Figure 2 Supplemental Figure 2 0
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A) Tumor volumes were plotted via spaghetti plot for each experimental group ending at the last
day of the vehicle treated PARG WT experimental arm (day 36). Comparison of two experimental
arms are plotted per graph for comparison. Supplementary Figure 2 A) Tumor volumes were plotted via spaghetti plot for each experimental group ending at the last
day of the vehicle treated PARG WT experimental arm (day 36). Comparison of two experimental
arms are plotted per graph for comparison. B) Time-dependent statistical analysis was performed
using tumor volumes across experimental conditions. Data represent Time-Series Cubic Growth
regression analysis comparing experimental conditions to PARG WT + vehicle as the reference
control, ***P < 0.001.
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technique.
single guide RNA
sequence
ERBB4 sgRNA 3
TAAGATTTCCCTTTGGAAGG (1)
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CAATAAGATTTCCCTTTGGA (1)
Negative control
GCTGAAAAAGGAAGGAGTTGA Table S4. Sequences of sgRNAs used for induction of ERBB4 transcription by CRISPR activation
technique. single guide RNA
sequence
ERBB4 sgRNA 3
TAAGATTTCCCTTTGGAAGG (1)
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CAATAAGATTTCCCTTTGGA (1)
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GCTGAAAAAGGAAGGAGTTGA able S4. Sequences of sgRNAs used for induction of ERBB4 transcription by CRISPR activation
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OEM/ODM 100ml de alcohol al 75% de mano de jabón líquido Gel higienizadorresistance to penetration
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DEMANDA TRACTIVA EN FUNCIÓN DE LA RESISTENCIA MECÁNICA DEL SUELO
A LA PENETRACIÓN
PEDRO H. M. BORGES1, ALOÍSIO BIANCHINI2, JOÃO C. S. MAIA3,
HAROLDO C. FERNÁNDES4, ZAÍRA M. S. H. MENDOZA5
RESUMO: No presente estudo, foram elaborados modelos empíricos para determinar a força de
tração demandada por arados de discos, escarificadores e semeadoras adubadoras, em função da
resistência mecânica do solo à penetração. A média da referida resistência, determinou-se até as
profundidades de 25; 35 e 15 cm, em correspondência com as regulagens do arado de discos,
escarificador e semeadora adubadora. O ajuste foi verificado de acordo com o coeficiente de
determinação, gráficos de dispersão, análise residual e teste t (Student). Com base nessas análises,
confirmou-se a normalidade dos resíduos, e foram estabelecidos intervalos de confiança com 95%
de probabilidade. Os valores estimados e obtidos experimentalmente não discreparam
significativamente. Concluiu-se que as funções exponenciais associadas apresentaram adequada
precisão e confiabilidade para predizer a força de tração, considerando-se a resistência mecânica do
solo à penetração e que os modelos podem ser uma ferramenta útil para o planejamento e gestão de
operações agrícolas mecanizadas em solos com textura similar às desta pesquisa.
PALAVRAS-CHAVE: desempenho de máquinas, modelos empíricos, modelos não lineares.
TRACTIVE DEMAND AS FUNCTION OF SOIL MECHANICAL RESISTANCE TO
PENETRATION
ABSTRACT: In this study, empirical models were developed to determine the tensile force
demanded by disc plows, harrows and planters fertilizers, as function of soil mechanical resistance
to penetration. The mean of the referred resistance was determined until 25, 35 and 15 cm depths,
according to the regulations for the disc plow, springs harrow and fertilizer seeder. The adjustment
was verified based on the coefficient of determination, dispersion graphics, residual analysis and t
test (Student). It was confirm the normality of the residuals and to establish intervals of confidence
with 95% of probability. The estimated and experimentally obtained values did not differ
significantly. It was concluded that the associated exponential functions presented appropriate
precision and reliability to predict the traction force being considered the soil mechanical resistance
to penetration and that the models can be a useful tool for planning and management of mechanized
farming operations in soils with texture similar to those of this research.
KEYWORDS: machine performance; empirical models; nonlinear models.
INTRODUCCIÓN
Para implantar una cultura agrícola, se puede preparar el terreno convencionalmente o
adoptando métodos conservacionistas. En el preparo convencional existe elevada movilización del
suelo causada por arados y gradas. Por otro lado, los métodos conservacionistas tienen por finalidad
disminuir el número de operaciones, como es el sistema reducido utilizándose un escarificador o
aún eliminar totalmente esas actividades como es en el plantío directo, realizado solamente con una
sembradora abonadora apropiada. Sin embargo, independientemente del método de preparo, para
___________________________________________
1
Ing. Agrícola, Prof. Doctor, Departamento de Suelos e Ingeniería Rural, UFMT/Cuiabá-MT, Teléfono: 65 3615 8433,
pborges@ufmt.br
2
Ing. Agrónomo, Prof. Associado, Departamento de Suelos e Ingeniería Rural, UFMT/Cuiabá-MT, bianchi@ufmt.br
3
Ing. Agrónomo, Prof. Asociado, Departamento de Suelos e Ingeniería Rural, UFMT/Cuiabá-MT, jotace@terra.com.br
4
Ing. Agrícola, Prof. Asociado, Departamento de Ingeniería Agrícola, UFV/Viçosa-MG, haroldo@ufv.br
5
Inga Forestal, Profª. Adjunta, Departamento de Ingeniería Forestal, UFMT/Cuiabá-MT, zaira@ufmt.br
Recebido pelo Conselho Editorial em: 17-10-2012
Aprovado pelo Conselho Editorial em: 25-11-2013
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Pedro H. M. Borges, Aloísio Bianchini, João C. S. Maia et al.
274
elevar los rendimientos de las culturas es necesario seleccionar y dimensionar correctamente los
tractores de acuerdo con las máquinas e implementos correspondientes.
Establecer una relación adecuada entre el tractor y el implemento o máquina, significa formar
racionalmente un conjunto mecanizado, lo que implica en disminuir los costos de producción y los
impactos ambientales como por ejemplo excesiva erosión o compactación de los suelos. La
formación racional de conjuntos mecanizados requiere el conocimiento de la demanda tractiva en
la operación. En este sentido, ASAE (2003) desarrolló modelos empíricos que determinan la
referida fuerza con base en parámetros de las máquinas e implementos y del suelo. No obstante,
esos modelos son muy limitados, pues no presentan variables para considerar el estado actual del
terreno en relación al contenido de agua, grado de compactación y tipo de cobertura, entre otros.
Debemos destacar que los modelos propuestos por la ASAE (2003) fueron establecidos en
condiciones experimentales, probablemente, muy distintas a las presentes en los suelos brasileños,
llevando a la determinación de valores de fuerza significativamente diferentes. Este aspecto fue
abordado por SANTOS (2010), quien comprobó que esos modelos subestimaron la fuerza requerida
por escarificadores y sembradoras abonadoras. MODOLO et al. (2004, 2005), SILVEIRA et al.
(2005 a, b), FURLANI et al. (2007), MACHADO et al. (2007), FERNANDES & GAMERO
(2010), SILVEIRA et al. (2011) estudiaron la fuerza de tracción requerida por diversos equipos
agrícolas. No obstante, los resultados obtenidos por los referidos autores no pueden ser extrapolados
con seguridad para condiciones distintas de las citadas en sus experimentos.
Una variable muy utilizada para representar el estado actual del terreno es la resistencia
mecánica media del suelo a la penetración para determinada profundidad. MOLIN et al. (2006)
verificaron que la mencionada resistencia es influenciada principalmente por el contenido de agua y
la densidad del suelo, siendo eficiente para indicar su compactación. También, BEUTLER &
CENTURION (2004); BEUTLER et al. (2006); PÉREZ (2006); ACOSTA (2008); BONNIN et al.
(2010) emplearon esa variable como principal indicativo para evaluar la compactación del terreno.
Sin embargo, en esos estudios no se desarrollaron dependencias funcionales para relacionar la
fuerza de tracción de implementos y máquinas agrícolas, considerándose el estado de compactación
del suelo. Esta investigación se fundamentó en la hipótesis de que la referida fuerza varía con la
resistencia del terreno, teniendo como objetivo estimarla para arado de discos, escarificadores y
sembradoras abonadoras, en función de la resistencia mecánica media del suelo a la penetración, de
acuerdo con la profundidad de trabajo.
MATERIAL Y MÉTODOS
El experimento fue conducido durante dos años consecutivos, en un área perteneciente a la
Universidad Federal de Viçosa, situada en la ciudad de Viçosa-MG, definida por las coordenadas
geográficas 20º 45' 14” de latitud Sur y 42º 52' 53” de longitud Oeste y altitud media de 650 m. En
la región predomina el relevo montañoso (aproximadamente el 85%). El terreno fue sometido a la
siembra directa durante los últimos cinco años con los cultivos de maíz y frijol de forma alternada.
La temperatura anual media varía entre 14,0º C y 26,1º C. El clima fue clasificado como Cwa,
templado húmedo con veranos calientes e inviernos secos (KÖEPPEN & GEIGER, 1928) y el suelo
como Latosuelo rojo-amarillo de textura franco-arcillosa (EMBRAPA, 1999). Las características
climáticas de la región permiten definir en el año tres épocas: húmeda (enero, febrero, noviembre y
diciembre), intermedia (marzo, abril, septiembre y octubre) y seca (mayo, junio, julio y agosto). Los
respectivos contenidos de agua (base volumétrica) en el suelo varían de 35 a 45%, de 25 a 35% y
de 15 a 25%, para los períodos húmedo, intermedio y seco. En la Tabla 1 se presentan los valores
medios de las variables utilizadas para caracterizar el área experimental.
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Demanda tractiva en función de la resistencia mecánica del suelo a la penetración
275
TABLA 1. Valores medios de las variables utilizadas para caracterizar el área experimental. Mean
values of the variables used to characterize the experimental area.
Variable y unidad
Masa seca de la cobertura vegetal (t ha-1)
Densidad del suelo (g cm-3)
Contenido de agua en el suelo
(% bv)
Porosidad del suelo
(%)
Textura del suelo
(%)
Período húmedo
Período intermedio
Período seco
Macro porosidad
Micro porosidad
Porosidad total
Arcilla
Limo
Arena gruesa
Arena fina
Valor medio
5,59
1,53
42,78
28,62
19,97
12,83
38,64
51,47
48,06
26,93
7,19
17,82
Para realizar esta investigación se utilizaron dos tractores de ruedas con tracción delantera
auxiliar (4x2 TDA). El primero, modelo MF 265, fabricado por la Massey Ferguson*, con potencia
nominal a 2200 rpm de 47,8 kW y masa con lastre de 3700 Kg. El segundo, modelo 7630, fabricado
por la Valtra*, con potencia nominal a 2200 rpm de 75,8 kW y masa con lastre de 6196 Kg. Como
implementos y máquinas, montados en el sistema de levante hidráulico del tractor, se emplearon
un arado reversible con 3 discos de 29”, un escarificador de muelles constituido por 6 astas
parabólicas de ancho 30 mm con punteras de tipo común sin alas y una sembradora-abonadora para
plantío directo, modelo PC 2123, fabricada por la SEED MAX*, compuesta por tres unidades
pantográficas separadas a 450 mm con discos de corte liso de diámetro 406 mm, dosificador de
semillas y fertilizantes, surcadores de discos dobles y ruedas compactadoras lisas en forma de “V”.
También, fueron necesarios otros equipos y herramientas computacionales de soporte como el
penetrómetro electrónico, modelo PNT 2000*, fabricado por la DLG Automación Industrial Ltda*,
la celda de carga, marca SODMEX* y modelo N400, con sensibilidad de 2,156 mV V-1 y escala
nominal de 50 kN, computadora portátil, modelo ASPIRE 5920, fabricado pela ACER*, con sistema
operacional WINDOWS XP, planilla electrónica EXCEL de la empresa Microsoft, programa para
ajuste de curvas CurveExpert 1.4 y programa estadístico STATISTICA 8.0.
El tractor MF 265 se destinó para el montaje de los equipos agrícolas en su sistema de levante
hidráulico, mientras el tractor Valtra 7630 para remolcar el conjunto mecanizado y entre los dos se
acopló la celda de carga. El arado, el escarificador y la sembradora abonadora fueron regulados para
las profundidades de 25, 35 y 15 cm, respectivamente. Durante las lecturas de fuerza de tracción en
la celda de carga, el tractor remolcador operó en segunda marcha reducida con el motor a 1700 rpm,
siendo que inicialmente los implementos estaban suspendidos y después en la posición de trabajo
correspondiente a las regulaciones de profundidad. Luego, la fuerza de tracción requerida por el
implemento fue determinada por la diferencia entre las dos lecturas.
Para planificar la colecta de los datos, el terreno de forma rectangular con 140 m de largo y
110 m de ancho fue dividido en dos partes, siendo una para cada año. En cada mitad del terreno se
definieron 9 áreas, destinadas a los 3 equipos agrícolas (arado, escarificador y sembradora
abonadora) y a los 3 períodos del año. Finalmente en esas áreas fueron demarcadas 20 unidades
experimentales con 5 m de largo y 3 m de ancho, correspondiendo 10 parcelas para cada mes y
equipo agrícola en todo el trabajo.
En las parcelas experimentales se realizaron inicialmente 5 lecturas aleatorias de la resistencia
mecánica media del suelo a la penetración para la profundidad correspondiente al implemento o
máquina y 5 de la fuerza de tracción en la barra, calculándose posteriormente la media entre los dos
años de investigación. Luego, los meses se representaron por 5 observaciones, totalizando 60 pares
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Pedro H. M. Borges, Aloísio Bianchini, João C. S. Maia et al.
276
de valores para cada implemento o máquina. Los modelos empíricos para describir analíticamente
la fuerza requerida para la tracción de los equipos agrícolas, en función de la referida resistencia
media se elaboraron con ayuda de los módulos disponibles en los programas computacionales. La
calidad del ajuste se evaluó con base en el coeficiente de determinación, gráficos de dispersión,
análisis residual y Test t, conforme sugerido por MONTGOMERY et al. (2004), LEVINE et al.
(2005) y WEISBERG (2005).
*
La citación de marcas no significa recomendación de los autores, sino la caracterización
de los equipos utilizados en esta investigación.
RESULTADOS Y DISCUSIÓN
Dentro de las diversas expresiones matemáticas que podían representar los valores de fuerza
de tracción, considerándose el índice de cono, se optó por la función exponencial asociada para
todos los equipos agrícolas. Ese modelo empírico tiene como características el inicio en el origen
del sistema de coordenadas, el aumento de la fuerza en la barra de tracción con el incremento del
índice de cono y la definición de un valor asintótico para a variable dependiente. La tendencia de
los datos experimentales concuerdan adecuadamente con las características del referido modelo,
cuya forma general es dada por:
(1)
en que,
Ftr – Fuerza de tracción requerida, cuja unidad depende del implemento, así se tiene:
- específica por área trabajada para el arado (N cm-2) y
- por línea de trabajo para el escarificador y sembradora (kN asta-1 o línea-1);
ICp - Índice de cono a la profundidad alcanzada por el equipo agrícola (MPa);
A – Parámetro del modelo que representa el valor asintótico de la fuerza requerida, luego:
- específica por área trabajada para el arado (N cm-2) y
- por línea de trabajo para el escarificador y sembradora (kN asta-1 o línea-1);
k - Parámetro del modelo que indica la velocidad en el aumento de fuerza (adimensional).
Los valores, unidades y estadísticas de los parámetros para las ecuaciones ajustadas, así como
los coeficientes de determinación (R2) correspondientes a cada equipo agrícola se encuentran en la
Tabla 2. A pesar de los elevados valores del coeficiente de determinación, este no es el único índice
para evaluar el ajuste, pues se trata de un modelo no lineal. Los bajos valores de probabilidad
indican más del 99% de confianza para aceptar los parámetros de los modelos obtenidos (Tabla 2).
TABLA 2. Valores, unidades y estadísticas de los parámetros del modelo ajustado, bien como los
respectivos coeficientes de determinación (R2) para cada equipo agrícola.Values, units
and statistics of the parameters of the adjusted models, as well as the respective
determination coefficient (R2) for each farm equipment.
Tipo de información
Valor
Unidad
Desviación estándar
Valor t
Valor de probabilidad
IC95%
R2
Arado de discos
A
k
9,6142
0,6164
N cm-2
0,9289
0,1332
10,3501
4,6276
0,0023
0,0004
±1,8587
±0,2665
0,9817
Escarificador de muelles Sembradora abonadora
A
k
A
k
5,6612
0,7169
4,5828
0,6992
kN asta-1
kN línea-1
0,7039
0,0956
0,8908
0,0720
8,0409
7,4999
5,1448
9,2000
0,0017
0,0009
0,0038
0,0012
±1,4085
±0,1913
±1,7825
±0,1521
0,9725
0,9411
Obs. IC95% : Intervalo de confianza para un 95% de probabilidad. A, k: Parámetros del modelo ajustado.
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Demanda tractiva en función de la resistencia mecánica del suelo a la penetración
277
En las Figuras 1, 2 y 3 se pueden observar los gráficos de dispersión con los datos
experimentales, la curva de la ecuación ajustada para la fuerza requerida en la barra de tracción, en
función del índice de cono correspondiente a los implementos estudiados y los límites del intervalo
de confianza para 95% de probabilidad. Se puede constatar un aumento de la referida fuerza con el
incremento del índice de cono, siendo más acentuado en el inicio (Figuras 1, 2 y 3). De acuerdo con
esas Figuras, la curva ajustada acompaña adecuadamente la tendencia presentada por los valores
experimentales y todos estos variaron dentro del intervalo de confianza establecido.
Fuerza de Tracción específica (N cm -2)
9,0
8,0
7,0
6,0
Datos experimentales
5,0
Ecuación ajustada
Intervalo de confianza para 95%
4,0
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
FIGURA 1. Datos experimentales y curva de la ecuación ajustada para el arado de discos.
Experimental data and curve of the adjusted equation for the disk plow.
Fuerza de Tracción (kN asta -1)
5,5
5,0
4,5
4,0
Datos experimentales
3,5
Ecuación ajustada
Intervalo de Confianza para 95%
3,0
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
FIGURA 2. Datos experimentales y curva de la ecuación ajustada para el escarificador de muelles.
Experimental data and curve of the adjusted equation for the springs harrow.
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Pedro H. M. Borges, Aloísio Bianchini, João C. S. Maia et al.
278
Fuerza de Tracción (kN línea -1)
4,5
4,0
3,5
3,0
Datos experimentales
Ecuación ajustada
Intervalo de confianza para 95%
2,5
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
FIGURA 3. Datos experimentales y curva de la ecuación ajustada para la sembradora abonadora.
Experimental data and curve of the adjusted equation for the fertilizer seeder.
Conforme las Figuras 1, 2 y 3, la resistencia mecánica media del suelo a la penetración varió
entre 1,35 y 3,50 MPa. El límite inferior en torno de 1,35 MPa se encuentra próximo al estimado
por MOLIN et al. (2006). Esos autores evaluando la referida resistencia en un suelo con histórico de
manejo, contenido de arcilla y contenido de agua semejantes a las de nuestra investigación
obtuvieron 1,50 MPa como mínimo. No obstante, el valor máximo presentado por los referidos
autores de 3,06 MPa es inferior al de este estudio. También, el límite superior de este trabajo está
próximo al determinado por ASSIS & LANÇAS (2005) de 3,39 MPa en condiciones
experimentales similares y fue superior a los estimados por ASSIS et al. (2009) de 2,98 MPa,
CARVALHO et al. (2006) de 2,8 MPa y CUNHA et al. (2009) de 2,6 MPa. Esas diferencias pueden
ser originadas por la mayor amplitud del contenido de agua considerado en esta investigación, lo
que representa un margen de seguridad para los modelos.
Los limites para la resistencia mecánica media del suelo a la penetración de este trabajo
fueron superiores a los determinados por VENIALGO et al. (2004), que variaron entre 0,61 y 2,67
MPa. Esas discrepancias se deben, probablemente, a la rotación de culturas en ese estudio,
incluyendo el algodón que posee un sistema radicular más profundo, el cual podría favorecer la
disminución de la resistencia del suelo a la penetración en etapas posteriores. El intervalo de la
resistencia mecánica establecido en nuestra investigación incluye los rangos de valores obtenidos
por BEUTLER et al. (2006), WEIRICH et al. (2006), respectivamente, de 2,0 a 3,0 MPa y de 2,0 a
2,2 MPa. La mayor amplitud de nuestro intervalo de valores les confiere adecuada confiabilidad a
los modelos propuestos para estimar la fuerza de tracción en situaciones extremas relativas al tipo
de suelo y contenido de agua.
De acuerdo con los límites de confianza de la Figura 1, podemos afirmar con un nivel de
significancia de 5% que la fuerza de tracción específica requerida por el arado de discos varió
aproximadamente de 4,5 a 8,5 N cm-2. Ese intervalo comprende los valores obtenidos por MELLO
& MAGALHÃES (1995) entre 6,37 y 7,22 N cm-2, bien como la media determinada por
FERNANDES & GAMERO (2010) de 7,16 N cm-2. Debemos destacar que en la mayoría de los
trabajos consultados, se constataron valores de resistencia mecánica del suelo a la penetración entre
2 y 3 MPa. En ese intervalo la fuerza de tracción específica varió de 6,5 a 7,5 N cm-2 (Figura 1),
valores próximos a los estimados en los estudios comentados. Esos resultados indican adecuada
predicción del modelo.
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Demanda tractiva en función de la resistencia mecánica del suelo a la penetración
279
Conforme la Figura 2, la fuerza de tracción por asta demandada por el escarificador de
muelles, varió en una faja de valores entre 3,4 y 5,4 kN asta-1 con el 95% de probabilidad. Ese
rango se encuentra dentro del intervalo sugerido por ASAE (2003) de 3,08 a 3,6 kN asta-1 y el
determinado por SANTOS (2010) entre 3,8 y 4,7 kN asta-1. Sin embargo, SALVADOR et al. (2008)
estimaron valores de 2,7 a 4,2 kN asta-1. Esas discrepancias pueden ser debidas al preparo utilizado
por esos autores, antes de realizar la escarificación, lo que contribuyó para disminuir la resistencia
del suelo a la penetración. De todas formas, aunque las ecuaciones sobreestimen la fuerza de
tracción para bajos valores de la mencionada resistencia, esto serviría como margen de seguridad,
confiriéndole confiabilidad al modelo empírico propuesto.
Considerándose los limites de confianza para un 95% de probabilidad de la Figura 3 se
deduce que la fuerza de tracción por línea de siembra fluctuó aproximadamente entre 2,6 y 4,25 kN
línea-1. Ese intervalo supera la faja de valores establecida por ASAE (1996) de 1,1 a 2 kN línea-1,
los obtenidos por FURLANI et al. (2004) de 2,15 a 2,42 kN línea-1 y por MERCANTE et al. (2005)
entre 2,1 y 2,5 kN línea-1, así como también el valor medio determinado por MODOLO et al. (2005)
de 2,1 kN línea-1. No obstante, el intervalo definido en este estudio contiene el rango indicado por
LEVIEN et al. (1999) entre 3,24 y 3,64 kN línea-1 y el valor medio estimado por FURLANI et al.
(2007) de 2,97 kN línea-1. La mayor amplitud de valores observada en el presente experimento
puede ser debida a las condiciones extremas del contenido de agua, aspecto determinante en las
fluctuaciones de la resistencia del suelo a la penetración.
Por otro lado, el límite inferior de 2,6 kN línea-1 del presente trabajo pertenece al intervalo
verificado por ALMEIDA et al. (2010), cuyos valores oscilaron entre 2,26 y 2,51 kN línea-1.
También, el límite superior correspondiente a esta investigación de 4,25 kN línea-1 se encuentra
dentro del rango obtenido por SILVEIRA et al. (2005 b) de 3,90 a 4,53 kN línea-1, respectivamente,
para la menor y mayor profundidad de trabajo. Estas discrepancias pueden estar influenciadas por
los mecanismos para abrir y cerrar los surcos, cortar la paja, distribuir semillas y fertilizantes, bien
como estar relacionadas con el tipo y estado de la cobertura del terreno, los cuales son factores que
interfieren en la resistencia del suelo. A pesar de las diferencias se considera el modelo confiable.
Para verificar el ajuste de los modelos empíricos para cada implemento, se elaboraron los
diagramas de dispersión con los valores de la fuerza en la barra de tracción observada, en función
de los estimados (Figura 4). En esa Figura, también se incluyó la bisectriz del cuadrante con la
finalidad de identificar la relación entre los valores teóricos y reales. Se puede constatar que la
mayoría de los puntos están distribuidos uniformemente encima y debajo de la bisectriz para los tres
equipos agrícolas (Figura 4). También, esos puntos se encuentran próximos de la referida recta,
indicando que los modelos obtenidos pueden ser apropiados para determinar la fuerza en la barra de
tracción, considerándose la resistencia mecánica media del suelo a la penetración.
La premisa de normalidad de las diferencias entre los valores teóricos y reales para cada
equipo agrícola es un aspecto muy importante para definir criterios sobre el ajuste de los modelos
empíricos elaborados y se puede evaluar con base en los histogramas de residuos presentados en la
Figura 5. Conforme esa Figura se puede deducir que las diferencias mencionadas se distribuyeron
con adecuada simetría y muy próximas de la curva normal, es decir, la mayoría de pequeños
residuos concentrados en el centro y una menor cantidad en los extremos.
Aunque la distribución de los residuos se aproximó a la curva normal, el análisis de los
histogramas se considera un procedimiento subjetivo. Así, se optó por comprobar analíticamente la
normalidad mediante las pruebas de Kolmogorov-Smirnov, Lilliefors y Shapiro-Wilk. Los
resultados correspondientes a esas pruebas se presentan en la Tabla 3. Los valores de probabilidad
obtenidos muy superiores al 5% permiten afirmar que realmente la premisa de normalidad de los
residuos para los tres implementos fue satisfecha.
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Pedro H. M. Borges, Aloísio Bianchini, João C. S. Maia et al.
280
9,0
-2
Fuerza de Tracción observada (N cm )
A
8,0
7,0
6,0
5,0
4,0
4,0
5,0
6,0
7,0
8,0
9,0
5,0
5,5
Fuerza de Tracción estimada (N cm-2)
B
-1
Fuerza de Tracción observada (kN asta )
5,5
5,0
4,5
4,0
3,5
3,0
3,0
3,5
4,0
4,5
Fuerza de Tracción estimada (kN asta-1)
C
-1
Fuerza de Tracción observada (kN línea )
4,5
4,0
3,5
3,0
2,5
2,5
3,0
3,5
4,0
4,5
Fuerza de Tracción estimada (kN línea-1)
FIGURA 4. Bisectriz y valores observados de la fuerza en la barra de tracción, en función de los
estimados: a) arado de discos; b) escarificador de muelles; c) sembradora
abonadora.Bisector and observed values of the force on the drawbar, as function
of the estimates: a) disk plow; b) springs harrow; c) fertilizer seeder.
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Demanda tractiva en función de la resistencia mecánica del suelo a la penetración
281
16
A
14
12
Curv a normal
10
8
6
4
Frecuencia (
2
0
-0,10 -0,08 -0,06 -0,04 -0,02 0,00 0,02 0,04 0,06 0,08 0,10
Valores de los Resíduos (N cm -2)
18
B
16
Curva normal
14
12
10
8
6
4
Frecuencia (ad
2
0
-0,10 -0,08 -0,06 -0,04 -0,02 0,00 0,02 0,04 0,06 0,08 0,10
Valores de los Resíduos (kN asta -1)
20
18
C
16
14
12
Curv a normal
10
8
6
4
Frecuencia (
2
0
-0,10 -0,08 -0,06 -0,04 -0,02 0,00 0,02 0,04 0,06 0,08 0,10
Valores de los Resíduos (kN línea -1)
FIGURA 5. Histograma de los residuos: a) arado de discos; b) escarificador de muelles; c) sembradora
abonadora. Histogram of residues: a) disk plow; b) springs harrow; c) fertilizer seeder.
TABLA 3. Resultados de las pruebas de normalidad para los tres equipos agrícolas. Results of normality
tests for the three agricultural equipments.
Prueba de normalidad
Equipo Agrícola
Kolmogorov-Smirnov
Lilliefors
Shapiro-Wilk
Arado de discos
p>0,20 (ns)
p>0,20 (ns)
p=0,87 (ns)
Escarificador de muelles
p>0,20 (ns)
p>0,20 (ns)
p=0,52 (ns)
Sembradora-abonadora
p>0,20 (ns)
p>0,20 (ns)
p=0,54 (ns)
Obs. p: Valor de probabilidad; ns: no significativo
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282
En la Figura 6 se presentan los gráficos de residuos estandarizados para cada equipo agrícola, en
función de la resistencia mecánica media del suelo a la penetración. De acuerdo con esos gráficos se
deduce que no hay relación entre los residuos y las variables de los modelos elaborados, pues los puntos
se sitúan aleatoriamente a lo largo del eje horizontal y no existen evidencias de algún padrón de
dependencia funcional. Esa distribución se considera por MONTGOMERY et al. (2004), LEVINE et al.
(2005) y WEISBERG (2005) como condición ideal en la elaboración de modelos empíricos.
Resíduos estandarizados (Adimensional)
3
A
2
1
0
-1
-2
-3
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
Resíduos estandarizados (Adimensional)
3
B
2
1
0
-1
-2
-3
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
Resíduos estandarizados (Adimensional)
3
C
2
1
0
-1
-2
-3
1,0
1,5
2,0
2,5
3,0
3,5
4,0
Resistencia mecánica media del suelo a la penetración (MPa)
FIGURA 6. Residuos estandarizados en función de la resistencia mecánica media del suelo: a) arado de
discos; b) escarificador; c) sembradora abonadora. Standardized residuals as function of
mean soil mechanical resistance to penetration: a) disk plow; b) springs harrow; c)
fertilizer seeder.
Eng. Agríc., Jaboticabal, v.34, n.2, p.273-285, mar./abr. 2014
Demanda tractiva en función de la resistencia mecánica del suelo a la penetración
283
En la Figura 6A se puede verificar que tres puntos se encuentran fuera del intervalo de
residuos estandarizados de -2 a 2. Sin embargo, esos puntos no superan el 5% del total y por tanto
son observaciones atípicas que no alteran significativamente el ajuste de la ecuación (Figura 6).
Para el caso del escarificador, se constata que solamente un punto se encuentra fuera de los límites
del 95% de confianza, teniendo poca importancia para la validación del modelo (Figura 6B). La
Figura 6C indica sobreestimación de la fuerza, en función de la resistencia mecánica media del
suelo a la penetración entre 2,0 y 2,5 MPa. Más, como son pocos valores y un pequeño intervalo,
considerase que no afecta la eficiencia en la predicción.
Para confirmar analíticamente la adecuación de los modelos ajustados, los valores teóricos y
experimentales de la fuerza de tracción fueron comparados estadísticamente, aplicándose la prueba t
de Student. Los resultados obtenidos muestran que no hubo diferencias significativas entre los
referidos valores (Tabla 4). Luego, se puede afirmar que las ecuaciones desarrolladas presentan
adecuada confiabilidad, justificándose su aplicación, pues son apropiadas para determinar la fuerza
de tracción requerida por los respectivos equipos agrícolas, en función de la resistencia mecánica
media del suelo a la penetración.
Tabla 4. Resultados de la prueba t-Student para los tres equipos agrícolas. Results of the t-Student
test for the three agricultural equipments.
Equipo Agrícola
Arado de discos
Escarificador de muelles
Sembradora-abonadora
Calculado
0,1566
0,0332
0,3632
Obs. α: Nivel de probabilidad; ns: no significativo
Valores de t
Tabulado
α=5%
α=1%
1,9944
2,6479
Significancia
ns
ns
ns
CONCLUSIONES
Las funciones exponenciales asociadas fueron apropiadas para estimar la fuerza de tracción
requerida por equipos agrícolas, considerándose la resistencia mecánica del suelo a la penetración.
Las dependencias funcionales desarrolladas presentaron adecuada confiabilidad en las
predicciones, lo que justifica su aplicación.
Los modelos obtenidos pueden ser una herramienta útil para el planeamiento y gestión de
operaciones agrícolas mecanizadas en suelos con textura similar a las de esta investigación.
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Multi-Targeting Neuroprotective Effects of Syzygium aromaticum Bud Extracts and Their Key Phytocompounds against Neurodegenerative Diseases
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International journal of molecular sciences
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Citation: Sharma, H.; Kim, D.Y.;
Shim, K.H.; Sharma, N.; An, S.S.A. Multi-Targeting Neuroprotective Effects
of Syzygium aromaticum Bud Extracts
and Their Key Phytocompounds against
Neurodegenerative Diseases. Int. J. Mol. Sci. 2023, 24, 8148. https://doi.org/
10.3390/ijms24098148 Keywords: Alzheimer’s disease; Syzygium aromaticum; H2O2 induced stress; anti-acetylcholine
esterase activity; anti-glycation; MDS; oxidative stress Himadri Sharma †, Dan Yeong Kim † Department of Bionano Technology, Gachon Bionano Research Institute, Gachon University,
1342 Seongnam-daero, Sujeong-gu, Seongnam-si 461-701, Gyeonggi-do, Republic of Korea
* Correspondence: nitisharma@gachon.ac.kr (N.S.); seongaan@gachon.ac.kr (S.S.A.A.);
Tel.: +82-31-750-8591 (N.S.); +82-31-750-8755 (S.S.A.A.)
† Authors made equal contribution to the manuscript. Department of Bionano Technology, Gachon Bionano Research Institute, Gachon University
1342 Seongnam-daero, Sujeong-gu, Seongnam-si 461-701, Gyeonggi-do, Republic of Korea Abstract: Alzheimer’s disease (AD) is a neurodegenerative disease that causes a gradual loss of
normal motor and cognitive function. The complex AD pathophysiology involves various factors such
as oxidative stress, neuroinflammation, amyloid-beta (Aβ) aggregation, disturbed neurotransmission,
and apoptosis. The available drugs suffer from a range of side effects and are not able to cover different
aspects of the disease. Therefore, finding a safer therapeutic approach that can affect multiple targets
at a time is highly desirable. In the present study, the underlying neuroprotective mechanism of
an important culinary spice, Syzygium aromaticum (Clove) extract, and major bioactive compounds
were studied in hydrogen peroxide-induced oxidative stress in human neuroblastoma SH-SY5Y cell
lines as a model. The extracts were subjected to GC-MS to identify important bioactive components. The extracts and key bio-actives reduced reactive oxygen species (ROS), restored mitochondrial
membrane potential (MMP), and provided neuroprotection from H2O2-induced oxidative stress in
cell-based assays due to the antioxidant action. They also reduced lipid peroxidation significantly and
restored GSH content. Clove extracts have also displayed anti-acetylcholinesterase (AChE) activity,
anti-glycation potential, and Aβ aggregation/fibrilization inhibition. The multitarget neuroprotective
approach displayed by Clove makes it a potential candidate for AD drug development. International Journal of
Molecular Sciences International Journal of
Molecular Sciences International Journal of
Molecular Sciences International Journal of
Molecular Sciences Multi-Targeting Neuroprotective Effects of Syzygium
aromaticum Bud Extracts and Their Key Phytocompounds
against Neurodegenerative Diseases Sharma †, Dan Yeong Kim †
, Kyu Hwan Shim
, Niti Sharma *
and Seong Soo A. An * 1. Introduction Neurodegenerative diseases (NDDs) are a group of diseases affecting various regions
of the brain and causing progressive deterioration of intellectual faculties such as learning,
cognition, memory, and motor skills. Alzheimer’s disease (AD) is one of the most preva-
lent NDDs, affecting millions all over the world. The aggregation of amyloid-beta (Aβ)
peptide, tau protein hyperphosphorylation, lower levels of acetylcholine, neurofibrillary
tangles, and neuronal damage from oxidative stress are important characteristics of AD
pathophysiology [1]. The oxidative stress further generates a vicious cycle by generating
more reactive oxygen species (ROS), superoxide radicals (O2•−), peroxynitrite (NO3−), and
other reactive nitrogen species (RNS), affecting enzymes, proteins, and ion channels [2,3]. Academic Editor: Anna Kozłowska Received: 5 April 2023
Revised: 20 April 2023
Accepted: 26 April 2023
Published: 2 May 2023 Copyright:
© 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). g
p
g
y
p
The existing therapies for improving AD symptoms work on a specific target, for
example, acetylcholine esterase inhibitors (Donepezil, Galantamine, and Rivastigmine),
anti-amyloid antibodies (Aduhelm), and NMDA receptor antagonists (Memantine). Un-
fortunately, these drugs exhibit side effects ranging from dizziness to amyloid-related
imaging defects [4]. However, as AD is a multifaceted disease, a multitarget neuropro-
tective approach is required to ameliorate the symptoms. Therefore, there is an urgent
need to identify compounds with better efficacy and minimal side effects for the treatment https://www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2023, 24, 8148. https://doi.org/10.3390/ijms24098148 Int. J. Mol. Sci. 2023, 24, 8148 2 of 24 of AD. The therapeutic role of plant extracts has been long-established, and numerous
phytocompounds have been identified with multiple neuroprotective properties [4,5]. of AD. The therapeutic role of plant extracts has been long-established, and numerous
phytocompounds have been identified with multiple neuroprotective properties [4,5]. The dried bud of Syzygium aromaticum (Clove; Family Myrtaceae) is a notable culinary
spice that has been used for ages in folk medicine for its antiviral [6], anti-inflammatory [7],
anti-nociceptive [8], anti-oxidant [9], anti-allergic [10], anti-microbial [11], anti-cancer [12],
hepatoprotective [13], and neuroprotective [14] properties. Recent studies indicated the
importance of exercise and clove oil supplementation in reversing memory deficits, apop-
tosis, and maintaining mitochondrial homeostasis in the hippocampus region of the AD
brain [15]. 2.1. Phytochemical Estimation and Antioxidant Potential of Clove Extract 2.1. Phytochemical Estimation and Antioxidant Potential of Clove Extract Total phenolics (TPC) and flavonoids (TFC) were estimated in the extracts using
colorimetric assays. Phenols and flavonoids are secondary metabolites with an impor-
tant role in growth, communication, and plant defense [19,20]. The phenolic content in
CL–H (Clove–Hexane) and CL–EA (Clove–Ethyl Acetate) extracts was estimated to be
91.24 ± 0.21 mg GAE/g and 48.75 + 0.10 mg GAE/g, respectively. The flavonoid content
in the CL–EA (10.55 + 0.59 mg QE/g) was significantly higher than that in the CL–H
(1.15 + 0.09 mg QE/g). For the determination of the antioxidant potential of the extracts,
DPPH, ABTS, and FRAP assays were conducted. In the DPPH assay, the percent radical
scavenging activity observed was 72.3 + 1.19% and 61 + 0.47% for CL–H and CL–EA,
respectively. The FRAP assay is an electron transfer (ET)-based method that measures
the reduction of Fe3+ to Fe2+ in the presence of antioxidants. CL–H exhibited a better
FRAP value (214.95 + 0.007 µM Fe2+/g) compared to CL–EA (68 + 0.003 µM Fe2+/g). The
better antioxidant potential of CL–H compared to CL–EA can be correlated with the higher
phenolic content of CL–H. A positive correlation between phenolic content and antioxidant
potential has already been reported [21]. 1. Introduction It also modulated the seizures and alleviated neuronal death in the CA1 region
of the hippocampus [16]. One of the major factors in NDDs is the generation of reactive oxygen species (ROS). Hydrogen peroxide (H2O2)-induced stress in the cultured cells generates ROS and acceler-
ates other associated pathogenic reactions such as inflammation, mitochondrial dysfunction,
tau hyperphosphorylation, the generation of neurofibrillary tangles, and apoptosis [17,18]. Therefore, protection against oxidative stress is an important therapeutic strategy for NDDs. The present study has been designed to study the effect of hexane and ethyl acetate
extracts of clove bud and bioactive compounds on H2O2-induced oxidative stress in SH-
SY5Y neuronal cells. Additionally, other aspects of neuroprotection were explored by
studying acetylcholine esterase (AChE) inhibitory potential, anti-oligomerization and
fibrillation activity, and the ability to inhibit the formation of advanced glycation end
products (AGEs) to elucidate the mechanism of neuroprotection by clove extract. 2.2. GC–MS Analysis The GC–MS chromatogram of hexane and ethyl acetate extracts of Syzygium aro-
maticum identified the important bioactive compounds in each extract. GC–MS recorded a
total of 28 and 14 peaks for CL–EA and CL–H, respectively, based on retention time, peak
area (%), height (%), and mass spectral fragmentation compared to those of the known com-
pounds in the NIST library (Supplementary Figure S1). The main components identified
in CL–EA were eugenol (33.98%), caryophyllene (16.12%), caryophyllene oxide (9.55%),
and 2′,3′,4′-trimethoxy acetophenone (8.92%) (Supplementary Figure S1A). On the other
hand, CL–H had eugenol (48.93%), acetyl eugenol (20.13%), and caryophyllene (18.69%)
(Supplementary Figure S1B). The profile of bioactive components in CL–EA and CL–H
depends on the polarity of the solvent, as the EA fraction is moderately polar while hexane
is non-polar. As a result, non-polar compounds become extracted in the hexane fraction
first as a major percentage of eugenol, acetyl eugenol, and caryophyllene compared to the Int. J. Mol. Sci. 2023, 24, 8148 3 of 24 EA fraction. However, the EA fraction is considered safer and more active compared to the
hexane fraction [22]. hexane is non-polar. As a result, non-polar compounds become extracted in the hexane
fraction first as a major percentage of eugenol, acetyl eugenol, and caryophyllene com-
pared to the EA fraction However the EA fraction is considered safer and more active EA fraction. However, the EA fraction is considered safer and more active compared to the
hexane fraction [22]. hexane is non-polar. As a result, non-polar compounds become extracted in the hexane
fraction first as a major percentage of eugenol, acetyl eugenol, and caryophyllene com-
pared to the EA fraction However the EA fraction is considered safer and more active Eugenol is a compound with versatile pharmacological properties such as antidiabetic,
neuroprotective, anti-cancer, antioxidant, anti-inflammatory, and analgesic. It has also
been generally recognized as safe (GRAS) by the World Health Organization (WHO) [23]. Both caryophyllene and caryophyllene oxide possess antioxidant, anticancer, and analgesic
properties. They are also approved as flavoring agents by the Food and Drug Admin-
istration (FDA) and the European Food Safety Authority (EFSA) [24]. Eugenyl acetate
possesses anti-AChE and antioxidant activity [25,26]. The neuroprotective potential of
other smaller (%) components identified in the extract, such as Humulene, Copane [27],
Anethol [28], Vanillin [29], and Cubebene [30], has already been reported. 2.3. In Vitro Anti-AGE Activity of Clove Extract
u
e
io
e
i a a
e u a i
e iga io A BSA–AGE fluorescence assay was used to evaluate the anti-glycation potential
of Clove extracts and eugenol, β-caryophyllene, and 2′,3′,4′-trimethoxy acetophenone
(TMA) identified by GC–MS in the extracts (Supplementary Figure S1). For the study,
D-glucose was chosen as it is the key glycating sugar compared to other sugars. CL–EA
potentially inhibited the glycation with an IC50 value of 83.09 µg/mL, comparable to the
positive control, aminoguanidine hydrochloride (IC50 53.27 µg/mL). In a previous report,
aminoguanidine displayed an IC50 of 59.2 µg/mL [31], which is in agreement with the
value reported by us. CL–H also exhibited good anti-AGE activity (IC50 274.2 µg/mL)
(Figure 1). Earlier, the hydroalcoholic, aqueous, and methanolic extracts of Clove inhibited
AGE formation (88%, 91.5%, and 72.8%, respectively) in the BSA-glucose model [32–34]. Eugenol exhibited anti-AGE activity (IC50 152 µg/mL), while β-caryophyllene and TMA
did not show any significant inhibition. Similar results were obtained previously where
eugenol exhibited anti-AGE properties (IC50 10 mM) [35], while β-caryophyllene failed to
do so [36]. 2.3. In Vitro Anti‐AGE Activity of Clove Extract
A BSA–AGE fluorescence assay was used to evaluate the anti-glycation potential of
Clove extracts and eugenol, β-caryophyllene, and 2′,3′,4′-trimethoxy acetophenone (TMA)
identified by GC–MS in the extracts (Supplementary Figure S1). For the study, D-glucose
was chosen as it is the key glycating sugar compared to other sugars. CL–EA potentially
inhibited the glycation with an IC50 value of 83.09 µg/mL, comparable to the positive con-
trol, aminoguanidine hydrochloride (IC50 53.27 µg/mL). In a previous report, aminoguan-
idine displayed an IC50 of 59.2 µg/mL [31], which is in agreement with the value reported
by us. CL–H also exhibited good anti-AGE activity (IC50 274.2 µg/mL) (Figure 1). Earlier,
the hydroalcoholic, aqueous, and methanolic extracts of Clove inhibited AGE formation
(88%, 91.5%, and 72.8%, respectively) in the BSA-glucose model [32–34]. Eugenol exhib-
ited anti-AGE activity (IC50 152 µg/mL), while β-caryophyllene and TMA did not show
any significant inhibition. Similar results were obtained previously where eugenol exhib-
ited anti-AGE properties (IC50 10 mM) [35], while β-caryophyllene failed to do so [36]. Figure 1. The anti-glycation activity exhibited by Clove extracts and eugenol. IC50 values were
estimated using the Glucose-BSA model. Data are means of triplicate. Results were calculated using
GraphPad Prism 9.5. Abbreviations: AG—Aminoguanidine; CL–H—Clove–Hexane; CL-EA—Clove–
Ethyl Acetate. Figure 1. The anti-glycation activity exhibited by Clove extracts and eugenol. IC50 values were
estimated using the Glucose-BSA model. Data are means of triplicate. 2.2. GC–MS Analysis Meanwhile,
2′,3′,4′—trimethoxy acetophenone is a heterocyclic thioether derivative of pyrogallic acid,
and the literature on its therapeutic action is dearth. Hence, out of curiosity, we selected
this compound along with the major phytocompounds, eugenol and β-caryophyllene, for
further biochemical and cellular investigations. pared to the EA fraction. However, the EA fraction is considered safer and more active
compared to the hexane fraction [22]. Eugenol is a compound with versatile pharmacological properties such as antidia-
betic, neuroprotective, anti-cancer, antioxidant, anti-inflammatory, and analgesic. It has
also been generally recognized as safe (GRAS) by the World Health Organization (WHO)
[23]. Both caryophyllene and caryophyllene oxide possess antioxidant, anticancer, and an-
algesic properties. They are also approved as flavoring agents by the Food and Drug Ad-
ministration (FDA) and the European Food Safety Authority (EFSA) [24]. Eugenyl acetate
possesses anti-AChE and antioxidant activity [25,26]. The neuroprotective potential of
other smaller (%) components identified in the extract, such as Humulene, Copane [27],
Anethol [28], Vanillin [29], and Cubebene [30], has already been reported. Meanwhile,
2’,3’,4’—trimethoxy acetophenone is a heterocyclic thioether derivative of pyrogallic acid,
and the literature on its therapeutic action is dearth. Hence, out of curiosity, we selected
this compound along with the major phytocompounds, eugenol and β-caryophyllene, for
f
th
bi
h
i
l
d
ll l
i
ti
ti 2.3. In Vitro Anti-AGE Activity of Clove Extract
u
e
io
e
i a a
e u a i
e iga io Results were calculated using
GraphPad Prism 9.5. Abbreviations: AG—Aminoguanidine; CL–H—Clove–Hexane; CL-EA—Clove–
Ethyl Acetate. Figure 1. The anti-glycation activity exhibited by Clove extracts and eugenol. IC50 values were
estimated using the Glucose-BSA model. Data are means of triplicate. Results were calculated using
GraphPad Prism 9.5. Abbreviations: AG—Aminoguanidine; CL–H—Clove–Hexane; CL-EA—Clove–
Ethyl Acetate. 2.4. In Vitro Acetylcholinesterase Inhibitory Activity Acetylcholinesterase (AChE; E.C.3.1.1.7) is an acetylcholine (ACh) hydrolyzing en-
zyme with an important role in the cholinergic signaling pathway. Inhibition of AChE
is desirable in the treatment of AD to maintain ACh levels. Therefore, the extracts were Int. J. Mol. Sci. 2023, 24, 8148 4 of 24
rolyzing
n of ACh initially screened for anti-AChE activity at 100 µg/mL, where CL–H and CL–EA displayed
50.97% and 56.64% inhibition, respectively. Galantamine hydrobromide was used as an
inhibitor control for the assay, and it exhibited 96.75% inhibition at 10 µg/mL. The IC50
values (half maximal inhibitory concentration) of the extracts, eugenol, β-caryophyllene,
and the positive control have been shown in Figure 2. y
y
µg
p
50.97% and 56.64% inhibition, respectively. Galantamine hydrobromide was used a
inhibitor control for the assay, and it exhibited 96.75% inhibition at 10 µg/mL. The
values (half maximal inhibitory concentration) of the extracts, eugenol, β-caryophyll
and the positive control have been shown in Figure 2. initially screened for anti-AChE activity at 100 µg/mL, where CL–H and CL–EA displayed
50.97% and 56.64% inhibition, respectively. Galantamine hydrobromide was used as an
inhibitor control for the assay, and it exhibited 96.75% inhibition at 10 µg/mL. The IC50
values (half maximal inhibitory concentration) of the extracts, eugenol, β-caryophyllene,
and the positive control have been shown in Figure 2. 50.97% and 56.64% inhibition, respectively. Galantamine hydrobromide was used a
inhibitor control for the assay, and it exhibited 96.75% inhibition at 10 µg/mL. The
values (half maximal inhibitory concentration) of the extracts, eugenol, β-caryophyll
and the positive control have been shown in Figure 2. Fi
2 IC
f Cl
t
t
l
d β C
h ll
ith i hibit
t
l (G
Figure 2. IC50 curves of Clove extracts, eugenol, and β-Caryophyllene with inhibitor control (Galan-
tamine) against AChE. The IC50 values were calculated using GraphPad Prism 9.5. Abbreviations:
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. Fi
2 IC
f Cl
l
d β C
h ll
i h i hibi
l (G
Figure 2. IC50 curves of Clove extracts, eugenol, and β-Caryophyllene with inhibitor control (Galan-
tamine) against AChE. The IC50 values were calculated using GraphPad Prism 9.5. Abbreviations:
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. tamine) against AChE. The IC50 values were calculated using GraphPad Prism 9.5. Abbreviat
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. The IC50 values of extracts and compounds were 345.1 µg/mL (CL-EA), 268.3 µg
(CL-H), 5.6 µg/mL (eugenol), and 113 µg/mL (β-caryophyllene). 2.4. In Vitro Acetylcholinesterase Inhibitory Activity However, TMA did
show any significant anti-AChE activity (28% at 1 mg/mL). The IC50 value of galantam
hydrobromide was calculated as 1 02 µg/mL similar to the previously reported valu
The IC50 values of extracts and compounds were 345.1 µg/mL (CL-EA), 268.3 µg/mL
(CL-H), 5.6 µg/mL (eugenol), and 113 µg/mL (β-caryophyllene). However, TMA did not
show any significant anti-AChE activity (28% at 1 mg/mL). The IC50 value of galantamine
hydrobromide was calculated as 1.02 µg/mL, similar to the previously reported value of
1.45 µg/mL [37]. The IC50 value for eugenol obtained in our experiment was comparable
to the earlier reported value of 40.32 µM (i.e., 6.62 µg/mL) [38]. hydrobromide was calculated as 1.02 µg/mL, similar to the previously reported valu
1.45 µg/mL [37]. The IC50 value for eugenol obtained in our experiment was compar
to the earlier reported value of 40.32 µM (i.e., 6.62 µg/mL) [38]. The mode of inhibition of CL-H, CL-EA, eugenol, and β-caryophyllene was analy
by a Lineweaver-Burk plot. The kinetic parameter values attained by extracts and p
compounds have been summarized in Table 1. Competitive inhibition was observed
the tested samples (Figure 3), where Vmax remained unaffected (~3.9 µmol/min/
while Km increased (17.64, 12.28, 14.19, and 17.87 mM) for CL-H, CL-EA, eugenol, an
p
µ
(
,
µg
) [
]
The mode of inhibition of CL-H, CL-EA, eugenol, and β-caryophyllene was analyzed
by a Lineweaver-Burk plot. The kinetic parameter values attained by extracts and pure
compounds have been summarized in Table 1. Competitive inhibition was observed for
the tested samples (Figure 3), where Vmax remained unaffected (~3.9 µmol/min/mg)
while Km increased (17.64, 12.28, 14.19, and 17.87 mM) for CL-H, CL-EA, eugenol, and
β-caryophyllene, respectively. In a previous study, eugenol inhibited snails’ AChE by a
competitive-non-competitive mechanism (mixed inhibition) [39]. caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization Vmax (µmole/min/mg)
Km (mM)
Type of Inhibition
No Inhibitor
3.90 ± 0.09
10.49 ± 0.02
CL-H
3.90 ±0.17
17.64 ± 0.04
Competitive
CL-EA
4.24 ± 0.06
12.28 ±0.01
Competitive
Eugenol
4.01 ± 0.14
14.19 ± 0.03
Competitive
β-Caryophyllene
4.21 ± 0.19
17.87 ± 0.05
Competitive
3.90 ±0.17
17.64 ± 0.04
Competitive
4.24 ± 0.06
12.28 ±0.01
Competitive
4.01 ± 0.14
14.19 ± 0.03
Competitive
4.21 ± 0.19
17.87 ± 0.05
Competitive Table 1. Kinetic parameters. Vmax (µmole/min/mg)
Km (mM)
Type of Inhibition
No Inhibitor
3.90 ± 0.09
10.49 ± 0.02
CL-H
3.90 ±0.17
17.64 ± 0.04
Competitive
CL-EA
4.24 ± 0.06
12.28 ±0.01
Competitive
Eugenol
4.01 ± 0.14
14.19 ± 0.03
Competitive
β-Caryophyllene
4.21 ± 0.19
17.87 ± 0.05
Competitive
3.90 ±0.17
17.64 ± 0.04
Competitive
4.24 ± 0.06
12.28 ±0.01
Competitive
4.01 ± 0.14
14.19 ± 0.03
Competitive
4.21 ± 0.19
17.87 ± 0.05
Competitive Table 1. Kinetic parameters. Vmax (µmole/min/mg)
Km (mM)
Type of Inhibition
No Inhibitor
3.90 ± 0.09
10.49 ± 0.02
CL-H
3.90 ±0.17
17.64 ± 0.04
Competitive
CL-EA
4.24 ± 0.06
12.28 ±0.01
Competitive
Eugenol
4.01 ± 0.14
14.19 ± 0.03
Competitive
β-Caryophyllene
4.21 ± 0.19
17.87 ± 0.05
Competitive
CL-H
3.90 ±0.17
17.64 ± 0.04
Competitive
CL-EA
4.24 ± 0.06
12.28 ±0.01
Competitive
Eugenol
4.01 ± 0.14
14.19 ± 0.03
Competitive
β-Caryophyllene
4.21 ± 0.19
17.87 ± 0.05
Competitive
Figure 3. Lineweaver-Burk plot of AChE in the presence of (A) CL-EA, (B)) CL-H, (C) eugenol,
and (D) β-Caryophyllene. Experiments were performed in triplicate. The graph was plotted using
GraphPad Prism 9.5. Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. Figure 3. Lineweaver-Burk plot of AChE in the presence of (A) CL-EA, (B)) CL-H, (C) eugenol,
and (D) β-Caryophyllene. Experiments were performed in triplicate. The graph was plotted using
GraphPad Prism 9.5. Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. Figure 3. Lineweaver-Burk plot of AChE in the presence of (A) CL-EA, (B) CL-H, (C) eugenol, and
(D) β-Caryophyllene. Experiments were performed in triplicate. The graph was plotted using
GraphPad Prism 9.5. Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate. 2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization
The MDS was used to evaluate the Aβ oligomerization inhibition effect of the clove
extract and the pure compounds. To confirm the oligomerization inhibition potential, the
samples were reacted with Aβ1–42 for 0, 2, and 4 h (Figure 4A–C). caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization p
p
(
) [
]
Table 1. Kinetic parameters. Vmax (μmole/min/mg)
Km
(mM)
Type of Inhibition
The MDS was used to evaluate the Aβ oligomerization inhibition effect of the clove
extract and the pure compounds. To confirm the oligomerization inhibition potential, the
samples were reacted with Aβ1–42 for 0, 2, and 4 h (Figure 4A–C). MDS results were calcu-
lated based on each sample’s 0 hr value; hence, all sample signals were at 1.0 (Figure 4A). At 2 h, oligomerization reduction was significant in CL-EA (** p < 0.01) and TMA (* p < 0.05)
(Figure 4B). Eugenol also decreased the oligomerization at 2 h, but the p value was non-
significant. As the time of incubation progressed, CL-H also decreased oligomerization
significantly (* p <0.05) as did CL-EA; however, more significant reduction was shown
by TMA (** p <0.01) going from 2 h to 4 h (Figure 4C). Considering the overall Aβ1–42
oligomerization tendency at every time point, the area under the curve (AUC) was calcu-
lated. As a result, CL-EA (* p <0.05) and TMA (** p <0.01) showed a significant decrease
in Aβ1-42 oligomerization tendency with TMA performing better than CL–EA (Figure 4D). The possible explanation could be that as AUC is calculated over a period of time (0–4 h),
depending on the kinetics of each compound, the reaction time with Aβ is different. In
other words, since each compound may have a different phase of inhibiting Aβ, the effect
of inhibiting Aβ appears at different times. The compound can degrade with time, but this Int. J. Mol. Sci. 2023, 24, 8148 5 of 24 degradation cannot be monitored by MDS. Hence, to summarize the results, TMA and CL-
EA are effective in inhibiting Aβ oligomerization compared to CL-H and β-caryophyllene,
which slightly decreased the oligomerization without a significant p-value, and eugenol
was like the negative control (Figure 4D). R REVIEW
5 of 26
3.90 ± 0.09
10.49 ± 0.02 Table 1. Kinetic parameters. caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization MDS results were calcu-
lated based on each sample’s 0 hr value; hence, all sample signals were at 1.0 (Figure 4A). At 2 h, oligomerization reduction was significant in CL-EA (** p < 0.01) and TMA (* p <
0.05) (Figure 4B). Eugenol also decreased the oligomerization at 2 h, but the p value was
To access the Aβ fibrilization inhibition activity of the samples, a ThT assay was con-
ducted. ThT is a fluorescent dye that interacts with the β-sheet of the fibrils; consequently,
it is used to monitor Aβ fibril formation. The fluorescence is increased upon binding of
ThT to the amyloid fibrils. The extracts and compounds were screened (100 µg/mL) for Aβ
fibrilization inhibition using phenol red as a positive control. ThT fluorescence was reduced
significantly in the extracts compared to the control (buffer + Aβ). Phenol red displayed
71.34 ± 2.9% inhibition (*** p < 0.001) at 50 µM similar to the previously reported value [40]. Both CL-H and CL-EA exhibited potent inhibitory activity (*** p < 0.001) with 73.49 ± 5.53%
and 86.59 ± 0.38%, respectively. On the other hand, eugenol, β-caryophyllene, and
TMA displayed lower inhibition (48.38 ± 0.33%, *** p < 0.001; 18.44 ± 3.54%, ** p < 0.01;
9.13 ± 0.38%, * p < 0.05, respectively) compared to the extracts (Figure 5). To summa-
rize the results, TMA, and CL-EA effectively reduced Aβ oligomerization, while CL-EA
and CL-H inhibited fibrilization to a greater extent compared to others. Previously, the
aqueous extract of clove inhibited amyloid fibril formation by 90% in a concentration-
dependent manner [41]. Int. J. Mol. Sci. 2023, 24, 8148 6 of 24
aryo-
, and Figure 4. Inhibition effect of Aβ oligomerization by Clove extracts (CL-H and CL-EA), eugenol, β-
Caryophyllene, and TMA. The relative amount of Aβ oligomers at 0 (A), 2 (B), and 4 h (C) and the
value of Aβ oligomerization area under the curve (D). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and ** (p < 0.01) using one-way ANOVA followed by Dunnett’s
post-hoc was observed in the reduction in oligomerization vs. the negative control (no treatment). Figure 4. Inhibition effect of Aβ oligomerization by Clove extracts (CL-H and CL-EA), eugenol,
β-Caryophyllene, and TMA. caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization T
ThT to the amyloid fibrils. The extracts and
fibrilization inhibition using phenol red as
duced significantly in the extracts compare
played 71.34 ± 2.9% inhibition (*** p < 0.001
value [40]. Both CL-H and CL-EA exhibited Figure 4. Inhibition effect of Aβ oligomerization by Clove extracts (CL-H and CL-EA), eugenol, β-
Caryophyllene, and TMA. The relative amount of Aβ oligomers at 0 (A), 2 (B), and 4 h (C) and the
value of Aβ oligomerization area under the curve (D). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and ** (p < 0.01) using one-way ANOVA followed by Dunnett’s
post-hoc was observed in the reduction in oligomerization vs. the negative control (no treatment). Figure 4. Inhibition effect of Aβ oligomerization by Clove extracts (CL-H and CL-EA), eugenol,
β-Caryophyllene, and TMA. The relative amount of Aβ oligomers at 0 (A), 2 (B), and 4 h (C) and the
value of Aβ oligomerization area under the curve (D). All data are presented as mean ± SEM (n = 3). A
significant difference * (p < 0.05) and ** (p < 0.01) using one-way ANOVA followed by Dunnett’s post-
hoc was observed in the reduction in oligomerization vs. the negative control (no treatment). Abbrevi-
ations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. 73.49 ± 5.53% and 86.59 ± 0.38%, respectively. On the other hand, eugenol, β-caryo-
phyllene, and TMA displayed lower inhibition (48.38 ± 0.33%, *** p < 0.001; 18.44 ± 3.54%,
** p < 0.01; 9.13 ± 0.38%, *p < 0.05, respectively) compared to the extracts (Figure 5). To
summarize the results, TMA, and CL-EA effectively reduced Aβ oligomerization, while
CL-EA and CL-H inhibited fibrilization to a greater extent compared to others. Previously,
the aqueous extract of clove inhibited amyloid fibril formation by 90% in a concentration-
dependent manner [41]. Figure 5. Fibrilization inhibition in the presence of Clove extracts (CL-H and CL-EA), eugenol, β-
Caryophyllene, and TMA. The values are expressed as the mean ± SD (n = 3). Phenol Red (50 µM)
was used as a positive control. A significant difference * (p < 0.05), ** (p < 0.01), and (*** p < 0.001)
using one-way ANOVA followed by Dunnett’s post hoc was observed in the reduction in oligomer-
ization vs. the negative control (buffer + Aβ). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-
Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone. 2.6. caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization The relative amount of Aβ oligomers at 0 (A), 2 (B), and 4 h (C) and the
value of Aβ oligomerization area under the curve (D). All data are presented as mean ± SEM (n = 3). A
significant difference * (p < 0.05) and ** (p < 0.01) using one-way ANOVA followed by Dunnett’s post-
hoc was observed in the reduction in oligomerization vs. the negative control (no treatment). Abbrevi-
ations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. R REVIEW
7 of 26
Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Aceto-
phenone. To access the Aβ fibrilization inhibition activity of the samples, a ThT assay was con-
ducted. ThT is a fluorescent dye that interacts with the β-sheet of the fibrils; consequently,
it is used to monitor Aβ fibril formation. The fluorescence is increased upon binding of
ThT to the amyloid fibrils. The extracts and compounds were screened (100 µg/mL) for Aβ
fibrilization inhibition using phenol red as a positive control. ThT fluorescence was re-
duced significantly in the extracts compared to the control (buffer + Aβ). Phenol red dis-
played 71.34 ± 2.9% inhibition (*** p < 0.001) at 50 µM similar to the previously reported
value [40]. Both CL-H and CL-EA exhibited potent inhibitory activity (*** p < 0.001) with
73.49 ± 5.53% and 86.59 ± 0.38%, respectively. On the other hand, eugenol, β-caryo-
phyllene, and TMA displayed lower inhibition (48.38 ± 0.33%, *** p < 0.001; 18.44 ± 3.54%,
** p < 0.01; 9.13 ± 0.38%, *p < 0.05, respectively) compared to the extracts (Figure 5). To
summarize the results, TMA, and CL-EA effectively reduced Aβ oligomerization, while
CL-EA and CL-H inhibited fibrilization to a greater extent compared to others. Previously,
the aqueous extract of clove inhibited amyloid fibril formation by 90% in a concentration-
dependent manner [41]. 7 of 26
Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Aceto-
ivity of the samples, a ThT assay was con-
ith the β-sheet of the fibrils; consequently,
fluorescence is increased upon binding of
pounds were screened (100 µg/mL) for Aβ
ositive control. ThT fluorescence was re-
the control (buffer + Aβ). Phenol red dis-
50 µM similar to the previously reported
tent inhibitory activity (*** p < 0.001) with R REVIEW
Abbreviations: CL-H: Clove-Hexane; CL-EA: Cl
phenone. To access the Aβ fibrilization inhibition
ducted. ThT is a fluorescent dye that interac
it is used to monitor Aβ fibril formation. caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization Noncytotoxic Effect of Clove Extracts on the SH‐SY5Y Cell Line
Th
ll l
i bilit
ti
t d [42] i
th
bl
t
ll li
(SH SY5Y)
Figure 5. Fibrilization inhibition in the presence of Clove extracts (CL-H and CL-EA), eugenol,
β-Caryophyllene, and TMA. The values are expressed as the mean ± SD (n = 3). Phenol Red (50 µM)
was used as a positive control. A significant difference * (p < 0.05), ** (p < 0.01), and (*** p < 0.001) using
one-way ANOVA followed by Dunnett’s post hoc was observed in the reduction in oligomerization
vs. the negative control (buffer + Aβ). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl
Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. Figure 5. Fibrilization inhibition in the presence of Clove extracts (CL-H and CL-EA), eugenol, β-
Caryophyllene, and TMA. The values are expressed as the mean ± SD (n = 3). Phenol Red (50 µM)
was used as a positive control. A significant difference * (p < 0.05), ** (p < 0.01), and (*** p < 0.001)
using one-way ANOVA followed by Dunnett’s post hoc was observed in the reduction in oligomer-
ization vs. the negative control (buffer + Aβ). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-
Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone. 2.6. Noncytotoxic Effect of Clove Extracts on the SH‐SY5Y Cell Line
Figure 5. Fibrilization inhibition in the presence of Clove extracts (CL-H and CL-EA), eugenol,
β-Caryophyllene, and TMA. The values are expressed as the mean ± SD (n = 3). Phenol Red (50 µM)
was used as a positive control. A significant difference * (p < 0.05), ** (p < 0.01), and (*** p < 0.001) using
one-way ANOVA followed by Dunnett’s post hoc was observed in the reduction in oligomerization
vs. the negative control (buffer + Aβ). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl
Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. 7 of 24 Int. J. Mol. Sci. 2023, 24, 8148 2.6. Noncytotoxic Effect of Clove Extracts on the SH-SY5Y Cell Line The cellular viability was estimated [42] in the neuroblastoma cell line (SH-SY5Y) after
24 h of treatment with different concentrations of the extracts (1, 10, 25, 50 µg/mL) using
WST-8 dye. No cytotoxicity was observed up to 25 µg/mL for CL-H and CL-EA with cell
viability over 95%. However, at 50 µg/mL, the cell viability decreased to 88.4% (* p < 0.05)
and 86.7% (** p < 0.01) for CL-H and CL-EA, respectively (Figure 6). caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization Therefore, subsequent
cell culture experiments were conducted using concentrations below 50 µg/mL to minimize
cell death due to the extract’s toxicity. Similar results were obtained in a previous study
where no cytotoxicity was observed up to 20 µg/mL when treating SH-SY5Y cells with the
clove essential oil [43]. The pure compounds were tested at lower concentrations (0.01, 0.1,
1, 10 µg/mL), where eugenol and TMA displayed significant (* p < 0.05) decreases in cell
viability (89.9% and 87.2%, respectively) compared to the control at 10 µg/mL. While the
cell viability was over 93% for β-caryophyllene. PEER REVIEW
8 of 26
cells with the clove essential oil [43]. The pure compounds were tested at lower concen-
trations (0.01, 0.1, 1, 10 µg/mL), where eugenol and TMA displayed significant (* p < 0.05)
decreases in cell viability (89.9% and 87.2%, respectively) compared to the control at 10
µg/mL. While the cell viability was over 93% for β-caryophyllene. Figure 6. Cytotoxicity assay of Clove extracts (CL-H and CL-EA), eugenol, β-Caryophyllene, and
TMA on the SH-SY5Y cells. The cells were treated for 24 h with varying extract concentrations (1,
10, 25, and 50 µg/mL). The cell viability was reported as the percentage of the control group (100%). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and ** (p < 0.01)
using one-way ANOVA followed by Dunnett’s post hoc was observed in the % of cell viability vs. the control group (no treatment). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate;
TMA: 2’,3’,4’-Trimethoxy Acetophenone. Figure 6. Cytotoxicity assay of Clove extracts (CL-H and CL-EA), eugenol, β-Caryophyllene, and
TMA on the SH-SY5Y cells. The cells were treated for 24 h with varying extract concentrations
(1, 10, 25, and 50 µg/mL). The cell viability was reported as the percentage of the control group
(100%). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and
** (p < 0.01) using one-way ANOVA followed by Dunnett’s post hoc was observed in the % of
cell viability vs. the control group (no treatment). Abbreviations: CL-H: Clove-Hexane; CL-EA:
Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. Figure 6. Cytotoxicity assay of Clove extracts (CL-H and CL-EA), eugenol, β-Caryophyllene, and
TMA on the SH-SY5Y cells. The cells were treated for 24 h with varying extract concentrations (1,
10, 25, and 50 µg/mL). caryophyllene, respectively. In a previous study, eugen
petitive-non-competitive mechanism (mixed inhibition
2.5. Clove Extract Reduced Aβ Oligomerization and Fibrilization The cell viability was reported as the percentage of the control group (100%). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and ** (p < 0.01)
using one-way ANOVA followed by Dunnett’s post hoc was observed in the % of cell viability vs. the control group (no treatment). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate;
TMA: 2’,3’,4’-Trimethoxy Acetophenone. Figure 6. Cytotoxicity assay of Clove extracts (CL-H and CL-EA), eugenol, β-Caryophyllene, and
TMA on the SH-SY5Y cells. The cells were treated for 24 h with varying extract concentrations
(1, 10, 25, and 50 µg/mL). The cell viability was reported as the percentage of the control group
(100%). All data are presented as mean ± SEM (n = 3). A significant difference * (p < 0.05) and
** (p < 0.01) using one-way ANOVA followed by Dunnett’s post hoc was observed in the % of
cell viability vs. the control group (no treatment). Abbreviations: CL-H: Clove-Hexane; CL-EA:
Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. 2.7. Clove Extracts Protected against H2O2‐Induced Oxidative Stress
The neuroprotective effects of the extracts were assessed by H2O
2.7. Clove Extracts Protected against H2O2-Induced Oxidative Stress 2.7. Clove Extracts Protected against H2O2‐Induced Oxidative Stress
The neuroprotective effects of the extracts were assessed by H2O
2.7. Clove Extracts Protected against H2O2-Induced Oxidative Stress The neuroprotective effects of the extracts were assessed by H2O2-induced oxidative
stress in the cells. In our experiment, H2O2 at 100 µM resulted in 50% cell survival after 6
h of treatment. Hence, this H2O2 concentration was used to induce stress in SH-SY5Y cells
pre-treated with the extracts for 12 h. CL-H performed better in protecting the cells against
oxidative damage and significantly (## p < 0.01) increased the cell viability at 0.1–1 µg/mL
and 10-30 µg/mL (# p < 0.05) as compared to H2O2 control. CL-EA significantly (# p < 0.05)
i
d th
ll
i bilit
t 0 1 1
/
L
d t
H O
t
l
ft
hi h it l
The neuroprotective effects of the extracts were assessed by H2O2-induced oxidative
stress in the cells. In our experiment, H2O2 at 100 µM resulted in 50% cell survival after
6 h of treatment. Hence, this H2O2 concentration was used to induce stress in SH-SY5Y
cells pre-treated with the extracts for 12 h. CL-H performed better in protecting the
cells against oxidative damage and significantly (## p < 0.01) increased the cell viability Int. J. Mol. Sci. 2023, 24, 8148 8 of 24 at 0.1–1 µg/mL and 10-30 µg/mL (# p < 0.05) as compared to H2O2 control. CL-EA
significantly (# p < 0.05) increased the cell viability at 0.1-1 µg/mL as compared to H2O2
control, after which it almost remained constant. In our experiment, pre-treatment with
eugenol at lower concentrations (0.01 and 0.1 µg/mL) did not show neuroprotection;
hence, higher concentrations (2.5 and 5 µg/mL) were used to study the effect. On the
other hand, as β-caryophyllene displayed significant (### p < 0.001) neuroprotection at
1 µg/mL, lower concentrations (0.01 and 0.1 µg/mL) were also used. TMA provided better
neuroprotection (### p < 0.001) than the others, even at the lower concentrations (0.1 µg/mL)
(Figure 7). Hence, the neuroprotective effect shown by Clove extract is due to the major
bioactive components. Additionally, the better neuroprotection displayed by CL-H could
be due to a higher content of eugenol and eugenyl acetate [44] as compared to CL-EA. The
neuroprotective mechanism was further explored by measuring ROS and MMP. ER REVIEW
9 of 26
displayed significant (### p < 0.001) neuroprotection at 1 µg/mL, lower concentrations (0.01
and 0.1 µg/mL) were also used. 2.7. Clove Extracts Protected against H2O2‐Induced Oxidative Stress
The neuroprotective effects of the extracts were assessed by H2O
2.7. Clove Extracts Protected against H2O2-Induced Oxidative Stress untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone. Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated with
the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell viability
vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01), and
***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. racts (CL H and CL EA) Eugenol β Caryophyllene
xtracts (CL–H and CL–EA), Eugenol, β-Caryophyllen Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated
with the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell
viability vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone. Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated with
the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell viability
vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01), and
***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. 2.7. Clove Extracts Protected against H2O2‐Induced Oxidative Stress
The neuroprotective effects of the extracts were assessed by H2O
2.7. Clove Extracts Protected against H2O2-Induced Oxidative Stress TMA provided better neuroprotection (### p < 0.001) than
the others, even at the lower concentrations (0.1 µg/mL) (Figure 7). Hence, the neuropro-
tective effect shown by Clove extract is due to the major bioactive components. Addition-
ally, the better neuroprotection displayed by CL-H could be due to a higher content of
eugenol and eugenyl acetate [44] as compared to CL-EA. The neuroprotective mechanism
was further explored by measuring ROS and MMP. Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated
with the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell
viability vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone. Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated with
the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell viability
vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01), and
***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane;
CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone. Figure 7 Neuroprotective effects of Clove extracts (CL H and CL EA) Eugenol β Caryophyllene
Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene, Figure 7. Neuroprotective effects of Clove extracts (CL–H and CL–EA), Eugenol, β-Caryophyllene,
and TMA in H2O2-induced neuroblastoma SH-SY5Y cells. The SH-SY5Y cells were preincubated
with the extracts for 12 h, followed by 6 h of H2O2 (100 µM) treatment. The results indicate % cell
viability vs. the control cells mean ± SEM (n = 3). A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), using one-way ANOVA followed by Dunnett’s test, was observed in the % of
cell viability vs. 2.8. Clove Extracts Prevented H2O2‐Induced ROS Generation
2.8. Clove Extracts Prevented H2O2-Induced ROS Generation 2.8. Clove Extracts Prevented H2O2‐Induced ROS Generation
2.8. Clove Extracts Prevented H2O2-Induced ROS Generation Oxidative stress is one of the important factors in the pathogenesis of AD. To access
the intracellular reactive oxygen species (ROS) scavenging activity of the extracts, the SH-
SY5Y cells were pre-treated with the extracts for 12 h, followed by 4 h exposure to H2O2
(100 µM). The ROS production in the cells was monitored by a fluorescent dye
(H2DCFDA), which is oxidized to DCF by ROS. The SH-SY5Y cells treated with H2O2 gen-
erated 154.8 ± 2.5% ROS compared to the untreated cells (100%). Pre-treatment of the cells
with extracts resulted in a dose-dependent decrease in ROS production. The CL-H was
more effective and significant (131.7 ± 0.6% at 1 µg/mL, p < 0.01; 122.5 ± 6.5% at 10 µg/mL;
Oxidative stress is one of the important factors in the pathogenesis of AD. To access
the intracellular reactive oxygen species (ROS) scavenging activity of the extracts, the
SH-SY5Y cells were pre-treated with the extracts for 12 h, followed by 4 h exposure to
H2O2 (100 µM). The ROS production in the cells was monitored by a fluorescent dye
(H2DCFDA), which is oxidized to DCF by ROS. The SH-SY5Y cells treated with H2O2
generated 154.8 ± 2.5% ROS compared to the untreated cells (100%). Pre-treatment of the
cells with extracts resulted in a dose-dependent decrease in ROS production. The CL-H was Int. J. Mol. Sci. 2023, 24, 8148
Int J Mol Sci 2023 24 x 9 of 24 more effective and significant (131.7 ± 0.6% at 1 µg/mL, p < 0.01; 122.5 ± 6.5% at 10 µg/mL;
and 115.7 ± 2.5% at 25 µg/mL) in reducing ROS compared to CL-EA (150.7 ± 7.4% at
1 µg/mL; 134.5 ± 0.7% at 10 µg/mL; and 140.8 ± 2.5% at 25 µg/mL) Figure 8. Similarly,
both eugenol and β-caryophyllene attenuated increased ROS levels significantly (## p < 0.01)
at 0.01 µg/mL and 0.03–0.3 µg/mL (### p < 0.001), whereas TMA showed a significant
dose-dependent decrease in ROS at 0.1–5 µg/mL (### p < 0.001) (Figure 8). A possible
explanation for better ROS scavenging activity by CL-H could be due to the higher content
of eugenol, acetyl eugenol, and β-caryophyllene. 2.8. Clove Extracts Prevented H2O2‐Induced ROS Generation
2.8. Clove Extracts Prevented H2O2-Induced ROS Generation and 115.7 ± 2.5% at 25 µg/mL) in reducing ROS compared to CL-EA (150.7 ± 7.4% at 1
µg/mL; 134.5 ± 0.7% at 10 µg/mL; and 140.8 ± 2.5% at 25 µg/mL) Figure 8. Similarly, both
eugenol and β-caryophyllene attenuated increased ROS levels significantly (## p < 0.01) at
0.01 µg/mL and 0.03–0.3 µg/mL (### p < 0.001), whereas TMA showed a significant dose-
dependent decrease in ROS at 0.1–5 µg/mL (### p < 0.001) (Figure 8). A possible explanation
for better ROS scavenging activity by CL-H could be due to the higher content of eugenol,
acetyl eugenol, and β-caryophyllene. Figure 8. Effect of Clove extracts, eugenol, β-Caryophyllene, and TMA on H2O2-induced ROS pro-
duction in SH-SY5Y cells. The SH-SY5Y cells were preincubated with the extracts for 12 h, followed
by 6 h of H2O2 (100 µM) treatment. The results indicate the % of the ROS level vs. the control cells
(untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by one-way ANOVA fol-
lowed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01), ***/### (p < 0.001), and
****/#### (p < 0.0001) was observed in the % ROS vs. untreated cells (*) and H2O2 treated cells (#). Ab-
breviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophe-
none; ROS: Reactive oxygen species. ROS—reactive oxygen species; TMA—2’,3’,4’-Trimethoxy Acetophenone. Figure 8. Effect of Clove extracts, eugenol, β-Caryophyllene, and TMA on H2O2-induced ROS
production in SH-SY5Y cells. The SH-SY5Y cells were preincubated with the extracts for 12 h
followed by 6 h of H2O2 (100 µM) treatment. The results indicate the % of the ROS level vs. the
control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by one-
way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01)
***/### (p < 0.001), and ****/#### (p < 0.0001) was observed in the % ROS vs. untreated cells (*) and
H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA
2′,3′,4′-Trimethoxy Acetophenone; ROS: Reactive oxygen species. Fi
8 Eff
t
f Cl
t
t
l β C
h ll
d TMA
H O i d
d ROS
Figure 8. Effect of Clove extracts, eugenol, β-Caryophyllene, and TMA on H2O2-induced ROS Figure 8. Effect of Clove extracts, eugenol, β-Caryophyllene, and TMA on H2O2-induced ROS pro-
duction in SH-SY5Y cells. 2.8. Clove Extracts Prevented H2O2‐Induced ROS Generation
2.8. Clove Extracts Prevented H2O2-Induced ROS Generation The SH-SY5Y cells were preincubated with the extracts for 12 h, followed
by 6 h of H2O2 (100 µM) treatment. The results indicate the % of the ROS level vs. the control cells
(untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by one-way ANOVA fol-
lowed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01), ***/### (p < 0.001), and
****/#### (p < 0.0001) was observed in the % ROS vs. untreated cells (*) and H2O2 treated cells (#). Ab-
breviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophe-
none; ROS: Reactive oxygen species. ROS
i
i
TMA
2’ 3’ 4’ T i
h
A
h
Figure 8. Effect of Clove extracts, eugenol, β-Caryophyllene, and TMA on H2O2-induced ROS
production in SH-SY5Y cells. The SH-SY5Y cells were preincubated with the extracts for 12 h,
followed by 6 h of H2O2 (100 µM) treatment. The results indicate the % of the ROS level vs. the
control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by one-
way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
***/### (p < 0.001), and ****/#### (p < 0.0001) was observed in the % ROS vs. untreated cells (*) and
H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone; ROS: Reactive oxygen species. ROS
reactive oxygen species; TMA
2 ,3 ,4 Trimethoxy Acetophenone.
f
h
d
l
b
l b
l
E
2.9. Restoration of Mitochondrial Membrane Potential by Clove Extract 2.9. Restoration of Mitochondrial Membrane Potential by Clove Extract
Mitochondrial membrane potential (∆Ψm) is reduced due to oxidative damage to the
cell. In the present study, H2O2 was used to induce oxidative stress in SH-SY5Y cells. The
H2O2 concentration and time of induction were optimized using a fluorescent dye (TMRE),
which has an affinity for active mitochondria. Depolarized mitochondria have decreased
Mitochondrial membrane potential (∆Ψm) is reduced due to oxidative damage to
the cell. In the present study, H2O2 was used to induce oxidative stress in SH-SY5Y cells. The H2O2 concentration and time of induction were optimized using a fluorescent dye
(TMRE), which has an affinity for active mitochondria. Depolarized mitochondria have
decreased membrane potential and cannot hold the dye. In our experiment, at a 200 µM
H2O2 concentration, the MMP reduced to 50% of the untreated cells; hence, this condition
was used for further examination. Pre-treatment of cells with CL-EA for 12 h followed
by H2O2 (200 µM) treatment for 2 h displayed a dose-dependent increase in MMP with
full recovery at 10 and 25 µg/mL (### p < 0.001). Pre-treatment with CL-H also restored
MMP to 10 µg/mL (p < 0.01), but it decreased afterward (## p < 0.01) (Figure 9) which
might be due to toxicity. Pre-treating the cells with eugenol, β-caryophyllene, and TMA Int. J. Mol. Sci. 2023, 24, 8148 10 of 24
mL
city. 10 of 24
mL
ity. also resulted in a dose-dependent restoration of MMP. Eugenol at 0.1 µg/mL displayed a
significant effect (# p < 0.05), and at 1 and 10 µg/mL, it completely reversed the effect of
H2O2 (### p <0.001) and established MMP as in the untreated cells. β-caryophyllene and
TMA shared the same trend and displayed highly significant recovery (### p <0.001) at 1
and 10 µg/mL for β-caryophyllene, and 0.1–10 µg/mL for TMA (Figure 9). p
g
µg
p y
g
( p
0.05), and at 1 and 10 µg/mL, it completely reversed the effect of H2O2 (### p <0.001) and
established MMP as in the untreated cells. β-caryophyllene and TMA shared the same
trend and displayed highly significant recovery (### p <0.001) at 1 and 10 µg/mL for β-
caryophyllene, and 0.1–10 µg/mL for TMA (Figure 9). Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. ROS
reactive oxygen species; TMA
2 ,3 ,4 Trimethoxy Acetophenone.
f
h
d
l
b
l b
l
E
2.9. Restoration of Mitochondrial Membrane Potential by Clove Extract Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; ∆Ψm: Mitochondrial membrane potential. 2.10. Pre‐Treatment of Clove Extract and Bioactive Compounds Restored Oxidative Stress
Markers altered by H2O2‐Induced Oxidative Stress
2.10. Pre-Treatment of Clove Extract and Bioactive Compounds Restored Oxidative Stress Markers
altered by H2O2-Induced Oxidative Stress Next, we studied the effect of clove extract, eugenol, β-caryophyllene, and TMA on
the H2O2-induced oxidative stress-affected parameters (GSH, GSSG, and MDA) in the
SH-SY5Y cells. ROS
reactive oxygen species; TMA
2 ,3 ,4 Trimethoxy Acetophenone.
f
h
d
l
b
l b
l
E
2.9. Restoration of Mitochondrial Membrane Potential by Clove Extract The results indicate
% ∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed
by one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), was observed in the % cell viability vs. untreated cells (*) and H2O2 treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy
Acetophenone.; ∆Ψm: Mitochondrial membrane potential. 2.10. Pre‐Treatment of Clove Extract and Bioactive Compounds Restored Oxidative Stress
Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate %
∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by
one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
***/### (p < 0.001), and #### (p < 0.0001) was observed in the % cell viability vs. untreated cells (*)
and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; ∆Ψm: Mitochondrial membrane potential. 2.10. Pre-Treatment of Clove Extract and Bioactive Compounds Restored Oxidative Stress Markers Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
% ∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed
by one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), was observed in the % cell viability vs. untreated cells (*) and H2O2 treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy
Acetophenone.; ∆Ψm: Mitochondrial membrane potential. Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate %
∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by
one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
***/### (p < 0.001), and #### (p < 0.0001) was observed in the % cell viability vs. ROS
reactive oxygen species; TMA
2 ,3 ,4 Trimethoxy Acetophenone.
f
h
d
l
b
l b
l
E
2.9. Restoration of Mitochondrial Membrane Potential by Clove Extract untreated cells (*)
and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; ∆Ψm: Mitochondrial membrane potential. Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
% ∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed
by one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
d ***/### ( < 0 001)
b
d i th %
ll i bilit
t
t d
ll (*)
d H O t
t d
ll
Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after
12 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate %
∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by
one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
***/### (
0 001)
d #### (
0 0001)
b
d i
th %
ll
i bilit
t
t d
ll (*) Figure 9 Mitocho d ial
e
b a e pote tial i
SH SY5Y cells exposed to 200
M H O fo 2 h afte
Figure 9. Mitochondrial membrane potential in SH-SY5Y cells exposed to 200 µM H2O2 for 2 h after p
,
g
, β
y p y
,
% ∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed
by one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
and ***/### (p < 0.001), was observed in the % cell viability vs. untreated cells (*) and H2O2 treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy
Acetophenone.; ∆Ψm: Mitochondrial membrane potential. ∆Ψm vs. the control cells (untreated cells). Values are mean ± SEM (n = 3). The data were analyzed by
one-way ANOVA followed by Dunnett’s test. A significant difference */# (p < 0.05), **/## (p < 0.01),
***/### (p < 0.001), and #### (p < 0.0001) was observed in the % cell viability vs. untreated cells (*)
and H2O2 treated cells (#). 2.10.1. Restoration of Glutathione Levels Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after Figure 10. Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after
24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM (n
= 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant differ-
ence */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells
(*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate;
TMA: 2’,3’,4’-Trimethoxy Acetophenone; GSH: reduced glutathione. Figure 10. Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after
24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to
untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-
Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone; GSH: reduced glutathione. 24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM (n
= 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant differ-
ence */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells
(*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate;
TMA: 2’,3’,4’-Trimethoxy Acetophenone; GSH: reduced glutathione. 24 h of pre treatment with Clove extracts, eugenol, β Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to
untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-
Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone; GSH: reduced glutathione. 2.10.1. Restoration of Glutathione Levels As shown in Figure 10, pre-treatment of SH-SY5Y cells with varying concentrations
of clove extract (1, 10, and 30 µg/mL) for 24 h before 6 h incubation with H2O2 (100 µM)
resulted in a dose-dependent increase in GSH level, where CL-EA displayed a significant
increase (# p < 0.05) at 10 µg/mL and a complete recovery at 30 µg/mL (# p < 0.001). On the other hand, CL-H also increased GSH levels to 30 µg/mL, though the effect was
non-significant. Additionally, among the three pure compounds, only β-caryophyllene (0.1, Int. J. Mol. Sci. 2023, 24, 8148 11 of 24
the
sig 11 of 24
the
sig 1, and 10 µg/mL) showed a slight dose-dependent increase in GSH levels, but that too was
non-significant. 10 µg/mL) showed a slight dose-dependent increase in GSH levels, but that too was non-
significant. 1, and 10 µg/mL) showed a slight dose-dependent increase in GSH levels, but that too was
non-significant. 10 µg/mL) showed a slight dose-dependent increase in GSH levels, but that too was non-
significant. Figure 10. Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after
24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM (n
= 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant differ-
ence */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells
(*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate;
TMA: 2’,3’,4’-Trimethoxy Acetophenone; GSH: reduced glutathione. Figure 10. Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after
24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to
untreated cells (*) and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-
Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy Acetophenone; GSH: reduced glutathione. Figure 10 Reduced glutathione content in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after
Figure 10. 2.10.1. Restoration of Glutathione Levels 2023, 24, x FOR PEER REVIEW
14 of 26 indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*) and
H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2’,3’,4’-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. The GSH/GSSG ratio is an indicator of a cell’s health. In our study, only CL-EA ex-
erted a dose-dependent increase in the GSH/GSSG ratio towards the normal state signifi-
indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*)
and H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. Mol. Sci. 2023, 24, x FOR PEER REVIEW
14 of 26 cantly at 30 µg/mL ( p < 0.05). CL H displayed a significant effect at a lower concentration
of 1 µg/mL (# p < 0.05), whereas eugenol and TMA had a non-significant moderate effect
and no effect of β-Caryophyllene (Figure 12). Figure 12. GSH/GSSG ratio in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after 24 h of pre-
treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate GSH/GSSG
ratio in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The data were
analyzed by one-way ANOVA followed by Dunnett’s test. A significant difference of */# (p < 0.05),
**/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells (*) and H2O2
treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-
Trimethoxy Acetophenone; GSH: reduced glutathione; GSSG: oxidized glutathione. 2.10.2. Attenuation of MDA Levels by Clove Extract
MDA arises from the peroxidation of polyunsaturated fatty acids present in the mem-
brane and forms toxic adducts with proteins and nucleic acids. MDA levels increase with
Figure 12. GSH/GSSG ratio in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after 24 h
of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. 2.10.1. Restoration of Glutathione Levels The oxidized glutathione levels were also measured (Figure 11). The H2O2-induced
stress elevated intracellular GSSG levels. In our study, CL-H significantly (# p < 0.05) re-
duced GSSH levels at 1 µg/mL; however, the decrease was non-significant at higher con-
centrations (10 and 30 µg/mL). Meanwhile, CL-EA displayed a dose-dependently signifi-
cant (# p < 0.05) decrease in GSSG at 30 µg/mL. Eugenol also helped in decreasing the
The oxidized glutathione levels were also measured (Figure 11). The H2O2-induced
stress elevated intracellular GSSG levels. In our study, CL-H significantly (# p < 0.05)
reduced GSSH levels at 1 µg/mL; however, the decrease was non-significant at higher
concentrations (10 and 30 µg/mL). Meanwhile, CL-EA displayed a dose-dependently
significant (# p < 0.05) decrease in GSSG at 30 µg/mL. Eugenol also helped in decreasing
the elevated GSSG and displayed a significant (# p < 0.05) effect at 0.1 µg/mL, after which
the decrease was non-significant. β-Caryophyllene modestly decreased GSSG levels, while
on the contrary, TMA restored GSSG levels at 0.1 and 1 µg/mL (# p < 0.05). The increased
GSSG at 10 µg/mL might be due to toxicity at this concentration. The GSH/GSSG ratio is an indicator of a cell’s health. In our study, only CL-EA exerted
a dose-dependent increase in the GSH/GSSG ratio towards the normal state significantly
at 30 µg/mL (# p < 0.05). CL-H displayed a significant effect at a lower concentration of
1 µg/mL (# p < 0.05), whereas eugenol and TMA had a non-significant moderate effect and
no effect of β-Caryophyllene (Figure 12). Int. J. Mol. Sci. 2023, 24, 8148 12 of 24 Figure 11. Oxidized glutathione content in the SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h
after 24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results
indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*) and
H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2’,3’,4’-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. The GSH/GSSG ratio is an indicator of a cell’s health. 2.10.1. Restoration of Glutathione Levels In our study, only CL-EA ex-
erted a dose-dependent increase in the GSH/GSSG ratio towards the normal state signifi-
cantly at 30 µg/mL (# p < 0 05) CL H displayed a significant effect at a lower concentration
Figure 11. Oxidized glutathione content in the SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h
after 24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results
indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*)
and H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. . Mol. Sci. 2023, 24, x FOR PEER REVIEW
14 of 26 Figure 11. Oxidized glutathione content in the SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h
after 24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results
indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*) and
H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2’,3’,4’-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. The GSH/GSSG ratio is an indicator of a cell’s health. In our study, only CL-EA ex-
erted a dose-dependent increase in the GSH/GSSG ratio towards the normal state signifi-
Figure 11. Oxidized glutathione content in the SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h
after 24 h of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results
indicate GSSG (µM/µg protein) levels in treated and control cells (untreated cells). Values are mean
± SEM (n = 3). The data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant
difference of */# (p < 0.05), and **/## (p < 0.01) was observed in comparison to untreated cells (*)
and H2O2-treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone.; GSSG: oxidized glutathione. Mol. Sci. 2.10.2. Attenuation of MDA Levels by Clove Extract Abbreviations:
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone; MDA:
Malondialdehyde. Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2
for 6 h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The
results indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy
Acetophenone; MDA: Malondialdehyde. Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2 for 6
h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The results
indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The
data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant difference */# (p
< 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells (#). Abbreviations:
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone; MDA:
Malondialdehyde. Figure 13. Malondialdehyde (MDA) content in SH SY5Y cells lysate exposed to 100 µM H2O2
for 6 h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The
results indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy
Acetophenone; MDA: Malondialdehyde. 2.10.1. Restoration of Glutathione Levels The results indicate
GSH/GSSG ratio in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The
data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant difference of */#
(p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells (*)
and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone; GSH: reduced glutathione; GSSG: oxidized glutathione. y
µg/
( p
)
p y
g
of 1 µg/mL (# p < 0.05), whereas eugenol and TMA had a non-signifi
and no effect of β-Caryophyllene (Figure 12). Figure 12. GSH/GSSG ratio in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after 24 h of pre-
treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate GSH/GSSG
ratio in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The data were
analyzed by one-way ANOVA followed by Dunnett’s test. A significant difference of */# (p < 0.05),
**/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells (*) and H2O2
treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-
Trimethoxy Acetophenone; GSH: reduced glutathione; GSSG: oxidized glutathione. 2.10.2. Attenuation of MDA Levels by Clove Extract
MDA arises from the peroxidation of polyunsaturated fatty acids present in the mem-
b
d f
i
dd
i h
i
d
l i
id
MDA l
l i
i h
Figure 12. GSH/GSSG ratio in SH-SY5Y cell lysate exposed to 100 µM H2O2 for 6 h after 24 h
of pre-treatment with Clove extracts, eugenol, β-Caryophyllene, and TMA. The results indicate
GSH/GSSG ratio in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The
data were analyzed by one-way ANOVA followed by Dunnett’s test. A significant difference of */#
(p < 0.05), **/## (p < 0.01), and ***/### (p < 0.001) was observed in comparison to untreated cells (*)
and H2O2 treated cells (#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA:
2′,3′,4′-Trimethoxy Acetophenone; GSH: reduced glutathione; GSSG: oxidized glutathione. Int. J. Mol. Sci. 2023, 24, 8148 13 of 24 13 of 24 2.10.2. Attenuation of MDA Levels by Clove Extract 2.10.2. Attenuation of MDA Levels by Clove Extract MDA arises from the peroxidation of polyunsaturated fatty acids present in the
membrane and forms toxic adducts with proteins and nucleic acids. MDA levels increase
with stress; hence, they are used as markers of oxidative damage. In the present study,
clove extracts decreased MDA content in a dose-dependent manner, though the results
were non-significant (Figure 13). The decrease in MDA levels was significant (# p < 0.05)
in eugenol (1 and 10 µg/mL) and TMA (10 µg/mL). However, β-caryophyllene exhibited
the most potent response by reducing levels of MDA significantly (# p < 0.05) at all the
concentrations tested. ER REVIEW
15 of 26 Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2 for 6
h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The results
indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The
data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant difference */# (p
< 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells (#). Abbreviations:
CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2’,3’,4’-Trimethoxy Acetophenone; MDA:
Malondialdehyde. Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2
for 6 h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The
results indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM
(n = 3). The data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant
difference */# (p < 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells
(#). Abbreviations: CL-H: Clove-Hexane; CL-EA: Clove-Ethyl Acetate; TMA: 2′,3′,4′-Trimethoxy
Acetophenone; MDA: Malondialdehyde. Figure 13 Malondialdehyde (MDA) content in SH SY5Y cells lysate exposed to 100 µM H2O2 for 6
Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2 Figure 13. Malondialdehyde (MDA) content in SH-SY5Y cells lysate exposed to 100 µM H2O2 for 6
h after 24 h pre-treatment with Clove extracts, Eugenol, β-Caryophyllene, and TMA. The results
indicate MDA (µM) in treated and control cells (untreated cells). Values are mean ± SEM (n = 3). The
data were analyzed by One-way ANOVA followed by Dunnett’s test. A significant difference */# (p
< 0.05 was observed in comparison to untreated cells (*) and H2O2-treated cells (#). 3. Discussion
3. Discussion In addition to being an important spice, Syzygium aromaticum has also been used in
traditional medicine to cure several diseases. In the present study, the underlying neuro-
protective mechanism of S. aromaticum (Clove) extract and its major bioactive compounds
were studied under hydrogen peroxide-induced oxidative stress in human neuroblastoma
SH-SY5Y cell lines as a model. I
the
e e t tudy
hyto he
i al a aly i fo TPC a d TFC alo
ith a tio i
In addition to being an important spice, Syzygium aromaticum has also been used in
traditional medicine to cure several diseases. In the present study, the underlying neuro-
protective mechanism of S. aromaticum (Clove) extract and its major bioactive compounds
were studied under hydrogen peroxide-induced oxidative stress in human neuroblastoma
SH-SY5Y cell lines as a model. In the present study, phytochemical analysis for TPC and TFC, along with antioxi-
dant potential, was carried out. Phenols and flavonoids are secondary metabolites with
an important role in growth, communication, and plant defense [19,20]. As per the GC-
MS, CL-H has a higher content of eugenol and eugenol acetate, which possess strong an-
tioxidant activities by hydrogen/electron transfer or directly trapping the free radicals
[45]. β-Caryophyllene, a sesquiterpene detected in GC-MS of Clove extract, is also a mod-t
In the present study, phytochemical analysis for TPC and TFC, along with antioxidant
potential, was carried out. Phenols and flavonoids are secondary metabolites with an
important role in growth, communication, and plant defense [19,20]. As per the GC-MS,
CL-H has a higher content of eugenol and eugenol acetate, which possess strong antioxidant
activities by hydrogen/electron transfer or directly trapping the free radicals [45]. β- Int. J. Mol. Sci. 2023, 24, 8148 14 of 24 14 of 24 Caryophyllene, a sesquiterpene detected in GC-MS of Clove extract, is also a moderate
antioxidant [46,47]. Likewise, the better antioxidant potential of CL-H compared to CL-EA
observed in the antioxidant assays can be correlated to the higher phenolic content in CL-H. A positive correlation between phenolic content and antioxidant potential has already
been reported [21]. Caryophyllene, a sesquiterpene detected in GC-MS of Clove extract, is also a moderate
antioxidant [46,47]. Likewise, the better antioxidant potential of CL-H compared to CL-EA
observed in the antioxidant assays can be correlated to the higher phenolic content in CL-H. A positive correlation between phenolic content and antioxidant potential has already
been reported [21]. 3. Discussion
3. Discussion The involvement of AGEs in the pathology of NDDs is evident [48]. The AGEs are gen-
erated from the irreversible non-enzymatic glycation (Maillard reaction) between proteins
and reducing sugars [49], which leads to the formation of cross-linked β structures that
eventually form amyloid fibrils, causing protein dysfunction/enzyme deactivation. The
binding of AGEs to RAGE (receptors of AGEs) recruits cellular signaling, triggering nuclear
factors and leading to the increased expression of inflammatory cytokines and oxidative
stress. As observed in our study, Eugenol exhibited anti-AGE activity (IC50 152 µg/mL),
while β-caryophyllene and TMA failed to display significant inhibition. Based on the
structure-activity relationship (SAR) study, the presence of a hydroxyl/nitro group and
halogen atoms in the phenol ring enhances antiglycation activity; on the other hand, alkyl,
trifluoromethyl, and bulky groups reduce the activity. Likewise, the activity is lost by
phenyl group replacement by hetaryl or nonaromatic groups or if a blend of various scaf-
foldings is present in a single molecule [50]. Additionally, methoxy groups decrease the
inhibition [51], as observed for TMA. Eugenol is an allyl-substituted guaiacol-derived
phenylpropanoid. It has a phenolic hydroxyl group, a methoxy group, and an allylic
double bond. Whereas β-caryophyllene is a bicyclic sesquiterpene having a cyclobutene
ring and a trans-double bond in a 9-membered ring. Hence, due to structural complexity
and the absence of a hydroxy group in β-caryophyllene, it is unable to display significant
anti-glycation activity. Furthermore, the Clove reduced protein carbonyl content and thiol
oxidation by scavenging hydroxy and superoxide radicals generated during oxidative
reactions (auto-oxidation of sugar, degradation of Amadori products) in the AGE forma-
tion [34]. The higher anti-glycation potential of CL-EA compared to a single metabolite,
eugenol, suggests the synergistic effect of other compounds present in the extract for anti-
glycation action [35]. Since eugenol and β-caryophyllene are common in both extracts,
CL-EA showed better inhibition than CL-H, indicating the synergistic action of the phy-
tocompounds exclusively present in CL-EA in boosting anti-AGE activity. Additionally,
higher flavonoid content in CL-EA can also result in higher glycation inhibition, as a strong
correlation between the two has already been reported [52]. Consequently, CL-EA can be
considered a new potential antiglycation agent of natural origin with reduced toxicity for
the development of anti-AGE drugs in the management of NDDs. We have also investigated the anti-AChE potential and mode of inhibition by Clove
extracts and their components in an in vitro system. 3. Discussion
3. Discussion The hydroxyl and methoxy groups in the molecule are involved in multiple
non-covalent bindings with globular proteins [58]. Additionally, the 4′-hydroxyl group
of eugenol specifically interacts with the lysine residue of the protein [33], which might
prevent/delay fibrillization. Eugenol can easily cross the BBB and is c apable of reducing
the hippocampal Aβ plaques in animal models [59,60]. Therefore, it is speculated that
aromatic compounds in CL-EA and CL-H interfere with β sheet structure of the protein
through π-stacking or hydrophobic interaction, impairing Aβ fibrillization. The lower
inhibitory activity displayed by eugenol and β-caryophyllene compared to the extract in
our study suggests the synergistic or additive effects of phytocompounds present in clove
extracts for the anti-amyloidogenic property. y
g
p
p
y
Oxidative stress is one of the important factors in the pathogenesis of AD. Overpro-
duction of ROS induces oxidative stress, which further hampers normal cellular activity
by damaging proteins/enzymes and other cellular components, including mitochondria. Therefore, it is important to identify compounds that can reduce intracellular ROS. The
dose-dependent reduction in ROS observed in our study indicates the antioxidant nature
of the extracts and compounds tested. Both eugenol and β-caryophyllene are the main
components of clove extract, which are well-known for their antioxidant action at low
concentrations by preventing lipid peroxidation and preserving the levels of antioxidative
enzymes [58–63] via maintaining oxidative balance through the sirtuin-1 (SIRT1) path-
way [62]. Antioxidant activity is increased by the presence of the methoxy group and
the number of hydroxyl groups in the phenol ring [59]. Eugenol scavenges free radicals
by donating the phenolic hydroxyl group [23]. Much literature is unavailable on TMA,
but Paeonol (2′-Hydroxy-4′-methoxyacetophenone), a structurally similar compound to
TMA, has shown neuroprotection in vivo and in vitro by reducing oxidative stress [64,65]. A previous study suggested that eugenol, being lipophilic, influences the redistribution
of protons across the membrane, thereby affecting membrane potential [66]. Aspirin
eugenol ester exerted a shielding effect on oxidative stress generated on H2O2-induced
PC12 cells by scavenging free radicals, reducing intracellular ROS, stabilizing mitochondrial
membranes, and increasing the ∆Ψm by regulating the PI3K/Akt signal pathway [67,68]. β-caryophyllene has also been reported to inhibit ROS production and recovery of MMP
via Cannabinoid type 2 (CB2) receptor-dependent nuclear factor erythroid 2–related factor
2 (Nrf2) activation [69,70]. 3. Discussion
3. Discussion The extracts and components displayed
potential inhibition against AChE (electric eel) with a competitive mode of inhibition. Better
IC50 values of pure compounds compared to the extract can be explained based on the
presence of various metabolites in the extract, which might have diluted the effect. The
electric eel AChE has Trp286, Phe297, Tyr337, Tyr341, and His447 at the active site [53], and
β-caryophyllene has been shown to interact with Phe297 and Trp286 [54] at the active site. The anti-AChE activity of eugenol derivatives was found to be dependent on substitution
at the hydroxyl group, as the p-substituted ethyl group had better activity than the methyl
derivative [55]. These results suggest that both β-caryophyllene and eugenol bind to the
active site of the AChE enzyme as competitive inhibitors. As indicated by the kinetic
parameters, Vmax (the maximal reaction velocity when the enzyme is saturated with its
substrate) remains unchanged, but Km (the concentration of the substrate that permits the
enzyme to achieve half Vmax) increases from normal, indicating a competitive inhibition. Km is also an indicator of the binding affinity for the enzyme (the lower the Km, the
higher the affinity). As the competitive inhibitors can bind to E and not to the ES complex
(hence cannot change the catalysis in ES), the Vmax is unaffected. The apparent Km for the
substrate is increased in the presence of competitive inhibitors, as a higher concentration of
substrate will be required to overcome the inhibitory effect. In the present study, CL-EA Int. J. Mol. Sci. 2023, 24, 8148 15 of 24 15 of 24 exhibited the lowest Km value, followed by eugenol, CL-H, and caryophyllene, indicating
weak binding and hence less competition for the enzyme. g
p
y
Under normal conditions, Aβ is present in soluble form in cerebrospinal fluid (CSF)
and blood. However, in AD pathology, it is fibrillated as the key component of amyloid
plaques. Aβ has been known to boost free radical production, resulting in oxidative stress
and neuroinflammation, ultimately leading to cognitive and behavioral decline [56]. The
π-stacking interactions between aromatic side chains of Aβ are responsible for amyloid
aggregation [57]. Eugenol has been reported to suppress individual aggregation as well
as coaggregation and exert a dual role in preventing amyloid formation by stabilizing the
native protein conformation and delaying fibril formation [56]. Additionally, a compound
(2′-Hydroxy-4′-methoxyacetophenone) similar to TMA alleviated Aβ deposition in APP/S1
mice [57]. 4.1. Chemicals Acetylcholinesterase (Electrophorus electricus, Type VI-S), 6,6′-dinitro-3,3′-dithiodibenzoic
acid, bis(3-carboxy-4-nitrophenyl) disulfide (DTNB), acetyl thiocholine chloride, galan-
tamine, gallic acid, ascorbic acid, 2,2′-azinobis-(3-ethylbenzothiazoline-6-sulfonic acid)
(ABTS), 2,2-diphenyl-1-picrylhydrazyl (DPPH), 2,4,6-tripyridyl-s-triazine (TPTZ), Folin–
Ciocalteu reagent (FCR), eugenol, β-caryophyllene, 2′,3′,4′-trimethoxy acetophenone, 2′,7′-
dichlorofluorescin diacetate (DCFDA), tetramethylrhodamine, ethyl ester (TMRE), hydro-
gen peroxide, thioflavin T (ThT), bovine serum albumin (BSA), sodium azide, aminoguani-
dine, dextrose, thiobarbituric acid (TBA), trichloroacetic acid (TCA), malondialdehyde
(MDA), oxidized glutathione (GSSG), reduced glutathione (GSH), O-phthaldehyde (OPT),
sodium hydroxide, N-ethylmaleimide (NEM), Triton X-100 were purchased from Sigma-
Aldrich (St. Louis, MO, USA). The BCA protein estimation kit was from Thermo Scientific
(Waltham, MA, USA). Aβ1–42 (Aggresure™) was procured from AnaSpec (Fremont, CA,
USA). The WST-8 kit was purchased from Roche Diagnostics GmbH (Mannheim, Ger-
many). Aβ1–42 for MDS was obtained from GenicBio Inc. (Shanghai, China). Phosphate
Buffered Saline (PBS) containing 0.05% Tween, and 3,3′,5,5′-Tetramethylbenzidine solution
(TMB) were purchased from Thermo Fisher Scientific (Waltham, MA, USA). The purified
anti-β-Amyloid, 1–16 antibody, and the horseradish peroxidase (HRP)-conjugated W0-2
monoclonal antibody was purchased each from Biolegend (San Diego, CA, USA) and
Peoplebio Inc. (Seongnam, Republic of Korea). All organic solvents of HPLC grade were
purchased from Sigma-Aldrich (St. Louis, MO, USA). 4.2. Plant Material and Extraction The dried clove buds were purchased from the Expat Mart in Seoul, Republic of Korea. The pre-weighted samples were powdered using a pestle and mortar. The powder was
extracted successively using n-hexane and ethyl acetate. The extracted fractions were dried,
weighed, and kept at 4 ◦C until further experiments. 3. Discussion
3. Discussion Likewise, a close relative of TMA, Paeonol, attenuated oxidative
stress and mitochondrial dysfunction in streptozotocin (STZ) mice in a model of sporadic
Alzheimer’s disease (sAD) [71]. GSH is a potent endogenous antioxidant that protects cells from oxidative stress. These
results indicate that CL-EA is most effective in restoring levels of GSH that were dropped
due to oxidative stress induced by H2O2 treatment. Even though individual compounds
were not able to increase GSH levels on their own, it can be suggested that the higher
efficiency of CL-EA is the result of the synergistic action of the bioactive components. GSH restoration by CL-EA is supported by earlier findings where flavonoids protected the
cells against oxidative stress by upregulating the GSH-redox system [72]. The improved
GSH/GSSG ratio is an indicator of the effective conversion of GSSG to GSH catalyzed
by glutathione reductase (GR) in the presence of clove extract, especially CL-EA, and is Int. J. Mol. Sci. 2023, 24, 8148 16 of 24 16 of 24 supported by a previous study on the recovery of neuronal oxidative stress by GSH/GSSG
conditioning in the presence of an antioxidant [73]. Eugenol and eugenol acetate inhibit
lipid peroxidation by donating their phenolic hydrogen atoms to trap peroxyl radicals that
cause lipid peroxidation [74,75]. Hence, it can be concluded that clove extract can reduce
lipid peroxidation due to the synergistic effects of the key bioactives present. Our results
are also supported by a previous finding that clove extract (hydroalcoholic) improved
antioxidant status in animal studies [76]. To summarize, the extracts have a variety of components in different concentrations
that have an impact on various cellular pathways either by synergistic/additive or an-
tagonistic effects. CL-H is showing better anti-AChE activity, anti-fibrilization potential,
better neuroprotection, and ROS scavenging, whereas CL-EA displayed a superior profile
in Aβ oligomerization and fibrilization, anti-glycation, and restoring MMP, glutathione,
and MDA levels. The difference in action can be explained based on the concentration of
phytocompounds present in them, the mechanism of action, and the affected pathways. where Ab = Absorbance of the blank and As = Absorbance of the extract. 4.6.2. Free Radical Scavenging by 2,2′-Azino-bis (3-ethylbenzothiazoline-6-sulfonic Acid)
[ABTS] Radical 4.6.2. Free Radical Scavenging by 2,2′-Azino-bis (3-ethylbenzothiazoline-6-sulfonic Acid)
[ABTS] Radical The free radical scavenging capacity of extracts was measured with minor modifica-
tions to the method described earlier [80]. Equal volumes of ABTS (0.7 mM) and potassium
persulfate (2.45 mM) were mixed and kept in the dark at RT for 30 min to generate ABTS
radicals. Later, to the extract, an ABTS radical solution was added and kept in the dark
for 30 min at RT. The absorbance was measured at 734 nm using the microplate reader
(Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). Ascorbic acid (100 µg/mL) was used
as a standard. The percentage of inhibition of ABTS+• was calculated as: % RSA = [(Ab −As/Ab)] × 100 where Ab = Absorbance of the blank and As = Absorbance of the extract. where Ab = Absorbance of the blank and As = Absorbance of the extract. 4.3. Gas Chromatography-Mass Spectrometry (GC-MS) Method The sample was separated on a fused-silica capillary column (DB-5ms UI, 30 m × 0.25 mm
i.d., film thickness 0.25 µm, Agilent, Santa Clara, CA, USA) installed on GCMS-QP2020
(Shimadzu, Kyoto, Japan). The oven temperature was programmed as isothermic at 60 ◦C
for 2 min, 100 ◦C at 4 ◦C/min, 290 ◦C at 10 ◦C/min, and finally isothermic for 10 min. The
split injection mode (1:10) was used. The carrier gas was helium at a constant flow rate of
1 mL/min. The injection port, ion source, and interface temperatures were 280, 280, and
150 ◦C, respectively. The energy of ionization was 70 eV. The mass spectra were obtained in
full scan mode (40-700 AMU). The hexane and ethyl acetate fractions (1 µL, 1 mg/mL) were
injected into the GC/MS via an auto-injector. The unknown compounds were identified Int. J. Mol. Sci. 2023, 24, 8148 17 of 24 17 of 24 by matching known compounds in the National Institute of Standards and Technology
(NIST) library. by matching known compounds in the National Institute of Standards and Technology
(NIST) library. 4.4. Determination of Total Phenolic Content The total phenolic concentration in the extracts was determined as per the Folin−Ciocalteu
method [77], with modifications for a 96-well format. The extract was incubated with
Folin−Ciocalteu reagent (1N) for 5 min at room temperature (RT), followed by the addition
of sodium carbonate (100 g/L in deionized water). The plate was incubated in the dark
for 2 h at RT, and the absorbance was measured at 765 nm using a microplate reader
(Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). Gallic acid (10–200 mg/L) was used
as a standard for calibration. The experiment was carried out in triplicate, and the results
are expressed as mg gallic acid equivalent (GAE)/g of extract. 4.5. Determination of Total Flavonoids Content The total flavonoids were estimated using a previously described method [78], with
modifications. To the extract, 10% aluminum chloride and 150 µL of 96% ethanol and
sodium acetate (1M) were added. The reagents were mixed, and the plate was incubated
at RT for 40 min in the dark. The absorbance was measured at 415 nm using a microplate
reader (Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). The standard curve of quercetin
(10–100 µg/mL) was used to estimate flavonoids in the extract and was expressed as mg
quercetin equivalents per gram of sample (mg/g). 4.6. Determination of Antioxidant Capacity 4.6.1. Free Radical Scavenging by 2,2-diphenyl-1-picrylhydrazylhydrate (DPPH) Radical The DPPH radical scavenging capacity of extracts was determined using a method [79]
with minor modifications. The diluted extract was mixed with ethanolic DPPH (120 µM). The plate was incubated in the dark for 30 min at RT, and the absorbance was monitored
at 515 nm using a plate reader (Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). Ascorbic acid was used as a standard (0.1–10 µg/mL). Radical scavenging activity (RSA)
was calculated using the following formula: % RSA = [(Ab −As/Ab)] × 100 where Ab = Absorbance of the blank and As = Absorbance of the extract. where Ab = Absorbance of the blank and As = Absorbance of the extract. 4.7. Advanced Glycation End-Product (AGE) Inhibition Activity The bovine serum albumin (BSA) glycation reaction was carried out as described
earlier [35] by incubating the extract with BSA (50 mg/mL) in phosphate buffer (100 mM,
pH 7.4), dextrose monohydrate (0.5 M), and sodium azide (5 mM) at 37 ◦C for 14 days. Aminoguanidine was used as a positive control. The fluorescence (Ex 370 nm; Ems 440 nm)
was measured (Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA), and the percent
inhibition of glycation was calculated as: Inhibition (%) = [(C −T)/C × 100] where C and T are fluorescence intensity in the absence and presence of the sample,
respectively. The IC50 values were determined by GraphPad Prism 9.5. where C and T are fluorescence intensity in the absence and presence of the sample,
respectively. The IC50 values were determined by GraphPad Prism 9.5. 4.9. Thioflavin T (ThT) Assay A previously reported method was followed with slight modification [40]. The assay
was performed using 5 µM Aβ1–42 (Aggresure™AnaSpec) in PBS and incubated with or
without extract (100 µg/mL) at 37 ◦C for 24 h. Later, 100 µM ThT was added, and the plate
was incubated for 15 min at 37 ◦C, after which the fluorescence (Ex 450 nm; Ems 490 nm)
was measured (Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). Phenol red (50 µM)
served as the inhibitor control. The aggregation inhibition was calculated as: The aggregation inhibition was calculated as: Percent Inhibition (%) = [(1 −Fi/Fc) × 100%] where Fi and Fc are the fluorescence intensity with and without the inhibitors, respectively 4.8. Acetylcholinesterase Inhibitory Activity AChE activity was monitored with slight modifications to Ellman’s method [82]. The
extracts were incubated with AChE (4 ng) and ATCC (10 mM) in phosphate buffer (100 mM,
pH 7.6) at 37 ◦C for 15 min. The reaction was terminated by DTNB (15 mM) and incubated
for 10 min. The absorbance was measured at 412 nm using the plate reader (Synergy-H1
BioTek, Agilent, Santa Clara, CA, USA). Galantamine served as a positive control. The
percent inhibition was calculated as: Percent Inhibitory activity (I%) = [(A1 −A2) −(B1 −B2)]/(A1 −A2) × 100 where A1 is the absorbance without inhibitor; A2 is the negative control without inhibitor;
B1 is the absorbance with inhibitor and B2 is the negative control with inhibitor. where A1 is the absorbance without inhibitor; A2 is the negative control without inhibitor;
B1 is the absorbance with inhibitor and B2 is the negative control with inhibitor. The IC50 values were determined by GraphPad Prism 9.5. For inhibition kinetics,
substrate concentration was varied (0.1–1.6 mM), keeping other conditions the same as
described above. Km and Vmax were calculated from the Lineweaver–Burk plot. 4.6.3. Ferric Reducing Antioxidant Potential (FRAP) Assay The ability of extracts to chelate metal ions was determined by the FRAP assay, which
was carried out by modifying a previously described method [81]. The working FRAP
reagent was prepared by mixing 10:1:1 volumes of 300 mM acetate buffer (pH 3.6), 10 mM
TPTZ (2,4,6-tri(2-pyridyl)-s-triazine) in 40 mM hydrochloric acid, and 20 mM ferric chloride. A standard curve was prepared using FeSO4.7H2O at various concentrations (1 mM). For Int. J. Mol. Sci. 2023, 24, 8148 18 of 24 the assay, the extract was mixed with 300 µL of FRAP reagent, and the reduction of ferric
tripyridyltriazine to a ferrous complex by the extract was monitored at 593 nm (microplate
reader, Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA) after 30 min of incubation at RT
in the dark. FRAP values were expressed as µM Fe2+/g of the sample. All measurements
were carried out in triplicate. 4.7. Advanced Glycation End-Product (AGE) Inhibition Activity Cytotoxicity% = (Ac −At)/(Ac) × 100 where Ac = absorbance of the control cells and At = Absorbance of the treated cells. The plot of percent cytotoxicity versus sample concentration was used to calculate the
extract concentration that killed 50% of the cells (IC50). 4.11.3. Measurement of Intracellular Reactive Oxygen Species (ROS) The ROS was measured using 2′,7′-dichlorodihydrofluorescein diacetate (H2DCFDA)
as previously described [84]. The cells (1 × 104 cells/well) were seeded in a 96-well plate
and incubated for 18–24 h after which they were pre-treated with the extract for 12 h,
followed by 4 h of treatment with H2O2 (100 µM). Later, 25 µM H2DCFDA was added, and
the cells were incubated for another 2 h in the dark at 37 ◦C. Fluorescence intensity (Ex
495 nm, Ems 520 nm) was measured by a microplate reader (Synergy-H1 BioTek, Agilent,
Santa Clara, CA, USA). The ROS was calculated as a percentage of the untreated control
cells (100%) in triplicate measurements. 4.10. Multiple Detection System (MDS) MDS was conducted as in the previous report [83]. In brief, Aβ1–42 (GenicBio Inc.,
Hong Kong, China) was reconstituted in PBS and stored at −80 ◦C. The samples were
collected at 0 h, 2 h, and 4 h during incubation with the extracts and Aβ1–42 at RT. The
collected samples were stored at −80 ◦C until further use. The clear 96-well plate (Grenier Bio-One, Kremsmünster, Austria) was coated with
anti-β-Amyloid, which targeted Aβ, and incubated overnight at 4 ◦C. After incubation, the Int. J. Mol. Sci. 2023, 24, 8148 19 of 24 19 of 24 plate was washed three times with PBS containing 0.05% Tween (PBST). The 2% bovine
serum albumin was added for blocking and incubated at RT for 2 h. The prepared samples
were incubated at RT for 1 h after diluting 4 times. The detection solution containing
horseradish peroxidase (HRP)-conjugated W0-2 monoclonal antibody was incubated at RT
for 30 min. 3,3′,5,5′-Tetramethylbenzidine solution (TMB) was applied as a color-changing
reagent and incubated at RT for 15 min. The optical density was measured at 450 nm
wavelength using a microplate reader (Victor3, PerkinElmer) after adding a stop solution. h
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The area under the curve (AUC) was calculated as: The area under the curve (AUC) was calculated as: 4.11. Cell Culture Human neuroblastoma SH-SY5Y cells (ATCC CRL-2266) were maintained in Dul-
becco’s modified Eagle’s medium (DMEM, Gibco) supplemented with 10% fetal bovine
serum (FBS), 1% Kanamycin, and 1% Penicillin (Thermo Fisher Scientific, Waltham, MA,
USA) at 37 ◦C in a 95% humidified atmosphere containing 5% CO2 in the incubator. The
cells were passaged twice per week, and the experiments were performed at 80–90%
confluency. 4.11.2. Neuroprotective Activity Assay The neuroprotective activity in H2O2-induced oxidative stress in SH-SY5Y was per-
formed as previously described [40]. The cells (1 × 104 cells/well) were seeded in a 96-well
plate and incubated for 18–24 h. After stabilization, cells were pre-treated with the extracts
for 24 h before 6 h of incubation with H2O2 (100 µM). A solvent control, H2O2 alone, and
extract alone treatments were also included. After incubation, the % of cell viabilities were
determined using the WST-8 reagent in triplicate experiments. 4.11.3. Measurement of Intracellular Reactive Oxygen Species (ROS) 4.11.1. Cell Viability Assay Briefly, 1 × 104 cells were seeded per well in sterile 96-well plates and exposed to
different concentrations of extracts for 24 h. The cells were washed twice with PBS (1X)
and incubated in the fresh medium with 10% WST-8 reagent (Roche, Germany) for 2 h. The
absorbance was measured at 450 nm in a multiplate reader (Synergy-H1 BioTek, Agilent,
Santa Clara, CA, USA). The percent cytotoxicity was calculated as: Cytotoxicity% = (Ac −At)/(Ac) × 100 Estimation of Glutathione The concentrations of GSH (reduced) and GSSG (oxidized) in the lysate were measured
fluorometrically using a previously described method [87] with modifications [88], and
the fluorescence was recorded at 350/420 (Ex/Ems) in a microplate reader (Synergy-H1
BioTek, Agilent, Santa Clara, CA, USA). Estimation of Malondialdehyde (MDA) MDA levels were measured by modifications to the method of Heath and Packer [89]. In the reaction, MDA reacts with two molecules of thiobarbituric acid (TBA) to give a pink
pigment that absorbs at 532 nm. The standard curve of MDA (1–100 µM) was used to
calculate lipid peroxidation in the lysate. 4.11.5. Antioxidant Parameters in Cell Lysate The cells (5 × 104 cells/well) were seeded in a 6-well plate and incubated for 18–24 h. After stabilization, cells were pre-treated with the extracts for 24 h before 6 h of incubation
with H2O2 (100 µM). A solvent control, H2O2 alone, and extract alone treatments were also
included. The culture media was removed, and the cells were washed with cold PBS (1X). Placed the cells on ice and incubated with pre-chilled phosphate buffer (100 mM, pH 7.4)
containing 1% Triton X-100 for 30 min. Remove the lysate in microfuge tubes and spin at
20,000× g for 10 min at 4 ◦C (Labogene 1730R, BMS, Paju-si, Republic of Korea) [86]. The
supernatant was collected and stored at −80 ◦C. Protein Estimation The protein concentration in the samples was measured using the BCA protein estima-
tion kit (Thermo Scientific, Waltham, MA, USA). The BSA standard (10–1000 µg/mL) was
used to calculate protein concentration in the unknown samples. 4.12. Statistical Analysis Statistical analysis was established by one-way ANOVA followed by Dunnett’s post
hoc test. The data are registered as the mean ± SD of at least three experiments. The symbols
###, *** represent p < 0.001; ##, ** represent p < 0.01; and #, * represent p < 0.05. The symbol
# indicates significance compared to H2O2 control, while * indicates significance compared
to untreated control. The IC50 values were determined using non-linear regression, and
Lineweaver–Burk plots were drawn using linear regression analysis by GraphPad Prism 9.5. 4.11.4. Mitochondrial Membrane Potential (∆Ψm) Assay The mitochondrial membrane potential was measured using the tetramethyl rho-
damine, methyl ester (TMRE) staining method [85]. The cells (1 × 104 cells/well) were
seeded in a 96-well plate and incubated for 18–24 h after which they were pre-treated
with the extract for 12 h, followed by 2 h of treatment with H2O2 (200 µM). The cells were Int. J. Mol. Sci. 2023, 24, 8148 20 of 24 20 of 24 incubated for 1 h with 1 µM TMRE at 37 ◦C. The fluorescence (Ex 549 nm, Ems 575 nm)
was read in a microplate reader (Synergy-H1 BioTek, Agilent, Santa Clara, CA, USA). The
∆Ψm was calculated as a percentage of the untreated control cells (100%) in triplicate
measurements. 4.11.5. Antioxidant Parameters in Cell Lysate References 1. Podtelezhnikov, A.A.; Tanis, K.Q.; Nebozhyn, M.; Ray, W.J.; Stone, D.J.; Loboda, A.P.; Loboda, A.P. Molecular insights into the
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2. Ono, K.; Hamaguchi, T.; Naiki, H.; Yamada, M. Anti-amyloidogenic effects of antioxidants: Implications for the prevention and 1. Podtelezhnikov, A.A.; Tanis, K.Q.; Nebozhyn, M.; Ray, W.J.; Stone, D.J.; Loboda, A.P.; Loboda, A.P. Molecular insights into the
pathogenesis of Alzheimer’s disease and its relationship to normal aging. PLoS ONE 2011, 6, e29610. [CrossRef] [PubMed] p
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system: Neuroprotection versus neurotoxicity. Nat. Rev. Neurosci. 2007, 8, 766–775. [CrossRef] [PubMe 3. Calabrese, V.; Mancuso, C.; Calvani, M.; Rizzarelli, E.; Butterfield, D.A.; Giuffrida Stella, A.M. Nitric oxide in the central nervous
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4. Sharma, N.; Tan, M.A.; An, S.S.A. Mechanistic aspects of Apiaceae family spices in ameliorating Alzheimer’s Disease. Antioxidants 3. Calabrese, V.; Mancuso, C.; Calvani, M.; Rizzarelli, E.; Butterfield, D.A.; Giuffrida Stella, A.M. Nitric oxide in the central nervous
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system: Neuroprotection versus neurotoxicity. Nat. Rev. Neurosci. 2007, 8, 766–775. [CrossRef] [PubMed] 4. Sharma, N.; Tan, M.A.; An, S.S.A. Mechanistic aspects of Apiaceae family spices in ameliorating Alzheimer’s Disease. Antioxidants
2021, 10, 1571. [CrossRef] N.; An, S.S.A. Phyto-Carbazole Alkaloids from the Rutaceae Family as Potential Protective Agents against
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6. Vicidomini, C.; Roviello, V.; Roviello, G.N. Molecular basis of the therapeutical potential of clove (Syzygium aromaticum L.) and
clues to its anti-COVID-19 utility. Molecules 2021, 26, 1880. [CrossRef] nti-COVID-19 utility. Molecules 2021, 26, 1880. [CrossR y
7. Rosarior, V.L.; Lim, P.S.; Wong, W.K.; Yue, C.S.; Yam, H.C.; Tan, S.A. Antioxidant-rich Clove Extract, A Strong Antimicrobial
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The following supporting information can be downloaded at:
https://www.mdpi.com/article/10.3390/ijms24098148/s1. Author Contributions: Conceptualization, N.S. and S.S.A.A.; Experimentation and data analysis,
H.S., D.Y.K., K.H.S., and N.S.; writing—original draft preparation, N.S.; writing—review and editing,
N.S. and S.S.A.A.; funding acquisition, S.S.A.A., H.S., and D.Y.K. made equal contribution to the
experiments, data analysis and the preparation of the manuscript as co-authors. All authors have
read and agreed to the published version of the manuscript. Funding: This research was funded by the National Research Foundation of Korea by the Korean
Government (2021R1A2C1093218 and 2021R1A6A1A03038996). Funding: This research was funded by the National Research Foundation of Korea by the Korean
Government (2021R1A2C1093218 and 2021R1A6A1A03038996). Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Data are contained within the article. Additional information is
provided in Supplementary Materials. Data Availability Statement: Data are contained within the article. Additional information is
provided in Supplementary Materials. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 5. Conclusions Herein, various cell-based and biochemical studies were conducted to evaluate the
neuroprotective potential of Syzygium aromaticum (Clove) extracts. Oxidative stress was
induced in human neuroblastoma SH-SY5Y cell lines using H2O2 as it is the key ROS
generator and mediator of oxidative damage in AD pathogenesis. Oxidative stress hastens
abnormal protein aggregation (Aβ, Tau) which in turn initiates an avalanche of reactions
leading to microglia activation, neuroinflammation, and neuronal apoptosis. The clove ex-
tract not only provided neuroprotection against H2O2-induced oxidative stress by reducing
ROS, restoring mitochondrial membrane potential, increasing GSH, and decreasing lipid
peroxidation in the cells, but also displayed anti-acetylcholinesterase activity, anti-glycation
potential, and Aβ oligomerization/fibrilization inhibition. Additionally, the neuroprotec-
tive effect of 2’,3’,4’-Trimethoxy acetophenone has been reported for the first time in this
study. It is speculated that the neuroprotective mechanism involves a synergistic effect of
the bioactive components present in the clove extract, and it would be no exaggeration Int. J. Mol. Sci. 2023, 24, 8148 21 of 24 21 of 24 to mention clove as “Nature’s cure for AD”. This multitarget neuroprotective approach
displayed by Clove makes it a promising candidate for AD drug development. We tend to
proceed with in vivo studies with Clove in the near future. Supplementary Materials:
The following supporting information can be downloaded at:
https://www.mdpi.com/article/10.3390/ijms24098148/s1. Supplementary Materials:
The following supporting information can be downloaded at:
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people or property resulting from any ideas, methods, instructions or products referred to in the content. Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual
author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to
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PREVENTION OF PURULENT CHOLANGITIS AFTER PERCUTANEOUS ENDOBILIARY TRANSPAPILLARY DRAINAGE IN PATIENTS WITH OBSTRUCTIVE JAUNDICE
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Učënye zapiski Sankt-Peterburgskogo gosudarstvennogo medicinskogo universiteta im. Akad. I.P. Pavlova/Učënye zapiski Sankt-Peterburgskogo gosudarstvennogo medicinskogo universiteta imeni akademika I. P. Pavlova
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УЧЕНЫЕ ЗАПИСКИ СПбГМУ им. акад. И. П. ПАВЛОВА
The Scientific Notes of Pavlov University
journal homepage: www.scinotes.ru УЧЕНЫЕ ЗАПИСКИ СПбГМУ им. акад. И. П. ПАВЛОВА
The Scientific Notes of Pavlov University
journal homepage: www.scinotes.ru © СС
Коллектив авторов, 2019
УДК 616.36-008.5-089-06:616.361-002.3-084
DOI: 10.24884/1607-4181-2019-26-1-35-41 © СС
Коллектив авторов, 2019
УДК 616.36-008.5-089-06:616.361-002.3-084
DOI: 10.24884/1607-4181-2019-26-1-35-41 А. Гуня1*, А. А. Ребров1, Д. Ю. Cеменов2, В. В. Мельников1, А. А. Ваганов1 З. А. Гуня1*, А. А. Ребров1, Д. Ю. Cеменов2, В. В. Мельников1, А. А. Ваганов1
1 Федеральное государственное бюджетное образовательное учреждение высшего образования «Первый Санкт-Петербургский государственный
медицинский университет имени академика И. П. Павлова» Министерства здравоохранения Российской Федерации, Санкт-Петербург, Россия
2 Государственное бюджетное учреждение здравоохранения Московской области «Московский областной научно-исследовательский клинический
институт имени М. Ф. Владимирского», Москва, Россия 1 Федеральное государственное бюджетное образовательное учреждение высшего образования «Первый Санкт-Петербургский
медицинский университет имени академика И. П. Павлова» Министерства здравоохранения Российской Федерации, Санкт-П
2 Государственное бюджетное учреждение здравоохранения Московской области «Московский областной научно-исследовательс
институт имени М. Ф. Владимирского», Москва, Россия ПРОФИЛАКТИКА ГНОЙНОГО ХОЛАНГИТА ПРИ ЧРЕСКОЖНОЙ
ЭНДОБИЛИАРНОЙ ТРАНСПАПИЛЛЯРНОЙ ДЕКОМПРЕССИИ
У БОЛЬНЫХ С МЕХАНИЧЕСКОЙ ЖЕЛТУХОЙ Поступила в редакцию 22.10.18 г.; принята к печати 21.05.19 г. Резюме Введение. При выполнении транспапиллярного наружно-внутреннего эндобилиарного дренирования частота
развития холангитов составляет от 9 до 33 %. С целью профилактики гнойных осложнений при проксимальном уров-
не билиарного блока широко используются методы супрапапиллярной установки наружно-внутреннего дренажа,
что технически невозможно при дистальном уровне блока. Проблема выбора первичного наружного или транспа-
пиллярного наружно-внутреннего дренирования при дистальных блоках желчевыводящих протоков неоднозначна. Цель работы – улучшение результатов лечения больных с механической желтухой при низком уровне билиарного
блока после первичной антеградной эндобилиарной декомпрессии. Материал и методы. 82 пациентам с дистальным блоком желчевыводящих протоков (ЖВП) опухолевого генеза
в качестве первичной декомпрессии выполнены чрескожные чреспеченочные эндобилиарные вмешательства под
УЗ- и Rg-контролем. 30 пациентам выполнено наружно-внутреннее транспапиллярное дренирование, 21 пациенту
декомпрессию ЖВП осуществляли с помощью наружного желчеотведения, у 31 пациента применяли оригинальную
методику комбинированного наружно-внутреннего дренирования. Результаты. Интраоперационные и ранние послеоперационные осложнения зарегистрированы у 23 (28 %) человек. Осложнения в группе наружного эндобилиарного дренирования отмечены у 4 (19 %) пациентов. В группе наружно-внут
реннего дренирования частота осложнений составила 53,3 % (16 пациентов). При этом инфекционные осложнения от-
мечены в 30 % (9 человек) случаев. При выполнении комбинированного наружно-внутреннего дренирования гнойные
осложнения не были диагностированы ни у одного пациента. При лечении всех осложнений были успешно использованы
мини-инвазивные вмешательства. Выводы. Полученные результаты показали преимущества предлагаемой методики комбинированного эндоби-
лиарного дренирования ввиду отсутствия риска инфекционных осложнений в послеоперационном периоде с одно
временным обеспечением транспапиллярного доступа. Ключевые слова: обструктивная желтуха, минимально инвазивные вмешательства, чрескожные эндобилиарные
вмешательства, осложнения Для цитирования: Гуня З. А., Ребров А. А., Cеменов Д. Ю., Мельников В. В., Ваганов А. А. Профилактика гнойного холангита при
чрескожной эндобилиарной транспапиллярной декомпрессии у больных с механической желтухой. Ученые записки СПбГМУ
им. акад. И. П. Павлова. 2019;26(1):35–41. DOI: 10.24884/1607-4181-2019-26-1-35-41. * Автор для связи: Зинаида Анатольевна Гуня, ФГБОУ ВО «ПСПбГМУ им. И. П. Павлова» МЗ РФ, 197022, Россия,
Санкт-Петербург, д. 6-8. E-mail: zina727@list.ru. © СС
Composite authors, 2019
UDC 616.36-008.5-089-06:616.361-002.3-084
DOI: 10.24884/1607-4181-2019-26-1-35-41 © СС
Composite authors, 2019
UDC 616.36-008.5-089-06:616.361-002.3-084
DOI: 10.24884/1607-4181-2019-26-1-35-41 PREVENTION OF PURULENT CHOLANGITIS AFTER
PERCUTANEOUS ENDOBILIARY TRANSPAPILLARY DRAINAGE
IN PATIENTS WITH OBSTRUCTIVE JAUNDICE
R
i
d 22 10 18
d 21 35 Гуня З. А. и др. / Ученые записки СПбГМУ им. акад. И. П. Павлова Т. XXVI № 1 (2019) С. 35–41 Summary Introduction. The incidence of cholangitis varied from 9 % to 33 % after the insertion of transpapillary external-internal
endobiliary drainage. In case of proximal bile obstruction, the method of suprapapillary insertion of external-internal drainage
were widely used for prevention of purulent complications. But it was impossible to use this method in case of distal bile
obstruction. The choice of initial decompression method for distal bile duct obstruction (external only or transpapillary
external-internal drainage) was unclear. The objective was to improve results of primary percutaneous transhepatic biliary drainage in patients with jaundice and
distal bile duct obstruction. Material and methods. As a primary decompression method, percutaneous transhepatic endobiliary interventions under
ultrasound and X-ray control were performed in 81 patients with distal bile duct obstruction. External-internal transpapillary
drainage were performed in 30 patients, only external drainage – in 21 patients and in 31 patients we used original combined
technique (compilation of external and external-internal transpapillary drainage). Results. Intraoperative and early postoperative complications were noticed in 23 patient (28 %). Complications in the group
of external endobiliary drainage were observed in 4 (19 %) patients. In the group of external-internal drainage, complication
rate was 53.3 % (16 patients). At the same time, purulent complications were noted in 30 % of cases (9 people). In case of
using combined external-internal drainage, no purulent complications was diagnosed. In the treatment of all complications,
minimally invasive methods were successfully used. Conclusion. Our results showed advantages of the original combined technique due to the absence of the risk of purulent
complications, and ensuring transpapillary access at the same time. Keywords: obstructive jaundice, minimally invasive interventions, percutaneous endobiliary intervention, complications Keywords: obstructive jaundice, minimally invasive interventions, percutaneous endobiliary intervention, c For citation: Gunya Z. A., Rebrov A. A., Semenov D. Yu., Mel’nikov V. V., Vaganov A. A. Prevention of purulent ch
percutaneous endobiliary transpapillary drainage in patients with obstructive jaundice. The Scientific Notes of IPP-SPSM
35–41. (In Russ.). DOI: 10.24884/1607-4181-2019-26-1-35-41. For citation: Gunya Z. A., Rebrov A. A., Semenov D. Yu., Mel’nikov V. V., Vaganov A. A. Prevention of purulent cholangitis afte
percutaneous endobiliary transpapillary drainage in patients with obstructive jaundice. The Scientific Notes of IPP-SPSMU. 2019;26(1)
35–41. (In Russ.). DOI: 10.24884/1607-4181-2019-26-1-35-41. * Corresponding author: Zinaida A. Gunya, Pavlov University, 6-8 L’va Tolstogo street, Saint-Petersburg, Russia, 197022. E-mail: zina7 МАТЕРИАЛ И МЕТОДЫ ИССЛЕДОВАНИЯ ляющем большинстве случаев использовали дрена-
жи типа «pigtail» с фиксацией, диаметром 10,2 Fr. ляющем большинстве случаев использовали дрена-
жи типа «pigtail» с фиксацией, диаметром 10,2 Fr. Оригинальную методику чрескожного комби-
нированного эндобилиарного дренирования также
выполняли под УЗ- и Rg-контролем. Первый этап
операции не отличался от стандартного выполне-
ния чрескожного наружно-внутреннего эндобили-
арного дренирования. Вторым этапом после бужи-
рования доступа по проводнику в желчные протоки
проксимальнее стриктуры вводили 2-канальный
расширитель (диаметр – 10,2 Fr): центральный порт
использовали для первичного проводника, а через
второй порт вводили дополнительный проводник,
дистальный конец которого устанавливали в желч-
ных протоках проксимальнее стриктуры (рис. 1). Проанализированы результаты лечения 82 па-
циентов с механической желтухой за период с
2007 по 2018 г., получавших лечение на кафедре
хирургии общей с клиникой НИИ хирургии и не-
отложной медицины ПСПбГМУ им. И. П. Павлова. В исследование включены пациенты с дистальным
блоком ЖВП опухолевого генеза. В качестве пер-
вичной декомпрессии ЖВП выполнены чрескож-
ные чреспеченочные эндобилиарные вмешатель-
ства под УЗ- и Rg-контролем. Оригинальную методику чрескожного комби-
нированного эндобилиарного дренирования также
выполняли под УЗ- и Rg-контролем. Первый этап
операции не отличался от стандартного выполне-
ния чрескожного наружно-внутреннего эндобили-
арного дренирования. Вторым этапом после бужи-
рования доступа по проводнику в желчные протоки
проксимальнее стриктуры вводили 2-канальный
расширитель (диаметр – 10,2 Fr): центральный порт
использовали для первичного проводника, а через
второй порт вводили дополнительный проводник,
дистальный конец которого устанавливали в желч-
ных протоках проксимальнее стриктуры (рис. 1). В зависимости от способа первичной эндобили-
арной декомпрессии пациенты были разделены на
3 группы. В 1-ю группу вошли 30 пациентов, кото-
рым выполняли наружно-внутреннее транспапил-
лярное дренирование; во 2-ю группу – 21 паци-
ент, которым декомпрессию ЖВП осуществляли
с помощью наружного желчеотведения; 3-я груп-
па – 31 пациент, которым была выполнена ори-
гинальная методика комбинированного наружно-
внутреннего дренирования. После установления 2 проводников расширитель
удаляли и третьим этапом выполняли установку дре-
нажей. По первичному проводнику (установленно-
му через стриктуру) в тонкую кишку устанавливали
тонкопросветный дренаж (3 Fr), а выше стриктуры
по второму проводнику устанавливали второй на-
ружный эндобилиарный дренаж (10,2 Fr) (рис. 2). у р
др
р
Все 3 группы были сопоставимы по уровню бло-
ка ЖВП, гипербилирубинемии и ее длительности до
дренирования, тяжести печеночной недостаточно-
сти. У всех пациентов обструкция желчных путей
носила злокачественный генез. Средний возраст
исследуемых больных составил (65,6±1,4) года. Про-
должительность желтухи на момент поступления со-
ставляла (16,7±3,49) суток. Средний уровень общего
билирубина крови составлял (263,4±161,2) мкмоль/л. МАТЕРИАЛ И МЕТОДЫ ИССЛЕДОВАНИЯ Все пациенты поступали в экстренном порядке в
среднетяжелом и тяжелом состоянии. Оценку тяже-
сти механической желтухи осуществляли по клас-
сификации Э. И. Гальперина, согласно которой, при
поступлении 24 (29,3 %) пациента были отнесены к
классу С, а остальные 58 (70,7 %) – к классу В тяжести
механической желтухи. Тяжесть состояния по шкале
SAPS II составляла (36,7±0,6) балла, что соответствует
18,5 %-й вероятной летальности в группе. Консерва-
тивная терапия в предоперационном периоде была
направлена на коррекцию водно-электролитного
баланса, гипокоагуляции, печеночной дисфункции
(гепатопротекторы), проводили антисекреторную
терапию, антибактериальную профилактику, при-
меняли прокинетики (обязательно при наружно-
внутреннем транспапиллярном дренировании). Наружный эндобилиарный дренаж, диаметром
10,2 Fr, который устанавливали проксимальнее
стриктуры, использовали в дальнейшем исключи-
тельно для декомпрессии желчевыводящей системы. Второй тонкопросветный дренаж (3 Fr), уста-
новленный через стриктуру в просвете тонкой
кишки, имеет отверстие только на дистальном кон-
це и используется в дальнейшем для проведения
проводника с целью протезирования стриктуры
(как правило, для стентирования стриктуры жел-
чевыводящих протоков). Помимо этого, данный
дренаж в ближайшем послеоперационном пери-
оде применяли для возврата желчи в желудочно-
кишечный тракт (ЖКТ) и нутритивной поддержки
в рамках комплексного лечения пациентов. Статистическая обработка данных выполнена с
помощью программы «Statistica 10.0». Для оценки
данных использовали дескриптивный анализ. Для
проверки значимости отличия процента осложне-
ний в разных группах использовали точный крите-
рий Фишера. Статистически значимыми считали
различия при р<0,05. ВВЕДЕНИЕ составляет 9–33 % [12–14], что, в первую оче-
редь, связано с дуоденобилиарным рефлюксом. Развитие холангиогенного сепсиса наблюдается
у 42,5 % больных с холангитами, летальность при
этом составляет 3,9 % [15]. Особой формой ин-
фекционных осложнений чрескожных чреспече-
ночных вмешательств (ЧЧВ) являются холангио-
генные абсцессы печени, которые наблюдаются в
1,2 % случаев [4] и чаще встречаются также после
наружно-внутреннего эдобилиарного дренирова-
ния. Данный факт вынуждает минимизировать
применение данного вида декомпрессии желче-
выводящих путей, ограничиваясь наложением
симптоматической наружной холангиостомы, что
в большинстве случаев является обременитель-
ным для больных, технически утяжеляет прове-
дение дальнейших эндобилиарных вмешательств,
направленных на протезирование желчных про-
токов. С целью профилактики гнойных осложне-
ний при проксимальном уровне билиарного блока
в последнее время широко используются методы
супрапапиллярной установки наружно-внутрен-
него дренажа [4], что технически невозможно при
дистальном уровне блока. Анализ литературных
данных показывает, что выбор первичного на-
ружного или транспапиллярного наружно-вну-
треннего дренирования при дистальных блоках
желчевыводящих протоков неоднозначен. Дан-
ный вопрос требует более широкого анализа и
поиска методов безопасного первичного эндоби-
лиарного дренирования. Чрескожное эндобилиарное дренирование –
ведущий метод декомпрессии желчевыводящих
путей при механической желтухе опухолевого
генеза, а в ряде случаев и холелитиаза. Несмотря
на накопленный опыт и отработанную методоло-
гию, данные вмешательства имеют свои специфи-
ческие осложнения. По данным литературы [1–3],
общая частота осложнений чрескожных эндоби-
лиарных вмешательств составляет 0,5–32,7 %. Послеоперационная летальность регистрируется
на уровне 0,4–13,8 % при лечении механической
желтухи [4–8], а при наличии тяжелых сопут-
ствующих заболеваний (в том числе печеночно-
почечной недостаточности, сепсиса и др.) может
достигать 31 % [4]. Особое место в структуре осложнений после
антеградных эндобилиарных операций занимают
инфекционные осложнения – от острого холан-
гита до развития холангиогенного сепсиса. Они
встречаются в 15 % наблюдений, а без адекватной
антибиотикопрофилактики их частота возраста-
ет до 40–58 %, что обусловлено уже нередко име
ющейся обсемененностью желчных протоков до
дренирования [9, 10]. Частота развития инфекци-
онных осложнений пропорциональна продолжи-
тельности существования механической желтухи
[11]. Основной предпосылкой для их развития яв-
ляется длительная механическая желтуха, а непо-
средственной причиной – неадекватное дрени-
рование [11]. Цель работы – улучшение результатов лече-
ния больных с механической желтухой при низ-
ком уровне билиарного блока после первичной
антеградной эндобилиарной декомпрессии. При выполнении транспапиллярного наруж-
но-внутреннего эндобилиарного дренирования
частота развития холангитов, вне зависимости от
уровня блока желчевыводящих протоков (ЖВП), 36 Gunya Z. A. et al. / The Scientific Notes of Pavlov University Vol. XXVI № 1 (2019) P. 35–41 РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ
И ИХ ОБСУЖДЕНИЕ Схема чрескожного комбинированного эндобили-
арного дренирования при дистальном блоке ЖВП –
в желчных протоках 2-канальный расширитель с провод-
никами (1–2-канальный расширитель; 2 – дополнительный
проводник находится проксимальнее стриктуры; 3 – первич-
ный проводник заведен через стриктуру в двенадцатиперстную
кишку; 4 – опухолевая стриктура) Рис. 2. Схема чрескожного комбинированного эндоби-
лиарного дренирования при дистальном блоке ЖВП –
установлено 2 эндобилиарных дренажа (1 – наружный
декомпрессионный эндобилиарный дренаж (10,2 Fr); Рис. 1. Схема чрескожного комбинированного эндобили-
арного дренирования при дистальном блоке ЖВП –
в желчных протоках 2-канальный расширитель с провод-
никами (1–2-канальный расширитель; 2 – дополнительный
проводник находится проксимальнее стриктуры; 3 – первич-
ный проводник заведен через стриктуру в двенадцатиперстную
кишку; 4 – опухолевая стриктура) 2 – дополнительный тонкопросветный дренаж (3 Fr),
проведенный через стриктуру в двенадцатиперстную кишку;
3 – опухолевая стриктура) Fig. 2. Scheme of the original technique of the combined
external-internal endobiliary drainage in distal biliary Fig. 2. Scheme of the original technique of the combined
external internal endobiliary drainage in distal biliary Fig. 1. Scheme of the original technique of the combined
external-internal endobiliary drainage in distal biliary block
2-channel dilatator with introducers in bile ducts (1–2-chan-
nel dilatator; 2 – additional introducer is installed up to the stricture
level; 3 – primary introducer is installed behind the stricture in duo-
denum; 4 – tumor stricture) y
g
y
block – 2 endobiliary drainage was installed (1 – external
decompression endobiliary drainage (10.2 Fr); 2 – additional thin
lumen drainage (3 Fr) installed behind the stricture in duodenum;
3 – tumor stricture) вила 53,3 % (16 пациентов). При этом в основном
встречались инфекционные осложнения в виде
послеоперационного холангита, обусловленного
транспапиллярным дренированием и, как следст-
вие, дуоденобилиарным рефлюксом – отмечены
в 30 % случаев (9 человек). У 3 (10 %) пациентов
течение холангита осложнилось формированием
холангиогенных абсцессов печени. РЕЗУЛЬТАТЫ ИССЛЕДОВАНИЯ
И ИХ ОБСУЖДЕНИЕ Наружное и наружно-внутреннее эндобили-
арное дренирование осуществляли по класси-
ческой методике. Под местной анестезией, под
УЗ-контролем выполняли пункцию желчного
протока правой доли с последующим выполнени-
ем Rg-холангиоскопии (определение уровня бло-
ка ЖВП, причины и протяженности стриктуры),
проведением проводника, бужированием доступа,
выполнением дренирования по Сельдингеру – на-
ружного или наружно-внутреннего. При наружно-
внутреннем дренировании с учетом уровня блока
дренажи устанавливали транспапиллярно. В подав- Для сравнительной оценки результатов лечения
больных 3 групп было проведено исследование
следующих параметров: 1) клиническое и лабораторное купирование
желтухи; 2) купирование печеночной дисфункции; 3) частота и характер хирургических осложне-
ний, способы их коррекции. Анализ результатов лечения показал лучшие
темпы декомпрессии, нормализации печеночной
дисфункции у больных с наружным и комбини- 37 Гуня З. А. и др. / Ученые записки С
рованным эндобилиарным дренирование
объясняется методиками операции, позвол
ми контролировать темп и качество декомп
ЖВП, отсутствием предрасположенности
тия восходящей инфекции вследствие реф
кишечного содержимого. Темпы декомп
при различных способах антеградного др
вания отражены на рис. 3. Интраоперационные и ранние послеоп
онные осложнения зарегистрированы у 23
человек. Анализ частоты развития послеоп
онных осложнений при разных видах антег
эндобилиарной декомпрессии показал, что
нения после наружно-внутреннего транспап
ного дренирования встречались значительн
(р=0,0004). Достоверных различий между ча
возникновения осложнений в группах наруж
комбинированного дренирования не было (р
В структуре хирургических осложнений
транспапиллярных вмешательств преоб
осложнения инфекционного характера, к
диагностированы в 40 % случаев (n=12). С
ра хирургических осложнений приведена в
Осложнения в группе наружного эндоб
ного дренирования отмечены у 4 (19 %) пац
Они были представлены геморрагическими
нениями (9,5 %) и желчеистечением, как пр
обусловленным дислокацией дренажа (9,5
Во 2-й группе послеоперационные ос
ния наблюдали наиболее часто. Их частота
Рис. 1. Схема чрескожного комбинированного эн
арного дренирования при дистальном блоке Ж
в желчных протоках 2-канальный расширитель с
никами (1–2-канальный расширитель; 2 – дополнит
проводник находится проксимальнее стриктуры; 3 –
ный проводник заведен через стриктуру в двенадцатип
кишку; 4 – опухолевая стриктура)
Fig. 1. Scheme of the original technique of the com
external-internal endobiliary drainage in distal bilia
2-channel dilatator with introducers in bile ducts (1–
nel dilatator; 2 – additional introducer is installed up to th
level; 3 – primary introducer is installed behind the strictu
denum; 4 – tumor stricture) Гуня З. А. и др. / Ученые записки СПбГМУ им. акад. И. П. Павлова Т. XXVI № 1 (2019) С. 35–41 Рис. 1. вила 53,3 % (16 пациентов). При этом в основном
встречались инфекционные осложнения в виде
послеоперационного холангита, обусловленного
транспапиллярным дренированием и, как следст-
вие, дуоденобилиарным рефлюксом – отмечены
в 30 % случаев (9 человек). У 3 (10 %) пациентов
течение холангита осложнилось формированием
холангиогенных абсцессов печени. рованным эндобилиарным дренированием, что
объясняется методиками операции, позволяющи-
ми контролировать темп и качество декомпрессии
ЖВП, отсутствием предрасположенности разви-
тия восходящей инфекции вследствие рефлюкса
кишечного содержимого. Темпы декомпрессии
при различных способах антеградного дрениро-
вания отражены на рис. 3. вила 53,3 % (16 пациентов). При этом в основном
встречались инфекционные осложнения в виде
послеоперационного холангита, обусловленного
транспапиллярным дренированием и, как следст-
вие, дуоденобилиарным рефлюксом – отмечены
в 30 % случаев (9 человек). У 3 (10 %) пациентов
течение холангита осложнилось формированием
холангиогенных абсцессов печени. Интраоперационные и ранние послеопераци-
онные осложнения зарегистрированы у 23 (28 %)
человек. Анализ частоты развития послеопераци-
онных осложнений при разных видах антеградной
эндобилиарной декомпрессии показал, что ослож-
нения после наружно-внутреннего транспапилляр-
ного дренирования встречались значительно чаще
(р=0,0004). Достоверных различий между частотой
возникновения осложнений в группах наружного и
комбинированного дренирования не было (р=0,42). В структуре хирургических осложнений после
транспапиллярных вмешательств преобладают
осложнения инфекционного характера, которые
диагностированы в 40 % случаев (n=12). Структу-
ра хирургических осложнений приведена в табл. 1. При выполнении комбинированного наружно-
внутреннего дренирования гнойные осложнения,
дислокация дренажной системы не были диагно-
стированы ни у одного пациента. У 1 (3,2 %) паци-
ента выявлена гемобилия, и у 2 (6,6 %) – желче
истечение по типу желчного плеврита. При лечении всех осложнений были успешно
использованы мини-инвазивные вмешательства. Структура осложнений с точки зрения их лечения
приведена в табл. 2. Во 2-й группе больных при выявлении инфек-
ционных осложнений тактика лечения предусмат
ривала налаживание адекватного антеградного
желчеоттока, которое осуществляли путем посто-
янного (или фракционного) проточного промыва-
ния эндобилиарного дренажа, продолжительного
проведения антибактериальной терапии. Поло-
жительная динамика в виде купирования холан-
гита, регресса желтухи отмечена у 9 пациентов. Осложненное течение холангитов с формирова-
нием холангиогенных абсцессов печени возникло
у 3 пациентов и потребовало перевода наружно- Осложнения в группе наружного эндобилиар-
ного дренирования отмечены у 4 (19 %) пациентов. Они были представлены геморрагическими ослож-
нениями (9,5 %) и желчеистечением, как правило,
обусловленным дислокацией дренажа (9,5 %). Во 2-й группе послеоперационные осложне-
ния наблюдали наиболее часто. Их частота соста- 38 Gunya Z. A. et al. / The Scientific Notes of Pavlov University Vol. XXVI № 1 (2019) P. 35–41 0
50
100
150
200
250
300
1
7
Уровень билирубина, мкмоль/л
Сутки после дренирования
Наружное дренирование
Наружно-внутреннее дренирование
Комбинированное дренирование
Рис. 3. Темпы декомпрессии при разных способах
антеградного эндобилиарного дренирования
Fig. 3. The rate of decompression with different methods
of transhepatic endobiliary drainage папиллярного наружно-внутреннего дренирования
при дистальных блоках желчевыводящих протоков
неоднозначен. вила 53,3 % (16 пациентов). При этом в основном
встречались инфекционные осложнения в виде
послеоперационного холангита, обусловленного
транспапиллярным дренированием и, как следст-
вие, дуоденобилиарным рефлюксом – отмечены
в 30 % случаев (9 человек). У 3 (10 %) пациентов
течение холангита осложнилось формированием
холангиогенных абсцессов печени. Данные методы антеградной эндо-
билиарной декомпрессии имеют свои положитель-
ные и отрицательные стороны. Главным плюсом
первичного наружно-внутреннего дренирования
является факт прохождения стриктуры, что спо-
собствует в дальнейшем технически простому
протезированию ЖВП, обеспечению поступления
желчи в просвет ЖКТ. Отрицательной стороной
данной методики является отсутствие контроля за
темпом декомпрессии желчных путей и характером
отделяемого, что важно в случае развития ослож- папиллярного наружно-внутреннего дренирования
при дистальных блоках желчевыводящих протоков
неоднозначен. Данные методы антеградной эндо-
билиарной декомпрессии имеют свои положитель-
ные и отрицательные стороны. Главным плюсом
первичного наружно-внутреннего дренирования
является факт прохождения стриктуры, что спо-
собствует в дальнейшем технически простому
протезированию ЖВП, обеспечению поступления
желчи в просвет ЖКТ. Отрицательной стороной
данной методики является отсутствие контроля за
темпом декомпрессии желчных путей и характером
отделяемого, что важно в случае развития ослож- внутреннего эндобилиарного дренажа в наружную
холангиостому. Помимо предотвращения реф-
люкса, обеспечения адекватного наружного жел-
чеотведения, с целью санации абсцессов печени
также выполняли пункционно-дренирующие вме-
шательства: в 1 случае – пункционные санации,
в 2 – чрескожное дренирование гнойных очагов. В связи с септическим состоянием данные паци-
енты получали лечение в отделении реанимации и
интенсивной терапии, 1 больная погибла от нара-
стающей полиорганной недостаточности. внутреннего эндобилиарного дренажа в наружную
холангиостому. Помимо предотвращения реф-
люкса, обеспечения адекватного наружного жел-
чеотведения, с целью санации абсцессов печени
также выполняли пункционно-дренирующие вме-
шательства: в 1 случае – пункционные санации,
в 2 – чрескожное дренирование гнойных очагов. В связи с септическим состоянием данные паци-
енты получали лечение в отделении реанимации и
интенсивной терапии, 1 больная погибла от нара-
стающей полиорганной недостаточности. Анализируя собственные результаты, мы соглас-
ны, что выбор первичного наружного или транс- Т а б л и ц а 1
Структура осложнений у больных с дистальным блоком ЖВП после первичных эндобилиарных вмешательств
T a b l e 1
Structure of complications in patients with distal biliary block after primary percutaneous endobiliary drainage
Осложнения
Вид эндобилиарной декомпрессии
наружное
(n=21)
наружно-внутреннее
(n=30)
комбинированное
(n=31)
Геморрагические
Гемобилия
1 (4,8)
1 (3,3)
1 (3,2)
Поддиафрагмальная гематома
1 (4,8)
–
–
Гемоперитонеум
–
1 (3,3)
–
Желчеистечение
Отграниченный желчный затек
1 (4,8)
–
–
Желчный плеврит
–
1 (3,3)
2 (6,5)
Диффузный желчный перитонит
1 (4,8)
1 (3,3)
–
Инфекционные
Холангит
–
9 (30,0)
–
Абсцедирующий холангит
–
3 (10,0)
–
В с е г о (n=23, 28,0 %)
4 (19,0)
16 (53,3)
3 (9,7)
П р и м е ч а н и е: здесь и далее в скобках – %. вила 53,3 % (16 пациентов). При этом в основном
встречались инфекционные осложнения в виде
послеоперационного холангита, обусловленного
транспапиллярным дренированием и, как следст-
вие, дуоденобилиарным рефлюксом – отмечены
в 30 % случаев (9 человек). У 3 (10 %) пациентов
течение холангита осложнилось формированием
холангиогенных абсцессов печени. Т а б
Структура осложнений у больных с дистальным блоком ЖВП после первичных эндобилиарных вмеша Т а б л и ц а 1
ожнений у больных с дистальным блоком ЖВП после первичных эндобилиарных вмешательств
T a b l e 1 а б л
ц а
Структура осложнений у больных с дистальным блоком ЖВП после первичных эндобилиарных вмешательств
T a b l e 1
Structure of complications in patients with distal biliary block after primary percutaneous endobiliary drainage 39 Гуня З. А. и др. / Ученые записки СПбГМУ им. акад. И. П. Павлова Т. XXVI № 1 (2019) С. 35–41 Т а б л и ц а 2
Структура послеоперационных осложнений и их лечения
T a b l e 2
Structure of postoperative complications and their treatment
Осложнение
Вид лечения
Всего
консервативная
терапия
чрескожные
операции*
эндовидеохирургические
операции
(общая анестезия)
Гемобилия
3
–
–
3
Поддиафрагмальная гематома
–
1
–
1
Гемоперитонеум
–
1
–
1
Отграниченный желчный затек
–
1
–
1
Желчный плеврит
–
3
–
3
Диффузный желчный перитонит
–
1
1
2
Холангит
9
–
–
9
Холангиогенные абсцессы
–
3
–
3
Степень осложнений по Clavien – Dindo
I (52,2)
IIIa (43,5)
IIIb (4,3)
23 (100)
* – операции, выполненные под местной анестезией, не требующие анестезиологического пособия. Т а б л и ц а 2
Структура послеоперационных осложнений и их лечения нений послеоперационного периода. Но главным
сдерживающим моментом выполнения наружно-
внутреннего дренирования является возможность
развития гнойного холангита и других септических
осложнений, в патогенезе которого ведущую роль
играет дуоденобилиарный рефлюкс содержимого
через билиарный дренаж. По данным литературы
[16, 17], частота этих осложнений возрастает при
нарушении моторики двенадцатиперстной кишки
и небольшой продукции желчи. Высокий риск раз-
вития гнойно-септических осложнений, как прави-
ло, заставляет хирургов первично выполнять только
наружное дренирование ЖВП. исключить инфекционные осложнения, связанные
с дуоденобилиарным рефлюксом. С другой сторо-
ны, наличие внутреннего дренажа обеспечивает
возможность возврата желчи в пищеварительный
тракт и проведение эндобилиарных вмешательств
в дальнейшем (стентирование, фотодинамическая
терапия и т. д.), минимизирует риск дислокации
дренажных систем. Соответствие нормам этики Авторы подтверждают, что соблюдены права людей,
принимавших участие в исследовании, включая получе-
ние информированного согласия в тех случаях, когда оно
необходимо, и правила обращения с животными в случаях
их использования в работе. Подробная информация со-
держится в Правилах для авторов. Оригинальная методика комбинированного
антеградного эндобилиарного дренирования, на
наш взгляд, сочетает лучшие стороны наружного
и наружно-внутреннего методов. С одной стороны,
обеспечение желчеотведения через наружный дре-
наж позволяет контролировать темпы и качество
декомпрессии ЖВП (в том числе при геморрагиче-
ских осложнениях по типу гемобилии), полностью Conflict of interest Conflict of interest Authors declare no conflict of interest. Authors declare no conflict of interest. ВЫВОДЫ 1. Полученные результаты показали преимуще-
ства предлагаемой методики комбинированного
эндобилиарного дренирования. В отличие от наружно-внутреннего эндоби-
лиарного дренирования, при наружном имеется
возможность контроля темпа и качества деком-
прессии, отсутствует возможность восходящей
инфекции вследствие рефлюкса кишечного содер-
жимого. Отрицательными сторонами этого вида
операций являются, во-первых, необходимость
прохождения стриктуры в дальнейшем при про-
должении мини-инвазивного чрескожного лече-
ния, что не всегда технически возможно при про-
грессии заболевания. Во-вторых, после наружной
эндобилиарной декомпрессии всегда возникает
необходимость возврата желчи в пищеваритель-
ный тракт, что, как правило, требует дополнитель-
ных (и не всегда возможных) вмешательств (эндо-
скопическая постановка интестинального зонда,
эндоскопическая гастростомия). 2. Отсутствие риска инфекционных осложне-
ний в послеоперационном периоде с одновремен-
ным обеспечением транспапиллярного доступа
позволяет рекомендовать данное вмешательство
при первичной антеградной эндобилиарной де-
компрессии в случаях дистального блока. Конфликт интересов Конфликт интересов Авторы заявили об отсутствии потенциального конф
ликта интересов. REFERENCES 1. Гальперин Э. И., Котовский А. Е. Темп декомпрес-
сии желчных протоков при механической желтухе опу-
холевой этиологии // Хирургия. – 2011. – № 8. – С. 33–42. 1. Gal’perin Je. I., Kotovskij A. E. Temp dekompressii
zhelchnyh protokov pri mehanicheskoj zheltuhe opuholevoj
jetiologii. Khirurgija. 2011;(8):33–42. (In Russ.). 2. Каримов Ш. И., Хакимов М. Ш., Адылходжаев А. А. и др. Лечение осложнений чреспеченочных билиарных
вмешательств при механической желтухе, обусловленной
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eskoj zheltuhe, obuslovlennoj periampuljarnymi opuholjami. Annaly khirurgicheskoj gepatologii. 2015;(3):68–74. (In Russ.). 3. Кубачев К. Г., Борисов А. Е., Изудинов А. С. Выбор
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eskoy gepatologii. 2009;14(3):56–62. (In Russ.). 4. Кулезнева Ю. В., Израилов Р. Е., Капустин В. И. Такти-
ка антеградной билиарной декомпрессии при механической
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ka antegradnoy biliarnoy dekompressii pri mekhanicheskoy
zheltukhe opukholevogo geneza. Vestnik Natsional’no-
go mediko-khirurgicheskogo tsentra im. N. I. Pirogova. 2010;5(2):24–28. (In Russ.). 5. Лукичев О. Д., Ившин В. Г., Макаров Ю. И. и др. Сравнительный анализ различных методик чрескожного
чреспеченочного желчеотведения у больных с механиче-
ской желтухой опухолевой этиологии // Вестн. РОНЦ им. Н. Н. Блохина РАМН. – 2004. – Т. 15, № 1–2. – C. 121–125. 5. Lukichev O. D., Ivshin V. G., Makarov Ju. I. i dr. Sravni-
tel’nyj analiz razlichnyh metodik chreskozhnogo chrespeche-
nochnogo zhelcheotvedenija u bol’nyh s mehanicheskoj zhel-
tuhoj opuholevoj jetiologii. Vestnik RONC im. N. N. Blohina
RAMN. 2004;15(1–2):121–125. (In Russ.). 6. Рыбачков В. В., Дряженков Т. Г., Кабанов Е. Н. При-
чины эндогенной интоксикации при гнойном холангите //
Анн. хирург. гепатол. – 2009. – Т. 14, № 2. – С. 28–32. 6. Rybachkov V. V., Dryazhenkov T. G., Kabanov E. N. Prichiny endogennoy intoksikatsii pri gnoynom kholangite. An-
naly khirurgicheskoy gepatologii. 2009;14(2):28–32. (In Russ.). 7. REFERENCES Диагностика и хирургическая тактика при синдроме
механической желтухи / Ю. Л. Шевченко, П. С. Ветшев,
Ю. М. Стойко, А. Л. Левчук // Вестн. Нац. медико-хирург. центра им. Н. И. Пирогова. – 2008. – Т. 13, № 4. – С. 96–105. 7. Shevchenko Yu. L., Vetshev P. S., Stoyko Yu. M.,
Levchuk A. L. Diagnostika i khirurgicheskaya taktika pri
sindrome mekhanicheskoy zheltukhi. Vestnik Natsional’no-
go mediko-khirurgicheskogo tsentra im. N. I. Pirogova. 2008;13(4):96–105. (In Russ.). 8. Fang Y., Gurusamy K. S., Wang Q. et al. Preoperative
biliary drainage fore obstructive jaundice // Cochrane Data-
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in percutaneous transhepatic biliary drainage occurrence over
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in percutaneous transhepatic biliary drainage occurrence over
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biliary intervention for primary sclerosing cholangitis in a
patient with situs inversus totalis // Turk. J. Gastroenterol. –
2011. – Vol. 22, № 6. – Р. 636–640. 10. Kucukav F., Okten R. S., Cumhur T. Percutaneous
biliary intervention for primary sclerosing cholangitis in
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caitions of transhepatic biliary interventions. Tech Vasc Interv
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Surgeon Care Cancel. – 2013. – № 21. – Р. 2321–2326. 15. Shin Abn, Yoon-Seon Lee, Lion R. S., Lee S. L. Malignant biliary obstruction: can we predict immediate
postprosedural cholangitis after percutaneous biliary dra
inage? Surgeon Care Cancel. 2013;(21):2321–2326. 16. Кулезнева Ю. В., Бруслик С. В., Мусаев Г. Х. и др. Антеградные методы декомпрессии желчных протоков:
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zhelchnyh protokov: evolyuciya i spornye voprosy. Annaly
khirurgicheskoj gepatologii. 2011;16(3):35–41. (In Russ.). 17. Борисова Н. А., Борисов А. Е., Кареев А. В. Эндоби-
лиарные методы коррекции механической желтухи: руко-
водство по хирургии печени и желчевыводящих путей. Т. 2 /
под ред. А. Е. Борисова. – СПб.: Скифия, 2003. – С. 254–281. 17. Borisova N. A., Borisov A. E., Kareev A. V. Endobiliarnye
metody korrekcii mekhanicheskoj zheltuhi: Rukovodstvo po
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Outra era a vez: reescrevendo Chapeuzinho Vermelho
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Velha história em roupa nova:
revisitando Chapeuzinho
Vermelho
Ana Maria Clark Peres
Universidade Federal de Minas Gerais
O
riginários de antigas lendas e mitos, e de início transmitidos
oralmente de geração em geração, os contos de fadas vêm
seduzindo há séculos crianças dos mais diversos países, além de
constituírem objeto de estudo de inúmeros pesquisadores. Dentre os contos
adaptados e registrados em livro por Charles Perrault no final do século XVII,
na França, e pelos irmãos Grimm no início do século XIX, na Alemanha, há
longos anos venho destacando um em especial: Chapeuzinho Vermelho.1
Inicialmente, interessei-me em investigar as variadas traduções
brasileiras do conto francês e também da versão alemã, tendo mais tarde
procurado analisar algumas recriações livres da antiga narrativa, destinadas
ou não às crianças, como a de Chico Buarque, a de Guimarães Rosa e a do
teatrólogo Antunes Filho. Instigada pelo fato de a história não cessar de
chamar a atenção de crianças e adultos ainda hoje, mais recentemente optei
por verificar como vem se apresentando o antigo conto em suportes
1
Vale ressaltar que “Chapeuzinho Vermelho” é, originalmente, um conto
admonitório, que recebeu um tratamento literário por parte de Perrault. De
acordo com estudiosos de linha francesa, ao adaptar por escrito diversas
narrativas populares e orais, Perrault inaugura o “gênero literário” conto de
fadas, o qual não necessita obrigatoriamente apresentar fadas em seu enredo.
Com relação a esse “gênero”, destaque-se, por exemplo, a cuidadosa
publicação dirigida por Olivier Piffault, Il était une fois... les contes de fées,
lançada por ocasião da exposição de mesmo nome organizada pela
Biblioteca Nacional da França em 2001. O site da referida exposição está
disponível em <http://expositions.bnf.fr/contes/index.htm>.
191
Velha história em roupa nova:... Ana Maria Clark Peres – p.191-200
tecnológicos atuais: CD, CD-ROM, fita VHS, DVD e e-book. As seguintes
questões iniciais nortearam minha nova investigação: ao ser transmitida por
meio desses novos suportes, a velha história da menininha que atravessa um
bosque para ir visitar sua avó e no meio do caminho encontra um lobo mau,
teria sofrido alterações inventivas em sua estrutura narrativa que visassem a
adequá-la às especificidades das crianças contemporâneas? Ou, diferentemente,
foram mantidos fielmente os enredos clássicos de Perrault e dos irmãos
Grimm? A essas questões, outras se somaram no desenrolar da pesquisa, quais
sejam: por que o velho conto ainda interessaria tanto o público infantil e
mesmo o adulto, continuando a ser oferecido às crianças do século XXI? Que
ideal de criança subjaz às produções brasileiras contemporâneas, comparado
ao ideal de criança dos séculos XVII, XVIII e XIX na Europa, ocasião em que
versões escritas de Chapeuzinho Vermelho fizeram tanto sucesso? Novos
recursos tecnológicos seriam sempre capazes de provocar inovações
significativas de histórias tradicionais, constituindo, de fato, um espaço de
reinvenção? Buscando responder a essas questões, opto por focalizar
inicialmente alguns pontos das adaptações escritas de Perrault e Grimm, que,
sem dúvida, provocaram as novas versões.
Com relação ao texto de Perrault, graças a pesquisas de Paul Delarue
e Marie-Louise Tenèze, podemos ter hoje uma idéia das versões orais que
inspiraram o escritor francês, das quais destaco as seguintes invariantes: a
menina que leva pão e leite a sua avó, a mando da mãe, não usa capuz
vermelho ou de qualquer outra cor; cenas violentas se apresentam na narrativa
(o animal mata a avó, despeja seu sangue numa garrafa e corta sua carne em
fatias, colocando tudo em uma travessa sobre uma arca), incluindo-se aí cenas
de canibalismo (o lobo sugere à menina que coma aquele “alimento” e tome
aquele “vinho”, no que é prontamente atendido); ao chegar à casa da avó, a
garota recebe logo um convite para tirar a roupa e se deitar na cama com o
animal; o que acontece em seguida pode ser considerado um verdadeiro striptease da menina, que, após desvencilhar-se de cada peça de roupa, pergunta
ao lobo onde colocá-la, escutando dele a indicação de que deve jogá-la no
fogo; finalmente, uma vez deitada na cama com o animal, a menina lhe faz
perguntas que refletem seu estranhamento quanto aos pêlos, os ombros, as
unhas e os dentes do lobo, que acaba por comê-la após a última pergunta.2
2
Cf. DARNTON, 1986, p. 21-22.
192
Revista do CESP – v. 26, n. 35 – jan.-jun. 2006
Perrault suprime os elementos mais “chocantes” dessas versões orais,
por exemplo, a cena em que a criança é convidada a comer a carne e o sangue
da avó. Omite, igualmente, o lento strip-tease da menina diante do lobo,
mantendo, contudo, uma boa dose de erotismo em sua narrativa, já que
Chapeuzinho, “a mais linda” de quantas já se viram, se deita, nua, na cama
em que está o animal e logo faz referência a suas pernas. O objetivo do conto
é, sem dúvida, alertar as crianças contra os “perigos” do sexo. Senão, vejamos
a moral após o relato: que as meninas, sobretudo as mais bonitinhas, não
parem para escutar estranhos, principalmente os lobos mais doces e gentis,
que, dentre todos, são os mais perigosos. Não podemos nos esquecer de
que, nessa época, uma nova concepção de infância começa a predominar
na sociedade francesa: consideradas como seres inocentes (assexuados),
ingênuos, frágeis, débeis, irracionais, as crianças vão sendo descobertas,
particularizadas e isoladas do mundo adulto capaz de “corrompê-las”. É para
essas crianças – para educá-las e distraí-las – que escreve Perrault (recordemos
que, em sua narrativa, Chapeuzinho, além de “linda”, é também uma “pobre
menina” que não sabia como é perigoso parar para escutar um lobo).
Apoiando-se nessa visão da infância, o autor teria identificado a mentalidade
popular à mentalidade infantil, ambas pouco desenvolvidas – a primeira,
devido à condição social; a segunda, à idade – e é considerado um dos
criadores da literatura infantil.3 O principal acréscimo introduzido em sua
narrativa concerne ao chapeuzinho vermelho usado pela menina com tanta
freqüência, que passa a nomeá-la.
Mais de cem anos após a publicação de Perrault, começam a surgir na
Alemanha, em 1812, as adaptações de contos populares feitas pelos irmãos
Grimm, filólogos e folcloristas que se preocuparam em fixar as narrativas orais
de seu país. Se compararmos a versão alemã de Chapeuzinho Vermelho com
a francesa, encontraremos várias diferenças, dentre as quais ressalto as
seguintes: a menina não é “a mais linda”, mas “pequena e meiga”; entregando
à filha um bolo e uma garrafa de vinho para serem levados à avó (e não o
potinho de manteiga, como em Perrault), a mãe de Chapeuzinho Vermelho
lhe dá inúmeras lições de bom comportamento, inexistentes na versão
francesa; ao chegar à casa da avó, a menina não se deita na cama com o lobo
3
A esse respeito, remeto o leitor para os trabalhos de Philippe Ariès, História
social da criança e da família, e de Marc Soriano, Contes de Perrault:
culture savante et traditions populaires.
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Velha história em roupa nova:... Ana Maria Clark Peres – p.191-200
(tampouco é convidada a fazê-lo); no diálogo com o animal, ela não menciona
as pernas do lobo; o desenlace não é trágico, como na versão francesa, mas
feliz, com a intervenção providencial de um caçador, que salva Chapeuzinho
e sua avó; o lobo morre, e a menina promete nunca mais desobedecer à mãe.
Os Grimm publicaram também um outro conto, que relata uma nova visita
de Chapeuzinho Vermelho à avó: chegando à floresta, mais um lobo tenta
desviá-la do caminho, mas ela não lhe dá atenção, pois, de fato, aprendera a
lição; já na casa da avó, as duas armam um plano para destruir o animal.
Observemos que a versão dos irmãos Grimm, bem menos elaborada que a
de Perrault, incorpora à narrativa lições explícitas a serem transmitidas às
crianças, além de atenuar as cenas mais “eróticas” do conto francês. Tudo
isso em nome de um ideal de criança, inocente, cuja “pureza”, “ingenuidade”
e “fragilidade” devem ser preservadas (lembremos que a moral de Perrault é
fora da história e comumente não aparece nas traduções do conto no Brasil).
A partir dessas duas adaptações clássicas, Chapeuzinho Vermelho
recebeu, nos mais diversos países, inúmeras traduções e adaptações. Numa
pesquisa anterior, em que considerei quarenta dessas traduções, publicadas
no Brasil de 1953 a 1998, cheguei a levantar as seguintes insistências nos textos
traduzidos ou adaptados: omissão de partes da narrativa, sobretudo de cenas
que envolvem a maldade do lobo, bem como o convite que faz à menina para
se deitar com ele, além da morte da avó e de Chapeuzinho; acréscimo de
informações as mais variadas (muita ação, diálogos e descrições extras,
intensificação da afetividade, através do uso de diminutivos e adjetivos –
clichês de linguagem); ênfase no tom moralizador.4
Posteriormente, como já foi dito, analisei algumas recriações de
Chapeuzinho Vermelho, destinadas ou não às crianças, a saber: Chapeuzinho
Amarelo, de Chico Buarque, “Fita verde no cabelo (Nova velha estória)”, de
Guimarães Rosa, e a peça “Nova velha história”, de Antunes Filho. Dialogando
com proposições lacanianas sobre os registros do Simbólico, do Imaginário
e do Real, intentei abordar a especial relação que essas recriações mantêm
com o Real, tendo em vista especificidades temporais e culturais.
Surpreenderam-me, igualmente, as conclusões desse estudo, pois, nele, pude
perceber que as produções que trazem um nível mais radical de invenção (e
que são capazes de tocar em fragmentos de Real, no fora de sentido) não
são inicialmente endereçadas às crianças, como é o caso do conto de
Guimarães Rosa e da peça de Antunes Filho.
4
Cf. PERES, 2000, p. 186-187.
194
Revista do CESP – v. 26, n. 35 – jan.-jun. 2006
Mas, lidando ainda com Chapeuzinho Vermelho, o objetivo deste
trabalho, insisto, foi verificar como vem se apresentando o antigo conto em
suportes tecnológicos atuais. Para a escolha do corpus da investigação, utilizei
um site de procura da internet e lojas virtuais, onde adquiri três CDs, dois
CD-ROMs, uma fita VHS e um DVD. De início, destaco que as imagens dos
CD-ROMs se fazem acompanhar de um texto escrito. O e-book, por sua vez,
foi baixado gratuitamente de um site especializado. Busquei ter acesso, pois,
àquele material que mais facilmente chega às mãos dos interessados, sejam
eles crianças ou adultos, numa facilidade que o mundo contemporâneo, com
sua tecnologia avançada, pôs à nossa disposição. A análise dessas oito novas
versões do “velho” conto continuou me surpreendendo, e é um apanhado
do trabalho que apresento a seguir.
Das oito versões, cinco (apresentadas em dois CDs, dois CD-ROMs e
no DVD) não indicam se se trata de adaptação de Perrault ou dos irmãos
Grimm, mas o final feliz presente em todas elas aproxima-as, de alguma
maneira, da versão alemã. Duas afirmam ser originárias de Perrault (fita VHS
e e-book). Destas, uma, a do e-book, mistura elementos do conto francês e
do alemão: o começo é de Perrault, e o final é dos Grimm; a outra, aproximase apenas do conto dos Grimm.
Considerando que a história é apresentada em suportes tecnológicos
inovadores, e já que não se mantêm intactos os enredos clássicos de Perrault
e Grimm, era de se esperar que houvesse também uma reinvenção da trama
do relato, mas essa expectativa acabou não se confirmando. É bem verdade
que algumas inovações puderam ser percebidas, e são elas que destaco
inicialmente.
Em certas versões, por exemplo, ao encontrar-se com Chapeuzinho
na floresta, o lobo apresenta-se à menina disfarçado, fato inexistente nos
contos originais, sendo que ele se disfarça de viajante, de lobo vegetariano
ou declara ser médico e chamar-se Dr. Vilas Lobo (isso em CDs). Já num CDROM, o lobo, escondido no meio de folhagens, afirma ser o Anjo da Floresta.
Na fita de VHS, sua primeira aparição acontece atrás de uma árvore; semiescondido, tem uma pele de cordeiro sobre os ombros. Logo a seguir, vemos
o animal fantasiado de lenhador e, mais tarde, de velho, com barbas brancas.
Já na fita de DVD, ele se fantasia de borboleta, e tem jeito de bebê, na imagem.
Vários desses disfarces do lobo visam a algum tipo de adequação ao
mundo contemporâneo e também à tentativa de introdução do humor nas
histórias. O CD cuja história é narrada por Lilia Cabral, atriz da Rede Globo
de Televisão, é o que mais enfatiza esses aspectos. Nele, o lobo é roqueiro,
195
Velha história em roupa nova:... Ana Maria Clark Peres – p.191-200
“metaleiro”, usa gírias com freqüência (“Pintava no pedaço”; “Cheguei,
macacada”; “E aí, gata, está a fim de curtir um som da pesada?” etc). Diz-se
que ele tem uma longa cabeleira oxigenada e veste uma camiseta onde se lê:
“Fera radical”. Usa também jaqueta de couro, pulseira em todas as patas,
brincos nas orelhas, no nariz e no rabo, bem como óculos escuros
espelhados. Toca guitarra e tem um walkman “martelando rock pauleira a
todo volume”. Ao ser indagado por Chapeuzinho sobre sua voz, afirma, mais
no final da história: “Minha voz continua a mesma, mas os meus cabelos...”,
remetendo-nos a uma antiga propaganda de xampu apresentada na televisão.
Quando é ameaçado pelos lenhadores, o animal pede-lhes que não sejam
violentos, “pois tem criança no recinto”. Ainda nesse CD, encontramos,
igualmente, um apelo à ecologia: a avó, vegetariana, havia se mudado para o
campo em razão da poluição das cidades grandes.
Mais uma inovação encontrada nas versões analisadas é a tentativa de
contextualização da história, com a intromissão de motivos brasileiros. Por
exemplo, em algumas delas, Chapeuzinho leva à avó biscoitos de polvilho,
compota, pão de queijo. Em outra, um bem-te-vi, que é o narrador, bem como
os caçadores que aparecem no final têm sotaque do interior paulista ou
mineiro, apresentando-se em cena com música caipira ao fundo. Em
determinada versão, quando a Chapeuzinho desaparece porque foi comida
pelo animal, a mãe acredita que a filha foi seqüestrada. Uma outra novidade
presente na história narrada pela atriz global acontece quando, após se afirmar
que a menina não seguiu os conselhos da mãe, acrescenta-se: “Não é só
porque era esquecida, mas se fizesse tudo certinho, não haveria história para
ser contada.”
Outras inovações, estas dos CD-ROMs, são os jogos interativos que
acompanham a história, dos mais variados tipos: quebra-cabeça; jogo da
memória; cruzadinha; jogo dos 5 erros etc. É importante ressaltar que o CDROM da Coleção Disquinho apresenta um acabamento muito superior aos
demais, e a voz de Chapeuzinho é mesmo de uma criança; menos artificial,
portanto. Apesar dessas novas propostas, a trama do conto nas diversas
versões mantém-se apoiada, insisto, em Grimm, ainda que a referência ao
nome dos folcloristas alemães seja suprimida.
Se os eixos norteadores da trama permanecem inalterados, curiosamente
há o reforço de alguns itens já presentes nas adaptações clássicas, além de
determinados acréscimos, ambos não exatamente inventivos. Senão, vejamos.
A idealização que marca os contos tradicionais (menina linda, meiga,
inocente; floresta repleta de flores e borboletas etc) é sublinhada nas versões
196
Revista do CESP – v. 26, n. 35 – jan.-jun. 2006
contemporâneas. Estereótipos povoam as histórias, em textos e imagens. Por
exemplo, insistentes e irritantes pios de passarinho são, com freqüência, o
fundo “musical” nos CDs e CD-ROMs. Chapeuzinho continua a ser descrita
como “uma linda menina”, e mais: “de olhos muito azuis, pele clarinha e faces
coradas”. Por vezes, canções ao fundo louvam a beleza da mata na primavera,
alertando ao mesmo tempo para seus perigos, sobretudo o representado pelo
lobo mau. No CD-ROM da Coleção “Contos clássicos”, a imagem é animada:
fica “tremelicando” e apresenta a menina abrindo e fechando os olhos, os
passarinhos piando e fazendo ligeiros movimentos repetitivos. A página não
se altera sozinha e, se não providenciamos logo sua mudança, a repetição
estridente de sons beira o insuportável. A voz da menina é imbecilizada; os
recursos são pobres, repetitivos. Nesses casos, a nova tecnologia não evitou,
portanto, os estereótipos; ao contrário, só fez aguçá-los em alguns aspectos.
Na fita de VHS, as imagens do desenho animado são também altamente
clicherizadas. A história é repleta de animaizinhos (apelo ao “infantil”?): há
veadinhos, passarinhos, castores, além dos intermináveis (e inevitáveis, pelo
visto) pios de passarinho como “música” de fundo. Uma cantiga fala em
“criança adorável”, em “raio de sol [que] cintila no espelho”, na “beleza de
menina [que] me faz feliz”, em “todo amor e carinho” etc.
Em outras versões, encontramos também muitos diminutivos, excesso
de adjetivos, imagens de coraçõezinhos e demais recursos “melosos”. O apelo
ao “infantil” aparece, igualmente, na referência a determinadas comidas e
bebidas que costumam ser atraentes às crianças: doces, tortas, suco de maçã,
bolo de chocolate, katchup. A música do compositor João de Barrro
(Braguinha) é reproduzida na maioria das histórias: “Pela estrada afora, eu
vou bem sozinha, levar estes doces para a vovozinha...”
Considerando que as adaptações de Perrault e Grimm já pressupõem
ensinamentos diversos a serem assimilados pelo público infantil, note-se que
as versões em suportes tecnológicos atuais, por sua vez, intensificam também
esse aspecto. Um exemplo paradigmático pode ser encontrado na capa da
fita de VHS, onde se lê: “Esta divertida aventura vai manter as crianças atentas
na história e nas cativantes canções; aprendendo lições importantes sobre o
respeito aos ensinamentos e a ajuda ao próximo”. Lições diversas perpassam,
de fato, não apenas esta, mas várias outras versões da história, a saber: os
conselhos e instruções da mãe são consideravelmente ampliados e
detalhados; mesmo a menina não se furta a dar lições e prestar ajuda aos
animaizinhos que encontra no caminho; o final, já bastante moralizador no
texto dos Grimm, é normalmente realçado, com a introdução de lembretes
197
Velha história em roupa nova:... Ana Maria Clark Peres – p.191-200
os mais variados às crianças. A preocupação em instrui-las aparece inclusive
num dos jogos propostos em um CD-ROM, que visa a esclarecer a origem
do cultivo de certos legumes e frutas.
Se nas versões contemporâneas o lobo ganha roupas novas, mais em
sintonia com a moda atual adotada por alguns jovens, Chapeuzinho continua
vestindo sua velha capinha vermelha e se comportando como a garotinha
ingênua, inocente, aquela que “não tem maldade alguma no coração”.
Normalmente, a menina acredita piamente em todos os disfarces precários
do lobo (até quando ele se fantasia de borboleta) e em todas as incongruências
ditas por ele. Com freqüência, a voz da garota, reproduzida artificialmente
por intérpretes adultos, é imbecilizada. Por vezes, também a ingenuidade da
avó (“tolinha como ela só”) é reforçada.
Para dar ênfase aos ensinamentos morais, há sempre conversas e
explicações sobre a vida familiar de Chapeuzinho (inclusive sobre o pai da
garota), que só retardam a narrativa. Na maior parte do tempo, Chapeuzinho
passeia pela floresta, ou conversa com o lobo, ou este conversa com a avó,
ou ainda os lenhadores conversam entre si, e essas conversas chegam a ser
exaustivamente longas.
Acontece, igualmente, muita ação, correria, brigas. Seria esse excesso
mais um apelo ao “infantil”, partindo-se do pressuposto de que criança só
suportaria história com muita, muita ação? Nas correrias intermináveis, há
gritos e tentativas de humor, como já foi assinalado, mas freqüentemente,
de um “humor-pastelão”.
Ao lado desses acréscimos, encontramos também omissões no que
concerne às adaptações originais. Por exemplo, além de comumente o lobo
deixar de ser mau para tornar-se supostamente cômico, não é raro a avó e/
ou a menina não serem comidas por ele. Tudo isso para que não se
apresentem enredos “pesados” às “débeis” criancinhas de hoje?
O que concluir desse breve apanhado?
Primeiramente, não podemos deixar de constatar que a persistência
do conto Chapeuzinho Vermelho sinaliza para a sua perene atualidade.
Considerado por muitos como a história mais popular do mundo, creio que
ele continua a nos tocar precisamente por trazer, de forma tão escancarada,
o Real: do sexo, do mal, da morte. Curiosamente, ainda que tocados, ao que
tudo indica, por esse Real, os adaptadores contemporâneos tentam
desconsiderá-lo, omitindo as cenas em que ele se insinua, como se às crianças
o Real não fizesse questão.
Além disso, as alterações pouco inventivas efetuadas nos enredos
clássicos e o reforço de tantos estereótipos evidenciam que as versões atuais,
em sua grande maioria, mesmo apelando para novas tecnologias, pressupõem
198
Revista do CESP – v. 26, n. 35 – jan.-jun. 2006
uma criança ainda mais débil, inocente, ingênua e incapaz do que a dos
séculos passados.
Note-se que adultos “zelosos” continuam se sentindo na obrigação de
alertá-la contra os tantos “perigos” que a rodeiam, esquecendo-se, contudo,
de um outro perigo: o de subestimar a infância, oferecendo-lhe justamente
o que há de mais ultrapassado na velha história, que se reapresenta em cena
de roupa nova, talhada segundo a moda de artifícios chamativos, mas
superficiais e vazios.
Referências bibliográficas
ARIÈS, Philippe. História social da criança e da família. Trad. Dora Flaksman.
2ª ed. Rio de Janeiro: Zahar, 1981.
DARNTON, Robert. O grande massacre de gatos: e outros episódios da
história cultural francesa. Trad. Sonia Coutinho. Rio de Janeiro: Graal, 1986.
PERES, Ana Maria Clark. La traduction des contes des fées: l’enfant entre la
tradition et l’avenir. In: BEEBY, Allison; ENSINGER, Doris; PRESAS, Marisa
(Coord.). Investigating translation: select papers from the 4th International
Congress on Translation, Barcelona, 1998. Amsterdam: John Benjamins
Publishing Company, 2000. p. 186-187.
PIFFAULT, Olivier (Dir.) Il était une fois... les contes de fées. Paris: Seuil/
Bibliothèque nationale de France, 2001.
SORIANO, Marc. Les contes de Perrault: culture savante et traditions
populaires. Paris: Gallimard, 1968.
Documentos eletrônicos
<http://expositions.bnf.fr/contes/index.htm>. Acesso em 30 de novembro
de 2004.
CHAPEUZINHO
Vermelho.
Disponível
em
<hhttp://
virtualbooks.terra.com.br/freebook/infantis/chapeuzinho_vermelho.htm>.
Acesso em 05 de março de 2005.
CHAPEUZINHO Vermelho, Manaus, Sonpress, [s.d.], 1 CD, digital audio.
CHAPEUZINHO Vermelho, Manaus, Angels Recors, [s.d]. 1 CD, digital audio
(Eternos contos, 1).
199
Velha história em roupa nova:... Ana Maria Clark Peres – p.191-200
CHAPEUZINHO Vermelho, [s.l.], Bandeirantes, Artes Gráficas e Editora Sesil,
[s.d.]. 1 CD, digital audio. Acompanha livreto. (Contos clássicos).
CHAPEUZINHO Vermelho, [Manaus], Goodtimes, 1995. 1 fita de vídeo (45
minutos), VHS, son., color., dublado.
CHAPEUZINHO Vermelho, Manaus, [s.l.], Cooperdisc, [s.d.]. 1 DVD (30 min.),
color., dublado. (Vídeo brinquedo).
LILIA Cabral conta Chapeuzinho Vermelho, Manaus, Sonopress, [s.d.]. 1 CD,
digital audio. (Coleção infantil Olha quem está contando).
O CHAPEUZINHO Vermelho, Manaus, Warner Musica Brasil, 2003. 1 CDROM. Acompanha livreto. (Disquinho).
Resumo
Este estudo tem como objetivo analisar a apresentação do antigo conto
Chapeuzinho Vermelho em CD, CD-ROM, VHS, DVD e e-book.
Résumé
Il s’agit dans cette étude d’analyser la présentation de l’ancien récit Le Petit
Chaperon rouge en CD, CD-ROM, VHS, DVD et e-book.
200
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|
https://openalex.org/W2204245756
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https://europepmc.org/articles/pmc4673502?pdf=render
|
English
| null |
A coherent transcriptional feed-forward motif model for mediating auxin-sensitive PIN3 expression during lateral root development
|
Nature communications
| 2,015
|
cc-by
| 14,091
|
ARTICLE Received 3 Jan 2015 | Accepted 7 Oct 2015 | Published 18 Nov 2015 A coherent transcriptional feed-forward motif
model for mediating auxin-sensitive PIN3
expression during lateral root development Qian Chen1,2,3, Yang Liu1,2,4, Steven Maere1,2, Eunkyoung Lee5, Gert Van Isterdael1,2, Zidian Xie6, Wei Xuan1,2,
Jessica Lucas5, Valya Vassileva1,2,7, Saeko Kitakura1,2,8, Peter Marhavy´9,10, Krzysztof Wabnik1,2,9, Niko Geldner10,
Eva Benkova´9, Jie Le11, Hidehiro Fukaki12, Erich Grotewold6, Chuanyou Li3, Jirˇı´ Friml1,2,9, Fred Sack5,z,
Tom Beeckman1,2 & Steffen Vanneste1,2 Multiple plant developmental processes, such as lateral root development, depend on auxin
distribution patterns that are in part generated by the PIN-formed family of auxin-efflux
transporters. Here we propose that AUXIN RESPONSE FACTOR7 (ARF7) and the
ARF7-regulated FOUR LIPS/MYB124 (FLP) transcription factors jointly form a coherent
feed-forward motif that mediates the auxin-responsive PIN3 transcription in planta to steer
the early steps of lateral root formation. This regulatory mechanism might endow the PIN3
circuitry with a temporal ‘memory’ of auxin stimuli, potentially maintaining and enhancing the
robustness of the auxin flux directionality during lateral root development. The cooperative
action between canonical auxin signalling and other transcription factors might constitute a
general mechanism by which transcriptional auxin-sensitivity can be regulated at a
tissue-specific level. 1 Department of Plant Systems Biology, VIB, Ghent 9052, Belgium. 2 Department of Plant Biotechnology and Bioinformatics, Ghent University, Ghent 9052,
Belgium. 3 State Key Laboratory of Plant Genomics, National Centre for Plant Gene Research, Institute of Genetics and Developmental Biology, Chinese
Academy of Sciences, Beijing 100101, China. 4 Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing 100081, China. 5 Department of Botany, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada. 6 Center for Applied Plant Sciences (CAPS) and
Department of Molecular Genetics, The Ohio State University, Columbus, Ohio 43210, USA. 7 Institute of Plant Physiology and Genetics, Bulgarian Academy
of Sciences, Academik Georgi Bonchev Street, Sofia 1113, Bulgaria. 8 Department of Biological Sciences, Graduate School of Science, Osaka University, Osaka
560-0043 Japan. 9 Institute of Science and Technology Austria, Klosterneuburg 3400, Austria. 10 Department of Plant Molecular Biology, UNIL-Sorge,
University of Lausanne, Lausanne 1015, Switzerland. 11 Key Laboratory of Plant Molecular Physiology, Institute of Botany, Chinese Academy of Sciences, Beijing
100093, China. 12 Department of Biology, Graduate School of Science, Kobe University, 1-1 Rokkodai, Kobe 657-8501, Japan. Correspondence and requests for
materials should be addressed to T.B. (email: tobee@psb.vib-ugent.be) or to S.V. (email: stnes@psb.vib-ugent.be). zDeceased on June 30, 2015. 1 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. Results
FOUR L 1e). Together with its early,
SLR/IAA14-ARF7-dependent expression, we hypothesized that
FLP could be a direct target of ARF7. Therefore, we performed
ChIP analyses using anti-GR antibodies on proARF7::ARF7-GR/
arf7 arf19. In the absence of DEX, none of the fragments were
significantly enriched (Fig. 1f). By contrast, the FLP_P2 amplicon
became significantly enriched when plants were treated with
DEX, while the enrichment of neither FLP_P1 nor ACTIN2
changed significantly (Fig. 1f). Together these data demonstrate
that FLP is a direct target of ARF7. Auxin
transporters
of
the
PIN-formed
(PIN)
family16
contribute to nearly every step of these regulatory auxin
flows6,12,13. Prominently among the LR-regulating PINs is
PIN3, which is transiently expressed in the endodermis cells
overlaying FCs to promote their transition to LR initiation12, and
is later in development also expressed in LR primordium-
overlaying tissues to facilitate LR emergence6. These examples
demonstrate the importance of dynamic PIN expression patterns
in LR development. p
The canonical auxin signalling pathway has been implicated as
the main mechanism for regulating PIN expression6,17. This
pathway
is
defined
by
the
auxin-induced
proteolysis
of
transcriptional
repressor
of
the
Aux/IAA
family,
thereby
derepressing
auxin
response
transcription
factors
(ARFs)8. Expression of different combinations of members of both
protein families within a single cell is believed to define
different auxin responsive transcriptional outputs18–20. Detailed
analyses of dynamic transcriptional changes associated with
auxin-induced and gravity-induced LR formation start revealing
the underlying gene regulatory networks21. Besides the canonical
auxin signalling pathway, several other transcription factors have
been implicated in transcriptional control over PINs; the MADS-
box
XAANTAL2
(XAL2/AGL14)
and
INDETERMINATE
DOMAIN (IDD) (IDD14, IDD15, IDD16) transcription factors
were recently identified as direct regulators of PIN1 and/or PIN4
through direct binding to the respective promoters22,23. However,
almost nothing is known about how such regulators bind to
cis-elements in the PIN regulatory regions and how they are
integrated with the canonical auxin signalling pathway to regulate
PIN expression during organogenetic processes such as LR
development. We previously demonstrated that PIN3 shows remarkably
dynamic expression during the patterning of stomatal complexes
in the leaf epidermis24. We thus investigated whether the
mechanisms controlling PIN3 expression are similar during
stomatal and LR development. Two genes involved in the late
steps of stomatal development encode the transcription factors
FOUR LIPS (FLP)/MYB124 and its closest paralogue MYB88
(ref. 25). Results
FOUR L The plant hormone auxin commonly plays a master role in
organogenesis
and
morphogenesis8,
as
is
explicit
for
LR
development9. In the lateral root cap, the auxin precursor
indole-3-butyric acid is converted to indole-3-acetic acid (IAA),
feeding auxin into the root clock, thereby stimulating prebranch
site formation10. Auxin accumulation drives the acquisition of FC
identity in pericycle cells11, and the subsequent transition from
FC to LR initiation requires stabilization of auxin signalling in
these cells12. Subsequent LR patterning and morphogenesis are
orchestrated by dynamic auxin flows6,13,14 as well as by complex
interactions with surrounding tissues4,5,7,15. FOUR LIPS is a direct target of ARF7. While FLP is best known
for its role in the late stages of stomatal development25, we
observed prominent FLP promoter activity in developing LR
primordia (Fig. 1a; Supplementary Fig. 1a). Given the importance
of auxin in triggering LR development, we probed whether FLP
expression is induced by auxin. In auxin-treated roots, transcripts
of PIN3, as well as the expression of GATA23 and ACR4, which
are hallmarks of LR initiation29,30, were rapidly upregulated
(Fig. 1b). Similarly, transcripts of FLP, but not of MYB88, were
also strongly auxin responsive (Fig. 1b). This auxin-activated FLP
expression can be found in xylem pole pericycle cells, the cell type
where LRs originate from (Supplementary Fig. 1b). The auxin
signalling pathway that is central to LR induction depends largely
upon the presence of the Auxin Response transcription Factor7
(ARF7) and SOLITARY ROOT/IAA14 (SLR)9. Together, these
proteins define a canonical auxin pathway that regulates trans-
criptional changes associated with auxin-induced LR initiation. High auxin levels activate ARF7 transcriptional activity by
destabilizing its interaction partner SLR/IAA14 (ref. 31). A
gain-of-function mutation in SLR/IAA14 (slr-1), or loss-of-
function mutations in the ARF7 and ARF19 genes disrupt auxin
signalling to the extent that the respective (primary) roots are
completely devoid of LRs32,33. We then tested whether the auxin
inducible expression of FLP depends upon SLR/IAA14-ARF7-
based auxin signalling. In slr-1 and in proARF7::ARF7-GR/arf7
arf19 mutants, FLP expression was reduced and almost com-
pletely insensitive to auxin treatment (Fig. 1c). Moreover, when
ARF7 functionality was restored to proARF7::ARF7-GR/arf7 arf19
via dexamethasone (DEX/NAA co-treatment), FLP transcription
regained auxin-responsiveness. A nearly identical expression
profile was found for PIN3 (Fig. 1d), which suggests it represents
a direct target of this auxin signalling pathway6,17. FLP contains
two canonical AuxREs in the 50 region upstream of its start codon
(included in FLP_P2 amplicon) (Fig. ARTICLE ARTICLE P
lant growth involves the reiterative formation of post-
embryonic organs such as lateral roots (LRs), tailoring the
root architecture to environmentally imposed limitations. Typically, LRs are regularly spaced along the main root. The
mechanism that controls this regular spacing involves oscillatory
gene expression in the elongation zone of the primary root
meristem1, also called the root clock2. This mechanism defines
groups of cells that are competent to form LR primordia
(prebranch
sites). Xylem
pole
pericycle
cells
within
such
prebranch sites can become LR founder cells (FCs) that
subsequently can be activated to initiate a LR primordium3. Throughout subsequent developmental stages, the nascent LR
primordium communicates with the overlaying root tissues to
facilitate LR emergence4–7. P
l
r auxin responsive, downstream of ARF7, and that FLP binds
directly to the PIN3 promoter as part of the molecular
mechanism
that
controls
its
auxin-sensitive
expression. Together, FLP and ARF7 could define a coherent feed-forward
motif that controls PIN3 expression. Mathematical modelling
reveals that such transcriptional circuit could generate a temporal
‘memory’ of auxin stimuli, potentially enhancing the robustness
of the auxin flux patterns. Consistently, the corresponding cis-
regulatory modules in the PIN3 promoter are required for normal
auxin-responsive PIN3-YFP expression that can complement the
LR defect in pin3 mutants. The feed-forward transcriptional
circuit that we propose for auxin-sensitive PIN3 transcription
thus seems critical for PIN3-controlled LR development. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited All rights reserved Results
FOUR L Scale bar, 50 mm. (b) qRT-PCR analysis
of GATA23, ACR4, PIN3, FLP and MYB88 expression during a 12 h auxin (10 mM NAA) time course from roots of 6-day-old WT seedlings. Expression
levels were normalized to those of ACTIN2. (c,d) Relative auxin-inducibility (6 h, 10 mM NAA) of (c) FLP and (d) PIN3 in WT (±10 mM DEX for 6 h), slr-1,
and proARF7::ARF7-GR/arf7 arf19 (±10 mM DEX for 6 h). Samples with different letters are significantly different: P o0.05 (Fisher’s LSD mean separation
test). (e) Schematic presentation of the FLP promoter (3.0 kb upstream of the translational start site at position ( þ 1) with indication of the regions
targeted for ChIP analysis (FLP_P1 and FLP_P2), and the presence of auxin response elements (AuxREs, black triangles) (f) Enrichment of the indicated
DNA fragments (FLP_P1, and FLP_P2) following ChIP using anti-GR antibodies with proARF7::ARF7-GR/arf7 arf19 treated for 6 h with or without DEX. A fragment from the ACTIN2 promoter was tested as a negative control. n ¼ 3. Data are means ± s.d. ***Po0.001 (Student’s t-test). developmental stages. These phenotypes were more pronounced
in the flp-1 myb88 and in the flp-7 myb88 double mutants. Our
results thus reveal a key role for FLP in LR initiation, with MYB88
playing only a minor role, findings that echo the absence
of obvious stomatal defects in the single myb88 mutants25,
and the lack of persistent MYB88 expression in LR primordia
(Supplementary Fig. 1c). consistent with LR initiation defects in cyca2;234 and flp-7 myb88
arising via distinct pathways, suggesting that the flp-7 myb88 LR
defect is at least in part independent of the misregulated
proliferation seen in cyca2;234. Next, we addressed whether perturbation of LR development
resulted from impaired auxin signalling. Therefore, we intro-
gressed the synthetic auxin-response output reporter proDR5::
GUS into flp-7 myb88 (Fig. 2b). Whereas normally this reporter is
prominently expressed in developing LRs, the proDR5::GUS
signal was only weakly detectable in LR primordia of flp-7 myb88
double mutants (Fig. 2b). Because this reduced proDR5::GUS
signal might have resulted from altered auxin signalling and/or
distribution, we analysed the auxin responsiveness of proDR5::
GUS in WT and flp-7 myb88. A 6h auxin treatment equalized the
GUS expression in both the WT and in flp-7 myb88 (Fig. 2b). Moreover,
both
genotypes
showed
near-identical
auxin-
induced increases of IAA19, GATA23 and ACR4 transcripts
(Supplementary Fig. 4). Results
FOUR L I
II
IV
E
VI
V
a I
II
IV
E
VI
V
70
60
50
40
30
20
10
0
0
NAA:
0.5
1
2
4
6
12 (Hours)
GATA23
ACR4
FLP
PIN3
MYB88
Relative expression
Relative expression
Relative expression
FLP
18
16
14
12
10
8
6
4
2
0
a
a
MS
NAA
c
c
d d
e d
b
DEX:
(10 µM)
DEX:
(10 µM)
Col-0
Col-0
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
PIN3
7
6
5
4
3
2
1
0
a
a
MS
NAA
c
c
ded
e d
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
a
b
c
d
a
b
a 70
60
50
40
30
20
10
0
0
NAA:
0.5
1
2
4
6
12 (Hours)
GATA23
ACR4
FLP
PIN3
MYB88
Relative expression
b b a E
VI
V
20
10
0
0
NAA:
0.5
1
2
4
6
12 (Hours)
FLP
PIN3
MYB88
Rela
Relative expression
Relative expression
FLP
18
16
14
12
10
8
6
4
2
0
a
a
MS
NAA
c
c
d d
e d
b
DEX:
(10 µM)
DEX:
(10 µM)
Col-0
Col-0
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
PIN3
7
6
5
4
3
2
1
0
a
a
MS
NAA
c
c
ded
e d
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
c
d
a
b
a Relative expression
DEX:
(10 µM) Col-0
R
PIN3
7
6
5
4
3
2
1
0
a
a
MS
NAA
c
c
ded
e d
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
d
a
b Relative expression
Relative expression
FLP
18
16
14
12
10
8
6
4
2
0
a
a
MS
NAA
c
c
d d
e d
b
DEX:
(10 µM)
DEX:
(10 µM)
Col-0
Col-0
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
PIN3
7
6
5
4
3
2
1
0
a
a
MS
NAA
c
c
ded
e d
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
c
d
a
b
a c Relative enrichment
5
4
3
2
1
0
FLP_P1
FLP_P2
ACTIN2
MS
DEX
f FLP promoter
1 2 + 1
FLP_P1
FLP_P2
1
2
AuxRE1: GAGACA
AuxRE2: GAGACA
e e Figure 1 | FLP is a direct target of ARF7. (a) proFLP::NLS-GFP expression in different stages of LR development. Results
FOUR L FLP and MYB88 act redundantly to restrict guard
mother cell proliferation, in part by repressing the expression of
cell cycle genes26–28. Here, we propose that FLP transcription is A role for FLP and MYB88 in PIN3-regulated LR development. To evaluate the relative contributions of FLP and MYB88
expression to LR development, we analysed the LR phenotypes of
corresponding single and double mutants (Fig. 2a; Supplementary
Fig. 2a,b). Although myb88 single mutants showed a wild-type
(WT) root phenotype, the flp-1 and flp-7 alleles each exhibited
reduced numbers of LRs, including a reduction in the earliest NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 2 & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 I
II
IV
E
VI
V
70
60
50
40
30
20
10
0
0
NAA:
0.5
1
2
4
6
12 (Hours)
GATA23
ACR4
FLP
PIN3
MYB88
Relative expression
Relative expression
Relative enrichment
Relative expression
FLP
18
16
14
12
10
8
6
4
2
0
a
a
MS
NAA
c
c
d d
e d
b
DEX:
(10 µM)
DEX:
(10 µM)
Col-0
Col-0
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
FLP promoter
1 2 + 1
FLP_P1
FLP_P2
1
2
AuxRE1: GAGACA
AuxRE2: GAGACA
PIN3
7
6
5
4
3
2
1
0
a
a
MS
NAA
c
c
ded
e d
–
+
–
–
+
slr-1 proARF7::ARF7-GR
arf7 arf19
5
4
3
2
1
0
FLP_P1
FLP_P2
ACTIN2
MS
DEX
a
b
c
d
f
e
a
b
a
Figure 1 | FLP is a direct target of ARF7. (a) proFLP::NLS-GFP expression in different stages of LR development. Scale bar, 50 mm. (b) qRT-PCR analysis
of GATA23, ACR4, PIN3, FLP and MYB88 expression during a 12 h auxin (10 mM NAA) time course from roots of 6-day-old WT seedlings. Expression
levels were normalized to those of ACTIN2. (c,d) Relative auxin-inducibility (6 h, 10 mM NAA) of (c) FLP and (d) PIN3 in WT (±10 mM DEX for 6 h), slr-1,
and proARF7::ARF7-GR/arf7 arf19 (±10 mM DEX for 6 h). Samples with different letters are significantly different: P o0.05 (Fisher’s LSD mean separation
test). Results
FOUR L (e) Schematic presentation of the FLP promoter (3.0 kb upstream of the translational start site at position ( þ 1) with indication of the regions
targeted for ChIP analysis (FLP_P1 and FLP_P2), and the presence of auxin response elements (AuxREs, black triangles) (f) Enrichment of the indicated
DNA fragments (FLP_P1, and FLP_P2) following ChIP using anti-GR antibodies with proARF7::ARF7-GR/arf7 arf19 treated for 6 h with or without DEX. A fragment from the ACTIN2 promoter was tested as a negative control. n ¼ 3. Data are means ± s.d. ***Po0.001 (Student’s t-test). & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 M
ill
P bli h
Li
it d All i ht
d NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 2.5
2.0
1.5
1.0
0.5
0
LRP density (/cm)
a
a
a
bb
cccc
I
II
III
IV
V
VI
VII
E
LR
a
a
a
bb
cc
cc
Col-0
flp-7
flp-1 myb88
flp-7 myb88
flp-7 myb88 pin3–4
Ler
myb88
flp-1
pin3–4
a
proDR5::GUS
proDR5::GUS/flp-7 myb88
Stage I
Stage VII
Stage I
Stage VII
MS NAA
NAA
NAA 6h
NAA 6 h
6 h
MS
MS
MS
6 h
b
8
6
4
2
0
LRP/cm
proDR5::GFP / WT
proDR5::GFP / flp-1 myb88
6
5
4
3
2
1
0
FC/cm
10
8
6
4
2
0
FC + LRP/cm
c
d
e
Figure 2 | Lateral root phenotypic analysis. (a) Densities of the different LR stages in 6-day-old seedlings of Col-0, Ler, flp-1, flp-7, myb88, pin3-4, flp-1
myb88, flp-7 myb88 and flp-7 myb88 pin3-4. E ¼ just emerged, not yet mature LRs; LR ¼ mature LRs. Data shown are means ± s.d. of at least three
independent experiments, each time sampling (nZ20). Samples in each stage with different letters are significantly different: P o0.05 (Fisher’s LSD mean
separation test). (b) Expression pattern of the auxin response output reporter proDR5::GUS in different LR stages of WTand flp-7 myb88 (±10 mM NAA for
6 h). Scale bar, 50 mm. (c–e) Densities of (c) initiated LR primordia, (d) FCs and (e) the sum of FCs and initiated LR primordia in WT and flp-1 myb88 as
visualized by proDR5::GFP. Data shown are means ± s.e.m. and are representative of at least three independent experiments. (For each experiment, n ¼ 10). **Po0.01 and ***Po0.001 (Student’s t-test). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 ARTICLE
NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 2.5
2.0
1.5
1.0
0.5
0
LRP density (/cm)
a
a
a
bb
cccc
I
II
III
IV
V
VI
VII
E
LR
a
a
a
bb
cc
cc
Col-0
flp-7
flp-1 myb88
flp-7 myb88
flp-7 myb88 pin3–4
Ler
myb88
flp-1
pin3–4
a b b proDR5::GUS
proDR5::GUS/flp-7 myb88
Stage I
Stage VII
Stage I
Stage VII
MS NAA
NAA
NAA 6h
NAA 6 h
6 h
MS
MS
MS
6 h
b 8
6
4
2
0
LRP/cm
proDR5::GFP / WT
proDR5::GFP / flp-1 myb8
6
5
4
3
2
1
0
FC/cm
10
8
6
4
2
0
FC + LRP/cm
c
d
e d 8
6
4
2
0
LRP/cm
proDR5::GFP / WT
proDR5::GFP / flp-1 myb88
6
5
4
3
2
1
0
FC/cm
10
8
6
4
2
0
FC + LRP/cm
c
d
e c e proDR5::GFP / WT proDR5::GFP / WT
proDR5::GFP / flp-1 myb88 proDR5::GFP / flp-1 myb88 proDR5::GFP / flp-1 myb88 Figure 2 | Lateral root phenotypic analysis. (a) Densities of the different LR stages in 6-day-old seedlings of Col-0, Ler, flp-1, flp-7, myb88, pin3-4, flp-1
myb88, flp-7 myb88 and flp-7 myb88 pin3-4. E ¼ just emerged, not yet mature LRs; LR ¼ mature LRs. Data shown are means ± s.d. of at least three
independent experiments, each time sampling (nZ20). Samples in each stage with different letters are significantly different: P o0.05 (Fisher’s LSD mean
separation test). (b) Expression pattern of the auxin response output reporter proDR5::GUS in different LR stages of WTand flp-7 myb88 (±10 mM NAA for
6 h). Scale bar, 50 mm. (c–e) Densities of (c) initiated LR primordia, (d) FCs and (e) the sum of FCs and initiated LR primordia in WT and flp-1 myb88 as
visualized by proDR5::GFP. Data shown are means ± s.e.m. and are representative of at least three independent experiments. (For each experiment, n ¼ 10). **Po0.01 and ***Po0.001 (Student’s t-test). Figure 2 | Lateral root phenotypic analysis. (a) Densities of the different LR stages in 6-day-old seedlings of Col-0, Ler, flp-1, flp-7, myb88, pin3-4, flp-1
myb88, flp-7 myb88 and flp-7 myb88 pin3-4. E ¼ just emerged, not yet mature LRs; LR ¼ mature LRs. Data shown are means ± s.d. of at least three
independent experiments, each time sampling (nZ20). Results
FOUR L These results argue against the idea that pp
y
g
Given FLPs function in restricting proliferation in the stomatal
cell lineage, and its necessity for cell proliferation during early LR
development, we analysed the genetic interaction between flp-7
myb88, and a triple mutant in A2-type cyclins (cyca2;234) at the
level of LR formation (Supplementary Fig. 3). Consistent with the
inherent proliferation requirement for LR formation, the cell
proliferation-impaired cyca2;234 mutants26 exhibited a lower LR
density than the WT, mostly resulting from a reduced level of LR
initiation, a defect comparable to that of flp-7 myb88. Strikingly,
the quintuple mutant flp-7 myb88 cyca2;234 developed much less
LR initiation sites compared to cyca2;234 or flp-7 myb88 alone, 3 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Samples in each stage with different letters are significantly different: P o0.05 (Fisher’s LSD mean
separation test). (b) Expression pattern of the auxin response output reporter proDR5::GUS in different LR stages of WTand flp-7 myb88 (±10 mM NAA for
6 h). Scale bar, 50 mm. (c–e) Densities of (c) initiated LR primordia, (d) FCs and (e) the sum of FCs and initiated LR primordia in WT and flp-1 myb88 as
visualized by proDR5::GFP. Data shown are means ± s.e.m. and are representative of at least three independent experiments. (For each experiment, n ¼ 10). **Po0.01 and ***Po0.001 (Student’s t-test). the LR defect in flp myb88 double mutants is due to a general
reduction in auxin sensitivity. Instead, the altered proDR5::GUS
expression
level
might
be
the
result
of
abnormal
auxin
distribution in flp myb88 double mutants. cumulated densities of FCs and initiated LRPs together that were
comparable to WT (Fig. 2e). An identical LR defect with less
initiated LRPs but more FCs was recently also described for
pin3-4 (ref. 12). This striking resemblance prompted us to test for
genetic interactions between flp-7 myb88 and pin3-4. Analysis of
different stages of LR development confirmed that pin3-4 and
flp-7 myb88 LR defects were highly similar, with the most
prominent
defects
appearing
during
initiation
(Fig. 2a;
Supplementary Fig. 2). Importantly, the LR phenotype in the
flp-7
myb88
pin3-4
triple
mutants
showed
near-identical
reductions in LR initiation as the parental mutants. The
absence of clear additive effects suggests that FLP, MYB88 and
PIN3 act collectively in regulating LR initiation. To further dissect the contribution of defects in auxin transport
to the LR phenotype in flp myb88, we focussed on the earliest
visible stages of LR formation; namely LR FCs (undivided
pericycle cells that exhibit proDR5::GFP expression)11 and LR
initiation sites (FC that have undergone asymmetric cell division). Consistent with our other analyses (Fig. 2a), the densities of
initiated LRPs were reduced in flp-1 myb88 compared with the
WT (Fig. 2c). In contrast, the FC densities in flp-1 myb88 had
dramatically increased compared to WT (Fig. 2d), resulting in NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 4 & 2015 Macmillan Publishers Limited. All rights reserved ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Five different promoter fragments of the PIN3 promoter (FR1-5)
were tested for their ability to interact with FLP via yeast-one-
hybrid assays (Fig. 4a). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Because both the
expression level of FLP and PIN3 are relatively rapidly induced
by auxin and depend upon SLR/IAA14-ARF7 signalling, we
explored whether FLP might be a downstream effector of the
auxin signalling pathway by directly regulating PIN3 expression. However, it has been reported that auxin-inducible PIN3
expression does not require de novo protein synthesis6,17, proPIN3::PIN3-GFP
proPIN3::PIN3-GFP/ flp-1 myb88
proFLP::FLP-GR
flp-1 myb88
proFLP::FLP-GR
flp-1 myb88
255
0
255
0
Stage I
MS
Stage I
MS
Stage VII
MS
Stage VII
MS
Stage I
NAA 6 h
Stage I
NAA 6 h
Stage VII
NAA 6 h
Stage VII
NAA 6 h
8
a
c
b
d
a
b
b
b
b
a
a
MS
NAA 6 h
MS
NAA 6 h
a
a
a
a
b
c
c
c
d
PIN1
PIN3
Relative expression
Relative expression
7
6
5
4
3
2
1
0
7
6
5
4
3
2
1
0
–
–
+
–
–
+
+
+
Col–0
Col–0
DEX:
(10 µM)
DEX:
(10 µM)
Figure 3 | FLP controls PIN3 expression. (a,b) Expression pattern of proPIN3::PIN3-GFP in (a) WT and (b) flp-1 myb88 in early stage (LR initiation,
left panel) and later stage (stage VII, right panel) of LR with or without 6 h auxin treatments (10 mM NAA). Images were taken using identical confocal
settings for all samples. Scale bar, 50 mm. Relative intensities are colour coded. (c,d) Relative auxin-inducible expression (6 h of 10 mM NAA) of
(c) PIN1 and (d) PIN3 determined by qRT-PCR from roots of WT and proFLP::FLP-GR/flp-1 myb88 seedlings (± 10 mM DEX for 6 h). Data shown are
means±s.d. and are representative of at least three independent experiments. Samples with different letters are significantly different: P o0.05
(Fisher’s LSD mean separation test). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Only the fragment FR2 was found to
generate Aureobasidin A (AbA)-resistant yeast growth, suggest-
ing that this fragment can recruit FLP (Fig. 4b). This fragment
contains two sites (FBS1 ¼ AGCCG, FBS2 ¼ TACCC) that meet
the experimentally determined
[A/T/G][A/T/G]C[C/G][C/G]
consensus sequence for FLP binding27. Using short fragments
containing either FBS, only the construct containing FBS1 could
render the yeast resistant to AbA (Fig. 4b). Moreover, no such
AbA-resistance was found when the FBS1 sequence was changed
to AATTA (mFBS1) within this construct. These data suggest
that FLP can bind directly to the PIN3 promoter via FBS1. PIN3 expression depends on FLP. Since the expression of
both FLP and PIN3 are strongly auxin-inducible (Fig. 1b) and
downstream of a common auxin signalling module (Fig. 1c,d),
we tested whether auxin-induced PIN3 expression requires
functional FLP protein. Indeed, proPIN3::PIN3-GFP showed
reduced auxin-inducible expression in LR primordia when
introgressed into flp-1 myb88 (Fig. 3a,b). In addition, we analysed
PIN3 expression in proFLP::FLP-GR/flp-1 myb88 lines in which
the LR defect, but not the stomatal phenotype, could be com-
pletely complemented by DEX-treatment (Supplementary Fig. 5). In this line, PIN1 expression levels exhibited auxin responsive
amplitudes that were comparable to those of the WT, indepen-
dently of DEX treatment (Fig. 3c). By contrast, in the absence of
DEX, the auxin inducibility of PIN3 in roots was severely reduced
(Fig. 3d). Importantly,
DEX-treatment
restored
the
auxin
responsiveness of PIN3 to WT levels in a proFLP::FLP-GR/flp-1
myb88 background (Fig. 3d). These results show that FLP is
required for auxin-induced PIN3 expression, as was also shown
for PIN3 expression in the columella of the primary root
meristem34. y
p
We then tested whether this interaction also occurs in planta
using ChIP-PCR analysis with anti-GR antibodies (Fig. 4d). FLP
activity was controlled conditionally in the proFLP::FLP-GR/flp-1
myb88 line, and analysed for a differential enrichment at two
different regions in the PIN3 promoter (amplicons PIN3_P1 and
PIN3_P2) (Fig. 4a) as well as one in the unrelated ACTIN2
promoter. Compared to the mock treatment, a 6-h DEX
treatment strongly enriched the amplicon closest to FBS1
(PIN3_P1), whereas DEX had no impact on the enrichment of
PIN3_P2 and ACTIN2 (Fig. 4d). These data further confirm that
FLP is a direct regulator of PIN3 expression, a finding that was
corroborated by Wang et al.34. PIN3 is directly regulated by FLP and ARF7. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 NATURE COMMUNICATIONS | 6 8821 | DOI 10 1038/
9821 |
t
/
t
i
ti
5 proPIN3::PIN3-GFP/ flp-1 myb88
255
0
Stage I
MS
Stage VII
MS
Stage I
NAA 6 h
Stage VII
NAA 6 h
b proPIN3::PIN3-GFP
255
0
Stage I
MS
Stage VII
MS
Stage I
NAA 6 h
Stage VII
NAA 6 h
a b proPIN3::PIN3-GFP/ flp-1 myb88
b a proFLP::FLP-GR
flp-1 myb88
d
MS
NAA 6 h
a
a
a
b
c
c
c
d
PIN3
Relative expression
7
6
5
4
3
2
1
0
–
–
+
+
Col–0
DEX:
(10 µM) proFLP::FLP-GR
flp-1 myb88
8
c
a
b
b
b
b
a
a
MS
NAA 6 h
a
PIN1
Relative expression
7
6
5
4
3
2
1
0
–
+
–
+
Col–0
DEX:
(10 µM) d c Figure 3 | FLP controls PIN3 expression. (a,b) Expression pattern of proPIN3::PIN3-GFP in (a) WT and (b) flp-1 myb88 in early stage (LR initiation,
left panel) and later stage (stage VII, right panel) of LR with or without 6 h auxin treatments (10 mM NAA). Images were taken using identical confocal
settings for all samples. Scale bar, 50 mm. Relative intensities are colour coded. (c,d) Relative auxin-inducible expression (6 h of 10 mM NAA) of
(c) PIN1 and (d) PIN3 determined by qRT-PCR from roots of WT and proFLP::FLP-GR/flp-1 myb88 seedlings (± 10 mM DEX for 6 h). Data shown are
means±s.d. and are representative of at least three independent experiments. Samples with different letters are significantly different: P o0.05
(Fisher’s LSD mean separation test). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 PIN3 promoter
FR1
FR2
FR3
FR4
FR5
–1,764
–1,293
–794
–494
PIN3_P1
PIN3_P2
–242
+ 1
1231 2
AuxRE1: GAGACA, –1,128 / –1,123
AuxRE2: TGTCTC, –1,032 / –1,027
AuxRE3: TGTCTC, –1,016 / –1,011
FBS1: AGCCG, –902 / –898
FBS2: TACCC, –863/ –859
1,000 100 10
1
FLP + FR1
FLP + FR2
FLP + FR3
FLP + FR4
FLP + FR5
FLP + FBS1
FLP + mFBS1
FLP + FBS2
–Leu
–Leu + AbA
(100 ng ml–1)
–Leu –Leu + AbA
(100 ng ml–1)
ARF7 + FR2
ARF7 + AuxRE1
ARF7 + AuxRE2
ARF7 + AuxRE3
ARF7 + mAuxRE3
ARF7 + mAuxRE2
ARF7 + mAuxRE1
1,000 100 10
1
a
b
c
1
2
3
1
2 c MS
DEX
Relative enrichment
PIN3_P2
PIN3_P1
ACTIN2
proARF7::ARF7-GR/arf7 arf19
6
5
4
3
2
1
0
e (100 ng ml
)
MS
DEX
5
4
3
2
1
0
Relative enrichment
PIN3_P1 PIN3_P2
ACTIN2
proFLP::FLP-GR/flp-1 myb88
d d Figure 4 | FLP and ARF7 are direct regulators of PIN3 expression. (a) Schematic presentation of the PIN3 promoter (1.8 kb upstream of the translational
start site at position ( þ 1) with indication of the regions targeted for ChIP analysis (PIN3_P1 and PIN3_P2), the fragments used for yeast-one-hybrid (FR1-5)
and the presence of auxin response elements (AuxREs, black triangles) and FLP binding sites (FBS, grey triangles) in fragment FR2. (b, c) Yeast-one-hybrid
analysis of the interaction of (b) FLP with PIN3 promoter fragments (FR1-5), FBS1, a mutated FBS1 (mFBS1) and FBS2, and (c) of ARF7 with PIN3 promoter
fragment FR2, its internal AuxREs (AuxRE1-3) and corresponding mutated versions (mAuxRE1-3). Left is yeast grown on SD–Leu medium in absence of
Aureobasidin A (AbA). Right are the corresponding yeast strains in a dilution series grown on SD–Leu medium in the presence of 100 ng ml 1 AbA,
a concentration where no autoactivation was detected for any of the strains. (d,e) Enrichment of the indicated DNA fragments (PIN3_P1, and PIN3_P2)
following ChIP using anti-GR antibodies with (d) proFLP::FLP-GR/flp-1 myb88 or (e) proARF7::ARF7-GR/arf7 arf19 treated for 6 h with or without DEX. A fragment from the ACTIN2 promoter was tested as a negative control. Data are presented as means ± s.d. **Po0.01, ***Po0.001 (Student’s t-test). The experiment was repeated three times with similar results. regulation of PIN3 on LR development. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
201
M
ill
P bli h
Li
i
d All i h 5 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 PIN3 promoter
FR1
FR2
FR3
FR4
FR5
–1,764
–1,293
–794
–494
PIN3_P1
PIN3_P2
–242
+ 1
1231 2
AuxRE1: GAGACA, –1,128 / –1,123
AuxRE2: TGTCTC, –1,032 / –1,027
AuxRE3: TGTCTC, –1,016 / –1,011
FBS1: AGCCG, –902 / –898
FBS2: TACCC, –863/ –859
1,000 100 10
1
FLP + FR1
FLP + FR2
FLP + FR3
FLP + FR4
FLP + FR5
FLP + FBS1
FLP + mFBS1
FLP + FBS2
–Leu
–Leu + AbA
(100 ng ml–1)
–Leu –Leu + AbA
(100 ng ml–1)
ARF7 + FR2
ARF7 + AuxRE1
ARF7 + AuxRE2
ARF7 + AuxRE3
ARF7 + mAuxRE3
ARF7 + mAuxRE2
ARF7 + mAuxRE1
1,000 100 10
1
MS
MS
DEX
DEX
5
4
3
2
1
0
Relative enrichment
Relative enrichment
PIN3_P1 PIN3_P2
PIN3_P2
PIN3_P1
ACTIN2
ACTIN2
proFLP::FLP-GR/flp-1 myb88
proARF7::ARF7-GR/arf7 arf19
6
5
4
3
2
1
0
a
b
d
c
e
1
2
3
1
2
Figure 4 | FLP and ARF7 are direct regulators of PIN3 expression. (a) Schematic presentation of the PIN3 promoter (1.8 kb upstream of the translational
start site at position ( þ 1) with indication of the regions targeted for ChIP analysis (PIN3_P1 and PIN3_P2), the fragments used for yeast-one-hybrid (FR1-5)
and the presence of auxin response elements (AuxREs, black triangles) and FLP binding sites (FBS, grey triangles) in fragment FR2. (b, c) Yeast-one-hybrid
analysis of the interaction of (b) FLP with PIN3 promoter fragments (FR1-5), FBS1, a mutated FBS1 (mFBS1) and FBS2, and (c) of ARF7 with PIN3 promoter
fragment FR2, its internal AuxREs (AuxRE1-3) and corresponding mutated versions (mAuxRE1-3). Left is yeast grown on SD–Leu medium in absence of
Aureobasidin A (AbA). Right are the corresponding yeast strains in a dilution series grown on SD–Leu medium in the presence of 100 ng ml 1 AbA,
a concentration where no autoactivation was detected for any of the strains. (d,e) Enrichment of the indicated DNA fragments (PIN3_P1, and PIN3_P2)
following ChIP using anti-GR antibodies with (d) proFLP::FLP-GR/flp-1 myb88 or (e) proARF7::ARF7-GR/arf7 arf19 treated for 6 h with or without DEX. A fragment from the ACTIN2 promoter was tested as a negative control. Data are presented as means ± s.d. **Po0.01, ***Po0.001 (Student’s t-test). The experiment was repeated three times with similar results. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 6 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 9
8
7
6
5
4
3
2
1
0
Relative expression
MS
NAA
PIN3 promoter
WT
mA
mF
mA + mF
AuxREs
FBS1
proPIN3::PIN3-YFP/pin3–4
proPIN3_3xmAuxREs::PIN3-YFP/pin3–4
proPIN3_mFBS1::PIN3-YFP/pin3–4
proPIN3_3xmAuxREs_mFBS1::PIN3-YFP/pin3–4
mA
mF
mA + mF
3.5
3
2.5
2
1.5
1
Lateral root densities (cm–1)
Col-0
pin3–4
pin3–4
(YFP neg.)
WT
WT
mA
mF
mA + mF
a
b
e 5 | In planta assessment of the relevance of ARF7 and FLP recruitment on auxin-inducibility of PIN3 and PIN3-dependent LR development. elative auxin-inducibility (10 mM NAA for 6 h) of PIN3-YFP driven by the indicated proPIN3 variants. Roots of YFP positive plants were used for
PCR assay. Scheme of PIN3 promoter illustrating by colour-coding the variants of the PIN3 constructs used to complement the pin3-4 mutant. are means ± s.d. of at least three independent experiments. Asterisks denote Student’s t-test significance: *Po0.05, **Po0.01 and ***Po0.001. uantification of the LR densities in 8-day-old seedlings of Col-0, pin3-4, YFP-negatives segregating among transgenic plants (proPIN3_WT),
N3_WT, proPIN3_mA, proPIN3_mF and proPIN3_mA þ mF. Box plot description: centre lines show the medians of the averages of five independent
genic lines, calculated for at least 20 individual plants per line; box limits indicate the 25th and 75th percentiles as determined by R software;
ers extend to minimum and maximum values. n ¼ 5. 9
8
7
6
5
4
3
2
1
0
Relative expression
MS
NAA
PIN3 promoter
WT
mA
mF
mA + mF
AuxREs
FBS1
proPIN3::PIN3-YFP/pin3–4
proPIN3_3xmAuxREs::PIN3-YFP/pin3–4
proPIN3_mFBS1::PIN3-YFP/pin3–4
proPIN3_3xmAuxREs_mFBS1::PIN3-YFP/pin3–4
mA
mF
mA + mF
WT
a 3.5
3
2.5
2
1.5
1
Lateral root densities (cm–1)
Col-0
pin3–4
pin3–4
(YFP neg.)
WT
mA
mF
mA + mF
b b p
(YFP neg.) Figure 5 | In planta assessment of the relevance of ARF7 and FLP recruitment on auxin-inducibility of PIN3 and PIN3-dependent LR development. (a) Relative auxin-inducibility (10 mM NAA for 6 h) of PIN3-YFP driven by the indicated proPIN3 variants. Roots of YFP positive plants were used for
qRT-PCR assay. Scheme of PIN3 promoter illustrating by colour-coding the variants of the PIN3 constructs used to complement the pin3-4 mutant. Data are means ± s.d. of at least three independent experiments. Asterisks denote Student’s t-test significance: *Po0.05, **Po0.01 and ***Po0.001. (b) Quantification of the LR densities in 8-day-old seedlings of Col-0, pin3-4, YFP-negatives segregating among transgenic plants (proPIN3_WT),
proPIN3_WT, proPIN3_mA, proPIN3_mF and proPIN3_mA þ mF. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 For this purpose, we
designed proPIN3 variants of 1.8 kb, containing specific muta-
tions predicted to abrogate activation by FLP (mF) or by ARF7
(mA), then fused them to PIN3-YFP and transformed them into
pin3-4 (Fig. 5). Five independent lines were selected per construct,
to minimize user-biased pre-selection for transgenic lines, and
YFP positive individuals were analysed for auxin-responsive
PIN3-YFP amplitude and LR density. In lines expressing
PIN3-YFP from the reference PIN3 promoter (WT) a 5–8-fold
higher PIN3-YFP expression was measured after auxin treatment,
an amplitude within the order of magnitude of what is typically
observed for endogenous PIN3 (Fig. 5a). Although strongly
reduced, the proPIN3::PIN3-YFP variants impaired in either FLP
or ARF7 recruitment (mF or mA) still showed significant auxin
responsive activity. When recruitment of both FLP and ARF7 was
impaired (mF þ mA), auxin could no longer up-regulate PIN3-
YFP expression significantly. These results are consistent with a
model where FLP and ARF7 constitute the core mechanism by
which auxin activates PIN3 expression. suggesting that PIN3 is a primary auxin-responsive gene, thus not
requiring FLP as an intermediate regulator. Interestingly, the
PIN3 promoter contains three ‘canonical’ auxin responsive
elements (AuxREs)35,36, all of which are located within FR2, in
close proximity to FBS1 (Fig. 4a). Using yeast-one-hybrid assays
we found that ARF7 can interact with FR2 (Fig. 4c). In addition,
short fragments spanning the individual AuxREs, also interacted
with ARF7, and these interactions were lost when the AuxRE
sequences were mutated (mAuxRE). We then tested whether
ARF7 interacts with the PIN3 promoter in planta via ChIP-PCR
in proARF7::ARF7-GR/arf7 arf19. In the absence of DEX,
PIN3_P1 was only mildly enriched compared with PIN3_P2
and ACTIN2 (Fig. 4e). By contrast, the PIN3_P1 amplicon
became strongly enriched when plants were treated with DEX,
but DEX treatment did not stimulate the enrichment of PIN3_P2
and ACTIN2, confirming that PIN3 is indeed a primary auxin
responsive gene. Thus our data demonstrate that PIN3 is a direct
target of both ARF7 and FLP, two transcription factors that are
required for auxin-responsive PIN3 transcription. These lines thus allowed us to probe the functional importance
of FLP- and/or ARF7- regulated PIN3 expression for LR
development. Therefore,
we
analysed
the
ability
of
these PIN3-driven LR development requires ARF7 and FLP binding. Next, we evaluated the role of FLP- and/or ARF7-mediated NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited All rights reserved NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 To probe how the joint activity of ARF7 and FLP impacts on
auxin-regulated PIN3 transcription, we developed a mathematical
model that integrates ARF7 and FLP into a coherent feed-forward
motif (FFM) regulating PIN3 transcription and PIN3-mediated 7 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 dicating that PIN3 response delay upon auxin stimulus
a robust feature of the circuit incorporating the
In the present context, we speculate that the FFM reg
auxin signalling provides a temporary memory of cell
Ext. auxin
Ext. auxin
Int. auxin
Int. auxin
ARF7
PIN3
PIN3
FLP
ARF7
0.03
0.025
0.02
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
Time (h)
Time (h)
Time (h)
Time (h)
Time (h)
Time (h)
PIN3 mRNA
(µM)
FLP mRNA
(µM)
Intracellular auxin
(µM)
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
0
0
5
10
15
20
25
30
35
40
5
10
15
20
25
30
35 40
1.8
1.6
1.4
1.2
1
0.8
0.6
0.4
0.2
25
20
15
10
5
0
0
5
10
15
20
25
30
35
40
Total PIN3 protein
(µM)
FLP protein
(µM)
3.5
3
2.5
2
1.5
1
0.5
0
0
5
10
15
20
25
30
35
40
0
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
WT
flp
Active ARF7
(µM)
a
b
d
c
e
f
h
g
mulation of ARF7 and FLP-regulated PIN3 dynamics. (a) The coherent feed-forward motif (FFM) scheme and (b) the no-FFM
el auxin-induced PIN3 transcription. (c–h) Simulations of a PIN3-dependent auxin transport model subject to extracellular auxin
were performed on model systems with (blue) and without (green) a transcriptional FFM involving FLP (see Methods), using th
n in Supplementary Table 1. Two-hour long 1 mM auxin pulses were given to the system at t ¼ 4 h, t ¼ 12 h and t ¼ 26 h. The subplot
amics of PIN3 mRNA (c), total PIN3 protein, that is, the sum of intracellular and membrane-bound PIN3 (d), FLP mRNA (e), FLP
auxin (g) and active ARF7 (h) concentrations over time. The model simulations indicate that the FLP feed-forward circuit cause
al activation of PIN3, resulting in an enhanced memory effect by which auxin stimulation reduces the impact of subsequent extrac
RF7 activity and downstream signalling for a prolonged period of time. The system dynamics are qualitatively independent of th
ettings used (see Supplementary Figs 6-10). NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 LE
NATURE COMMUNICATIONS | DOI: 10.1038/n Ext. auxin
Ext. auxin
Int. auxin
Int. auxin
ARF7
PIN3
PIN3
FLP
ARF7
0.03
0.025
0.02
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
Time (h)
Time (h)
PIN3 mRNA
(µM)
25
20
15
10
5
0
0
5
10
15
20
25
30
35
40
Total PIN3 protein
(µM)
a
b
d
c Ext. auxin
Int. auxin
PIN3
ARF7
b Ext. auxin
Int. auxin
ARF7
PIN3
FLP
a Time (h)
25
20
15
10
5
0
0
5
10
15
20
25
30
35
40
Total PIN3 protein
(µM)
d 0.03
0.025
0.02
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
Time (h)
PIN3 mRNA
(µM)
c 0.03
0.025
0.02
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
Time (h)
Time (h)
PIN3 mRNA
(µM)
25
20
15
10
5
0
0
5
10
15
20
25
30
35
40
Total PIN3 protein
(µM)
d
c d Time (h) Time (h)
FLP mRNA
(µM)
0.015
0.01
0.005
0
0
5
10
15
20
25
30
35
40
e Time (h)
FLP protein
(µM)
3.5
3
2.5
2
1.5
1
0.5
0
0
5
10
15
20
25
30
35
40
f f e Time (h)
Intracellular auxin
(µM)
0
0
5
10
15
20
25
30
35
40
1.8
1.6
1.4
1.2
1
0.8
0.6
0.4
0.2
g Time (h)
5
10
15
20
25
30
35 40
0
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
WT
flp
Active ARF7
(µM)
h g g h Figure 6 | Simulation of ARF7 and FLP-regulated PIN3 dynamics. (a) The coherent feed-forward motif (FFM) scheme and (b) the no-FFM scheme
used to model auxin-induced PIN3 transcription. (c–h) Simulations of a PIN3-dependent auxin transport model subject to extracellular auxin pulses. Simulations were performed on model systems with (blue) and without (green) a transcriptional FFM involving FLP (see Methods), using the parameter
settings given in Supplementary Table 1. Two-hour long 1 mM auxin pulses were given to the system at t ¼ 4 h, t ¼ 12 h and t ¼ 26 h. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Box plot description: centre lines show the medians of the averages of five independent
transgenic lines, calculated for at least 20 individual plants per line; box limits indicate the 25th and 75th percentiles as determined by R software;
whiskers extend to minimum and maximum values. n ¼ 5. auxin transport (Fig. 6a). In parallel, we tested a model that lacks
FLP function (mimicking a flp mutation) (Fig. 6b). A full
description of the model and the parameter settings used can be
found in the Methods section. Our simulation results indicate
that the FFM may function to prolong and amplify PIN3
expression in response to auxin stimuli (Fig. 6c–h). In contrast to
the system lacking the FFM, PIN3 in the FFM model continues to
be actively transcribed for several hours upon removal of the
auxin stimulus. Such a delay in response shutdown after stimulus
removal is thought to be a key feature of coherent OR-type feed-
forward circuits37. Simulations with other parameter settings gave
qualitatively similar results (see Supplementary Figs 6–9). To test
the sensitivity of the observed PIN3 response delay to variations
in the model parameters, we screened the ratio of the total PIN3
protein concentration
response
time upon auxin stimulus
removal for model circuits with and without FFM as a function
of single parameter changes (see Methods and Supplementary
Fig. 10). For none of the parameters screened, the FFM/no FFM
response time ratio drops below 1 in the parameter range constructs to complement the LR defect in pin3-4. When
PIN3-YFP was expressed under the control of the reference
PIN3 promoter (WT), the LR density was restored to WT (Col-0)
levels, whereas segregating YFP negative plants still showed the
pin3-4 LR defect (Fig. 5b). In contrast, none of the mutant PIN3
promoter constructs were able to rescue the pin3-4 LR defect. Importantly, while mutations in either FLP or ARF7 binding sites
still showed some PIN3-YFP auxin-mediated upregulation, this
auxin-responsive PIN3-YFP expression was not sufficient to
complement the LR defect in pin3-4. These results demonstrate
that the regulation of auxin-sensitive PIN3 expression as defined
by FLP as well as ARF7 is a crucial parameter for LR
development. Model of ARF7- and FLP-dependent PIN3 transcription. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
acmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 The subplots depict the
resulting dynamics of PIN3 mRNA (c), total PIN3 protein, that is, the sum of intracellular and membrane-bound PIN3 (d), FLP mRNA (e), FLP protein (f),
intracellular auxin (g) and active ARF7 (h) concentrations over time. The model simulations indicate that the FLP feed-forward circuit causes prolonged
transcriptional activation of PIN3, resulting in an enhanced memory effect by which auxin stimulation reduces the impact of subsequent extracellular auxin
stimuli on ARF7 activity and downstream signalling for a prolonged period of time. The system dynamics are qualitatively independent of the exact
parameter settings used (see Supplementary Figs 6-10). In the present context, we speculate that the FFM regulation of
auxin signalling provides a temporary memory of cellular auxin
levels to specific specialized cells, potentially enhancing the
robustness of auxin flux patterns and focussing auxin maxima
during post-embryonic patterning processes, such as LR initiation
and development. In addition, our simulations indicate that
delayed PIN3 down-regulation might temporarily capacitate the
system for mitigating the effects of subsequent auxin stimuli on
ARF7 activity and downstream auxin signalling (Fig. 6h). Together our data represent a first example of a mechanism
by which plant endogenous cues such as auxin can become profiled, indicating that PIN3 response delay upon auxin stimulus
removal is a robust feature of the circuit incorporating the
FLP FFM. As expected, the response time ratio approximates 1
when FFM parameters approach values that make the FFM
non-functional, for example, very-low FLP mRNA or protein
synthesis rates (aFLP or bFLP), very-high FLP mRNA or protein
decay rates (gFLP or dFLP), or very-high half-max constants
for
FLP-dependent
activation
of
PIN3
transcription
or
ARF7-dependent activation of FLP transcription (KFP or KAF). Long PIN3 mRNA or protein half-lives (small gPIN3 or dPIN3) also
appear to offset the effect of the FFM (see Supplementary Fig. 10). profiled, indicating that PIN3 response delay upon auxin stimulus
removal is a robust feature of the circuit incorporating the
FLP FFM. As expected, the response time ratio approximates 1
when FFM parameters approach values that make the FFM
non-functional, for example, very-low FLP mRNA or protein
synthesis rates (aFLP or bFLP), very-high FLP mRNA or protein
decay rates (gFLP or dFLP), or very-high half-max constants
for
FLP-dependent
activation
of
PIN3
transcription
or
ARF7-dependent activation of FLP transcription (KFP or KAF). Discussion GUS staining and microscopy. The b-glucuronidase (GUS) assays were
performed as follows: seedlings were incubated in GUS staining buffer (0.1 M Tris
pH7.5 containing 2.9 mg ml 1 NaCl, 6.6 mg ml 1 K3Fe(CN)6) at 37 C over-
night49. For microscopic analysis, samples were cleared by mounting in lactic acid
(Acros Organics, Geel, Belgium) or were transferred to 0.24 N HCl in 20% at 57 C
for 15 min. This solution was replaced with 7% NaOH, 7% hydroxylamine-HCl in
60% ethanol for 15 min at room temperature. Roots were then rehydrated for 5 min
each in 40, 20 and 10% ethanol, and infiltrated for 15 min in 5% ethanol, 25%
glycerol. Roots were mounted in 50% glycerol on glass microscope slides50. All
samples were analysed using a BX53 Olympus microscope. Fluorescence images
were acquired by a Zeiss 710 confocal laser scanning microscope equipped with a
C-Apochromat 40 water immersion objective. If needed for visualization
purposes, further processing was done using Image J software by uniformly
changing brightness and contrast to the entire image per channel. For the images in
Fig. 1a, the smoothing function was applied to both channels. Local auxin accumulation serves an essential role in triggering
transcriptional changes associated with developmental transitions
during
plant
organogenesis,
as
is
reflected
during
LR
development. A remarkable feature of auxin transport orchestrat-
ing organogenesis and regeneration, is the multi-level feed-back
regulation of PIN-mediated auxin transport flows that are
reinforced by the hormone itself8. Prominently among them is
the auxin-induced transcription of PINs17, stimulating the cellular
auxin transport capacity. Although not studied in detail, it has
been generally accepted that the auxin-sensitive expression of
several PINs, including PIN3, is directly activated by the canonical
auxin signalling6,17. Our data further elaborate this notion by
demonstrating that direct binding of ARF7 to the PIN3 promoter
is critical for auxin-sensitive transcription of PIN3. Phenotyping and statistics. To analyse stages of LR development, about
20 roots from 6-day-old seedlings were processed per data point and genotype. Plant material was cleared following the more elaborate protocol as described
above50. Root lengths were measured with the Image J software (NIH; http://
rsb.info.nih.gov/ij). LRPs were counted with a differential interference contrast
microscope (BX53; Olympus). LRP density was calculated as the ratio of the total
number of LRP over the sum of root length. Phenotypic analysis of FC and LRP
was done as described12. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 reporter lines were crossed into flp-1 myb88 and flp-7 myb88. proFLP::FLP-GR/flp-1
myb88, proFLP::NLS-GFP, proPIN3::PIN3-YPF/pin3-4 lines were generated through
Agrobacterium-mediated floral dip transformation48. ‘memorized’
to
temporarily
sustain
transcriptional
auxin
signalling in selected cells for specific transcripts. Discussion The resulting
promoters were cloned into pDONRTMP4-P1R, and together with PIN3-YFP in
pDONRTM221 (ref. 45), subcloned into pB7m24GW52,53. The above-mentioned
primers are listed in Supplementary Table 2. Our data suggest that this auxin-sensing circuitry of PIN3
expression is involved LR initiation. In this developmental
process,
the
high
auxin
concentrations
that
promote
the
progression from FC to LRI depends in part on PIN3-mediated
auxin
transport12,
as
illustrated
by
the
diminished
DR5
expression in flp myb88 LR primordia. Similar transcriptional
architectures
could
underlie
the
auxin-sensitive
expression
of other PINs, including PIN1 and PIN4 that were found
to be directly controlled by the auxin-inducible MADS-box
XAL2/AGL14 (ref. 22), and PIN7 that was also found to be
directly regulated by FLP binding to its promoter34. Gene Expression Analysis by qRT-PCR. For qRT-PCR analysis, 6-day-old
seedlings were treated with NAA (10 mM) and/or DEX (10 mM) at different time
points and roots were harvested for RNA extraction. RNA was extracted with an
RNeasy kit (QIAGEN). Poly(dT) cDNA was prepared from 1 mg of total RNA with
SuperScript III reverse transcriptase (Invitrogen) and analysed on a LightCycler
480 apparatus (Roche Diagnostics) with the SYBR Green I Master kit (Roche
Diagnostics) according to the manufacturer’s instructions. Primer pairs were
designed with Beacon Designer 4.0 (Premier Biosoft International) (Supplementary
Table 2). All individual reactions were performed as biological triplicates. Data was
analysed with qBase54. Expression levels were normalized to those of ACTIN2. The statistical significance was evaluated by Student’s t-test analysis for pair-wise
comparisons and by Fisher’s LSD means separation test (SPSS) for multiple
comparisons. Discussion In brief, 10 roots of 5-day-old seedling (grown at 21C
16 h light 8 h dark) were analysed per experiment. The counting of FCs and LRP
was performed in the direction from root tip towards the root base. Zeiss LSM
710 confocal microscope with a 40 (water immersion) objective with GFP
settings (excitation 488 nm, emission 507 nm) were used to identify and count
DR5rev::GFP-positive signals in the pericycle. GFP signals accompanied with
nuclear divisions were scored as LRP, whereas FCs were counted when no cell
divisions were observed. The data are represented as averages of three independent
experiments, unless indicated differently. The statistical significance was evaluated
by Student’s t-test analysis. For multiple comparisons, an analysis of variance
followed by Fisher’s Least Significant Difference (LSD) mean separation test (SPSS)
was performed on the data. Samples with different letters are significantly different
at Po0.01 or Po0.05. Boxplots were generated using BoxPlotR51. p
Such auxin-dependent regulation might mainly act to amplify
the complex, developmentally wired cis-regulatory architectures
that underlie the tissue-specific expression patterns of the
different PINs38. Here, we propose that the auxin-sensitive
expression of PIN3 depends on binding of both ARF7 and FOUR
LIPS, a MYB transcription factor previously characterized for its
role in guard cell development. In addition, we found that ARF7
also controls auxin-sensitive FLP expression, thus defining a
coherent FFM for auxin-induced PIN3 expression. Mathematical
simulations revealed that this configuration could amplify the
auxin-response output of PIN3 transcription and also temporarily
sustain elevated PIN3 transcription after the auxin-stimulus is
removed. This could allow for depletion of cellular auxin below
the levels that were initially needed to activate PIN3 transcription,
and for temporal buffering of random auxin fluctuations. This
enhanced auxin transport capacity seems to stimulate FCs to
proceed
into
LR
initiation. Such
transcriptional
control
mechanisms could also be relevant for developmental processes
that are associated with auxin depletion, such as fruit valve
specification21,39 and stomatal development and patterning24. Interestingly, coherent FFMs of the type described here are
abundantly found in transcriptional networks in yeast, animals
and plants40–43, suggesting that this motif might represent an
evolutionarily favoured solution to obtain a response delay upon
stimulus shutdown. Cloning. To construct proFLP::FLP-GR, a FLP promoter region (±3 kb upstream
of translational start) was amplified with primers proFLP-F and proFLP-R and
cloned into pDONRTMP4-P1R. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 Long PIN3 mRNA or protein half-lives (small gPIN3 or dPIN3) also
appear to offset the effect of the FFM (see Supplementary Fig. 10). NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunicat
& 2015 Macmillan Publishers Limited. All rights reserved. 8 & 2015 Macmillan Publishers Limited. All rights reserved Discussion The FLP cDNA was amplified with primers FLP-F
and FLP-R and cloned into pDONRTM221; The above-mentioned pDONR vectors
were subcloned together with a Glucocorticoid ORF containing (pDONRTMP2R-
P3) into pB7m34GW52,53 with MultiSite Gateway Three-Fragment Vector
Construction Kit (Invitrogen). cDNA of ARF7 was PCR amplified with primers
ARF7-F and ARF7-R, and cloned into pDONRTM221. proFLP in pDONRTMP4-
P1R was subcloned into pEX-K7SNFm14GW to construct proFLP::NLS-GFP. A promoter 1.8 kb upstream of the PIN3 translational start was cloned into
pDONRTMP4-P1R with primers proPIN3_FL_F and proPIN3_FL_R. Site-directed
mutagenesis was performed using PCR to mutate AuxREs and FBS. The resulting
promoters were cloned into pDONRTMP4-P1R, and together with PIN3-YFP in
pDONRTM221 (ref. 45), subcloned into pB7m24GW52,53. The above-mentioned
primers are listed in Supplementary Table 2. Cloning. To construct proFLP::FLP-GR, a FLP promoter region (±3 kb upstream
of translational start) was amplified with primers proFLP-F and proFLP-R and
cloned into pDONRTMP4-P1R. The FLP cDNA was amplified with primers FLP-F
and FLP-R and cloned into pDONRTM221; The above-mentioned pDONR vectors
were subcloned together with a Glucocorticoid ORF containing (pDONRTMP2R-
P3) into pB7m34GW52,53 with MultiSite Gateway Three-Fragment Vector
Construction Kit (Invitrogen). cDNA of ARF7 was PCR amplified with primers
ARF7-F and ARF7-R, and cloned into pDONRTM221. proFLP in pDONRTMP4-
P1R was subcloned into pEX-K7SNFm14GW to construct proFLP::NLS-GFP. Cloning. To construct proFLP::FLP-GR, a FLP promoter region (±3 kb upstream
of translational start) was amplified with primers proFLP-F and proFLP-R and
cloned into pDONRTMP4-P1R. The FLP cDNA was amplified with primers FLP-F
and FLP-R and cloned into pDONRTM221; The above-mentioned pDONR vectors
were subcloned together with a Glucocorticoid ORF containing (pDONRTMP2R-
P3) into pB7m34GW52,53 with MultiSite Gateway Three-Fragment Vector
Construction Kit (Invitrogen). cDNA of ARF7 was PCR amplified with primers
ARF7-F and ARF7-R, and cloned into pDONRTM221. proFLP in pDONRTMP4-
P1R was subcloned into pEX-K7SNFm14GW to construct proFLP::NLS-GFP. A promoter 1.8 kb upstream of the PIN3 translational start was cloned into
pDONRTMP4-P1R with primers proPIN3_FL_F and proPIN3_FL_R. Site-directed
mutagenesis was performed using PCR to mutate AuxREs and FBS. The resulting
promoters were cloned into pDONRTMP4-P1R, and together with PIN3-YFP in
pDONRTM221 (ref. 45), subcloned into pB7m24GW52,53. The above-mentioned
primers are listed in Supplementary Table 2. p
p
A promoter 1.8 kb upstream of the PIN3 translational start was cloned into
pDONRTMP4-P1R with primers proPIN3_FL_F and proPIN3_FL_R. Site-directed
mutagenesis was performed using PCR to mutate AuxREs and FBS. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 In addition, the form of the auxin-dependent saturation characteristic was reverted
to the form used earlier by Mitchison et al.58, which includes an additional KA
factor in the numerator of the Michaelis-Menten relation, to restore the unit
balance. In equations (6) and (7), the formulation of auxin-dependent PIN3
membrane transport and PIN3 membrane localization has been changed to reflect
the observation that auxin inhibits the internalization of membrane-bound PIN3
rather than stimulating PIN3 delivery to the plasma membrane60,61, and to better
reflect the membrane concentration nature of PIN3mem (mmol dm 2). precipitated without antibody was used as negative control, while the isolated
chromatin before precipitation was used as input control55,56. The enrichment of
DNA fragments was determined by quantitative PCR using the following primer
pairs: proACT2_F and proACT2_R; proFLP(P1)_F, proFLP(P1)_R, proFLP(P2)_F,
proFLP(P2)_R, proPIN3(P1)_F and proPIN3(P1)_R; proPIN3(P2)_F and
proPIN3(P2)_R (Supplementary Table 2). Yeast-one hybrid. Yeast-one-hybrid assays were performed with the kit provided
by Clontech (Matchmaker One-Hybrid Library Construction and Screening kit)
using the Y1HGold yeast strain according to the manufacturer’s instructions. This
system detects binding events by resistance against the antibiotic Aureobasidin
A (AbA). We complemented this auxin transport model with equations describing the
dynamics of the transcriptional feed-forward circuit impacting PIN3 expression
(Equations (2)–(6)). Assuming a constant ARF7 protein concentration
(ARF7 ¼ 1 mM), ARF7 activity kinetics are modelled as a combination of basal,
auxin independent ARF7 activity (oARF7) and auxin-dependent ARF7 activity
(Equation (2)). Equation (3) describes how FLP mRNA levels are influenced by
ARF7act-dependent transcription and mRNA degradation, while equation (4)
describes FLP protein concentration changes as a function of protein production
and degradation. Equation (5) incorporates the effects of active ARF7 and FLP on
PIN3 transcription, as well as an mRNA degradation term. Equation (6)
incorporates PIN3 protein production and degradation terms, in addition to the
membrane transport-related terms discussed above. A protein degradation term
was also added to equation (7), under the assumption that membrane-bound PIN3
is also earmarked for degradation. (
)
The primers used for cloning the related cDNAs or promoter DNAs are listed
in Supplementary Table 2. The cDNA of ARF7 and FLP in pDONRTM221 were
subcloned into pGADT7. The promoter fragments of PIN3 were cloned into the
SacI/SalI sites of pAbAi vector, and efficiently integrated into the genome of the
Y1H Gold yeast strain by homologous recombination on SD-U medium. ARTICLE Matchmakert Insert Check PCR Mix was used to verify positive colonies. Autoactivation tests for the promoter were conducted in the range from 0 to
500 ng ml 1 AbA, and background activation was detected up to 50 ng ml 1. An AbA concentration of 100 ng ml 1 was used to screen positive colonies. Then
pGADT7 prey vectors harboring ORF of ARF7 or FLP were transformed into the
above-mentioned yeast strain that have already integrated the promoter fragments
of PIN3 or FLP. After having grown on SD-Leu for 2–3 days, the colonies able to
grow on the selective medium were transferred to 100 ml of sterile ultrapure water
and spotted as 5 ml droplets onto SD-Leu þ AbA plates. Plates were incubated at
28 C for 3–4 days. The primers used for cloning the related cDNAs or promoter DNAs are listed
in Supplementary Table 2. The cDNA of ARF7 and FLP in pDONRTM221 were
subcloned into pGADT7. The promoter fragments of PIN3 were cloned into the
SacI/SalI sites of pAbAi vector, and efficiently integrated into the genome of the
Y1H Gold yeast strain by homologous recombination on SD-U medium. h
k t
h
k
d
f
l g
Simulations were performed in MATLAB R2013b, using an implicit numerical
solver with adaptable time step used for solving initial value problems for stiff
ordinary differential equations (ode23s.m function). The MATLAB scripts are
available from http://www.psb.ugent.be/esb/ESB/FLP_FFM_SI.html. The default
simulations (Fig. 6c–h) were performed using the parameter settings described in
Supplementary Table 1. mRNA and protein degradation rate constants were set to
reflect typical mRNA and protein half-lives of B1 h. In the default settings,
FLP was set to have a shorter protein half-life (30 min) than PIN3 (2 h) and the
half-max constants for FLP- and ARF7-dependent activation of PIN3 transcription
(KFP and KAP) were set to 0.6 and 0.3 mM, respectively, in order to achieve a B50%
drop in PIN3 expression level as observed in the flp mutant after 6 h (see Fig. 3d). Initial auxin, PIN3 and FLP levels were set to the steady-state levels obtained for a
constant extracellular auxin concentration (Aext) of 0.1 mM. Simulations of the flp
mutant were performed by setting aFLP, bFLP, gFLP, dFLP and the initial FLP mRNA
and protein concentrations to zero. PIN3 response delay upon stimulus removal to parameters. Although the with Aint and Aext the intra- and extracellular auxin concentrations, respectively,
ARF7act the concentration of active ARF7 protein, FLPmRNA and FLP the ARTICLE In all simulations, a background extracellular
auxin concentration of 0.1 mM was assumed, and 2 h-long 1 mM extracellular auxin
pulses were simulated at t ¼ 4–6 h, t ¼ 12–14 h and t ¼ 26–28 h. Simulations were performed in MATLAB R2013b, using an implicit numerical
solver with adaptable time step used for solving initial value problems for stiff
ordinary differential equations (ode23s.m function). The MATLAB scripts are
available from http://www.psb.ugent.be/esb/ESB/FLP_FFM_SI.html. The default
simulations (Fig. 6c–h) were performed using the parameter settings described in
Supplementary Table 1. mRNA and protein degradation rate constants were set to
reflect typical mRNA and protein half-lives of B1 h. In the default settings, FLP was set to have a shorter protein half-life (30 min) than PIN3 (2 h) and the
half-max constants for FLP- and ARF7-dependent activation of PIN3 transcription
(KFP and KAP) were set to 0.6 and 0.3 mM, respectively, in order to achieve a B50%
drop in PIN3 expression level as observed in the flp mutant after 6 h (see Fig. 3d). Initial auxin, PIN3 and FLP levels were set to the steady-state levels obtained for a
constant extracellular auxin concentration (Aext) of 0.1 mM. Simulations of the flp
mutant were performed by setting aFLP, bFLP, gFLP, dFLP and the initial FLP mRNA
and protein concentrations to zero. In all simulations, a background extracellular
auxin concentration of 0.1 mM was assumed, and 2 h-long 1 mM extracellular auxin
pulses were simulated at t ¼ 4–6 h, t ¼ 12–14 h and t ¼ 26–28 h. Modelling the effects of FLP on PIN3 and auxin dynamics. We mathematically
modelled the impact of the FLP FFM on PIN3 expression dynamics starting from
an earlier model by Jo¨nsson et al.57. PIN3 response delay upon stimulus removal to parameters. Although the PIN3 response delay upon stimulus removal to parameters. Although the
parameters listed in Supplementary Table 1 are within biologically reasonable
ranges, the resulting model cannot be taken to be quantitatively accurate, as this
would require quantitative measurements of all model parameters and absolute
molecular concentration ranges in vivo. To test the robustness of our modelling-
based conclusions, we performed a series of simulations screening the effects of
parameter changes on the qualitative dynamics of the FFM versus no-FFM circuits. In each simulation, one parameter was changed from its default value listed in
Supplementary Table 1, while the other parameters were kept at their default
values. Hill coefficients n1, n2, n3, n4, n5 were screened in the range [1, 3], oARF7
was screened in the range [0, 1] and the other parameters were screened in a range
encompassing one order of magnitude above and below the default values listed in
Supplementary Table 1 (with the exception of bA, the midrange value of which
(on log scale) was set to 5 10 6 s 1 instead of 0 s 1 for screening purposes). The resulting alternatively parameterized circuits were simulated with and without
FFM under a 1 mM extracellular auxin stimulus until steady-state was reached, after
which the auxin stimulus was shut down and the PIN3 protein response time was
measured, defined as the time it takes the system to bridge half of the PIN3 protein
concentration difference between the auxin-stimulated and unstimulated steady
states. FFM/no FFM response time ratios 41 indicate that the circuit with FFM
exhibits a delayed PIN3 protein response upon auxin stimulus shutdown. dFLP
dt
¼ bFLPFLPmRNA dFLPFLP ð4Þ ð6Þ dPIN3mem
dt
¼ V
a k1PIN3 k2
Kn5
Kn5 þ An5
ext
PIN3mem dPIN3PIN3mem
ð7Þ with Aint and Aext the intra- and extracellular auxin concentrations, respectively,
ARF7act the concentration of active ARF7 protein, FLPmRNA and FLP the
concentrations of FLP mRNA and protein, PIN3mRNA the concentration of PIN3
mRNA, and PIN3 and PIN3mem the concentrations of intracellular and membrane-
localized PIN3 protein. a and b parameters denote mRNA and protein (or auxin)
production rates, respectively, and g and d parameters denote the corresponding
degradation rates. K0s indicate half-maximal activation constants, and n0s are
activation curve Hill coefficients. Detailed parameter definitions and dimensions, as
well as the default parameter values used, are presented in Supplementary Table 1
(refs 57–59). Methods
Pl
t
t Plant materials and growth conditions. Arabidopsis seeds were surface-sterilized
for 15 min in 10% bleach, washed four times with sterile water, and plated on
half-strength Murashige and Skoog medium (0.8% agar). Plants were stratified at
4 C for 2 days in darkness and then transferred to a growth chamber at 22 C
under continuous illumination (light intensity 120 mmol m 2 s 1). Arabidopsis thaliana ecotypes Columbia (Col-0), and Ler were used as controls. The following lines/seeds/constructs were used in this study: flp-1 (ref. 44), flp-7
(ref. 25), myb88 (SALK_068691)25, flp-1 myb88 (ref. 25), flp-7 myb88 (ref. 25),
proFLP::GUS-GFP25, cyca2;234 (ref. 26), flp-7 myb88 cyca2;234 (ref. 26), slr-1
(ref. 32), proARF7::ARF7-GR/nph4-1(arf7)arf19-1 (ref. 33), pin3-4 (SALK_038609)45,
proDR5::GUS46, proDR5rev::GFP47 proPIN3::PIN3-GFP45. Published mutants and ChIP-qPCR assay. Eight-day-old seedlings of proFLP::FLP-GR/flp-1 myb88 or
proARF7::ARF7-GR/arf7 arf19 were treated with 10 mM DEX for 6 h. One gram
root material per sample was used for ChIP experiments. Plant materials were
cross-linked in 1% formaldehyde and their chromatin isolated. Anti-GR antibody
ab3580 (abcam) (1:500) was used to immunoprecipitate the protein-DNA complex,
and the precipitated DNA was purified using a PCR purification kit (Qiagen) for
qRT-PCR analysis. The ChIP experiments were performed three times. Chromatin ChIP-qPCR assay. Eight-day-old seedlings of proFLP::FLP-GR/flp-1 myb88 or
proARF7::ARF7-GR/arf7 arf19 were treated with 10 mM DEX for 6 h. One gram
root material per sample was used for ChIP experiments. Plant materials were
cross-linked in 1% formaldehyde and their chromatin isolated. Anti-GR antibody
ab3580 (abcam) (1:500) was used to immunoprecipitate the protein-DNA complex,
and the precipitated DNA was purified using a PCR purification kit (Qiagen) for
qRT-PCR analysis. The ChIP experiments were performed three times. Chromatin 9 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications 9 & 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE The revised model is defined by the following
ordinary differential equations: dAint
dt
¼ bA dAAint
þ a
V pAH f wall
AH Aext f cell
AH Aint
þ pA PIN3mem
RP
f wall
A Ninflux
KAAext
KA þ Aext
f cell
A Nefflux
KAAint
KA þ Aint
ARF7act ¼ ARF7 oARF7 þ
An1
int
Kn1
ARF7 þ An1
int
dFLPmRNA
dt
¼ aFLP
ARF7n2
act
Kn2
AF þ ARF7n2
act
gFLPFLPmRNA
dFLP
dt
¼ bFLPFLPmRNA dFLPFLP dAint
dt
¼ bA dAAint
þ a
V pAH f wall
AH Aext f cell
AH Aint
þ pA PIN3mem
RP
f wall
A Ninflux
KAAext
KA þ Aext
f cell
A Nefflux
KAAint
KA þ Aint
ð1Þ
ARF7act ¼ ARF7 oARF7 þ
An1
int
Kn1
ARF7 þ An1
int
ð2Þ
dFLPmRNA
dt
¼ aFLP
ARF7n2
act
Kn2
AF þ ARF7n2
act
gFLPFLPmRNA
ð3Þ
dFLP
dt
¼ bFLPFLPmRNA dFLPFLP
ð4Þ
dPIN3mRNA
dt
¼ aPIN3
ARF7n3
act=Kn3
AP þ FLPn4=Kn4
FP
1 þ ARF7n3
act=Kn3
AP þ FLPn4=Kn4
FP
gPIN3PIN3mRNA
ð5Þ
dPIN3
dt
¼ bPIN3PIN3mRNA dPIN3PIN3 k1PIN3 þ a
V k2
Kn5
Kn5 þ An5
ext
PIN3mem
ð6Þ
dPIN3mem
d
¼ V k1PIN3 k2
Kn5
n PIN3mem dPIN3PIN3mem
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Research Council (project ERC-2011-StG-20101109-PSDP) (to J.F.), of the USA National
Science Foundation (NSF MCB-0418891) (to E.G.), a Natural Sciences and Engineering
Research Council of Canada Discovery Grant #22R92904 (to F. S.), a Grant-in-Aid for
Scientific Research on Priority Areas (19060006) from The Ministry of Education,
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d
l
f
b d
h l
l
(
) 45. Za´dnı´kova´, P. et al. Role of PIN-mediated auxin efflux in apical hook
development of Arabidopsis thaliana. Development 137, 607–617 (2010). a´dnı´kova´, P. et al. Role of PIN-mediated auxin efflux in apical ho 13. Benkova´, E. et al. Local, efflux-dependent auxin gradients as a common module
for plant organ formation. Cell 115, 591–602 (2003). p
p
p
46. Ulmasov, T., Murfett, J., Hagen, G. & Guilfoyle, T. J. Aux/IAA proteins repress
expression of reporter genes containing natural and highly active synthetic
auxin response elements. Plant Cell 9, 1963–1971 (1997). References 1. De Smet, I. et al. Auxin-dependent regulation of lateral root positioning in the
basal meristem of Arabidopsis. Development 134, 681–690 (2007). p
p
2. Moreno-Risueno, M. A. et al. Oscillating gene expression determines competence
for periodic Arabidopsis root branching. Science 329, 1306–1311 (2010). 3. Van Norman, J. M., Xuan, W., Beeckman, T. & Benfey, P. N. To branch or not
to branch: the role of pre-patterning in lateral root formation. Development
140, 4301–4310 (2013). As in Jo¨nsson et al.57, the intracellular auxin concentration in our model is
influenced by intracellular auxin production and degradation, and by passive and
active auxin transport across the cell membrane. In contrast to Jo¨nsson et al.57, the
auxin dynamics in the cell wall are not modelled explicitly. Instead, the temporal
profile of the extracellular auxin concentration (Aext) is predefined for each
simulation, in terms of a constant background concentration and auxin pulses
during specific epochs (see below). In equation (1), the saturability of PIN3mem-
mediated active auxin transport is modelled slightly differently from the original
model57. In particular, PIN3mem/RP (with RP a reference PIN3mem concentration) is
used as a factor to modulate the membrane permeability pA
, instead of limiting the
maximum membrane PIN concentration to 1.0 mmol per unit area as in ref. 57. 4. Vermeer, J. E. et al. A spatial accommodation by neighboring cells is required
for organ initiation in Arabidopsis. Science 343, 178–183 (2014). 5. Lucas, M. et al. Lateral root morphogenesis is dependent on the mechanical
properties of the overlaying tissues. Proc. Natl Acad. Sci. USA 110, 5229–5234
(2013). 6. Pe´ret, B. et al. Sequential induction of auxin efflux and influx carriers regulates
lateral root emergence. Mol. Syst. Biol. 9, 699 (2013). 7. Kumpf, R. P. et al. Floral organ abscission peptide IDA and its HAE/HSL2
receptors control cell separation during lateral root emergence. Proc. Natl Acad. Sci. USA 110, 5235–5240 (2013). 10 & 2015 Macmillan Publishers Limited. All rights reserved. Additional information 39. Sorefan, K. et al. A regulated auxin minimum is required for seed dispersal in
Arabidopsis. Nature 459, 583–586 (2009). 39. Sorefan, K. et al. A regulated auxin minimum is required for seed dispersal in
Arabidopsis. Nature 459, 583–586 (2009). Supplementary Information accompanies this paper at http://www.nature.com/
naturecommunications Supplementary Information accompanies this paper at http://www.nature.com/
naturecommunications 40. Lee, T. I. et al. Transcriptional regulatory networks in Saccharomyces cerevisiae. Science 298, 799–804 (2002). 40. Lee, T. I. et al. Transcriptional regulatory networks in Saccharomyces cerevisiae. Science 298, 799–804 (2002). Competing financial interests: The authors declare no competing financial interests. Competing financial interests: The authors declare no competing financial interests. NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications 11 & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms9821 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ How to cite this article: Chen, Q. et al. A coherent transcriptional feed-forward motif
model for mediating auxin-sensitive PIN3 expression during lateral root development. Nat. Commun. 6:8821 doi: 10.1038/ncomms9821 (2015). Nat. Commun. 6:8821 doi: 10.1038/ncomms9821 (2015). 12 NATURE COMMUNICATIONS | 6:8821 | DOI: 10.1038/ncomms9821 | www.nature.com/naturecommunications
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Erratum to: Comparative genomics and transcriptomics of Pichia pastoris
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MIT Open Access Articles The MIT Faculty has made this article openly available. Please share
how this access benefits you. Your story matters. Version: Final published version: final published article, as it appeared in a journal, conference
proceedings, or other formally published context Terms of use: Creative Commons Attribution © 2016 The Author(s). Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
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the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Erratum In the original publication of this article [1], the accession
numbers for the genomes and transcriptome listed are
incorrect. The correct details of the NCBI accession numbers
can be found below: Erratum to: Comparative genomics and
transcriptomics of Pichia pastoris Kerry R. Love1†, Kartik A. Shah1†, Charles A. Whittaker2†, Jie Wu2, M. Catherine Bartlett1, Duanduan Ma2,
Rachel L. Leeson1, Margaret Priest3, Jonathan Borowsky2, Sarah K. Young3 and J. Christopher Love1,3* Author details
1 1Koch Institute for Integrative Cancer Research, Massachusetts Institute of
Technology, 76-253, 77 Massachusetts Avenue, Cambridge, MA 02139, USA. 2The Barbara K. Ostrom (1978) Bioinformatics and Computing Facility in the
Swanson Biotechnology Center, Massachusetts Institute of Technology,
Cambridge, MA 02139, USA. 3The Broad Institute of MIT and Harvard, Cambridge, MA 02139, USA. 3The Broad Institute of MIT and Harvard,
Cambridge, MA 02142, USA. Received: 6 September 2016 Accepted: 21 September 2016 Love et al. BMC Genomics (2016) 17:762
DOI 10.1186/s12864-016-3109-0 Open Access Availability of data and materials The genomic sequencing data and assembled and
annotated genomes are deposited at NCBI under bio-
project accession numbers PRJNA304627 (K. pastoris),
PRJNA304977 (K. phaffii wildtype), and PRJNA304976
(K. phaffii GS115). RNA-seq data are deposited at NCBI
under the bioproject accession numbers PRJNA311606. In addition to this, please find the direct links to the
data below: Transcriptome study: http://www.ncbi.nlm.nih.gov/bioproject/PRJNA311606 http://www.ncbi.nlm.nih.gov/sra?linkname=bioproject_ sra_all&from_uid=311606 Genome assemblies: http://www.ncbi.nlm.nih.gov/bioproject/PRJNA304627 http://www.ncbi.nlm.nih.gov/bioproject/PRJNA304977 http://www.ncbi.nlm.nih.gov/bioproject/PRJNA304976 Reference 1. Love KR, et al. Comparative genomics and transcriptomics of Pichia pastoris. BMC Genomics. 2016;17:550. doi:10.1186/s12864-016-2876-y. * Correspondence: clove@mit.edu
†Equal contributors
1Koch Institute for Integrative Cancer Research, Massachusetts Institute of
Technology, 76-253, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
3The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA * Correspondence: clove@mit.edu
†Equal contributors
1Koch Institute for Integrative Cancer Research, Massachusetts Institute of
Technology, 76-253, 77 Massachusetts Avenue, Cambridge, MA 02139, USA
3The Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
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Stratospheric isotopic water profiles from a single submillimeter limb scan by TELIS
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Stratospheric isotopic water profiles from a single submillimeter
limb scan by TELIS A. de Lange, J. Landgraf, and R. Hoogeveen
SRON Netherlands Institute for Space Research, Sorbonnelaan 2, Utrecht, The Netherlands
Received: 30 January 2009 – Published in Atmos. Meas. Tech. Discuss.: 18 March 2009
Revised: 23 July 2009 – Accepted: 23 July 2009 – Published: 5 August 2009 Abstract. Around 490 GHz relatively strong HDO and
H218O emission lines can be found in the submillimeter
thermal-emission spectrum of the Earth’s atmosphere, along
with lines of the principal isotopologue of water vapour. These can be used for remote sensing of the rare/principal
isotope ratio in the stratosphere. A sensitivity study has been
performed for retrieval simulations of water isotopologues
from balloon-borne measurements by the limb sounder
TELIS (TErahertz and submillimeter LImb Sounder). The
study demonstrates the capability of TELIS to determine,
from a single limb scan, the profiles for H218O and HDO
between 20 km and 37 km with a retrieval error of ≈3% and
a spatial resolution of 1.5 km, as determined by the width
of the averaging kernel. In addition HDO can be retrieved
in the range of 10–20 km, albeit with a strongly deteriorated
retrieval error. Expected uncertainties in instrumental param-
eters have only limited impact on the retrieval results. which results in freeze drying of tropospheric air, as was al-
ready proposed by Brewer (1949) to explain the stratospheric
aridity. Although this explanation has been accepted as the
general dehydration process of incoming tropospheric air,
the actual mechanisms and locations of the influx have been
subject of discussions ever since, and are still not fully re-
solved (Rosenlof, 2003). Several mechanisms of dehydra-
tion have been recognised; convective overshooting (Sher-
wood and Dessler, 2000), gradual dehydration (Holton and
Gettelman, 2001), and ice lofting (Danielsen, 1982; Moyer
et al., 1996; Smith et al., 2006). The reaction constants of
the various processes differ for different water isotopologues,
and therefore, the isotope ratios of water will provide addi-
tional insight in the different pathways of dehydration of tro-
pospheric air. In situ measurements by Webster and Heyms-
field (2003) have shown that these processes can indeed be
discerned by isotope signatures. More recently, Read et al. (2008) have shown how water isotopologue data from satel-
lites can contribute in understanding the roles of convection,
mixing, and freeze drying. Atmospheric
Measurement
Techniques Atmospheric
Measurement
Techniques Atmos. Meas. Tech., 2, 423–435, 2009
www.atmos-meas-tech.net/2/423/2009/
© Author(s) 2009. This work is distributed under
the Creative Commons Attribution 3.0 License. Atmospheric
Measurement
Techniques 1
Introduction To shed light on the
manifold of processes of influx, local production, and the
various chemical reactions of water, water isotopologues are
a useful tool. Vertical stratospheric profiles of water isotopo-
logues can contribute to solving these long-standing issues. TELIS had its maiden flight in June 2008 in Teresina,
Brazil. It was mounted on the MIPAS-B2 balloon gondola
and flew together with the MIPAS instrument (Michelson
Interferometer for Passive Atmospheric Sounding) (Friedl-
Vallon et al., 2004) and mini-DOAS (Differential Optical
Absorption Spectroscopy) (Weidner et al., 2005). Dur-
ing this flight all subsystems were separately successfully
tested (Yagoubov et al., 2008). The first scientific flight is
foreseen in spring 2009 in Kiruna, Sweden. In natural abundance 99.7% of water consists of the prin-
cipal isotopologue H216O, and hence retrieving concentra-
tions of the rare isotopologues with remote sensing tech-
niques is challenging. Currently operational satellite instru-
ments that provide stratospheric water isotopologue profiles
are MIPAS (Steinwagner et al., 2007), Odin (Zelinger et al.,
2006; Urban et al., 2007), ACE-FTS (Nassar et al., 2007),
and, up to 100 hPa (≈17 km), also TES (Worden et al., 2006). However, due to low S/N ratios, averaging is required, at the
expense of spatial and/or temporal resolution. In view of
the aforementioned science cases, a significant step forward
would be the possibility of the retrieval of water isotopologue
profiles from a single measurement and thereby improving
on spatial and temporal resolution. Heterodyne detection is based on measuring the difference
frequency of the atmospheric signal and a reference signal. The reference signal is generated in the so-called local os-
cillator (LO). It is crucial to keep the LO frequency stable
and well defined, and in the 480–650 GHz channel this is
achieved by either a phase lock loop or by frequency lock-
ing. Both methods result in a different shape of the power
spectrum. Frequency locking results in a Lorentzian lineshape of the
LO with a full width half maximum (FWHM) of 2–10 MHz,
depending on LO frequency. The central frequency, how-
ever, may drift by ≈2 MHz. With the phase lock loop
this drift is suppressed and the central frequency is fixed
within 1 kHz. The lineshape in this case is less well de-
fined, but can be measured separately. Most of the power is
generated in a delta-like peak around the locking frequency
(FWHM<1 kHz). 1
Introduction A second source of stratospheric water is in situ oxidation
of methane and molecular hydrogen. This water is enriched
in the rare, heavy isotopes with respect to water transported
from the troposphere. As oxidation becomes more important
for higher altitudes, this leads to an enrichment of rare iso-
topes with altitude (Moyer et al., 1996; Johnson et al., 2001;
Ridal et al., 2001; Zahn et al., 2006). Water is one of the most important species in the Earth’s at-
mosphere, which occurs not only in the humid troposphere
but also in the relative arid stratosphere. There it plays a vi-
tal role in the radiative budget over a wide spectral range as
well as in chemical reactions, both homogeneous and hetero-
geneous. Water dynamics become even more complex if chem-
istry is also accounted for. Water is directly linked to the
HOx family, and thereby to numerous chemical processes
in the stratosphere, including ozone-hole chemistry. Strato-
spheric ozone is relatively more enriched in 17O than in 18O
with respect to other oxygen containing species, dubbed as
the ozone anomaly. If stratospheric water vapour shows The main source of stratospheric water is the influx of hu-
mid air from the troposphere in tropical regions. Upon entry
into the stratosphere the air crosses the very cold tropopause, Correspondence to: A. de Lange
(a.de.lange@sron.nl) Published by Copernicus Publications on behalf of the European Geosciences Union. Published by Copernicus Publications on behalf of the European Geosciences Union. 424 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS deviations in the relative depletion of the rare-oxygen iso-
topes with respect to natural abundances, this may give addi-
tional information on how water is interconnected to ozone
chemistry and how important exchange reactions are (Franz
and R¨ockmann, 2005). tunable 480–650 GHz channel (SRON). The instrument ei-
ther records a 4 GHz spectrum with the 500 GHz chan-
nel or records simultaneously two 2 GHz spectra with the
1.8 THz and 480–650 GHz channels. The spectral resolution
is 2.2 MHz. The latter two channels will both be employed
to retrieve profiles of water isotopologues. The presented ca-
pacity study pertains to the 480–650 GHz channel by SRON. All in all, the stratospheric hydrological cycle is very com-
plex and is still far from understood. 1
Introduction A part, however, is stored in two side
lobes, located 10–15 MHz from the central peak. It is noted
that further signal processing results in an additional uncer-
tainty of the LO frequency of ≈1 MHz, independent of the
chosen locking technique. With a low spectral resolution spectrometer, the spectral
features of the rare isotopologues will most likely be dwarfed
by the absorption and emission lines of the principal isotopo-
logue, if not other species. A high resolution spectrome-
ter, with the resolving power of individual lines, is therefore
a promising route to obtain the stratospheric isotopic water
composition, as the weak lines may be isolated from strong
lines. In this paper the possibilities of isotopic water re-
trieval from the 480–650 GHz channel of the balloon
borne instrument TELIS (TErahertz and submillimeter LImb
Sounder) (Hoogeveen et al., 2005; Yagoubov et al., 2008) are
investigated by retrieval simulations. The outline of this pa-
per is as follows. In Sects. 2–4 TELIS, the radiative transfer
code and the retrieval algorithm are introduced respectively. Then in Sect. 5 profile retrieval of water isotopologues are
investigated for the ideal case with perfect knowledge of the
instrument. Finally, in Sect. 6, the impact of uncertainties in
instrument parameters on these retrievals are studied. The two different locking modes can be selected in-flight
and in this paper frequency locking is assumed with an
FWHM=2 MHz. Note that the pressure broadening of the at-
mospheric lines results in linewidths >10 MHz for altitudes
<37 km (flight altitude of TELIS), and the actual locking
mechanism, and thus the spectral lineshape of the LO is of
minor importance. The atmospheric signal is measured against the abso-
lute difference frequency with respect to the local oscilla-
tor. Hence, recorded signal may come from either side of
the local oscillator frequency νLO, or sideband. In double-
sideband mode no sideband is suppressed, and the measured
spectrum is the superposition of two spectra covering the fre-
quency ranges νLO+νIF respectively νLO−νIF, where νIF is
the measured difference frequency, or the intermediate fre-
quency (IF). For the 480–650 GHz channel νIF=5–7 GHz. 2
The TELIS instrument TELIS is a cryogenic heterodyne balloon sounder developed
in a collaboration of three institutes: Deutsches Zentrum
f¨ur Luft- und Raumfahrt (DLR), Germany, Rutherford Ap-
pleton Laboratory (RAL), United Kingdom, and SRON –
Netherlands Institute for Space Research, the Netherlands. Each institute develops one channel; a miniaturised 500 GHz
channel (RAL), a tunable 1.8 THz channel (DLR), and a TELIS is currently operating in double-sideband mode. The sideband ratio (SBR) represents the relative magnitude Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 425 5
5.5
6
6.5
7
IF [GHz]
0
50
100
150
Intensity [K]
H2
18O
H2O
LO = 495.040 GHz
5
5.5
6
6.5
7
IF [GHz]
0
50
100
150
Intensity [K]
HDO
H2O
LO = 496.880 GHz
Fig. 1. Noise free spectra as function of difference frequency νIF
for a local oscillator frequency νLO=495.040 GHz in the upper
panel and νLO=496.880 GHz in the lower panel. The spectra are
for TELIS, recording in double-sideband mode with a sideband ra-
tio of 1.0. The flight altitude is 37 km and the probed tangent height
is 27.5 km. In grey is indicated which part of the spectrum is taken
for retrieval of the mentioned molecule. 5
5.5
6
6.5
7
IF [GHz]
0
50
100
150
Intensity [K]
H2
18O
H2O
LO = 495.040 GHz
5
5.5
6
6.5
7
IF [GHz]
0
50
100
150
Intensity [K]
HDO
H2O
LO = 496.880 GHz of the two sidebands in the recorded spectrum. In the follow-
ing this ratio is defined as s=γUSB/γLSB, where γUSB and
γLSB are respectively the gain of the upper sideband (USB)
and the lower sideband (LSB). The recorded spectrum I is
the weighted superposition of the spectra of the two side-
bands, 5
5.5
6
6.5
7
IF [GHz]
0
50
100
150
Intensity [K]
H2
18O
H2O
LO = 495.040 GHz I = γUSBIUSB + γLSBILSB
γUSB + γLSB
=
s
s + 1IUSB +
1
s + 1ILSB,
(1) (1) where IUSB and ILSB are respectively the spectra of the upper
and lower sideband. In this study a sideband ratio of s=1.0
is assumed for convenience and hence the weighting factors
for both sidebands are 50%. In Sect. 6.2 deviations in the
sideband ratio from unity are addressed. 2
The TELIS instrument In the 480–650 GHz channel the receiver antenna, the lo-
cal oscillator, and the mixer that generates the difference
frequency are all situated on a 4×4 mm2 chip, called the
Super-conducting Integrated Receiver (SIR). This chip is de-
veloped in collaboration with Institute of Radio Engineering
and Electronics (IREE), Moscow, and is a major step in the
miniaturisation of submillimeter receiver systems. For de-
tails we refer to Hoogeveen et al. (2005); Koshelets et al. (2007). In the 480–650 GHz frequency window, there are a hand-
ful relatively strong isotopic water emission lines. Unfor-
tunately, most of these lines are blended by strong ozone
or water lines. Notable exceptions are the H218O line at
489.054 GHz and the HDO line at 490.597 GHz which are
also the lines probed by the Odin satellite (Urban et al.,
2007). It is noted that the HDO line shows a small ozone
feature in its wing. Fig. 1. Noise free spectra as function of difference frequency νIF
for a local oscillator frequency νLO=495.040 GHz in the upper
panel and νLO=496.880 GHz in the lower panel. The spectra are
for TELIS, recording in double-sideband mode with a sideband ra-
tio of 1.0. The flight altitude is 37 km and the probed tangent height
is 27.5 km. In grey is indicated which part of the spectrum is taken
for retrieval of the mentioned molecule. In selecting the local oscillator frequency, one should take
care that the lines aimed for do not overlap with lines from
the other sideband. With the local oscillator set to respec-
tively 495.040 GHz and 496.880 GHz, the H218O and HDO
lines are isolated from lines of the other sideband. More-
over, at these frequencies there is a water line of the prin-
cipal isotopologue in each spectrum, such that the ratios
H218O/H216O and HDO/H216O can each be determined from
a single measurement. It is noted that the main water isotopo-
logue line lies in the same sideband in the case of H218O and
in the opposite sideband in case of HDO. www.atmos-meas-tech.net/2/423/2009/ 2
The TELIS instrument where Tsys=250 K is the noise temperature of the instru-
ment in the frequency range of the rare water isotopo-
logues (Yagoubov et al., 2008), 1ν=2.2 MHz is the spec-
tral resolution, and t=1.5 s is the integration time, which re-
sults in an RMS (Root Mean Squares) measurement noise
1T =0.13 K, corresponding to a signal to noise ratio of
S/N=10/0.13≈75 for a single spectrum with a tangent point
at 27.5 km. In Fig. 1 typical spectra are depicted for the measurement
windows of HDO and H218O for a tangent height of 27.5 km,
meaning the lowest point in altitude along a light path. From
these spectra it can be seen that the signal levels of the rare
water isotopologues are ≈10 K. The vertical resolution is determined by the field of view
of the instrument in conjunction with the spacing between
probed tangent heights and the spectral features in the spec-
trum. The field of view of the 480–650 GHz channel is al-
most Gaussian shaped with an FWHM in the vertical direc-
tion of 13 arc min at 490 GHz (Yagoubov et al., 2008), which
translates to ≈1.5 km at a tangent point of 26 km which is
the middle of the limb sequence. The field of view in the The measurement noise per spectral sampling point can be
expressed as 1T =
Tsys
√
1ν t
, 1T =
Tsys
√
1ν t
, (2) Atmos. Meas. Tech., 2, 423–435, 2009 426 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS horizontal direction is twice as large, but horizontal gradients
in the atmosphere are much smaller than vertical gradients
and can be neglected on this scale. due to the pressure and temperature dependence of the index
of refraction and is included in the model. To account for instrument characteristics, the modelled at-
mospheric spectra are first convolved with the instrumental
lineshape, as determined by the locking mechanism of the
local oscillator. Then the spectra are convolved with the field
of view (FOV) of the telescope. Finally the absolute differ-
ence frequency with the local oscillator is taken, effectively
mapping the two sidebands on top of each other. The latter
is true in double sideband mode, but also in single sideband
mode if the suppressed sideband still gives rise to residual
signal. 4
Retrieval and regularisation The aim of the forward model is to simulate the measure-
ments by TELIS for a given state of the atmosphere and
viewing geometry. For this purpose the radiative transfer
equation is solved, which gives the intensity I(ν, s) of ra-
diation with frequency ν at location s in a light path. For
a non-scattering atmosphere in local thermal equilibrium the
radiative transfer equation can be integrated along the instru-
ment’s line of sight With the forward model a spectrum for a specific atmo-
sphere and geometry is calculated that is representative for
the TELIS measurement. In the following the forward model
will be denoted by F and the discrete set of atmospheric pa-
rameters by the vector x. A measurement r can be simulated
by r = F(x) + ey,
(6) r = F(x) + ey, (6) I(ν, s) = I(ν, s0)e−τ(ν,s0,s) +
Z s
s0
B(ν, T (s′))κ(ν, s′)e−τ(ν,s′,s)ds′,
(3) where ey is the measurement error including noise and bi-
ases. (3) The aim of retrieval is to invert Eq. (6) to obtain the atmo-
spheric condition x from the measurement r. As the forward
model is nonlinear a Gauss–Newton iterative scheme is de-
ployed to solve the inversion problem. In every iteration the
forward model F is linearised by means of a Taylor expan-
sion around a reference state xi−1 and solved for xi, where
the index i refers to the iteration number. This results in where B(T ) is the Planck function at temperature T , and
I(ν, s0) is the background intensity at the start of the line
of sight. The optical density τ is given by τ(ν, s′, s) =
Z s
s′ κ(ν, s′′)ds′′,
(4) (4) and the absorption coefficient κ is defined as and the absorption coefficient κ is defined as (7) y = Kxi + ey,
(7) κ(ν, s) =
X
m
km(ν, s)nm,
(5) (5) where K is the Jacobian matrix and y=r−F(xi−1)+Kxi−1. where K is the Jacobian matrix and y=r−F(xi−1)+Kxi−1. A least squares fit minimises the residue of the modelled
spectrum with respect to the measured spectrum, A least squares fit minimises the residue of the modelled
spectrum with respect to the measured spectrum, with km the absorption cross section per molecule of
molecule m and nm its number density. 4
Retrieval and regularisation In general km
is a summation over many lines, each with different cen-
tral frequency, line strength, and line profile. To ac-
count for random, collision-induced, phase shifts the van
Vleck–Weisskopf correction is applied to the Voigt line pro-
files (Vleck and Weisskopf, 1945). The actual profiles are
based on line parameters taken from the HITRAN 2004
database (Rothman et al., 2005). xlsq = min
x ∥(Kx −y)∥2. (8) (8) Within a limb scan each recorded spectrum probes predomi-
nately the atmospheric state at a different tangent height, and
therefore all spectra contain different information about the
atmosphere. At first glance one might therefore believe that
a least squares fit with a retrieval grid equal to the probed
tangent heights would give good results. However, the at-
mosphere above the instrument, where no tangent points are
possible, may not be neglected in the forward model and
will be of influence for the retrieval. Below the lowest tan-
gent point the atmosphere is probed due to the extended field
of view. As a result Eq. (8) becomes an ill-posed problem,
implying that different atmospheric profiles of temperature,
pressure, and molecular concentrations, reproduce the mea-
surement within noise limits. Within a limb scan each recorded spectrum probes predomi-
nately the atmospheric state at a different tangent height, and
therefore all spectra contain different information about the
atmosphere. At first glance one might therefore believe that
a least squares fit with a retrieval grid equal to the probed
tangent heights would give good results. However, the at-
mosphere above the instrument, where no tangent points are
possible, may not be neglected in the forward model and
will be of influence for the retrieval. Below the lowest tan-
gent point the atmosphere is probed due to the extended field
of view. As a result Eq. (8) becomes an ill-posed problem,
implying that different atmospheric profiles of temperature,
pressure, and molecular concentrations, reproduce the mea-
surement within noise limits. In the 480–650 GHz frequency range water shows some
strong emission lines, the most notable around 557 GHz. Even far from line centre the wings contribute significantly
to the spectrum, acting as an offset or continuum. The cal-
culated line profiles show small discrepancies with the actual
line profiles. To account for this, the empirical Liebe model
for the continuum is adopted (Liebe, 1989). The total path integral of the radiative transfer equation
(Eq. 2
The TELIS instrument The limb sequence for water isotopologue measurements
covers the altitude range of 10–36.5 km. Below 20 km the
tangent height spacing is set to 1 km and above 20 km to
1.5 km resulting in a limb sequence of 22 spectra. The ratio-
nale behind this is that the range below 20 km is of relevance
for the influx of tropospherical water into the stratosphere. The total time required for a single limb scan will be ≈1 min,
including radiometric calibration cycles. 4
Retrieval and regularisation 3) is numerically solved. This path is slightly curved Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ 427 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS The least squares solution will then predominately be de-
termined by the noise on the measurement, rather than the
spectral features. To address this problem Tikhonov regular-
isation (Tikhonov, 1963; Phillips, 1962; Twomey, 1963) is
employed in this study. with Sy the measurement noise covariance matrix and I the
unity matrix. Due to the measurement error, a retrieval noise error is
imposed on the retrieved vector. This error propagation is
also governed by the contribution matrix, With Tikhonov regularisation the least squares condition
is minimised in addition to a side constraint, sensitive to the
retrieval noise. The minimisation equation becomes Sx = DSyDT,
(12) Sx = DSyDT, (12) where Sx is the retrieval noise covariance matrix. where Sx is the retrieval noise covariance matrix. The retrieved vector xγ is not an estimate of the true at-
mospheric state vector xtrue, but rather a weighted average. By employing Eqs. (7) and (10) the retrieved vector can be
expressed as function of the true vector as follows xγ = min
x
∥(Kx −y)∥2 + γ 2∥Lx∥2
,
(9) (9) where γ is the regularisation parameter, balancing the con-
tributions of the least square solution and the side constraint,
and L is a suitably chosen matrix. In its standard form, the
side constraint is the norm of x, ∥x∥2, and subsequently L
is the identity matrix. Other choices of L include the ma-
trix representation of the nth derivative of x. In this study,
however, Tikhonov regularisation is employed in its standard
from. xγ = Axtrue + ex,
(13) (13) where A=DK is the averaging kernel and ex=Dey the error
in the state vector caused by measurement errors. It is noted here that xγ may contain more than one atmo-
spheric profile and also other parameters to be retrieved. As
the norm is used as as side constraint, it may be that this norm
is mainly determined by only a subset of these parameters, if
these are much larger than others. This is circumvented by
a rescaling of the elements of the state vector which is em-
ployed in the current study where appropriate. 4
Retrieval and regularisation It is clear that a good choice of the regularisation param-
eter γ is of crucial importance for the solution. It should be
chosen large enough that the side constraint filters out noise
contributions. However, if γ is chosen too large, the least
square residual norm will not be minimised anymore, and
the spectrum associated with the retrieved vector will depart
from the measurement. By setting the regularisation parameter γ , and thereby the
contribution matrix D, a retrieval produces three quantities;
the retrieved state vector xγ , the averaging kernel A, and the
covariance matrix Sx. In the following the xγ is given in
units of volume mixing ratio (VMR) and the retrieval error,
or the diagonal of the covariance matrix, in percent of the true
profile. The averaging kernel is associated with the spatial
resolution of the retrieval. To interpret the kernel as a mea-
sure of resolution, the FWHM is calculated for every row in
kilometres. A successful approach to set the regularisation parameter
γ is the use of the so-called L-curve as proposed by Hansen
(1992). The L-curve is a parametric plot of the logarithms of
the two terms in the minimisation function of Eq. (9), i.e. the
norm ∥x∥2 vs the least squares norm ∥(Kx −y)∥2. For small
values of γ the least squares residue will be minimised, and
the norm will be large. If γ is slowly increased, the norm
of x will sharply drop while the residual norm will almost
stay fixed at its minimal value. This means that the spectrum
associated with this state vector x still represents the mea-
surement, while the noise contributions become suppressed. There is a rather well defined point where further increment
of γ will result in an increase of the least squares norm, in-
dicating a departure from the measurement, without much
change in the contribution of the side constraint. This point
is the bend in the L-curve and the corresponding γ balances
the two norms, resulting in a state vector xγ that is mostly
determined by the atmospheric condition as opposed to the
noise on the measurement. We refer to Hansen (1992) for
the algorithm to locate this point. 5
Water isotopologue retrieval 0
2e-08
4e-08
[H2
18O] [VMR]
10
15
20
25
30
35
40
Altitude [km]
xtrue
Axtrue
xγ
H2
18O 0
3e-09
6e-09
[HDO] [VMR]
10
15
20
25
30
35
40
Altitude [km]
HDO Table 1. Instrument parameters used for the generation of synthetic
spectra. LO stands for local oscillator, FWHM for full width half
maximum, and FOV for field of view. LO frequency
495.040 GHz (H218O)
496.880 GHz (HDO)
LO shape
Lorentzian
LO FWHM
2 MHz
Sideband ratio
1.0
FOV FWHM
13 arc minutes
Integration time
1.5 seconds
RMS noise
0.13 K
Limb sequence
10–20 km @ 1.0 km
20–36.5 km @ 1.5 km
Flight altitude
37 km Fig. 2. Typical example of state vectors for H218O (left panel)
and HDO (right panel) for TELIS. The retrieved profile (solid) is
shown along with the retrieval error (grey), the true profile (dashed),
and Axtrue (dotted). The results are obtained from a single limb
sequence with 22 spectra recorded at different tangent points and an
integration time of 1.5 s with perfect knowledge of the instrument
parameters. be seen that the averaging kernel peaks to 1.0 over an alti-
tude range of 15–35 km in the case of H218O and 20–35 km
in the case of HDO resulting in an FWHM equal to the tan-
gent spacing, i.e. 1.5 km above 20 km and 1.0 km below. The
retrieval error is 2–3% over a wide range of altitudes, peaking
at 17–19 km at values of 6% and 11% for respectively HDO
and H218O. For HDO there is a clear correlation between the
broadening of the averaging kernel, effectively averaging the
profiles over a wider range of altitudes, and the decrease of
the retrieval error for the lower part of the limb scan. It is
noted that the absolute retrieval error increases with decreas-
ing altitude below 20 km for both isotopologues as both the
volume mixing ratio and the air density increase. to higher retrieval errors. This depletion is a function of al-
titude and lessens with increasing altitude due to methane
oxidation. The depletion of stratospheric H218O is less than
10%. Examples of noise-free simulated spectra are depicted
in Fig. 1 for both HDO and H218O. The parts indicated in
grey are used for retrieval. 5
Water isotopologue retrieval Above 37 km the retrieval error increases for both H218O
and HDO in conjunction with a broadening of the averaging
kernel as information in the spectra is limited for these alti-
tudes. This is because no tangent heights are possible above
the flight altitude of 37 km. Although the radiative transfer of
this altitude range is of importance for the retrieval at lower
altitudes, the actual retrieved values are of limited value only. In this study the temperature, pressure, O2, N2O, and ClO
profiles are assumed to be known and set to their a priori
values. The H218O line occurs in the wing of a strong water line
(just outside the spectrum of Fig. 1) acting as a large baseline
offset for low tangent heights. Therefore, H2O is retrieved
simultaneously with H218O. The purpose of this retrieval is
not to get a proper water profile, but rather to account for
the offset such that its influence on the H218O retrieval is
minimised. For this retrieval, the O3 profile is set to the a
priori values. Another aspect to consider are cross-correlations between
different profiles. In Fig. 3 only the part of the averaging
kernel is depicted that links the retrieved profile to the true
profile of that particular species. The cross-averaging ker-
nel links the retrieved profile to the true profile of another
species, i.e. H2O in case of H218O retrieval and O3 in case
of HDO. Ideally these values are close to zero, which would
indicate that the retrieved isotopic water profile is not mixed
with water, respectively ozone. For HDO, this is indeed the
case and the retrieved profile is not intermingled with the
ozone profile. For H218O, however, the cross-averaging ker-
nel departs from zero in the range 10–20 km, as is illustrated
in the left panel of Fig. 4. This means that for H218O signifi-
cant amounts of H2O is mixed into the isotopic water profile
below 20 km. In the right panel the contributions of the aver-
aging kernel and the cross-averaging kernel to the retrieved
H218O profile are both shown. Below 20 km the contribu-
tion of the cross-averaging kernel increases with decreasing In the wing of the HDO line a O3 feature resides. To in-
vestigate how well HDO can be retrieved without a priori
knowledge of ozone, the O3 profile is retrieved simultane-
ously with HDO. 5
Water isotopologue retrieval Retrieval simulations have been performed for the rare water
isotopologues H218O and HDO in the 480–650 GHz channel
of TELIS. The retrieval results are all for a single limb scan,
without further averaging. For this study synthetic spectra
are generated with instrument parameters as given in Sect. 2
and are for convenience also listed in Table 1. Besides the rare isotopologues of water, the species O3,
O2, H2O, N2O, and ClO are taken into account in the forward
model in this study. The atmospheric conditions are set to
the AFGL US standard atmosphere (Anderson et al., 1986),
with the tropopause of 217 K at ≈12 km. However, An-
derson et al. does not provide profiles for different isotopo-
logues. For the current study the profiles for the rare isotopo-
logues are constructed by taking the profile of the principal
isotopologue H216O which is then corrected for the natural
abundance of the rare isotopologue. It is noted that the pro-
file of HDO may be depleted in the stratosphere by 30–50%
which would lead to lower signal strengths and consequently Once the regularisation parameter γ is set, the solution can
be written as xγ = Dy,
(10) (10) xγ = Dy, where D is the pseudo-inverse of K or the contribution ma-
trix, D =
KTK + γ 2I
−1
KTS
−1
2
y ,
(11) (11) www.atmos-meas-tech.net/2/423/2009/ Atmos. Meas. Tech., 2, 423–435, 2009 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 428 0
2e-08
4e-08
[H2
18O] [VMR]
10
15
20
25
30
35
40
Altitude [km]
xtrue
Axtrue
xγ
0
3e-09
6e-09
[HDO] [VMR]
10
15
20
25
30
35
40
Altitude [km]
H2
18O
HDO
Fig. 2. Typical example of state vectors for H218O (left panel)
and HDO (right panel) for TELIS. The retrieved profile (solid) is
shown along with the retrieval error (grey), the true profile (dashed),
and Axtrue (dotted). The results are obtained from a single limb
sequence with 22 spectra recorded at different tangent points and an
integration time of 1.5 s with perfect knowledge of the instrument
parameters. 5
Water isotopologue retrieval The diagonal elements of the retrieved covariance matrices
(left panel), the widths of the retrieved averaging kernels (centre
panel), and the averaging kernels (right panel) for a typical HDO
retrieval, respectively, H218O retrieval with TELIS. In Fig. 2 the
retrieved state vectors are illustrated. -0.2
0
0.2
0.4
0.6
0.8
1
A
cross
10
15
20
25
30
35
40
Altitude [km]
-2.5e-08
0
2.5e-08
5e-08
[H2
18O] [VMR]
10
15
20
25
30
35
40
Altitude [km]
AxH2
18O
A
crossxH2
16O
H2O for H2
18O retrieval
Fig. 4. The cross-averaging kernel of H2O acting on H218O is
shown in the left panel. In the right panel Axtrue is depicted for
both contributions of H2O (orange line) and H218O (black line). -2.5e-08
0
2.5e-08
5e-08
[H2
18O] [VMR]
10
15
20
25
30
35
40
Altitude [km]
AxH2
18O
A
crossxH2
16O -0.2
0
0.2
0.4
0.6
0.8
1
A
cross
10
15
20
25
30
35
40
Altitude [km]
H2O for H2
18O retrieval 15
20
or [%]
H2
18O
HDO
0
1
2
3
FWHM A [km]
- A Fig. 3. The diagonal elements of the retrieved covariance matrices
(left panel), the widths of the retrieved averaging kernels (centre
panel), and the averaging kernels (right panel) for a typical HDO
retrieval, respectively, H218O retrieval with TELIS. In Fig. 2 the
retrieved state vectors are illustrated. Fig. 4. The cross-averaging kernel of H2O acting on H218O is
shown in the left panel. In the right panel Axtrue is depicted for
both contributions of H2O (orange line) and H218O (black line). with ST the ECMWF temperature covariance matrix, D the
contribution matrix, KT the Jacobian of the temperature,
and Sx the covariance matrix of the retrieved state vector
(Rodgers, 2000). The result of this analysis is depicted in
Fig. 5. As can be seen, the error is in the range of the tangent
heights only ≈0.1%, which is less than the retrieval error (see
Fig. 3) and is therefore of only minor consequence. Alterna-
tively, the temperature profile may be determined from the
measurements from the 16O18O line at 508.996 GHz. altitude, contaminating the retrieved isotopic water profile
and hampering a straightforward interpretation. In conclusion the retrieval for HDO can be done over the
whole 10–37 km altitude range of the limb sequence, with a
retrieval error of 1–6% in the undepleted case. 5.1
Temperature error propagation The assumed temperature profile has only limited accuracy
and may therefore have an impact on the retrieval error. The
temperature profile will be taken from the analysis data by
the ECMWF (European Centre for Medium-Range Weather
Forecasts). The accuracies for March 2009 in Northern Scan-
dinavia is on the order of 1 K up to the maximum validated
pressure level of 10 mbar which corresponds to an altitude
of ≈32 km (K. Fielding, private communication, eCMWF,
2009). A slight increase can be discerned above ≈27 km. The accuracies are in the following analysis set to 1 K for
altitudes up to 27 km and then a linear increase with altitude
to 2 K at 46 km. To assess the error propagation of this un-
certainty onto the retrieved rare water isotopologue profiles
the following formula is employed: 6
Sensitivity to instrumental parameters In the results presented above, perfect knowledge of instru-
mental parameters is assumed. Unlike with synthetic data
this is obviously not the case with actual measurements. A
sensitivity study has been performed to see how imperfect
knowledge influences the retrieval results. The considered
error sources are pointing knowledge, sideband ratio, LO fre-
quency, field of view, and the instrumental lineshape. 5
Water isotopologue retrieval In case HDO
is depleted the retrieval error ranges from ≈2–8%. The spa-
tial resolution for HDO, as determined by the averaging ker-
nel widths, is 1.5 km above 20 km and below 20 km 1.5–
2.5 km. For H218O the retrieval results in an uncontaminated pro-
file above 20 km, with a retrieval error of ≈3% and an aver-
aging kernel FWHM of 1.5 km. The retrieval below 20 km
is hampered by a strong water line and the retrieval results
are hard to interpret as the profile becomes mixed with the
profile of H2O. 5
Water isotopologue retrieval For HDO retrieval, the H2O profile is set to
the a priori value. In Fig. 2 the retrieved state vector (solid line) with its re-
trieval error (grey area), the true profile (dashed line), and
Axtrue (dotted line) are plotted in Fig. 2 for H218O (left
panel) and HDO (right panel) for the case that only receiver
noise is considered. As first guess, the true state vector is
taken with a scaling factor. The scaling factor has no influ-
ence on the retrieval results in the range of 10% to the upper
limit of 400%. In Fig. 3 the retrieval error, the averaging ker-
nel and its FWHM are shown for both isotopologues. It can Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 429 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
H2
18O
HDO
0
1
2
3
FWHM A [km]
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
Fig. 3. The diagonal elements of the retrieved covariance matrices
(left panel), the widths of the retrieved averaging kernels (centre
panel), and the averaging kernels (right panel) for a typical HDO
retrieval, respectively, H218O retrieval with TELIS. In Fig. 2 the
retrieved state vectors are illustrated. -0.2
0
0.2
0.4
0.6
0.8
1
A
cross
10
15
20
25
30
35
40
Altitude [km]
-2.5e-08
0
2.5e-08
5e-08
[H2
18O] [VMR]
10
15
20
25
30
35
40
Altitude [km]
AxH2
18O
A
crossxH2
16O
H2O for H2
18O retrieval
Fig. 4. The cross-averaging kernel of H2O acting on H218O is
shown in the left panel. In the right panel Axtrue is depicted for
both contributions of H2O (orange line) and H218O (black line). 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
H2
18O
HDO
0
1
2
3
FWHM A [km]
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
Fig. 3. Sx = DKT ST KT
T DT, 6.1
Pointing The retrieval error, the FWHM of the averaging kernels,
and xγ −Axtrue for HDO retrieval with a systematic pointing error. For reference, the retrieval results with no offset is illustrated as
well for the case that pointing information is not retrieved (dashed
black line) and that pointing information is simultaneously retrieved
(solid black line). The pointing offset covers 1–10 arc min, which
corresponds to a shift of the tangent height of 200 m to 2 km for the
lowest tangent points. In the right panel the solid black line refers
to the retrieval error in case of no pointing offset. g. 5. The error propagation of the limited accuracy on the temperature on the retrieved HDO and H2
ofiles is depicted. The error is given in % relative to the true state vector and can thus directly be compa
ainst the retrieval error. Fig. 5. The error propagation of the limited accuracy on the tem-
perature on the retrieved HDO and H218O profiles is depicted. The
error is given in % relative to the true state vector and can thus di-
rectly be compared against the retrieval error. It is investigated what the effect of a pointing error is for both
a systematic offset and a random pointing error. 22
If pointing is not accounted for, the spectra corresponding
to the retrieved profiles show systematic residuals with re-
spect to the measurement, implying that pointing information
is contained in the measurements. In contrast to the retrieval
in Sect. 5, in the following the pointing angle is retrieved for
each spectrum in the limb sequence in addition to the molec-
ular profiles. respect to the retrieval without an offset. In fact, this is true
over a wide range of pointing offsets. Above 20 km, how-
ever, the retrieval error increases, with increasing pointing
error. For 3 arc min the retrieval error is still comparable
to a retrieval with perfect instrument knowledge for 23 km
and above, but below 23 km the error becomes significantly
larger. This can be explained by the fact that a pointing offset
corresponds to an increasing offset in kilometers at tangent
point for decreasing altitude. The impact on the retrieval is
therefore highest for the lowest tangent heights. For increas-
ing pointing offsets, the affected range extends to higher al-
titudes. 6.1
Pointing For an offset of 10 arc min, the retrieval error is de-
teriorated over the whole altitude range with respect to the
retrieval without pointing offset. The retrieval results for HDO for a systematic pointing off-
set are depicted in Fig. 6. In this figure, the dashed black line
refers to the retrieval in Sect. 5, i.e. a retrieval with perfect
knowledge of the instrument and no instrumental parame-
ters are retrieved. The solid black line in the left and centre
panels corresponds to the case where no pointing offset is ap-
plied, but nevertheless pointing information is retrieved. In
the range 20–35 km the dashed and solid black lines coincide
in the centre panel, indicating that the averaging kernel in this
altitude range is virtually unaffected. Below 20 km, however,
the averaging kernel narrows when pointing information is
retrieved. This corresponds to the observed increase in the
retrieval error in this altitude range. The increase in retrieval
error is by a factor of 6, up to 35%. Apart from the retrieval error, of a stochastic nature, a sys-
tematic error to the retrieved profile may be induced by a
pointing offset. This can be investigated by comparing the re-
trieved profile with the smoothed true profile, or xγ −Axtrue. This effect is shown in the right panel of Fig. 6. The solid
black line refers to the retrieval error without pointing offset. As can be seen, no systematic error is introduced over the
whole altitude range, even up to a pointing error of 10 arc
min. This is due to the fact that the HDO line is pressure broad-
ened at low altitudes. A pointing error results in first order,
at low altitudes, in an intensity shift of the spectrum. The
sensitivity of the spectrum to the HDO profile and the point-
ing angle show therefore in both cases broad spectral features
and no distinction can be made anymore between contribu-
tions from one or the other. The addition of extra parameters
to the state vector results then in the increase of the retrieval
error. In conclusion, HDO retrieval is feasible even for the most
severe pointing offsets. The retrieval error, however, be-
comes large below 20 km, such that a retrieval from a sin-
gle limb sequence will have only limited information in this
altitude range. 6.1
Pointing The error propagation of the limited accuracy on the tem-
perature on the retrieved HDO and H218O profiles is depicted. The
error is given in % relative to the true state vector and can thus di-
rectly be compared against the retrieval error. 0
25
50
75
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0’
0’
1’
3’
5’
10’
-50
-25
0
25
50
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0
1
2
3
FWHM A [km]
Fig. 6. The retrieval error, the FWHM of the averaging kernels,
and xγ −Axtrue for HDO retrieval with a systematic pointing error. For reference, the retrieval results with no offset is illustrated as
well for the case that pointing information is not retrieved (dashed
bl
k li
)
d h
i i
i f
i
i
i
l
l
i
d 0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
HDO 0
25
50
75
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0’
0’
1’
3’
5’
10’
-50
-25
0
25
50
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0
1
2
3
FWHM A [km]
Fig. 6. The retrieval error, the FWHM of the averaging kernels,
and xγ −Axtrue for HDO retrieval with a systematic pointing error. For reference, the retrieval results with no offset is illustrated as
well for the case that pointing information is not retrieved (dashed
black line) and that pointing information is simultaneously retrieved
(solid black line). The pointing offset covers 1–10 arc min, which
corresponds to a shift of the tangent height of 200 m to 2 km for the
lowest tangent points. In the right panel the solid black line refers
to the retrieval error in case of no pointing offset. 0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
H2
18O 0
25
50
75
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0’
0’
1’
3’
5’
10’
-50
-25
0
25
50
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0
1
2
3
FWHM A [km] Fig. 6. 6.1
Pointing The uncertainty in the pointing of the telescope contributes
generally significantly to the error budget in limb retrieval. It is therefore mandatory to inspect its influence on the re-
trieval. Currently, TELIS receives its pointing information
from the MIPAS instrument, which is equipped with a dedi-
cated attitude and heading reference system (AHRS) (Friedl-
Vallon et al., 2004). The stability of this system is much
better than 1 arc minute. However, both TELIS and MIPAS
are connected by several springs to the gondola frame and it
remains untested how these springs will influence the actual
pointing with respect to the received pointing information. It
is estimated that this pointing mismatch is up to 10 arc min. Sx = DKT ST KT
T DT, (14) www.atmos-meas-tech.net/2/423/2009/ Atmos. Meas. Tech., 2, 423–435, 2009 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 430 30
. de
a ge et a .: St atos
0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
H2
18O
0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
HDO
Fig. 5. The error propagation of the limited accuracy on the temperature on the retrieved HDO and H2
18
rofiles is depicted. The error is given in % relative to the true state vector and can thus directly be compar
gainst the retrieval error. Fig. 5. The error propagation of the limited accuracy on the tem-
perature on the retrieved HDO and H218O profiles is depicted. The
error is given in % relative to the true state vector and can thus di-
rectly be compared against the retrieval error. 0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
H2
18O
0
0.5
1
1.5
Temperature error propagation [%]
10
15
20
25
30
35
40
Altitude [km]
HDO
Fig. 5. The error propagation of the limited accuracy on the temperature on the retrieved HDO and H2
18O
profiles is depicted. The error is given in % relative to the true state vector and can thus directly be compared
against the retrieval error. Fig. 5. 6.1
Pointing -0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km] 50
75
rror [%]
0’
0’
1’
3’
5’
10’
0
1
2
3
FWHM A [km] 0
25
50
75
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0’
0’
1’
3’
5’
10’
0
1
2
3
FWHM A [km] 0.4
A Fig. 7. The retrieval error, the widths of the averaging kernels, and
the averaging kernels for H218O retrieval with a systematic point-
ing error. For reference, the retrieval results with no offset is illus-
trated as well for the case that pointing information is not retrieved
(dashed black line) and that pointing information is simultaneously
retrieved (solid black line). The pointing offset covers 1–10 arc min,
which corresponds to a shift of the tangent height of 200 m to 2 km
for the lowest tangent points. In the above, only a systematic pointing offset was investi-
gated. The results for a random pointing error for each spec-
trum in the limb sequence, however, are virtually the same. This is due to the implementation of the pointing retrieval. A
pointing offset is not retrieved as a single parameter, but is
retrieved separately for each spectrum in the limb sequence. The rationale behind this is that it is anticipated that the ac-
tual pointing angles of real measurements will show a gen-
eral offset with a random component superimposed due to
the springs by which TELIS is attached to the gondola, and
hence, it must be retrieved for every spectrum separately. The
retrieval results are therefore very comparable for a system-
atic offset or an offset with a random nature. which is of similar form as Eq. (1) albeit with an extra scal-
ing factor for both sidebands. From these equations it can be
seen that an error in the knowledge of the sideband ratio will
lead to erroneous contributions of the spectra of the two side-
bands. To compensate for this effect, the retrieval algorithm
will alter the state vector, and thus the profile, effectively nul-
lifying these scaling factors. In conclusion, if there is an uncertainty in the pointing in-
formation, both HDO and H218O can still be retrieved above
20 km, up to a pointing error of about 5 arc min. 6.1
Pointing For HDO
the retrieval is also possible below 20 km, albeit that the re-
trieval error peaks to ≈35%. In this range H218O retrieval is
hampered due to H2O interference, as is explained in Sect. 5 The HDO line occurs in this study in the lower sideband
and from Eq. (16) it is then expected that an overestimation
of the sideband ratio by a factor ϵ will lead to an underestima-
tion of the retrieved profile by a factor of ϵ
2, for the assumed
sideband ratio s=1.0. The retrieval results on this systematic
effect are shown in Fig. 8. Indeed, for small values of ϵ the
systematic underestimation of the HDO profile is ϵ
2. Above
20 km the systematic error in the HDO profile is smaller than
the retrieval error if ϵ<0.06, and below 20 km if ϵ<0.12. 6.1
Pointing When a pointing offset is applied, the retrieval error and
averaging kernel below 20 km are virtually unaffected with www.atmos-meas-tech.net/2/423/2009/ Atmos. Meas. Tech., 2, 423–435, 2009 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 431 0
25
50
75
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0’
0’
1’
3’
5’
10’
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
0
1
2
3
FWHM A [km]
Fig. 7. The retrieval error, the widths of the averaging kernels, and
the averaging kernels for H218O retrieval with a systematic point-
ing error. For reference, the retrieval results with no offset is illus-
trated as well for the case that pointing information is not retrieved
(dashed black line) and that pointing information is simultaneously
retrieved (solid black line). The pointing offset covers 1–10 arc min,
which corresponds to a shift of the tangent height of 200 m to 2 km
for the lowest tangent points. The retrieval results for H218O for a systematic pointing
offset are depicted in Fig. 7. Above 20 km the averaging
kernel is unaffected by a pointing error, as was also the case
with HDO. For H218O, however, the retrieval error seems to
be slightly higher than for HDO, with the exception of the
largest offset of 10 arc min. When no pointing offset is ap-
plied, the averaging kernels of the retrievals with or without
pointing information, are very similar. This is in contrast to
HDO where a narrowing is observed below 20 km. When a
pointing offset is applied, the averaging kernels show some
variation below 20 km, which is governed by noise rather
than systematic effects, as is the case with HDO. The re-
trieval errors are comparable to the retrieval errors of HDO. In contrast to HDO, however, is the observation of large sys-
tematic errors in the H218O profile below 20 km (not shown). This is, however, of minor importance as the retrievals in this
altitude range are ambiguous even for the case of perfect in-
strument knowledge as is explained in Sect. 5. 6.2
Sideband ratio Moreover, a ripple with a frequency of ≈600 MHz and an
amplitude of 0.03 is super-imposed on this slope. Even in
this case the retrieval results for H218O are virtually identical
to the retrieval with perfect knowledge on the sideband ratio. For all altitudes and over the whole range of ratios
xγ −Axtrue does not show significant deviations from zero
for H218O (not shown), i.e. an uncertainty in the sideband
ratio causes no systematic effect on the H218O profile. This
indicates that the sideband ratio can be retrieved to such an
extent that the retrieval of H218O is virtually unaffected. A first measurement of the sideband ratio at 625 GHz
showed a variation in the sideband ratio of 1.2–1.3 over
2 GHz. To see how robust the retrieval is for a spectrally non-
constant sideband ratio, the observed variation in the side-
band ratio is modelled. This is done as follows; ϵ increases
from 0.2 to 0.3 over the IF frequency range νIF=5–7 GHz. Moreover, a ripple with a frequency of ≈600 MHz and an
amplitude of 0.03 is super-imposed on this slope. Even in
this case the retrieval results for H218O are virtually identical
to the retrieval with perfect knowledge on the sideband ratio. It is noted that for water dynamic studies, the ratio rare
isotopologue/main isotopologue is of importance. If the wa-
ter profile is taken from the rare isotopologue measurement
windows, then the effect of an error in the sideband ratio may
influence this ratio. In case of H218O both isotopologues re-
side in the same sideband and systematic effects of an erro-
neous sideband ratio on the isotope ratio will cancel, even if
the sideband ratio is not retrieved. In case of HDO, however,
both isotopologues are in different sidebands and an error in
the sideband ratio will cause a systematic error in the isotope
ratio. For a systematic error of 2.5% in the HDO profile, the
systematic error is 5% in the HDO/H2O ratio. For all altitudes and over the whole range of ratios
xγ −Axtrue does not show significant deviations from zero
for H218O (not shown), i.e. an uncertainty in the sideband
ratio causes no systematic effect on the H218O profile. This
indicates that the sideband ratio can be retrieved to such an
extent that the retrieval of H218O is virtually unaffected. 6.2
Sideband ratio -20
-10
0
10
20
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0.02
0.04
0.11
0.22
0
0.1
0.2
0.3
0.4
ε
-0.2
-0.15
-0.1
-0.05
0
Systematic error
Fig. 8. The systematic error on the retrieved HDO profile induced
by an error ϵ in the sideband ratio. In the right panel the average
values of the altitude range 20–35 km are plotted (solid line). The
dotted line corresponds to −ϵ/2. 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0.00
0.00
0.11
0.35
0.86
0.25 ripple
0
1
2
3
FWHM A [km]
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
Fig. 9. Retrieval results for H218O with an error ϵ in the sideband
ratio. For reference the results for a retrieval with a known sideband
ratio is illustrated as well in case this ratio is not retrieved (dashed
line) and in case the ratio is retrieved (solid black line). Note that
i
th l tt
th li
i
b
d b
th
th
lt
i di
t 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0.00
0.00
0.11
0.35
0.86
0.25 ripple
0
1
2
3
FWHM A [km]
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
Fig. 9. Retrieval results for H218O with an error ϵ in the sideband
ratio. For reference the results for a retrieval with a known sideband
ratio is illustrated as well in case this ratio is not retrieved (dashed
line) and in case the ratio is retrieved (solid black line). Note that
in the latter case the line is obscured by the other results, indicat-
ing that an uncertainty in the knowledge of the sideband ratio does
not influence the retrieval. In addition to the sideband ratio is the
ozone profile retrieved. The grey line refers to a situation where the
sideband ratio varies over the simulated spectrum over a range of
1.2–1.3 with an average value of 1.25. 6.2
Sideband ratio An error in the knowledge of the sideband ratio (SBR) leads
to a systematic shift in the contributions of the two sideband
spectra, and may lead to a systematic over- or underestima-
tion of the retrieved species. This can be seen as follows. Suppose that the relative error in the knowledge of this ratio
is ϵ, then Eq. (1) becomes If one or more lines of a single species is present in both
sidebands, the sideband ratio may be retrieved assuming a
stable SBR over the frequency interval. For H218O retrieval
this is the case; O3 shows spectral features from both side-
bands in the retrieval window. The retrieval of the sideband
ratio is of no consequence for the H218O retrieval (not de-
picted). If the error ϵ is set to zero, the retrieval errors and
the averaging kernels are almost identical whether the SBR
is retrieved or not. In fact, the retrieval results do not show
significant change over the wide range of uncertainties in the
sideband ratio of ϵ=0.0–0.86. This, however, assumes per-
fect knowledge of O3. I =
s(1 + ϵ)
s(1 + ϵ) + 1IUSB +
1
s(1 + ϵ) + 1ILSB,
(15) (15) which, by neglecting higher order terms in ϵ, can be rewritten
as I ≈
s
s + 1
1 +
ϵ
s + 1
IUSB +
1
s + 1
1 −
ϵ
s + 1
ILSB,
(16) In Fig. 9 it is shown how the retrieval of the sideband ratio
influences the retrieval of the H218O profile retrieval if ozone (16) www.atmos-meas-tech.net/2/423/2009/
Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ Atmos. Meas. Tech., 2, 423–435, 2009 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 432 -20
-10
0
10
20
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0.02
0.04
0.11
0.22
0
0.1
0.2
0.3
0.4
ε
-0.2
-0.15
-0.1
-0.05
0
Systematic error
Fig. 8. The systematic error on the retrieved HDO profile induced
by an error ϵ in the sideband ratio. In the right panel the average
values of the altitude range 20–35 km are plotted (solid line). The
dotted line corresponds to −ϵ/2. 6.2
Sideband ratio 0
0.1
0.2
0.3
0.4
ε
-0.2
-0.15
-0.1
-0.05
0
Systematic error -20
-10
0
10
20
xγ - Axtrue [%]
10
15
20
25
30
35
40
Altitude [km]
0.02
0.04
0.11
0.22 -0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km] 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0.00
0.00
0.11
0.35
0.86
0.25 ripple
0
1
2
3
FWHM A [km] 0
A Fig. 8. The systematic error on the retrieved HDO profile induced
by an error ϵ in the sideband ratio. In the right panel the average
values of the altitude range 20–35 km are plotted (solid line). The
dotted line corresponds to −ϵ/2. Fig. 9. Retrieval results for H218O with an error ϵ in the sideband
ratio. For reference the results for a retrieval with a known sideband
ratio is illustrated as well in case this ratio is not retrieved (dashed
line) and in case the ratio is retrieved (solid black line). Note that
in the latter case the line is obscured by the other results, indicat-
ing that an uncertainty in the knowledge of the sideband ratio does
not influence the retrieval. In addition to the sideband ratio is the
ozone profile retrieved. The grey line refers to a situation where the
sideband ratio varies over the simulated spectrum over a range of
1.2–1.3 with an average value of 1.25. is retrieved as well. Between 20 and 35 km, the retrieval of
the sideband ratio in conjunction with ozone, leaves the re-
trieved profile unaffected. Only below 20 km the averaging
kernel broadens and correspondingly the retrieval error de-
creases, but as explained in Sect. 5 this range is of limited
interest only, due to the water interference. retrieved HDO profile. The actual sideband ratio in all mea-
surement windows are to be determined. A first measurement of the sideband ratio at 625 GHz
showed a variation in the sideband ratio of 1.2–1.3 over
2 GHz. To see how robust the retrieval is for a spectrally non-
constant sideband ratio, the observed variation in the side-
band ratio is modelled. This is done as follows; ϵ increases
from 0.2 to 0.3 over the IF frequency range νIF=5–7 GHz. 6.2
Sideband ratio y
In conclusion, above 20 km an error in the sideband ratio
does not affect the profile retrieval of H218O as the sideband
ratio can be retrieved. For HDO, matters are somewhat more
complicated as the sideband ratio may not be retrieved di-
rectly from spectral features in the retrieval window. It re-
mains to be seen as to what accuracy the sideband ratio may
be determined in this measurement window, but uncertain-
ties of a few percent may already cause biases in the re-
trieved HDO profile. Currently, no variations in the side-
band ratio larger than 5% are observed over a bandwidth of
2 GHz, which would imply a systematic error of 2.5% in the
retrieved HDO profile. The retrieval error for HDO and the
averaging kernel are not influenced by an error in the side-
band ratio. Unfortunately, in the HDO retrieval window no lines of a
single species are available in both sidebands. Ozone lines,
however, do occur in the 2 GHz HDO measurement window. These lines may be used to retrieve a sideband ratio, albeit
at a slightly different frequency. The only measurement of
the sideband ratio at 625 GHz showed a variation in the side-
band ratio of less than 5% over 2 GHz. This would imply
a systematic error in the retrieved profile of less than 2.5%. Another option is to take the sideband ratio of the H218O
measurement window as the LO frequencies of the measure-
ment windows of the two water isotopologues differ by less
than 2 GHz, giving rise to a similar systematic error in the Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS 433 0
5
10
15
20
Retrieval error [%]
10
15
20
25
30
35
40
Altitude [km]
0 MHz
0 MHz
1 MHz
2 MHz
3 MHz
4 MHz
5 MHz
0
1
2
3
FWHM A [km]
-0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km]
Fig. 10. Retrieval results for H218O with an error in the LO fre-
quency. For reference the results are also depicted for a retrieval
without a shift in LO frequency for the case that the LO frequency
is not retrieved (dashed black line) and that this frequency is re-
trieved (solid black line). 6.4
Field of view and instrumental lineshape The width of the field of view is known within several per-
cent. Simulations show that the importance of this uncer-
tainty becomes only relevant if this value is larger than 10%,
and then only in a slight systematic bias below 15 km of less
than 1%. This is true even for the case where the field of view
width is not retrieved, and hence this error is of no relevance
for isotopic water retrieval with TELIS. An asymmetry in the
field of view, may in first order be interpreted as a pointing
offset which is discussed in Sect. 6.1. expected in the stratosphere and consequently the retrieval
error will then be ≈4%. Expected uncertainties in the local
oscillator signal (central frequency, shape, and width), the
width of the field of view, and in case of H218O, also the side-
band ratio have only limited impact on these retrievals. If the
pointing error does not exceed ≈5 arc min, this uncertainty
is also of minor relevance. In fact, only the sideband ratio
may induce a systematic shift in the HDO profile. For the
estimated upper limit of 5% in the knowledge of this ratio,
the bias in the HDO profile is estimated to be less than 2.5%,
which is slightly smaller than the retrieval error. This means
that isotopic water can be measured from a single limb scan
down to the lower stratosphere with an accuracy and reso-
lution that is sufficient to address the origin of stratospheric
water and stratospheric water dynamics. The width of the instrumental lineshape depends on the
locking mechanism of the LO frequency, but is in both cases
much narrower than the pressure broadened atmospheric
lines. It is therefore expected that the width of this lineshape
is only of minor importance. Indeed, an uncertainty of even
50% does not significantly influence the retrievals, also if this
width is kept fixed and is not retrieved. An asymmetry in the
instrumental lineshape, may in first order be interpreted as an
LO frequency shift which is discussed in Sect. 6.3. HDO can even be retrieved between 10–20 km probing
the upper troposphere as well. With perfect knowledge of the
instrument this can be done with a retrieval error of 1–6% and
a FWHM of the averaging kernel of 1.5–2.5 km. However,
this retrieval is deteriorated when pointing information has to
be retrieved as well. 6.4
Field of view and instrumental lineshape In that case the retrieval error increases
up to ≈35%. 6.3
LO frequency -0.2 0
0.2 0.4 0.6 0.8
1
A
10
15
20
25
30
35
40
Altitude [km] The LO frequency has an intrinsic instability of 1 MHz due
to signal processing. In frequency locking mode the central
frequency shows an additional uncertainty of ≈2 MHz. In
Fig. 10 it can be seen that shifts up to 3 MHz do not influence
the retrieval of the H218O profile, when the LO frequency
is retrieved as well. If the uncertainty in LO frequency in-
creases to 5 MHz, the averaging kernel broadens somewhat
below 20 km, and in conjunction the retrieval error decreases. No systematic errors are observed at altitudes up to flight al-
titude. At 40 km, however, a systematic error of +25% can
be observed (not depicted), which is more than the retrieval
error of 15% at that altitude. This altitude lies in the range
where no tangent points are possible, and is only of minor
importance. A Fig. 10. Retrieval results for H218O with an error in the LO fre-
quency. For reference the results are also depicted for a retrieval
without a shift in LO frequency for the case that the LO frequency
is not retrieved (dashed black line) and that this frequency is re-
trieved (solid black line). The latter is obscured by the other re-
trieval results, indicating that the retrieval is almost not influenced
by an uncertainty in this frequency. p
For HDO similar retrieval results are obtained. Hence, uncertainties in the exact LO frequency are not rel-
evant for isotopic water retrievals with TELIS. 6.2
Sideband ratio The latter is obscured by the other re-
trieval results, indicating that the retrieval is almost not influenced
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von Friedeburg, C., Wagner, T., and Pfeilsticker, K.: Balloon-
borne limb profiling of UV/vis skylight radiances, O3, NO2,
and BrO: technical set-up and validation of the method, Atmos. Chem. Phys., 5, 1409–1422, 2005,
http://www.atmos-chem-phys.net/5/1409/2005/. Liebe, H.:
MPM-An atmospheric millimeter-wave propagation
model, Int. J. Infrared and Millimeter Waves, 10, 631–650, 1989. Moyer, E., Irion, F., Yung, Y., and Gunson, M.:
ATMOS
stratospheric deuterated water and implications for troposphere-
stratosphere transport, Geophys. Res. Lett., 23, 2385–2388,
1996. Nassar, R., Bernath, P. F., Boone, C. D., Gettelman, A., McLeod,
S. D., and Rinsland, C. P.: Variability in HDO/H2O abundance
ratios in the tropical tropopause layer, J. Geophys. Res., 112,
D21305, doi:10.1029/2007JD008417, 2007. Worden, J., Bowman, K., Noone, D., Beer, R., Clough, S., Elder-
ing, A., Fisher, B., Goldman, A., Gunson, M., Herman, R., Ku-
lawik, S. 7
Conclusions This paper demonstrates the capability of the 480–650 GHz
channel of the TELIS instrument to retrieve profiles for
H218O and HDO from one single limb scan with an inte-
gration time of only 1.5 s per spectrum. This enables water
isotopologue profile retrieval at a high spatial/temporal reso-
lution in contrast to current operational platforms. In that altitude range, the profile of H218O becomes in-
termingled with the profile of the main water isotopologue
hampering straightforward interpretation. In conclusion HDO and H218O can both be retrieved in the
altitude range 20–37 km from a single limb scan. In addition
HDO can also be retrieved between 10 and 20 km, albeit with
an enhance retrieval error. It is noted that the sideband ratio
may cause a systematic error up to 2.5% in the case of HDO. TELIS can therefore address scientific issues pertaining to
water dynamics in the upper troposphere and lower strato-
sphere. For both isotopologues the retrieval error is typically 3%
in the altitude range of 20–37 km and the averaging kernel
width is ≈1.5 km, corresponding to the altitude step between
two consecutive tangent heights in the limb scan and to the
extension of the field of view at tangent point. This is for
the undepleted case. For HDO depletions of 30–50% can be Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ 434 A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS Acknowledgements. The authors would like to acknowledge
Thomas R¨ockmann for fruitful discussions on isotopic water and
its relevance to stratospheric research. ing, and in-situ freeze-drying in the Tropical Tropopause Layer,
Atmos. Chem. Phys., 8, 6051–6067, 2008. ing, and in-situ freeze-drying in the Tropical Tropopause Layer,
Atmos. Chem. Phys., 8, 6051–6067, 2008. Ridal, M., Jonsson, A., Werner, M., and Murtagh, D. P.: A one-
dimensional simulation of the water vapor isotope HDO in the
tropical stratosphere, J. Geophys. Res., 106, 32283–32294, 2001. Edited by: G. Stiller Rodgers, C. D.: Inverse Methods for Atmospheric Sounding: The-
ory and Practice, World Scientific, River Edge, N. J., 2000. Rosenlof, K. H.: How Water Enters the Stratosphere, Science, 302,
1691–1692, 2003. Zahn, A., Franz, P., Bechtel, C., Grooss, J.-U., and R¨ockmann, T.:
Modelling the budget of middle atmospheric water vapour iso-
topes, Atmos. Chem. Phys., 6, 2073–2090, 2006,
http://www.atmos-chem-phys.net/6/2073/2006/. A. de Lange et al.: Stratospheric isotopic water profiles from a s
A., van Kuik, B., de Vries, E., Dercksen, J., Hoogeveen, R.,
Filippenko, L., Ermakov, A., and Koshelets, V.: Superconduct-
ing Integrated Receiver on Board TELIS, in: Proceedings of the
19th International Symposium on Space Terahertz Technology,
SRON Netherlands Institute for Space Research, Groningen, the
Netherlands, 2008. Zelinger, Z., Barret, B., Kub´at, P., Ricaud, P., Attie, J.-L., Urban, E.
L. F. J., Murtagh, D., and Stˇriˇz´ık, M.: Observation of HD-18O,
CH3OH and vibrationally-excited N2O from Odin/SMR mea-
surements, Molec. Phys., 104, 2815–2820, 2006. A. de Lange et al.: Stratospheric isotopic water profiles from a single limb scan by TELIS www.atmos-meas-tech.net/2/423/2009/ Atmos. Meas. Tech., 2, 423–435, 2009 References S., Lampel, M., Luo, M., Osterman, G., Rinsland, C.,
Rodgers, C., Sander, S., Shephard, M., , and Worden, H.: Tropo-
spheric Emission Spectrometer observations of the tropospheric
HDO/H2O ratio: Estimation approach and characterization, J. Geophys. Res., 111, D16309, doi:10.1029/2005JD006606, 2006. Yagoubov, P., de Lange, G., Golstein, H., de Jong, L., de Lange, Phillips, P.: A technique for the numerical solution of certain in-
tegral equations of the first kind, J. Assoc. Comput. Mach., 9,
84–97, 1962. Geophys. Res., 111, D16309, doi:10.1029/2005JD006606, 2006. Yagoubov, P., de Lange, G., Golstein, H., de Jong, L., de Lange, Read, W., Schwartz, M., Lambert, A., Su, H., Livesey, N., Daffer,
W., and Boone, C.: The roles of convection, extratropical mix- Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/ 435 Zelinger, Z., Barret, B., Kub´at, P., Ricaud, P., Attie, J.-L., Urban, E. L. F. J., Murtagh, D., and Stˇriˇz´ık, M.: Observation of HD-18O,
CH3OH and vibrationally-excited N2O from Odin/SMR mea-
surements, Molec. Phys., 104, 2815–2820, 2006. Zahn, A., Franz, P., Bechtel, C., Grooss, J.-U., and R¨ockmann, T.:
Modelling the budget of middle atmospheric water vapour iso-
topes, Atmos. Chem. Phys., 6, 2073–2090, 2006,
http://www.atmos-chem-phys.net/6/2073/2006/. Atmos. Meas. Tech., 2, 423–435, 2009 www.atmos-meas-tech.net/2/423/2009/
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Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah dan Ibnu Khaldun
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Tawazun
| 2,019
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cc-by-sa
| 6,539
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Tawazun: Journal of Sharia Economic Law
P-ISSN: 2655-9021, E-ISSN: 2502-8316
Volume 2, Nomor 2, September 2019
http://journal.stainkudus.ac.id/index.php/tawazun/index Tawazun: Journal of Sharia Economic Law
P-ISSN: 2655-9021, E-ISSN: 2502-8316
Volume 2, Nomor 2, September 2019
http://journal.stainkudus.ac.id/index.php/tawazun/index Tawazun: Journal of Sharia Economic Law
P-ISSN: 2655-9021, E-ISSN: 2502-8316
Volume 2, Nomor 2, September 2019
http://journal.stainkudus.ac.id/index.php/tawazun/index Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran
Ibnu Taimiyah Dan Ibnu Khaldun Muzakkir S. Sekolah Tinggi Ilmu Syariah Darul Falah Mataram NTB
ibnusesela@gmail.com Abstract Modern business is a very complex reality. Many factors also influence and determine
business activities, including organizational-managerial factors, scientific-technological
factors and political-social-cultural factors. Business complexity cannot be understood
separately from the community in which the community itself has a complex structure. In
the Islamic concept, price determination is done by the strength of demand and the power
of supply. The second meeting must be based and occur on the principle of being willing
to be willing, no party is forced, deceived or there is an error in the transaction object in
making certain goods transactions. If such things happen, the structure and attributes of
the market will become unstable and have a vatal effect on the sustainability of the
economic system. The course of the market mechanism greatly influences the normal
pricing conditions. Increased demand tends to lead to efforts to raise prices and encourage
producers to increase production, but if the ability of producers to supply goods increases
and demand decreases, prices will go down. Balanced prices become the best conditions in
the sustainability of the market mechanism, but the realization of normal and balanced
prices becomes an important study in the literacy of the thoughts of figures such as Ibn
Taymiyah and Ibn Khaldun. This study seeks to explain and describe the ideas of two
major figures in the field of Islamic economics so that they can become standards and
references in realizing Al-Tas'īr Al-lAdl which are in accordance with the concept of
Islamic economics. Keywords: Construction, Al-Tas'īr Al-‘Adl, Ibn Taimiyah, and Ibn Khaldun. Keywords: Construction, Al-Tas'īr Al-‘Adl, Ibn Taimiyah, and Ibn Khaldun Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 Abstrak Bisnis modern merupakan realitas yang amat kompleks. Banyak faktor turut
mempengaruhi dan menentukan kegiatan bisnis, antara lain faktor organisatoris-
manajerial,
faktor
ilmiah-teknologis
dan
faktor
politik-sosial-kultural. Kompeleksitas bisnis tidak bisa dipahami secara terpisah dari masyarakat yang
dalam diri masyarakat itu sendiri terdapat struktur yang kompleks. Dalam
konsep Islam, penentuan harga dilakukan oleh kekuatan permintaan dan
kekuatan penawaran. Pertemuan keduanya harus didasarkan dan terjadi atas
asas rela sama rela, tidak ada pihak yang terpaksa, tertipu atau adanya
kekeliruan objek transaksi dalam melakukan transaksi barang tertentu. Bila
terjadi hal-hal demikian, maka struktur dan atribut pasar akan menjadi tidak
stabil dan berakibat vatal bagi keberlangsungan sistem ekonomi. Jalannya
mekanisme pasar sangat mempengaruhi ketentuan harga normal. Peningkatan
permintaan cenderung menimbulkan upaya menaikkan harga dan mendorong
produsen memperbanyak produksi, namun jika kemampuan produsen dalam
menyediakan barang meningkat dan permintaan menurun, maka harga akan
turun. Harga seimbang menjadi kondisi terbaik dalam keberlangsungan Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 147 Muzakkir S. mekanisme pasar, namun realisasi dari harga normal dan seimbang menjadi
kajian penting dalam literasi pemikiran para tokoh seperti Ibnu Taimiyah dan
Ibnu Khaldun. Kajian ini berupaya mengekplanasi dan mendeskripsikan
gagasan dua tokoh besar pada bidang ekonomi Islam agar bisa menjadi standar
dan acuan dalam merealisasikan Al-Tas’īr Al-‘Adl yang sesuai dengan konsep
ekonomi Islam. Kata kunci: Konstruksi, Al-Tas’īr Al-‘Adl, Ibnu Taimiyah, dan Ibnu Khaldun. Kata kunci: Konstruksi, Al-Tas’īr Al-‘Adl, Ibnu Taimiyah, dan Ibnu Khaldun PENDAHULUAN Bisnis merupakan komponen yang tidak bisa dipisahkan dari
ruang gerak hidup manusia, baik dalam rangka memenuhi kebutuhan
maupun dalam upaya melayani keinginan. Begitu kuat dorongan al-
Qur’an tentang ekonomi dan bisnis dapat dicermati dalam berbagai
terminologi dan keyword yang terkait dengan dunia ekonomi dan bisnis
itu sendiri (Faurani, 2006: 91) seperti term al-bai’, al-tijārah, dan isytara. (Abdul Baqi, 2002). Hal itu mengindikasikan bahwa bisnis merupakan
elemen penting dalam siklus kehidupan manusia yang menentukan arah
kebutuhan dan keinginan manusia dapat atau tidak dapat terpenuhi. Sehingga bisnis merupakan keniscayaan yang mesti ada bahkan para nabi
menjadikan bisnis sebagai salah satu media penyebaran idiologi dan
ajaran-ajaran tentang misi visi kenabian. Maka dengan tegas al-Qur’an
mendeklarasikan bisnis pada dasarnya merupakan hal yang halal. p
y
p
y
g
Meningkatnya
frekuensi
perkembangan
bisnis
yang
semakin
kompleks, sudah banyak mempengaruhi dimensi ruang bisnis yang
menuntut sikap responsif solutif dari para pelaku bisnis dengan tetap
memperhatikan etika dalam bisnis itu sendiri. Kontestasi persaingan
bisnis dalam pasar kian tidak terbendung yang secara tidak langsung
berpengaruh pada struktur dan mekanisme pasar itu sendiri. Dalam
perekonomian Islam pasar mendapat kedudukan yang amat urgen. Islam
menekankan adanya moralitas di pasar seperti persaingan sehat,
kejujuran, keadilan, dan keterbukaan yang harus diimplementasikan oleh
semua pihak sebagai bentuk tanggung jawab kepada Allah Swt (Rivai
dkk, 2012). A. Epistimologi Al-Tas’īr Al-‘Adl Al-Tas’īr merupakan bentuk maṣdar dari derivasi akar kata sa’ara,
yusaa’iru, tas’īran yang artinya proses penentuan harga (Manzur, 2015). Sa’ara itu sendiri merupakan bentuk fi’il ṡulaṡi Māzīd biharfin atau fi’il maḍi
yang mendapat tambahan satu huruf di antara ‘ain fi’il dan lām fi’il dengan
menambahkan huruf yang sama dengan ‘ain fi’il-nya berasal dari akar
kata sa’ara yang artinya menyalakan api. Hubungan makna “harga”
dengan “menyalakan” adalah karena saat api menyala kobarannya akan
naik ke atas sementara harga selalu identik dengan dua sifatnya yaitu naik
dan turun. Dalam fiqh dikenal dua istilah berbeda mengenai harga suatu Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 148 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun barang, yaitu ṡaman dan si’r. Ṡaman merupakan patokan harga suatu
barang, sedangkan si’r adalah harga yang berlaku secara aktual di dalam
pasar. Fluktuasi harga sebuah komoditas erat kaitannya dengan
terminologi si’r bukan ṡaman (Budi Utomo, 2003). Sedangkan term tas’īr
merupakan kajian tentang proses terhadap penentuan harga suatu
komoditas yang beredar di kalangan masyarakat atau sering disebut
dengan kebijakan harga yang diperankan oleh pemegang otoritas dalam
hal ini pemerintah. barang, yaitu ṡaman dan si’r. Ṡaman merupakan patokan harga suatu
barang, sedangkan si’r adalah harga yang berlaku secara aktual di dalam
pasar. Fluktuasi harga sebuah komoditas erat kaitannya dengan
terminologi si’r bukan ṡaman (Budi Utomo, 2003). Sedangkan term tas’īr
merupakan kajian tentang proses terhadap penentuan harga suatu
komoditas yang beredar di kalangan masyarakat atau sering disebut
dengan kebijakan harga yang diperankan oleh pemegang otoritas dalam
hal ini pemerintah. Adapun pengertian al-Tas’īr menurut ulama fiqh bisa dianalisis
dari beberapa pendapat berikut; 1. Menurut Syekh Zakaria Al-Anshari salah seorang ulama mazhab
Syafi’i menyatakan
ُبَيِيْعُوْا ِل ُأِن ِ لسُّاُقِة ْ لُاِ لْي ِبَيِأُمْر ُأِن
ِكِذ بْسْوُر َإْل ُأِمُتْوِتِهْم
Al-Tas’īr adalah perintah seorang pemimpin kepada warganya
untuk tidak menjual barang-barang mereka kecuali dengan harga
yang sudah pasti (Al-Anshari, 1995). 1. Menurut Syekh Zakaria Al-Anshari salah seorang ulama mazhab
Syafi’i menyatakan َبَُب yafi i menyatakan
ُبَيِيْعُوْا ِل ُأِن ِ لسُّاُقِة ْ لُاِ لْي ِبَيِأُمْر ُأِن
ِكِذ بْسْوُر َإْل ُأِمُتْوِتِهْم م إْ
Al-Tas’īr adalah perintah seorang pemimpin kepada warganya
untuk tidak menjual barang-barang mereka kecuali dengan harga
yang sudah pasti (Al-Anshari, 1995). y
g
p
(
)
2. A. Epistimologi Al-Tas’īr Al-‘Adl Imam as-Syaukani berpendapat
ِهْا
ُأِن
ِبَيِأُمْر
ْ لسُّلُطِان
ُأِو
ْنِاِ بْه
ُأِو
ُّكْل
ُمِن
وِلَى
ُمْن
ْأْمْاُر
ِ لمْسُلْمْعُن
أِمُر
ِأِهُل
ْ لسُّاُق
َأِل
ُبَيِيْعُوْا
ُأِمُتْوِتِهْم
َإْل
بْسْوُر
ِكِذ
ْفِعِمُنِع
ِمْن
ْ لز ْبَيِادِة
ْعِلِعُه
ْأِو
ْ لنُّقُصِان
لْمِصُلِحِة
Al-Tas’īr merupakan keterlibatan dan instruksi pemerintah kepada
warganya untuk menjual barang-barang mereka dengan standar
harga yang baik demi kemaslahatan bersama (Muhammad, 2004). y
g
p
(
2. Imam as-Syaukani berpendapat ِ
ُِ 2. Imam as-Syaukani berpendapat
ِهْا
ُأِن
ِبَيِأُمْر
ْ لسُّلُطِان
ُأِو
ْنِاِ بْه
ُأِو
ُّكْل
ُمِن
وِلَى
ُمْن
ْأْمْاُر
ِ لمْسُلْمْعُن
أِمُر
ِأِهُل
ْ لسُّاُق
َأِل
ُبَيِيْعُوْا
ُأِمُتْوِتِهْم
َإْل
بْسْوُر
ِكِذ
ْفِعِمُنِع
ِمْن
ْ لز ْبَيِادِة
ْعِلِعُه
ْأِو
ْ لنُّقُصِان
لْمِصُلِحِة
Al-Tas’īr merupakan keterlibatan dan instruksi pemerintah kepada y
p
p
ِهْا
ُأِن
ِبَيِأُمْر
ْ لسُّلُطِان
ُأِو
ْنِاِ بْه
ُأِو
ُّكْل
ُمِن
وِلَى
ُمْن
ْأْمْاُر
ِ لمْسُلْمْعُن
أِمُر
ِأِهُل
ْ لسُّاُق
َأِل
ُبَيِيْعُوْا
ُأِمُتْوِتِهْم
َإْل
بْسْوُر
ِكِذ
ْفِعِمُنِع
ِمْن
ْ لز ْبَيِادِة
ْعِلِعُه
ْأِو
ْ لنُّقُصِان
لْمِصُلِحِة ْبَي
عْ
ُْ
Al-Tas’īr merupakan keterlibatan dan instruksi pemerintah kepada
warganya untuk menjual barang-barang mereka dengan standar
harga yang baik demi kemaslahatan bersama (Muhammad, 2004). g y
g
3. Menurut Imam Taqiyuddin An-Nabhani
ُُ
ِ
ُِّ 3. Menurut Imam Taqiyuddin An-Nabhani
ِهْا
ُأِن
ِبَيِأُمْر
ْ لسُّلُطِان
ُأِو
ْنِاِ بْه
ُأِو
ُّكْل
ُمِن
وِلَى
ُمْن
ْأْمْاُر
ِ لمْسُلْمْعُن
أِمُر
ِأِهُل
ْ لسُّاُق
َأِل
ُبَيِيْعُوْا
ِ لس ْلُع
َإْل
بْسْوُر
ِكِذ
ُفِعِمُنِوْا
ِمْن
ْ لز ْبَيِادِة
ْعِلِعُه حِتَى
ِل
ُبَيْغْلًّا
ِ ألِسُوِار
ْأِو
ْ لنُّقُصِان
ْعِنُه حِتَى
ِل
ُبَيْضِارْبْا
،ُغِعُرِهْم أي
ِبَيِمُنِوْاُن
ِمْن
ْ لز ْبَيِادِة
ْأِوْ لنَقُص
ْعِن
ْ لس ْوُر
ْلْمِصُلِحِة
ْ لنَاس ْس
Al-Tas’īr adalah perintah penguasa atau para wakilnya atau siapa
saja yang mengatur urusan kaum muslimin kepada pelaku pasar
agar mereka tidak menjual barang dagangan mereka kecuali
dengan harga tertentu, dan mereka dilarang menambah atas harga
itu agar mereka tidak melonjakkan harga, atau mengurangi dari
harga itu agar mereka tidak merugikan lainnya. Artinya, mereka 149 Muzakkir S. dilarang menambah atau mengurangi dari harga itu demi
kemaslahatan masyakarat (An-Nabhani, 2010). y
4. Sedangkan Qadhi ‘Iyadh menyatakan bahwa al-Tas’īr merupakan
harga maklum yang ditetapkan berdasarkan mekanisme pasar
(Hammad, 2008). 4. Sedangkan Qadhi ‘Iyadh menyatakan bahwa al-Tas’īr merupakan
harga maklum yang ditetapkan berdasarkan mekanisme pasar
(Hammad, 2008). Dari beberapa definisi di atas, secara umum dapat disederhanakan
bahwa al-Tas’īr merupakan otoritas atau kebijakan yang dimiliki
pemerintah dalam upaya menentukan harga demi kemaslahatan bersama. B. Dialektika Al-Tas’īr Menurut Para Ulama Perlu diingat bahwa sebagai sebuah konsep, al-tas’īr banyak
mengalami
diskursus
dan
dialektika
antara
ulama-ulama
fiqh. Berdasarkan peta sejarah dan generasi, paling tidak ada lima tokoh yang
bisa dikemukakan dalam kajian ini, yaitu; A. Epistimologi Al-Tas’īr Al-‘Adl Menarik bila meneliti batasan yang diberikan empat tokoh di atas yang
secara umum semuanya bermuara pada satu fokus yaitu al-Tas’īr
merupakan proses penentuan harga. Ulama fiqh mengklasifikasikan al-tas’īr menjadi dua macam. Pertama,
harga yang berlaku secara natural tanpa intervensi pemerintah. Dalam hal
ini, pedagang bebas menjual barang dagangannya dengan harga yang
wajar, dengan mempertimbangkan keuntungan yang ingin diperoleh. Artinya para pedagang dan produsen diberikan kebebasan dalam
menentukan harga sesuai dengan ekspektasi keuntungan atau disebut
dengan al-tas’īr al-ṭabi’i. Kedua, al-tas’īr al-jabbari yaitu harga suatu
komoditas
yang
ditetapkan
pemerintah
atau
pemegang
otoritas
kekuasaan setelah mempertimbangkan modal dan keuntungan wajar bagi
pedagang maupun produsen serta melihat keadaan ekonomi yang nyata
dan daya beli masyarakat (Budi Utomo, 2003). j
y
1. Abu Yusuf (112-182 H/ 731-798 M) (
)
Abu Yusuf menyatakan bahwa mekanisme pasar terbentuk dari
pemberian kebebasan yang optimal kepada para produsen dan
konsumen. Pemerintah tidak diperbolehkan intervensi dalam harga,
penentuan harga sepenuhnya diperankan oleh kekuatan permintaan
dan penawaran karena suatu hal selain monopoli atau aksi sepihak
yang tidak wajar (Nur Chamid, 2010). Abu Yusuf menentang
pemerintah yang menetapkan harga dan masalah pengendalian harga
(price control) inilah yang menjadi poin kontroversial dari pemikiran
Abu Yusuf. Namun perlu dicatat bahwa yang mempengaruhi
pemikiran Abu Yusuf tentang penentangan tidak bolehnya penetapan
harga oleh pemerintah disebabkan karena fenomena dan sosial politik
yang dihadapi oleh AbuYusuf saat itu. Abu Yusuf adalah seorang mufti
pada kekhalifahan Harun Al-Rasyid yang pernah meminta Abu Yusuf
untuk menulis kitab pertama yang berjudul Al-Kharaj yang menjelaskan Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 150 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun tentang sistem perpajakan yang dijadikan sebagai paduan perpajakan
dalam Islam saat itu. Fenomena yang terjadi saat itu adalah ketika terjadi kelangkaan
barang maka harga cenderung naik, sedangkan pada saat persedian
barang melimpah harga cenderung turun. Kondisi seperti ini dikritisi
dan dibantah oleh Abu Yusuf karena faktanya tidak selalu bila
persediaan barang sedikit barang akan mahal dan bila persediaan
melimpah barang akan murah. Namun hal itu bisa terbalik yang
terkadang komoditas berlimpah tetapi harga tetap mahal dan
terkadang persediaan barang sedikit namun harga tetap murah. Menurut Abu Yusuf, peningkatan atau penurunan harga tidak
selamanya
berhubungan
dengan
peningkatan
atau
penurunan
permintaan dan produksi, karena harga tidak bergantung pada
permintaan saja namun juga tergantung pada kekuatan penawaran. Abu Yusuf menegaskan bahwa ada variabel lain yang mempengaruhi,
tetapi beliau tidak menjelaskan lebih rinci. Namun para pemikir
ekonom muslim sering mengasumsikan bahwa bisa jadi variabel
peningkatan atau penurunan harga adalah akibat dari pergeseran
dalam permintaan atau jumlah uang yang beredar di suatu negara, atau
penimbunan dan penahanan barang, atau keterkaitan masing-masing
variabel tersebut (Rivai Zainal dkk, 2014). Dalam kasus yang dihadapi saat itu bahwa hasil panen yang
banyak bukan alasan untuk menurunkan harga panen dan kelangkaan
tidak selamanya mengakibatkan harga makin melambung karena fakta
menunjukkan bahwa ada kemungkinan kelebihan hasil panen
berbanding lurus dengan harga yang tinggi dan kelangkaan suatu
komoditas tidak sebanding lurus dengan harga yang murah (Nur
Chamid, 163). Pada dasarnya, tidak ada batasan tertentu yang dapat dipastikan
sebagai standar penentuan harga. Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 2. Yahya Ibn ‘Umar (213-289 H) 2. Yahya Ibn ‘Umar (213-289 H)
Sebagai seorang fuqaha mazhab Maliki, Yahya ibn ‘Umar
menyatakan bahwa eksistensi harga merupakan hal yang sangat
penting dalam sebuah transaksi dan al-tas’īr atau penetapan harga tidak
boleh dilakukan dan ditetapkan oleh siapa pun berdasarkan hadits
Anas bin Malik. Penetapan harga merupakan tema sentral dalam kitab
Yahya Ibn ‘Umar yang berjudul al-Ahkam al-Sūq (Amalia, 2010). Menurut Yahya Ibn ‘Umar, harga ditentukan oleh kekuatan
permintan dan kekuatan penawaran serta mekanisme harga harus
tunduk pada kaidah-kaidah. Pandangan Yahya Ibn ‘Umar tentang
ketidakbolehan
penetapan
harga
mengindikasikan
bahwa
ia
mendukung kebebasan ekonomi dan kebebasana kepemilikan, sikap
dan pendapat itu didasarkan pada sikap Rasul Saw saat menolak
melakukan penetapan harga sebagaimana hadits Anas bin Malik. Beliau
menambahkan
bahwa
pemerintah
tidak
diperbolehkan
melakukan intervensi pasar kecuali dalam dua hal, yaitu; a. Para pedagang tidak akan menjual barangnya yang sangat
dibutuhkan oleh masyarakat dan sikap itu akan dapat
menimbulkan kemudaratan dan merusak mekanisme pasar; dan b. Para pedagang melakukan praktik siyasah al-Ighraq atau banting
harga (dumping) yang dapat menimbulkan persaingan yang tidak
sehat dan dapat mengacaukan stabilitas harga pasar (Amalia, 160). j
y
1. Abu Yusuf (112-182 H/ 731-798 M) Murah bukan karena melimpahnya
komoditi dan mahal tidak juga disebabkan kelangkaan komoditi karena
murah dan mahal merupakan ketentuan Allah Swt. Artinya harga
mahal tidak selalu ketika persediaan barang sedikit dan harga murah
ketika persediaan barang melimpah, karena bisa saja pada saat
persediaan barang melimpah harga barang tetap mahal dan pada saat
persediaan barang sedikit harga malah rendah (Nur Chamid, 163). Untuk kasus kekinian, fenomena seperti itu bisa terlihat pada saat
menjelang bulan Ramadhan, hari Raya, dan hari-hari besar keagamaan
lainnya yang banyak terjadi saat-saat ini, di mana persediaan barang
yang begitu melimpah tidak menjadikan harga menjadi murah justru
yang terjadi adalah sebaliknya, seperti daging sapi, kurma, pakaian dan
kebutuhan di bulan Ramadhan dan menjelang ‘Idul Fithri lainnya. Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 151 Muzakkir S. 2. Yahya Ibn ‘Umar (213-289 H)
Sebagai seorang fuqaha mazhab Maliki, Yahya ibn ‘Umar
menyatakan bahwa eksistensi harga merupakan hal yang sangat
penting dalam sebuah transaksi dan al-tas’īr atau penetapan harga tidak
boleh dilakukan dan ditetapkan oleh siapa pun berdasarkan hadits
Anas bin Malik. Penetapan harga merupakan tema sentral dalam kitab
Yahya Ibn ‘Umar yang berjudul al-Ahkam al-Sūq (Amalia, 2010). Menurut Yahya Ibn ‘Umar, harga ditentukan oleh kekuatan
permintan dan kekuatan penawaran serta mekanisme harga harus
tunduk pada kaidah-kaidah. Pandangan Yahya Ibn ‘Umar tentang
ketidakbolehan
penetapan
harga
mengindikasikan
bahwa
ia
mendukung kebebasan ekonomi dan kebebasana kepemilikan, sikap
dan pendapat itu didasarkan pada sikap Rasul Saw saat menolak
melakukan penetapan harga sebagaimana hadits Anas bin Malik. Beliau
menambahkan
bahwa
pemerintah
tidak
diperbolehkan
melakukan intervensi pasar kecuali dalam dua hal, yaitu;
a. Para pedagang tidak akan menjual barangnya yang sangat
dibutuhkan oleh masyarakat dan sikap itu akan dapat
menimbulkan kemudaratan dan merusak mekanisme pasar; dan
b. Para pedagang melakukan praktik siyasah al-Ighraq atau banting
harga (dumping) yang dapat menimbulkan persaingan yang tidak
sehat dan dapat mengacaukan stabilitas harga pasar (Amalia, 160). 3. Al-Ghazali (450-505 H/1058-1111 M) 3. Al-Ghazali (450-505 H/1058-1111 M)
Secara mengejutkan, Al-Ghazali menjabarkan secara rinci peran
aktivitas perdagangan dan timbulnya pasar yang harganya bergerak
sesuai dengan kekuatan permintaan dan penawaran, menurutnya pasar
merupakan bagian dari keteraturan alami dan itu merupakan
mekanisme pasar (Rivai Zainal, 233). Teori permintaan dan penawaran
Al-Ghazali tersirat dalam sebuah ilustrasi yang dijabarkan bahwa jika
petani tidak mendapatkan pembeli ia akan menjualnya pada harga
yang lebih murah, dan harga dapat diturunkan dengan menambah
jumlah barang di pasar (Muhammad, 2012), dari kasus ini kemudian
lahir teori permintaan dan penawaran Al-Ghazali. Sepanjang tulisan-
tulisannya, Al-Ghazali sering menggunakan istilah”harga yang berlaku
seperti yang ditentukan oleh praktik-praktik pasar”. Dari konsep tersebut
kemudian lahir konsep al-ṣaman al-‘adl (harga yang adil) atau
equilibrium price (harga seimbang). (Abdullah, 2010) Di samping itu, Al-Ghazali juga memperkenalkan teori elastisitas
permintaan
dengan
menyebutkan
bahwa
mengurangi
margin
keuntungan
dengan
menjual
pada
harga
lebih
murah
akan Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 152 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun meningkatkan
volume
penjualan
dan
pada
gilirannya
akan
meningkatkan
keuntungan. Imam
Al-Ghazali
mengidentifikasi
permintaan produk makanan bagian dari in-elastis, karena makanan
adalah kebutuhan pokok yang harus seminimal mungkin didorong
oleh motif mencari keuntungan untuk menghindari ekploitasi melalui
pengenaan harga yang tinggi dan keuntungan yang besar karena jika
ingin mencari keuntungan tinggi dari perdagangan selayaknya dicari
dari barang-barang yang bukan merupakan kebutuhan pokok. (Rivai
Zainal dkk, 234) 4. Ibn Taimiyah (661-728 H/1263-1328 M)
Ibn Taimiyah dengan tegas menyatakan bahwa harga ditentukan
oleh kekuatan permintaan dan penawaran karena naik dan turunnya
harga tidak selalu disebabkan oleh tindakan tidak adil dari sebagian
orang yang terlibat dalam transaksi, namun bisa jadi karena
permintaan menurun akibat dari in-efesiensi produksi, penurunan
jumlah impor barang yang diminta, intensitas dan besarnya
permintaan,
kelangkaan
atau
melimpahnya
barang,
kondisi
kepercayaan, diskonto dari pembayaran tunai atau karena adanya
tekanan pasar. Besar kecilnya kenaikan harga tergantung pada
besarnya perubahan permintaan atau penawaran, dan bila seluruh
transaksi sesuai dengan aturan maka kenaikan harga yang terjadi
merupakan kehendak Allah Swt. Permintaan terhadap barang sering kali mengalami perubahan
yang disebabkan karena ketergantungan pada jumlah penawaran,
jumlah orang yang menginginkannya, lemah kuatnya dan besar
kecilnya kebutuhan terhadap barang tersebut. Pandangan Ibn Taimiyah
mengenai mekanisme pasar sebenarnya terfokus pada masalah
pergerakan harga yang terjadi pada waktu itu, akan tetapi ia letakkan
dalam kerangka mekanisme pasar dan secara umum ia menunjukkan
the beauty of market (kaidah-kaidah mekanisme pasar) sebagai
mekanisme ekonomi. Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 3. Al-Ghazali (450-505 H/1058-1111 M) (Rianto dan Amalia, 2010: 270) Regulasi harga merupakan pengaturan terhadap harga-harga
barang yang dilakukan oleh pemerintah yang bertujuan untuk
memelihara kejujuran dan kemungkinan penduduk untuk bisa
memenuhi kebutuhan pokok (Amalia, 2010). Kemudian Ibn Taimiyah
membedakan dua tipe regulasi harga, yaitu regulasi harga yang adil
dan regulasi yang tidak adil. Jika regulasi yang dilakukan terdapat
unsur kezaliman terhadap manusia dan bersifat memaksa tanpa hak
untuk menjual barang yang diinginkan atau melarang mereka dari
barang yang dilarang oleh Allah Swt maka regulasi tersebut hukumnya
haram. Tapi jika regulasi harga memiliki unsur keadilan bagi
masyarakat dengan harga standar dan normal, melarang mereka dari Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 153 Muzakkir S. hal-hal yang diharamkan oleh Allah Swt untuk mengambil tambahan
di atas harga normal maka hal ini diperbolehkan (Amalia, 2010). 1. Perspektif Ibnu Taimiyah 1. Perspektif Ibnu Taimiyah Dalam kitab al-Hisbah penetapan harga diperlukan untuk mencegah
seorang menjual makanan dan barang lainnya kepada kelompok tertentu
dengan harga yang ditetapkan sesuai dengan keinginan mereka. Oleh
karena itu, regulasi harga sangat mempermudah usaha mikro dalam
menghadapi maipulasi pasar yang umumnya dilakukan oleh penguasa
besar (Taqiyuddin Ahmad, 35). Di samping tentang regulasi harga, dalam
kitab al-Hisbah fi al-Islam Ibn Taimiyah menyebutkan tiga term penting
yang mengarah pada mekanisme penentuan harga dan ketiganya menjadi
indikasi penentuan harga yang menjadi barometer terhadap fenomena
transaksi ekonomi bisnis yang bervariasi dan selalu dinamis saat ini. Tiga
term tersebut adalah ṣaman al-Miṡl, ‘iwaḍ al-Miṡl, dan qīmah al-Miṡl. 5. Ibn Khaldun (732-808 H/1332-1406 M) (
/
)
Menurut Ibn Khaldun harga merupakan hasil dari hukum
permintaan dan penawaran dengan asumsi bahwa apabila suatu
barang langka dan banyak diminta maka harganya akan tinggi, namun
jika suatu barang berlimpah maka harganya turun (Abdullah, 2010). Hampir berbeda dengan Abu Yusuf, terbentuknya harga menurut Ibn
Khaldun tidak semata-mata melalui mekanisme pasar akan tetapi pada
kondisi dan situasi tertentu diperlukan peran pemerintah dalam
mengintervensi harga dengan cara melakukan regulasi harga. Faktor
yang mendorong perlunya regulasi harga apabila ketentuan harga
berjalan tidak stabil dalam mekanisme pasar. Oleh sebab itu, kombinasi
antara mekanisme pasar dan intervensi pemerintah menunjukkan
adanya interaksi antara kondisi sosial ekonomi dan hukum dalam
upaya menentukan harga. Penurunan harga yang sangat drastis akan merugikan pengerajin
dan pedagang serta mendorong mereka keluar dari pasar, sedangkan
kenaikan harga yang drastis akan menyusahkan konsumen. Harga
yang rendah dibutuhkan karena memberikan kelapangan bagi kaum
miskin,
sedangkan
harga
yang
wajar
menjadikan
pedagang
mendapatkan tingkat pengembalian yang baik dan dapat menciptakan
kegairahan pasar dengan meningkatkan penjualan untuk mendapatkan
tingkat keuntungan dan kemakmuran tertentu (Chamid, 257). g
g
(
)
Menurut Ibn Khaldun faktor yang mempengaruhi penetapan
penawaran adalah permintaan, tingkat keuntungan relatif, tingkat
usaha manusia, besarnya tenaga buruh termasuk ilmu pengetahuan
dan
keterampilan
yang
dimiliki,
ketenangan
dan
keamanan,
kemampuan
teknik
serta
perkembangan
masyarakat
secara
keseluruhan (Chamid, 251). Sementara itu, faktor yang menentukan
penetapan
permintaan
adalah
pendapatan,
jumlah
penduduk,
kebiasaan dan adat istiadat masyarakat serta pembangunan dan
kemakmuran masyarakat secara umum. Inti dari faktor tersebut adalah
kenaikan penawaran atau penurunan permintaan menyebabkan
kanaikan harga. Dari lima tokoh di atas, tercermin skeam konsturksi al-tas’īr yang
bervariasi dengan asumsi dasarnya adalah “tergantung pada kekuatan
pasar”. Terbentuknya harga banyak dipengaruhi oleh permintaan dan
penawaran dalam mekenisme pasar dan ketentuan harga yang normal
sangat dipengaruhi oleh stabilitas jalannya mekanisme pasar yang
diukur melalui efektifitas tingkat kelangkaan dan pengadaan barang. Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 154 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun a. Ṡaman al-Miṡl
Ṡ a. Ṡaman al Miṡl
Ṡaman al-Miṡl adalah harga normal yang beredar di pasar
atau dalam istilah ekonomi disebut dengan just price atau price of the
equivalent. Ṡaman al-Miṡl merupakan harga dasar standar atau
normal yang diciptakan oleh para pelaku pasar dalam transaksi
baik penjual, pembeli maupun pemilik sumber. Di samping itu
ṣaman al-Miṡl merupakan nilai harga yang dijual oleh seorang dan
diterima secara umum oleh masyarakat luas sebagai hal yang
sepadan dengan barang yang dijual atau barang yang sejenis
lainnya di tempat dan waktu tertentu (Ahmad, 41). Sederhananya,
ṣaman al-Miṡl merupakan harga yang terbentuk dari kekuatan
permintaan dan penawaran, dan beliau mengilustrasikannya
bahwa jika seorang menjual barangnya dengan harga yang normal
(wajh al-maʻrūf), maka harga bisa meningkat karena kekurangan
pasokan komoditas dan karena tingginya permintaan (Ahmad, 22). p
gg
y p
(
)
Formulasi harga dilandaskan pada prinsip kesepakatan
masing-masing pihak atau sama-sama ridha yaitu kerelaan dari
masing-masing pihak dalam melakukan transaksi. Dalam bisnis
Islam prinsip ini merupakan prinsip fundamental dalam upaya
stabilisasi mekanisme pasar dengan kompetisi sehat, karena
terakomodirnya kebutuhan masing-masing pihak, di mana penjual
dapat menjual komoditi yang ditawarkan dan pembeli dapat
membeli komoditi yang diinginkan tanpa ada paksaan, penipuan,
perilaku monopoli, intervensi, ekploitasi, intimidasi dan praktik
korupsi lainnya dengan harga yang telah disepakati. Setiap harga
lainnya yang ada karena ketidaksempurnaan pasar akan sangat
mempengaruhi tingkat kesejahteraan manusia, dan kondisi
tersebut membutuhkan intervensi pemerintah untuk mengontrol
harga (Rozalinda, 2014: 161). Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 155 Muzakkir S. Indikasi harga sangat ditentukan oleh unsur kerelaan dalam
kemampuan penjual untuk menyediakan barang dan kemampuan
pembeli untuk mendapatkan barang tersebut. Keseimbangan dua
elemen (supply dan demand) menjadi penentu dalam terbentuknya
harga yang berasaskan kerelaan. Naik dan turunnya harga bisa saja
disebabkan karena kekurangan produksi atau penurunan impor
barang yang dibutuhkan. Sehingga bila permintaan naik dan
penawaran turun harga akan naik, dan bila persediaan barang
meningkat sementara permintaan menurun maka harga akan ikut
turun, maka menurut Ibn Taimiyah inilah yang dikatakan
mekanisme pasar yang Islami (Rozalinda, 2014: 160). Dalam al-Hisbah Ibn Taimiyah menjelaskan apa yang dimaksud
dengan Ṡaman al-Miṡl, yaitu; g
, y
;
“Apabila orang-orang memperjualbelikan barang dagangannya dengan
cara-cara yang biasa dilakukan, tanpa ada pihak yang dizalimi
kemudian harga mengalami kenaikan karena berkurangnya persediaan
barang ataupun karena bertambahnya jumlah permintaan, maka itu
semata-mata karena Allah Swt. a. Ṡaman al-Miṡl
Ṡ Dalam hal demikian, memaksa para
pedagang untuk menjual barang dagangannya pada harga tertentu
merupakan tindakan pemaksaan yang tidak dapat dibenarkan”. b. ‘Iwaḍ al-Miṡl
Kata ‘iwaḍ merupakan bentuk singuler dan pluralnya adalah
a’wāḍ yang berarti pengganti atau kompensasi. Dari asal kata ini
lahir derivasi dalam bentuk bina musyārakah yaitu al-mu’āwaḍah
yang berarti pertukaran. al-mu’āwaḍah tersebut mengandung dua
pengertian, pertama, pertukaran barang dengan alat pembayaran,
dan kedua, pertukaran barang dengan barang lain yang senilai dan
sesuai dengan kesepakatan para pihak dan disebut dengan istilah
barter (Ibn Manzhur 299). Awalnya term ‘iwaḍ al-Miṡl berorientasi pada tiga hal, pertama,
kompensasi terkait dengan perusakan jiwa, harta, dan barang yang
mengandung nilai dan manfaat, kedua, pertukaran dengan orang
lain, dan ketiga, istilah keseimbangan balasan yang sepadan seperti
orang yang berbuat baik akan mendapat kebaikan dan sebagainya. ‘Iwaḍ al-Miṡl adalah penggantian sama yang merupakan nilai harga
yang sepadan dari sebuah benda menurut adat istiadat setempat. Kompensasi yang adil diukur dan ditaksir oleh hal-hal yang setara
tanpa ada tambahan dan pengurangan dan itu merupakan esensi
dari sebuah keadilan (Amalia, 210). Sehingga ‘iwaḍ al-Miṡl
mengarah pada dua hal yaitu “nilai harga” dan “adat kebiasaan”. Menurut Ibn Taimiyah nilai terhadap penggantian yang sepadan
didasarkan pada taksiran suatu benda menurut adat istiadat b. ‘Iwaḍ al-Miṡl
Kata ‘iwaḍ merupakan bentuk singuler dan pluralnya adalah
a’wāḍ yang berarti pengganti atau kompensasi. Dari asal kata ini
lahir derivasi dalam bentuk bina musyārakah yaitu al-mu’āwaḍah
yang berarti pertukaran. al-mu’āwaḍah tersebut mengandung dua
pengertian, pertama, pertukaran barang dengan alat pembayaran,
dan kedua, pertukaran barang dengan barang lain yang senilai dan
sesuai dengan kesepakatan para pihak dan disebut dengan istilah
barter (Ibn Manzhur 299). b. ‘Iwaḍ al-Miṡl
Kata ‘iwaḍ merupakan bentuk singuler dan pluralnya adalah
a’wāḍ yang berarti pengganti atau kompensasi. Dari asal kata ini
lahir derivasi dalam bentuk bina musyārakah yaitu al-mu’āwaḍah
yang berarti pertukaran. al-mu’āwaḍah tersebut mengandung dua
pengertian, pertama, pertukaran barang dengan alat pembayaran,
dan kedua, pertukaran barang dengan barang lain yang senilai dan
sesuai dengan kesepakatan para pihak dan disebut dengan istilah
barter (Ibn Manzhur 299). Awalnya term ‘iwaḍ al-Miṡl berorientasi pada tiga hal, pertama,
kompensasi terkait dengan perusakan jiwa, harta, dan barang yang
mengandung nilai dan manfaat, kedua, pertukaran dengan orang
lain, dan ketiga, istilah keseimbangan balasan yang sepadan seperti
orang yang berbuat baik akan mendapat kebaikan dan sebagainya. ‘Iwaḍ al-Miṡl adalah penggantian sama yang merupakan nilai harga
yang sepadan dari sebuah benda menurut adat istiadat setempat. a. Ṡaman al-Miṡl
Ṡ Kompensasi yang adil diukur dan ditaksir oleh hal-hal yang setara
tanpa ada tambahan dan pengurangan dan itu merupakan esensi
dari sebuah keadilan (Amalia, 210). Sehingga ‘iwaḍ al-Miṡl
mengarah pada dua hal yaitu “nilai harga” dan “adat kebiasaan”. Menurut Ibn Taimiyah nilai terhadap penggantian yang sepadan
didasarkan pada taksiran suatu benda menurut adat istiadat (
)
Awalnya term ‘iwaḍ al-Miṡl berorientasi pada tiga hal, pertama,
kompensasi terkait dengan perusakan jiwa, harta, dan barang yang
mengandung nilai dan manfaat, kedua, pertukaran dengan orang
lain, dan ketiga, istilah keseimbangan balasan yang sepadan seperti
orang yang berbuat baik akan mendapat kebaikan dan sebagainya. ‘Iwaḍ al-Miṡl adalah penggantian sama yang merupakan nilai harga
yang sepadan dari sebuah benda menurut adat istiadat setempat. Kompensasi yang adil diukur dan ditaksir oleh hal-hal yang setara
tanpa ada tambahan dan pengurangan dan itu merupakan esensi
dari sebuah keadilan (Amalia, 210). Sehingga ‘iwaḍ al-Miṡl
mengarah pada dua hal yaitu “nilai harga” dan “adat kebiasaan”. Menurut Ibn Taimiyah nilai terhadap penggantian yang sepadan
didasarkan pada taksiran suatu benda menurut adat istiadat Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 156 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun setempat, dan hal ini yang dianggap sebagai keadilan dan adat
kebiasaan masyarakat yang sebenarnya (Ahmad, 35). Dengan demikian dapat dikatakan bahwa ‘iwaḍ al-Miṡl adalah
harga pasar yang sedang beredar dan disesuaikan dengan adat
kebiasaan masyarakat dan dalam istilah ekonomi dikenal dengan
just compensation atau compensation of the equivalent. Kompensasi
yang adil adalah penggantian sepadan yang merupakan nilai harga
setara yang diukur dan ditaksir oleh hal-hal yang setara pula tanpa
ada tambahan dan pengurangan (Rivai Zainal dkk, 299). Lebih lanjut, dalam mendefinisikan kompensasi yang adil Ibn
Taimiyah berkata “yang dimaksud dengan kesetaraan adalah
kuantitas dari objek khusus dalam penggunaan secara umum dan
berkaitan dengan nilai dasar (rate/si’r) serta kebiasaan”. Di
samping itu, beliau menambahkan “evaluasi yang benar terhadap
konpensasi yang adil didasarkan atas analogi dan taksiran dari
barang tersebut dengan barang lain yang setara (ekuivalen). Inilah
yang
benar-benar
adil
dan
benar-benar
diterima
dalam
penggunaannya” (Amalia, 211). p
gg
y
(
)
Tentang harga dan kompensasi yang adil, Ibn Taimiyah
menguraikan ada dua macam jumlah kuantitas yang tercatat dalam
kontrak. Pertama, jumlah kuantitas yang sangat akrab dengan
masyarakat dan biasa mereka gunakan. Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 a. Ṡaman al-Miṡl
Ṡ Kedua, jenis kuantitas yang
tidak lazim (nadir) sebagai akibat dari meningkat dan menurunnya
kemauan (raghbah) atau faktor lain (Ahmad, 31). Menurutnya harga yang adil atau setara lebih bervariasi yang
dipengaruhi oleh kekuatan pasar dan kebutuhan masyarakat,
sedangkan kompensasi yang adil merupakan fenomena yang lebih
bertahan lama akibat terbentuknya kebiasaan dan itu bersifat
relatif. Kompensasi yang adil merupakan sebuah pedoman bagi
masyarakat yang adil dan para hakim, karena tujuan dari harga
yang adil adalah memberikan panduan bagi para penguasa dalam
mengembangkan kehidupan ekonomi. g
g
p
c. Qīmah al-Miṡl
Dalam kamus ekonomi Islam kata qīmah berarti harga, bentuk
kata qīmah adalah singuler dan pluralnya adalah qiyam. Awalnya
term qīmah al-Miṡl digunakan untuk suatu yang menyamai nilai
sesuatu yang lain menurut keinginan masyarakat. Konsep ini
merupakan pengembangan dari konsep ‘iwaḍ al-Miṡl karena masih
erat kaitannya dengan faktor adat kebiasaan masyarakat yang
kemungkinan ada dua macam yaitu, pertama, kemungkinan
terjadinya kesepakatan antara para pihak yang didasarkan kerelaan
dalam
menentukan
harga,
kedua,
kemungkinan
adanya
penyimpangan yang dilakukan oleh salah satu pihak dalam Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 157 Muzakkir S. berinteraksi untuk mentransaksikan barang dagangan sehingga
pertukaran barang dan harga yang harus dibayar tidak seimbang
sahingga salah satu pihak menjadi dirugikan. Dengan demikian, rumusan qīmah al-Miṡl merupakan nilai
harga yang ditetapkan oleh pemerintah untuk mengantisipasi
distorsi pasar yang dilakukan oleh para pelaku pasar terutama
produsen (Ahmad, 21). Qīmah al-Miṡl merupakan harga pasar yang
sedang beredar setelah melalui proses normalisasi atau dalam
ekonomi dikenal dengan istilah fixing price. Term qīmah al-Miṡl pernah digunakan oleh Rasulullah Saw pada
saat mengawasi harga budak yang hendak dibebaskan, di mana
budak yang akan dimerdekakan dengan cara dijual dan majikannya
tetap mendapatkan kompensasi dengan harga yang adil atau qīmah
al-Miṡl atau qīmah al-‘adl. q
Istilah qīmah al-Miṡl banyak digunakan oleh para hakim yang telah
mengkodifikasikan hukum Islam tentang transaksi bisnis dalam objek
barang cacat yang dijual, perubatan kekuasaan, memaksan penimbun
barang untuk menjual barang timbunan, membuang jaminan atas hak
milik dan lain sebagainya (Boedi Abdullah, 388). 2. Perspektif Ibnu Khaldun Menurut Ibn Khaldun harga merupakan hasil dari hukum permintaan
dan penawaran dengan asumsi bahwa apabila suatu barang langka dan
banyak diminta maka harganya akan tinggi, namun jika suatu barang
berlimpah maka harganya turun (Boedi Abdullah, 2010: 292). Hampir
berbeda dengan Abu Yusuf, terbentuknya harga menurut Ibn Khaldun
tidak semata-mata melalui mekanisme pasar akan tetapi pada kondisi dan
situasi tertentu diperlukan peran pemerintah dalam mengintervensi harga
dengan cara melakukan regulasi harga. Faktor yang mendorong perlunya
regulasi harga apabila ketentuan harga berjalan tidak stabil dalam
mekanisme pasar. Oleh sebab itu, kombinasi antara mekanisme pasar dan
intervensi pemerintah menunjukkan adanya interaksi antara kondisi
sosial ekonomi dan hukum dalam upaya menentukan harga. Penurunan harga yang sangat drastis akan merugikan pengerajin dan
pedagang serta mendorong mereka keluar dari pasar, sedangkan
kenaikan harga yang drastis akan menyusahkan konsumen. Harga yang
rendah dibutuhkan karena memberikan kelapangan bagi kaum miskin,
sedangkan harga yang wajar menjadikan pedagang mendapatkan tingkat
pengembalian yang baik dan dapat menciptakan kegairahan pasar dengan
meningkatkan penjualan untuk mendapatkan tingkat keuntungan dan
kemakmuran tertentu (Nur Chamid, 251). Menurut Ibn Khaldun faktor yang mempengaruhi penetapan
penawaran adalah permintaan, tingkat keuntungan relatif, tingkat usaha Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 158 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun manusia, besarnya tenaga buruh termasuk ilmu pengetahuan dan
keterampilan yang dimiliki, ketenangan dan keamanan, kemampuan
teknik serta perkembangan masyarakat secara keseluruhan. Sementara
itu, faktor yang menentukan penetapan permintaan adalah pendapatan,
jumlah penduduk, kebiasaan dan adat istiadat masyarakat serta
pembangunan dan kemakmuran masyarakat secara umum. Inti dari
faktor tersebut adalah kenaikan penawaran atau penurunan permintaan
menyebabkan kanaikan harga. Formulasi harga yang digagas oleh Ibn Khaldun di atas erat kaitannya
dengan teori nilai. Karena nilai suatu barang ditentukan oleh banyakanya
aktifitas kerja dan akumulasi biaya yang dikeluarkan untuk memproduksi
suatu barang, artinya aktivitas kuantitas kerja dan hasil produksi memiliki
hubungan timbal balik yaitu bila kualitas dan kuantitas nilai kerja
menurun, maka nilai produksi akan menurun dan begitu sebaliknya
(Amalia, 241). Hubungan teori nilai dengan terbentuknya harga terformulasikan
dalam hukum permintaan dan penawaran yaitu nilai kemanfaatan suatu
barang. Nilai kemanfaatan suatu barang menentukan tingkat permintaan
dan penawaran terhadap barang tersebut. Barang yang memiliki nilai
kemanfaatan yang tinggi bagi pemenuhan kebutuhan seseorang akan
mempengaruhi tingkat permintaan terhadap barang tersebut dan begitu
sebaliknya. 2. Perspektif Ibnu Khaldun Dengan demikian, Ibn Khaldun menguraikan teori nilai yang
berdasarkan tenaga kerja, teori uang yang kuantitatif, dan teori harga
yang ditentukan oleh kekuatan hukum permintaan dan penawaran. Teori
harga ini kemudian mengantarkannya untuk menganalisis fenomena
distribusi (Boedi Abdullah, 2010: 292). Menurut A. Mannan, secara toeritis bahwa ketentuan harga dalam
kontek Islam dapat dinyatakan dengan munculnya sebuah keadilan yang
datang dari dalam masyarakat itu sendiri, pengawasan dan regulasi yang
dapat dipengaruhi dari nilai-nilai Islam yang berlaku bagi mereka. Karena
prinsip dasarnya adalah kerja sama dan kompetisi yang sehat bukan
kontestasi monopolis tetapi suatu persaingan yang bebas dari spekulasi,
penimbunan, penyelundupan dan lain-lain. Dalam konteks ini, ketentuan
harga yang adil perlu diatur di bawah pengawasan hukum, namun perlu
ditegaskan bahwa untuk menciptakan kondisi kerja sama yang baik
dalam jangka panjang antara produsen dan konsumen diperlukan
semangat Islam, nilai-nilai, serta aturan bisnis Islam yang berlaku sebagai
proses edukatif bagi semua elemen yang terkait. Sementara dalam jangka
pendek
diperlukan
intervensi
pemerintah
untuk
memastikan
terbentuknya harga yang adil dan normal bagi masyarakat (Manna, 1995:
150). Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 159 Muzakkir S. yang diberikan, sehingga dengan dalih keterdesakan itu nilai kerelaan
pun sudah hilang. yang diberikan, sehingga dengan dalih keterdesakan itu nilai kerelaan
pun sudah hilang. KESIMPULAN Terbentuknya harga secara operasional lahir dari kesepakatan para
pihak karena apabila saat negosiasi harga dalam transaksi para pihak
telah sepakat maka keduanya terikat oleh wajibnya melangsungkan
transaksi dan sekaligus menandai sahnya transaksi yang dilakukan. Terbentuknya harga melalui kesepakatan para pihak mencerminkan
keadilan bagi keduanya. Menarik bila melihat aspek suka sama suka masing-masing pihak
menjadi standar yang sering kali muncul dalam sebuah transaksi atau
kontrak. Namun, karena kerelaan merupakan suatu yang abstrak maka
susah untuk merealisasikan dan mengaktualisasikan dalam konteks bisnis
modern saat ini. Oleh sebab itu, “kerelaan” menurut penulis harus
memiliki kriteria dan standar yang jelas dengan mempertimbangkan
beberapa hal di antaranya; 1. Aspek akad, yaitu dengan melihat aspek isi akad, unsur-unsur
akad, dan prinsip-prinsip akad dapat dijadikan sebagai acuan
dalam mengakutalkan konsep “suka sama suka” dalam sebuah
bisnis,; 2. Aspek pressure (tekanan), yaitu melihat faktor tekanan yang ada
pada masing-masing pihak, baik tekanan dari diri sendiri atau
tekanan dari orang lain saat melakukan transaksi, yang dalam
istilah Ibn Khaldun disebut dengan faktor psikografi,; 3. Aspek sosiologis, yaitu keadaan masing-masing pihak secara
sosilogi terdesak atau terpaksa untuk melakukan transaksi. Transaksi yang lahir karena faktor keterdesakan dan keterpaksaan
dalam transaksi belum memenuhi standar “suka sama suka” dari
masing-masing pihak. Bila seseorang melakukan transaksi dalam
keadaan terdesak atau terpaksa maka secara zahir “kerelaan” sulit
untuk dimasukkan. Kerelaan merupakan suatu yang ada dalam
hati, begitu juga keterpaksaan dan keterdesakan bagian dari
sesuatu yang ada dalam hati. Sehingga kondisi terpaksa sering kali
dijadikan celah untuk mewujudkan kerelaan. Tiga standar tersebut paling tidak bisa menjadi standar untuk
mengakutalisasikan konsep “kerelaan” dalam bisnis terutama pergerakan
bisnis modern saat ini. Dalam soal akad, kerelaan tidak cukup hanya
dengan adanya tanda tangan, karena tanda tangan belum bisa menjadi
standar absolut adanya kerelaan. Di samping adanya tanda tangan, aspek
tidak ada tekanan dari salah satu pihak dan tidak ada keterpaksaan atau
keterdesakan patut menjadi pertimbangan dalam melanjutkan suatu akad
atau transaksi. Kondisi yang sulit untuk dicermati adalah kondisi
psikografi dalam hal ini konsumen, konsumen yang terpaksa dan terdesak
sering kali tidak menyadari bahkan tidak peduli dengan tingginya harga Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 160 Konstruksi At-Tas’īr Al-‘Adl dalam Dialektika Pemikiran Ibnu Taimiyah
Dan Ibnu Khaldun Veithzal Rivai Zainal, dkk., Islamic Business Management; Praktik
Manajemen Bisnis yang Sesuai Syari’ah Islam, (Yogyakarta: BPFE, 2014). j
y
g
y
(
gy
)
Veithzal Rivai Zainal, dkk.,., Islamic Business and Economic Ethics, (Jakarta;
PT. Bumi Aksara, 2012) Zakariya Al-Anshari, Asnal Mathalib Syarah Raudhah Ath-Thalib, Jilid. II.,
(Bairut: Dār al-Kutub al-‘Ilmiyah, 1995) Veithzal Rivai Zainal, dkk., Islamic Business Management; Praktik
Manajemen Bisnis yang Sesuai Syari’ah Islam, (Yogyakarta: BPFE, 2014).
Veithzal Rivai Zainal, dkk.,., Islamic Business and Economic Ethics, (Jakarta;
PT. Bumi Aksara, 2012)
Zakariya Al-Anshari, Asnal Mathalib Syarah Raudhah Ath-Thalib, Jilid. II.,
(Bairut: Dār al-Kutub al-‘Ilmiyah, 1995) Veithzal Rivai Zainal, dkk., Islamic Business Management; Praktik
Manajemen Bisnis yang Sesuai Syari’ah Islam, (Yogyakarta: BPFE, 2014).
Veithzal Rivai Zainal, dkk.,., Islamic Business and Economic Ethics, (Jakarta;
PT. Bumi Aksara, 2012)
Z k
i
Al A
h
i A
l M th lib S
h R
dh h Ath Th lib Jilid II DAFTAR PUSTAKA Abu Hamid Muhammad bin Muhammad Al-Ghazali, Ihyā’Ulum ad-Dīn,
Jilid.II., (Bairut: Dār al-Kutub al-‘Ilmiyah, 2012) Abu Isa Muhammad bin Isa bin Saurah At-Turmuzi, Al-Jāmi’ al-Shahih
wahua Sunan Al-Turmuzi, Jilid, III., (Mesir: Mushtafa Albāni Alhalabī,
tt) Ahmad bin Abdu al-Halim bin Taimiyah, Al-Hisbah Fi Al-Islām Au Wazīfah
Al-Hukuman Al-Islamiyah, (Bairut: Dār Al-Kutub Al-Ilmiyah, tt) Boedi Abdullah, Peradaban Pemikiran Ekonomi Islam, (Bandung: Pustaka
Setia, 2010) Euis Amalia, Sejarah Pemikiran Ekonomi Islam, (Depok: Gramata Publishing,
2010) Ibn Manzhur, Lisān al-‘Arab, jilid, III., ( Dār al-Ma’arif, t.t) Lukman Faurani, Arah dan Strategi Ekonomi Islam (Yogyakarta: Magistra
Insani Press, 2006) Muhammad A. Mannan, Teori dan Praktek Ekonomi Islam, (Yogyakarta: PT. Dana Bhakti Wakaf, 1995) Muhammad bin Ali bin Muhammad As-Syaukani, Nail al-Authar min
Ahādits Sayyid al-Akhbar, jilid. 5, (Bairut: Dār al-Kutub al-‘Ilmiyah,
2004) Muhammad Fuad Abdul Baqi, Mu’jam Mufahras Li Alfādzi al-Qur’an
(Bairut: Dārul Marifah, 2002) M. Nur Rianto Al-Arif dan Euis Amalia, Teori Mikroekonomi; suatu
Perbandingan Ekonomi Islam dan Ekonomi konvensional, (Jakarta:
Kencana, 2010) Naziyah Hammad, Mu’jam al-Muṣtalahāt al-Māliyah wa al-Iqtiṣādiyah fī
Lugat al-Fuqaha (Dimsyak: Dār al-Qalam, 2008) Nur Chamid, Jejak Langkah dan Sejarah Pemikiran Ekonomi Islam,
(Yogyakarta: Pustaka Pelajar, 2010) Rozalinda, Ekonomi Islam; Teori dan Aplikasinya pada Aktivitas Ekonomi,
(Jakarta: Rajawali Pers, 2014) Setiawan Budi Utomo, Fiqh Aktual: Jawaban Tuntas Masalah Kontemporer,
(Jakarta: Gema Insani, 2003), Taqiyuddin An-Nabhani , An-Niẓam Al-Iqtiṣadi fil Islam, Terj. Redaksi Al-
Azhar Press, (Bogor: Al-Azhar Press, 2010) Taqiyuddin Ahmad bin Abdu al-Halim bin Taimiyah, Al-Hisbah Fi Al-
Islām Au Wazīfah Al-Hukuman Al-Islamiyah, (Bairut: Dār Al-Kutub Al-
Ilmiyah, tt) Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019 161 Muzakkir S. 162 Tawazun: Journal of Sharia Economic Law Vol. 2 No. 2 2019
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Structure and function of a short LOV protein from the marine phototrophic bacterium Dinoroseobacter shibae
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BMC Microbiology
| 2,015
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cc-by
| 13,255
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Structure and function of a short LOV protein
from the marine phototrophic bacterium
Dinoroseobacter shibae
Endres et al. Endres et al. BMC Microbiology (2015) 15:30
DOI 10.1186/s12866-015-0365-0 * Correspondence: karl-erich.jaeger@fz-juelich.de; r.batra-safferling@fz-juelich.de
†Equal contributors
1Institute of Molecular Enzyme Technology, Heinrich-Heine-Universität
Düsseldorf, Forschungszentrum Jülich, D-52425 Jülich, Germany
2Institute of Complex Systems, ICS-6: Structural Biochemistry,
Forschungszentrum Jülich, D-52425 Jülich, Germany
Full list of author information is available at the end of the article RESEARCH ARTICLE Open Access Structure and function of a short LOV protein
from the marine phototrophic bacterium
Dinoroseobacter shibae
Endres et al Endres et al. BMC Microbiology (2015) 15:30
DOI 10.1186/s12866-015-0365-0 Endres et al. BMC Microbiology (2015) 15:30
DOI 10.1186/s12866-015-0365-0 Open Access Structure and function of a short LOV protein
from the marine phototrophic bacterium
Dinoroseobacter shibae Stephan Endres1†, Joachim Granzin2†, Franco Circolone1†, Andreas Stadler3, Ulrich Krauss1, Thomas Drepper1,
Vera Svensson1, Esther Knieps-Grünhagen1, Astrid Wirtz1, Anneliese Cousin2, Petra Tielen4, Dieter Willbold2,5,
Karl-Erich Jaeger1,6* and Renu Batra-Safferling2* Background fused effector domain, short LOV proteins can act as
genuine blue-light receptors, probably transducing the
signal via interactions with a partner protein. g
Signal perception in LOV domains is achieved via a
blue-light (λ = 440–482 nm) absorbing flavin mononu-
cleotide (FMN) or, in some cases, via a flavin adenine
dinucleotide (FAD) chromophore, that in the dark is
non-covalently bound within the LOV domain [1,2]. Blue-light absorption triggers the formation of a transi-
ent adduct between the FMN-C4a atom and the sulfur
atom of a strictly conserved cysteine residue in the LOV
domain active site [1]. Once illumination has ceased, this
covalent bond is broken thus concluding the photocycle. While the initial photochemical reaction and the adduct
formation occurs on a timescale of microseconds [3],
adduct decay can take seconds to hours depending on
the LOV protein [3-7] (Additional file 1: Table S1). The
longest
living
intermediate,
the
FMN-cysteinyl-thiol
adduct, has been proven to represent the structural
signaling state of LOV photoreceptors [8,9]. The major-
ity of LOV photoreceptors are multi-domain sensory
systems, where light-signal perception by the LOV do-
main influences the “activity” of fused effector domains
such as kinases, anti-sigma factors, helix-turn-helix DNA
binding domains, phosphodiesterases and cyclases [10]. All short LOV proteins structurally characterized so
far possess N- and/or C-terminal helical extensions (N-
terminal N-cap or A´α-helix, and C-terminal Jα-helix)
outside the conserved LOV core domain suggested to be
involved in signaling [7,24,26]. In multi-domain LOV
photoreceptors, these extensions often link the sensor
LOV and associated effector domains and are suggested
to act as signal-transducing linker elements or spacers
providing flexibility [13,27]. Another feature common to most LOV domains
is their dimerization propensity. In particular, a light-
dependent alteration of the monomer-dimer equilibrium
represents a feasible mode of signal-relay for short LOV
proteins, where one of the two quaternary structural
states selectively mediates the interaction with down-
stream signaling partners [25,28,29]. For short LOV pro-
teins crystallized as full-length constructs, dimerization
is mostly mediated by either the N-terminal A´α-helix
(N-cap) and/or, if present, the respective C-terminal
Jα-helices [24,25,28]. The presence and structure of
N- and C-terminal extensions largely determine the
mode of dimerization and hence the corresponding
light-dependent conformational change. Thus, the study
of short LOV proteins with unusual LOV-core exten-
sions might provide further insights into the diversity of
LOV-protein dimerization and signaling. Abstract Background: Light, oxygen, voltage (LOV) domains are widely distributed in plants, algae, fungi, bacteria, and
represent the photo-responsive domains of various blue-light photoreceptor proteins. Their photocycle involves the
blue-light triggered adduct formation between the C(4a) atom of a non-covalently bound flavin chromophore and
the sulfur atom of a conserved cysteine in the LOV sensor domain. LOV proteins show considerable variation in
the structure of N- and C-terminal elements which flank the LOV core domain, as well as in the lifetime of the
adduct state. Results: Here, we report the photochemical, structural and functional characterization of DsLOV, a LOV protein
from the photoheterotrophic marine α-proteobacterium Dinoroseobacter shibae which exhibits an average adduct
state lifetime of 9.6 s at 20°C, and thus represents the fastest reverting bacterial LOV protein reported so far. Mutational analysis in D. shibae revealed a unique role of DsLOV in controlling the induction of photopigment
synthesis in the absence of blue-light. The dark state crystal structure of DsLOV determined at 1.5 Å resolution
reveals a conserved core domain with an extended N-terminal cap. The dimer interface in the crystal structure
forms a unique network of hydrogen bonds involving residues of the N-terminus and the β-scaffold of the
core domain. The structure of photoexcited DsLOV suggests increased flexibility in the N-cap region and a
significant shift in the Cα backbone of β strands in the N- and C-terminal ends of the LOV core domain. Conclusions: The results presented here cover the characterization of the unusual short LOV protein DsLOV
from Dinoroseobacter shibae including its regulatory function, extremely fast dark recovery and an N-terminus
mediated dimer interface. Due to its unique photophysical, structural and regulatory properties, DsLOV might
thus serve as an alternative model system for studying light perception by LOV proteins and physiological
responses in bacteria. Keywords: Aerobic anoxygenic photosynthesis, Blue-light photoreceptor, Crystal structure, Dimerization,
Dinoroseobacter shibae, LOV domain, PAS domain, Photocycle © 2015 Endres et al.; licensee BioMed Central. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain
Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article,
unless otherwise stated. Endres et al. BMC Microbiology (2015) 15:30 Page 2 of 15 Background g
p
p
y
Based on this modularity, LOV photoreceptors in turn
control or influence a multitude of cellular light re-
sponses in plants, algae, fungi and bacteria [11]. In
plants, the biological function of LOV photoreceptors is
well-established, including plant phototropism, chloro-
plast relocation, light-induced leaf movement and regu-
lation of stomatal opening [12,13]. In contrast, the
understanding of regulatory functions of their counter-
parts in bacteria is still limited, some examples were de-
scribed recently (comprehensively reviewed in [14]). The
best characterized bacterial LOV photoreceptor is YtvA
from the soil bacterium Bacillus subtilis [15], which is
part of the stressosome, involved in the σB-mediated
general stress response of this organism [9,16-18]. Re-
cently, additional regulatory functions of bacterial LOV
proteins were described such as control of cell-adhesion
in Caulobacter cresentus [19], virulence in Brucella
abortus [20], motility of Pseudomonas syringae [19,21,22]
and in the counteraction of plant immune response dur-
ing citrus canker in Xanthomonas citri [23]. Here, we report on the identification of an unusual short
LOV protein DsLOV from the marine phototrophic
α-proteobacterium Dinoroseobacter
shibae DFL12T. Combining crystallography and biochemical methods,
we investigate the molecular mechanism of photoexci-
tation in DsLOV, which displays a recovery on the
timescale of seconds. Furthermore, we demonstrate
that the fast recovering DsLOV is a key regulator for
light mediated triggering of photopigments bacteriochlo-
rophyll a and spheroidenone formation in D. shibae. Dinoroseobacter shibae harbors three putative LOV
photoreceptor genes Remarkably, in addition to the multi-domain LOV
photoreceptors, a large subset of LOV photoreceptors
exist in bacteria and fungi that do not possess fused ef-
fector domains and are thus called “short” LOV proteins. Functionally and structurally characterized examples in-
clude the fungal photoreceptor VVD [7], the LOV pro-
teins PpSB1-LOV and PpSB2-LOV of Pseudomonas
putida KT2440 [4,5,24] and the recently characterized
RsLOV protein of Rhodobacter sphaeroides 2.4.1 [25,26]. Physiological studies on Neurospora crassa VVD and re-
cent data for RsLOV indicate that despite the lack of a The Gram-negative α-proteobacterium Dinoroseobacter
shibae is a member of the Roseobacter clade, a bacterial
lineage that is globally abundant in different marine
habitats. Light is an important environmental factor for
D. shibae because it can produce ATP via aerobic
anoxygenic photosynthesis [30,31]. Sequence similarity
analysis of the published D. shibae DFL12T genome re-
vealed the presence of three genes encoding putative
blue-light photoreceptors of the LOV family (Additional
file 1: Figure S1), possessing all the sequence features
necessary for FMN binding and photocycling [1]. The Endres et al. BMC Microbiology (2015) 15:30 Page 3 of 15 blue-light illumination, reflected by the loss of its absorp-
tion within the blue-region of the spectrum could only be
observed when the sample temperature was reduced to
4°C (Figure 1B, dashed lines) suggesting a rapid dark
recovery which was determined as τREC = 9.6 ± 0.1 s at
20°C (Figure 1C). predicted LOV proteins encoded by the genes Dshi_1135
and Dshi_1893 show either one single histidine kinase
domain or four domains with homologies to PAS,
histidine kinase and response regulator protein domains,
which are fused to the respective C-termini of the pre-
dicted LOV domains (Figure 1A). In contrast, the gene
Dshi_2006 codes for a short LOV protein that lacks
fused effector domains. Among bacterial short LOV pro-
teins, DsLOV appears exceptional as it harbors an N-
terminal cap domain but lacks a C-terminal extension and
is thus architecturally very similar to fungal VVD [7]. DsLOV exhibits fast recovery kinetics The soluble photoreceptor protein DsLOV was expressed
in E. coli BL21 (DE3) as C-terminal His6-tagged protein
and was purified via immobilized-metal affinity chroma-
tography (IMAC). In the dark, DsLOV exhibits the
characteristic absorption bands of the LOV dark state with
λmax = 449 nm (Figure 1B, solid lines). Remarkably, forma-
tion of the DsLOV photoadduct (λmax = 390 nm) after Figure 1 DsLOV domain architecture and photochemistry. (A) Domain architecture of the three D. shibae LOV proteins. Locus tags and
accession numbers (in brackets) are given in front of each protein. The length of each protein and the type and relative location of all predicted
Pfam domains are specified. LOV: light, oxygen voltage; HK: histidine kinase; PAS: PER-ARNT-SIM; RR: response regulator. (B) Absorbance spectra of
DsLOV in the dark and light state. In the dark, DsLOV displays the characteristic UV/vis absorbance bands with a λmax of about 449 nm (solid line). To sufficiently populate the light state, the DsLOV protein was exposed to blue-light for 30 seconds at 4°C (dashed lines), resulting in a decreased
absorbance at 447 nm and the concomitant formation of a new absorbance maximum at 390 nm. The inset shows the light–dark difference
spectrum of DsLOV. (C) Dark recovery of DsLOV measured at 20°C. LOV protein dark recovery was monitored by recording time traces for the
absorbance recovery at 485 nm after blue-light illumination. The data (squares) was fitted using a mono-exponential decay function. Figure 1 DsLOV domain architecture and photochemistry. (A) Domain architecture of the three D. shibae LOV proteins. Locus tags and
accession numbers (in brackets) are given in front of each protein. The length of each protein and the type and relative location of all predicted
Pfam domains are specified. LOV: light, oxygen voltage; HK: histidine kinase; PAS: PER-ARNT-SIM; RR: response regulator. (B) Absorbance spectra of
DsLOV in the dark and light state. In the dark, DsLOV displays the characteristic UV/vis absorbance bands with a λmax of about 449 nm (solid line). To sufficiently populate the light state, the DsLOV protein was exposed to blue-light for 30 seconds at 4°C (dashed lines), resulting in a decreased
absorbance at 447 nm and the concomitant formation of a new absorbance maximum at 390 nm. The inset shows the light–dark difference
spectrum of DsLOV. (C) Dark recovery of DsLOV measured at 20°C. Crystal structure of DsLOV reveals a unique N-cap region
Overall structure Monoclinic crystals of the DsLOV protein were obtained
in the dark, which diffracted to a resolution of 1.5 Å. The statistics of X-ray data collection and refinement
are documented in Table 1. The final monomer model
(one molecule per asymmetric unit) comprises residues
20–139 of the protein and the chromophore riboflavin
(RBF) (Figure 2; the secondary structure elements are
colored with helices in light blue; β-strands in light
green, and loops in yellow; the chromophore is shown as
stick model and is colored by element: carbon in yellow,
nitrogen in blue and oxygen in red). Residues 1–19 DsLOV exhibits fast recovery kinetics The chromophore riboflavin (RBF)
is shown as stick model and is colored by element: carbon, yellow;
nitrogen, blue; oxygen, red. β-sheet comprising Aβ (residue 36–40), Bβ (residue
49–52), Gβ (residue 98–105), Hβ (residue 111–122) and
Iβ (residue 128–137), and four α-helices Cα (residue
54–60), Dα (residue 64–67), Eα (residue 72–75) and Fα
(residue 82–94). In addition, a noncanonical structural
element designated as the N-cap is present that includes
a N-terminal turn (residues 20–23), helix (A´α, residues
24–27) and a connecting loop (28–35) (Figure 2). Dimer interface
Th
D LOV The DsLOV crystal structure has one molecule in the
asymmetric unit even though the protein exists as a
dimer in solution as revealed by SEC and small angle X-
ray scattering experiments described below. The most
probable higher-order assembly proposed by PISA ana-
lysis [33] is a dimer, where the N-terminal A´α helix is
part of the dimer interface that is unique amongst LOV
protein structures (Figure 3A). The buried surface area
of ~950 Å2 involves a set of interchain interactions be-
tween charged residues (D20-OD2…NH1-R119´, 3.4 Å)
(residues in italics with prime refer to those from the
symmetry equivalent molecule), hydrogen bonds (D20-
O…N-Y122´, 2.7 Å, A22-N…O-Y122´, 2.8 Å) and several
hydrophobic interactions between residues in the N-
terminal cap (including helix A´α) and the β-scaffold of
the opposite subunit (Hβ and Iβ) (Figure 3A). Residues
constituting the dimer interface are I21, L24, I50, L68,
G69, I121, D123, P124, E125, M129 and F130 from the
two-fold related monomers. aStatistics for the highest-resolution shell are shown in parentheses. could not be traced in the electron density map and
are likely to be disordered. Also, no electron density
was observed for the C-terminal residues 139–146
that comprise the His6-tag. According to Ramachan-
dran plot generated with Molprobity [32], the model
exhibited good geometry with none of the residues in
disallowed regions. DsLOV exhibits fast recovery kinetics LOV protein dark recovery was monitored by recording time traces for the
absorbance recovery at 485 nm after blue-light illumination. The data (squares) was fitted using a mono-exponential decay function. Endres et al. BMC Microbiology (2015) 15:30 Page 4 of 15 Table 1 Data collection and refinement statistics
DsLOV “dark”
DsLOV
“photoexcited”
Wavelength (Å)
0.93340 (Beamline: ESRF,
ID14-1)
0.95372 (Beamline:
ESRF, ID23-1)
Detector type
ADSC Quantum Q210
ADSC Quantum
Q315r
Resolution range (Å)
45.4 - 1.5 (1.53 - 1.5)a
26.1 - 2.0 (2.07 - 2.0)a
Space group
C 1 2 1
C 1 2 1
Unit cell
a = 89.98 (Å)
a = 90.78 (Å)
b = 30.60 (Å)
b = 30.94 (Å)
c = 49.33 (Å)
c = 49.54(Å)
β = 113.03°
β = 113.09°
Total reflections
65088
30165
Unique reflections
19912
8206
Multiplicity
3.3 (2.5)
3.7 (4.0)
Completeness (%)
98.98 (91.59)
93.48 (98.15)
Mean I/σ (I)
19.7 (4.3)
16.3 (10.4)
Wilson B-factor (Å2)
14.08
10.62
R-sym
0.037 (0.203)
0.061 (0.085)
R-work
0.1298 (0.1115)
0.1633 (0.1595)
R-free
0.1789 (0.2031)
0.1824 (0.1586)
Coordinate error
(maximum-
likelihood based) (Å)
0.13
0.16
Number of atoms
1125
1015
Macromolecules
981
904
Ligands
32
27
Water molecules
112
84
Protein residues
120
115
RMS (bonds) (Å)
0.014
0.004
RMS (angles) (°)
1.56
0.77
Ramachandran
favored (%)
99
99
Ramachandran
outliers (%)
0
0
Clash score
2.99
4.92
Average B-factor (Å2)
19.9
14.7
PDB entry
4KUK
4KUO
aStatistics for the highest-resolution shell are shown in parentheses. Table 1 Data collection and refinement statistics Figure 2 Crystal structure of DsLOV. Ribbon representation of
the dark state of DsLOV (residues 20–139) colored according to
secondary structure elements with helices in light blue; β-strands in
light green, and loops in yellow). The chromophore riboflavin (RBF)
is shown as stick model and is colored by element: carbon, yellow;
nitrogen, blue; oxygen, red. Figure 2 Crystal structure of DsLOV. Ribbon representation of
the dark state of DsLOV (residues 20–139) colored according to
secondary structure elements with helices in light blue; β-strands in
light green, and loops in yellow). The chromophore riboflavin (RBF)
is shown as stick model and is colored by element: carbon, yellow;
nitrogen, blue; oxygen, red. Figure 2 Crystal structure of DsLOV. Ribbon representation of
the dark state of DsLOV (residues 20–139) colored according to
secondary structure elements with helices in light blue; β-strands in
light green, and loops in yellow). Figure 3 Dimer interface and photoexcited state of DsLOV. Figure 3 Dimer interface and photoexcited state of DsLOV. g
p
(A) The dimer of DsLOV (dark state) showing the N-terminus (A´α)
mediated dimer interface, based on PISA analysis [33]. The secondary
structure elements are colored with helices in light blue; β strands in
light green, and loops in yellow. The chromophore riboflavin (RBF)
is shown as stick model and is colored by element: carbon, yellow;
nitrogen, blue; oxygen, red. The intersubunit hydrogen bonds are
shown as broken lines between the residues shown as stick models
and colored by element. Specifications on the hydrogen bond
distance and the atoms involved are provided in the text. Side chain
conformations of R117 and R119 in photoexcited state are shown
superimposed in coral. Position of L27 and E32 are indicated by
arrowheads. (B) Superposition of dark and photoexcited crystal
structures. Side chains of residues shown as stick models are colored
by element for dark state as in A, and in coral for photoexcited state. A shift seen in the respective Iβ backbone (dark state- light blue and
photoexcited- coral) is highlighted in the oval area. For clarity, rest
of the region is shown as ribbon representation in transparent grey. Note the additional H-bond between Q135-NE2 and N5 of RBF
molecule in the photoexcited state. The view in this figure is of
the monomer (right) of the dimer shown in panel A, which is
rotated ~ 180° around the horizontal axis. The mode of protein-chromophore interaction is
conserved amongst the LOV protein family, where
rigid coordination of the chromophore molecule in
the binding pocket is mediated by a network of hydro-
gen bonds, van der Waals and electrostatic interac-
tions. Mainly, residues in the 310 Eα-helix (N71, R73,
Q76), Hβ-strand (N104, N114), and Iβ strand (Q135)
constitute most of the hydrogen bonding interactions
with the RBF molecule. Residues forming hydrophobic
contacts with the isoalloxazine ring are V38, C72, I88,
R89, L92, L116, I118, F131, A132 and G133. In all LOV proteins, two conserved arginine residues
make contact with the phosphate group of the chromo-
phore. In DsLOV, the corresponding arginines are R73
and R89, where only R73 forms a hydrogen bond (R73-
NH2…O5´-RBF, 3.0 Å) with the ribityl chain. Structural comparison with other LOV domains The residues 36–137 comprise the conserved LOV
core domain with a typical α/β-fold PAS topology. The
core domain is made up of a five-stranded antiparallel Although the LOV core domain is structurally well con-
served, diversity is seen for the noncanonical N- and
C-terminal elements [7,24,26,34,35]. These regions adopt Page 5 of 15 Endres et al. BMC Microbiology (2015) 15:30 VVD: 71 aa long) and secondary structure, superposition
of the VVD dark state (PDB ID 2PD7, orange in
Additional file 1: Figure S2, panel B) shows the highest
similarity, where residues 43–50 and 67–72 follow the
trace corresponding to the N-cap residues of DsLOV. Moreover, N-cap mediated dimerization is globally
similar in both structures. Functional implications of
this similarity are discussed below in the section
‘light-induced conformational changes’. VVD: 71 aa long) and secondary structure, superposition
of the VVD dark state (PDB ID 2PD7, orange in
Additional file 1: Figure S2, panel B) shows the highest
similarity, where residues 43–50 and 67–72 follow the
trace corresponding to the N-cap residues of DsLOV. Moreover, N-cap mediated dimerization is globally
similar in both structures. Functional implications of
this similarity are discussed below in the section
‘light-induced conformational changes’. Figure 3 Dimer interface and photoexcited state of DsLOV. Please
note that the interaction between the terminal end of
chromophore ribityl chain and the protein is most likely
disturbed due to presence of RBF (and not FMN) in the
DsLOV crystal structure, hence preventing any conclu-
sions with regard to the FMN-phosphate coordination in
DsLOV in solution, where FMN is the predominant
chromophore (see above results of HPLC analysis). the helical secondary structure in the previously pub-
lished LOV protein structures (Additional file 1: Figure
S2). An N-terminal turn-helix-turn motif has been pre-
viously reported [34] in the crystal structure of AsLOV2
(PDB ID 2V0U, yellow in Additional file 1: Figure S2). In
DsLOV, the N-terminal extension shows similar second-
ary structure elements with a turn, helix and a long
connecting loop (Figure 2). However, superposition of
the core domains (Additional file 1: Figure S2) shows
different positioning of the corresponding N-terminal
elements. In contrast to monomeric AsLOV2, the non-
canonical N-terminal element of DsLOV is involved in
dimer formation. We next compared DsLOV to fungal
VVD [28] as both proteins consist of the conserved core
domain with an N-terminal extension. Surprisingly, des-
pite the differences in N-cap length (DsLOV: 35 and the helical secondary structure in the previously pub-
lished LOV protein structures (Additional file 1: Figure
S2). An N-terminal turn-helix-turn motif has been pre-
viously reported [34] in the crystal structure of AsLOV2
(PDB ID 2V0U, yellow in Additional file 1: Figure S2). In
DsLOV, the N-terminal extension shows similar second-
ary structure elements with a turn, helix and a long
connecting loop (Figure 2). However, superposition of
the core domains (Additional file 1: Figure S2) shows
different positioning of the corresponding N-terminal
elements. In contrast to monomeric AsLOV2, the non-
canonical N-terminal element of DsLOV is involved in
dimer formation. We next compared DsLOV to fungal
VVD [28] as both proteins consist of the conserved core
domain with an N-terminal extension. Surprisingly, des-
pite the differences in N-cap length (DsLOV: 35 and Flavin binding pocket
l As seen in previously reported dark state LOV protein
structures, a flavin chromophore molecule is noncova-
lently bound within a tight pocket formed by the β-
scaffold and the surrounding Eα- and Fα-helices (Figure 2). Surprisingly, the chromophore bound in the DsLOV struc-
ture is RBF and not FMN; where both are identical except
for the terminal phosphate group that is absent in RBF. Prior to crystallization setups, purified DsLOV protein
was denatured and the released chromophores were ana-
lyzed by HPLC demonstrating that it predominantly binds
FMN (74.3 ± 0.2%) and FAD (25.7 ± 0.2%) whereas no
riboflavin could be detected (data not shown). We suspect
that the FMN bound to the DsLOV protein in solution
got hydrolyzed to RBF during the crystallization time
period of several weeks in acidic conditions [36]. Light-induced conformational changes Additionally,
comparison of the spectra obtained from single crystal
microspectrometry confirmed typical dark state (λmax =
447 nm) and light state (λmax ≈390 nm) absorbance
spectra for the DsLOV crystals grown in dark, and after
blue-light illumination, respectively (Additional file 1:
Figure S4, panel A). In order to verify that spectral
changes observed in the crystal are not the result of irre-
versible photobleaching, dark grown DsLOV crystals
were transferred to the microspectrometer under con-
stant blue-light illumination in the cryo stream (100 K)
and an absorbance spectrum was recorded. Subse-
quently, the cryo stream was blocked and the light was
switched off to allow dark recovery of the protein at
room temperature. The corresponding spectra shows full
recovery of the flavin specific absorption band in the blue-
region of the spectrum within 5 minutes (Additional file 1:
Figure S4, panel B). In contrast, no dark recovery occured
within 1 hour at cryogenic temperatures (Additional file 1:
Figure S4, panel C). Taken together, the data demonstrates
that the protein in dark grown DsLOV crystals is capable
of reversible photocycling, suggesting that the structural
changes observed in photoexcited crystals are most likely
the result of illumination and are not related to irrevers-
ible photobleaching. Despite the increased flexibility in the N-terminus
(absence of electron density for residues 29–33 located
in the A´α-Aβ loop) in the photoexcited state, residues
20–28 were still traceable (Additional file 1: Figure S3,
panel C). The position of the N-cap, in particular, is
stabilized by hydrogen bonding interactions between
dimer-interface residues D20-Y122´, and A22-Y122´,
that exist in both the dark- and photoexcited-states. It
should be noted that the photoexcited state structure
was obtained upon illumination of dark-grown crystals,
which is not sufficient to cause large conformational
changes of functional relevance that would require
breaking of the crystal lattice constraints. Interestingly,
the side chain conformation of R119, involved in the
dimer interface differs in both the states, facing towards
and away from the dimer interface in the dark and pho-
toexcited state, respectively (Figure 3A). As a result, in-
teractions between R119 and D20´, R119 and L27, and
R119 and E32 are absent. Energetically, this might in-
crease the flexibility of the N-terminus as seen in the
photoexcited state (disordering of the A´α-Aβ loop). An-
other major structural change is observed for the side
chain conformation of R117 in the photoexcited state. Light-induced conformational changes The photochemistry of LOV domains is reversible in so-
lution as well as in crystals [7,34,35,37]. We thus solved
the structure of DsLOV in the photoexcited state after Endres et al. BMC Microbiology (2015) 15:30 Page 6 of 15 Aβ strand (~0.6 Å), and the connecting loop (A´α-Aβ
loop in the N-terminus) (Additional file 1: Figure S3,
panels C-D); (iv) the hydrophobic pocket around the
dimethyl-benzene ring of the chromophore is also rear-
ranged; for example, A132 and G133 no longer make
hydrophobic contacts as in the dark state. An interesting
observation is that the side chain conformation of F74
which is aligned parallel to the flavin ring system in the
dark rotates towards the flavin ring in the photoexcited
state (Figure 3B). Notably, we observed similar side
chain orientations for this structurally conserved phenyl-
alanine residue in previously published crystal structures
of C. reinhardtii Phot LOV1 (PDB ID 1N9L, 1N9N,
1N9O), B. subtilis YtvA LOV (PDB ID 2PR5, 2PR6), R. sphaeroides RsLOV (PDB ID HJ6, 4HNB) and P. putida
PpSB1-LOV (PDB ID 3SW1). Mutation of the corre-
sponding phenylalanine residue in YtvA-LOV to histi-
dine accelerated the dark recovery of the protein 25-fold
[38]. This hints a possible involvement of F74 in photo-
activation, signaling and adduct state stability in LOV
proteins and further suggests that the structural differ-
ences observed between dark and photoexcited structures
of DsLOV are a consequence of photoactivation. illuminating crystals grown in the dark (Table 1). The
difference electron density map (Fdark-Flight) does not
show the presence of a covalent bond between residue
C72 and flavin C4a atom (Additional file 1: Figure S3,
panels A-B). The interatomic distance between the C72-
Sγ and RBF-C4a is 3.44 Å, marginally smaller than
3.54 Å observed in the DsLOV dark state structure. The
presence or absence of a covalent adduct in LOV protein
crystals has been used in previous studies to define ei-
ther the ‘light’ or ‘dark’ state, respectively. The absence
of a covalent adduct in the photoexcited crystal structure
of DsLOV can be due to two reasons: (i) fast dark
recovery of the protein (τREC = 9.6 s) prevents adduct
stabilization, and/or (ii) radiation damage with radiolysis
of the Cys72-RBF thioether bond caused by the high-
energy X-ray beam. The latter has been previously ob-
served for other LOV proteins [7,34,37]. Light-induced conformational changes Additionally,
comparison of the spectra obtained from single crystal
microspectrometry confirmed typical dark state (λmax =
447 nm) and light state (λmax ≈390 nm) absorbance
spectra for the DsLOV crystals grown in dark, and after
blue-light illumination, respectively (Additional file 1:
Figure S4, panel A). In order to verify that spectral
changes observed in the crystal are not the result of irre-
versible photobleaching, dark grown DsLOV crystals
were transferred to the microspectrometer under con-
stant blue-light illumination in the cryo stream (100 K)
and an absorbance spectrum was recorded. Subse-
quently, the cryo stream was blocked and the light was
switched off to allow dark recovery of the protein at
room temperature. The corresponding spectra shows full
recovery of the flavin specific absorption band in the blue-
region of the spectrum within 5 minutes (Additional file 1:
Figure S4, panel B). In contrast, no dark recovery occured
within 1 hour at cryogenic temperatures (Additional file 1:
Figure S4, panel C). Taken together, the data demonstrates
that the protein in dark grown DsLOV crystals is capable
of reversible photocycling, suggesting that the structural
changes observed in photoexcited crystals are most likely
the result of illumination and are not related to irrevers-
ible photobleaching. Several distinct conformational differences between
dark and photoexcited DsLOV structures were observed illuminating crystals grown in the dark (Table 1). The
difference electron density map (Fdark-Flight) does not
show the presence of a covalent bond between residue
C72 and flavin C4a atom (Additional file 1: Figure S3,
panels A-B). The interatomic distance between the C72-
Sγ and RBF-C4a is 3.44 Å, marginally smaller than
3.54 Å observed in the DsLOV dark state structure. The
presence or absence of a covalent adduct in LOV protein
crystals has been used in previous studies to define ei-
ther the ‘light’ or ‘dark’ state, respectively. The absence
of a covalent adduct in the photoexcited crystal structure
of DsLOV can be due to two reasons: (i) fast dark
recovery of the protein (τREC = 9.6 s) prevents adduct
stabilization, and/or (ii) radiation damage with radiolysis
of the Cys72-RBF thioether bond caused by the high-
energy X-ray beam. The latter has been previously ob-
served for other LOV proteins [7,34,37]. Light-induced conformational changes Here, the mutations I427V (AsLOV2), I39V
(YtvA) and I85V (VVD) accelerated the recovery of the
respective proteins 8-, 5- and 23-fold [40,45]. Several
structural interpretations have been proposed for the
observed mutation-induced kinetic effects. For AsLOV2,
I427V was proposed to be in van der Waals contact with
the sulfhydryl group of the photoactive cysteine (C450)
[45]. The authors suggested that structurally, I427 pro-
vides steric support to the active site region near the
photoactive cysteine and that removal of this support by
introducing a valine at the respective position destabilizes
the adduct state and hence results in a faster dark re-
covery. Moreover, different imidazole-base dependent
adduct-decay rate accelerating effects were observed
for VVD and the corresponding I85V mutant. In par-
ticular, the adduct-decay rate acceleration was more
pronounced for VVD-I85V than for the wild-type
protein. This suggests better access of imidazole to the
active site of VVD-I85V where it acts as a base to ab-
stract the proton from N5 proton in the light state,
hence accelerating the photocycle dark recovery [40]. Taken together, residue-alterations at the respective
position on Bβ seem to influence the dark recovery of
LOV proteins by both steric effects acting on the
photoactive cysteine and by controlling solvent/base
access to the active site, which drives adduct scission
by N5 deprotonation. β
p
In VVD, structures of dark-grown crystals are mono-
meric [7]. Both, solution studies and light state crystal
structure (obtained from crystals grown under light
conditions) show homodimer formation [28]. Structural
rearrangements in the latter include release of the N-
terminal ‘latch’, which then binds to the symmetry
equivalent molecule allowing dimer formation. In con-
trast, the N-terminus is packed against the β-sheet of
the LOV core domain in structures obtained from dark-
grown crystals. An important role in the process is
played by the hinge region that connects the N-terminus
and the core domain, and shows structural changes as a
result of FMN-cysteinyl-thiol adduct formation. Interest-
ingly, the corresponding region in DsLOV (residues
28–35 in A´α-Aβ loop) shows no electron density upon
photoexcitation. Light-induced conformational changes Here, R117 forms a salt bridge with N136 on Iβ (R117-
NH1…OD1-N136, 2.49 Å and R117-NH2…OD1-N136,
2.71 Å). In the corresponding dark state structure, the
side chain of R117 is flipped towards the N-terminal cap
(Figure 3A) breaking the interaction with N136. Residue
Q135, that forms a single hydrogen bond with the RBF
isoalloxazine ring – O4…NE2-Q135, 3.07 Å, shows two
possible hydrogen bonds O4…NE2-Q135, 2.93 Å, and Several distinct conformational differences between
dark and photoexcited DsLOV structures were observed,
even though direct evidence supporting an adduct for-
mation in the electron density map is absent in the latter
(Figure 3B): (i) several residues primarily localized at the
boundary of the chromophore binding pocket show dif-
ferent side chain conformations in the photoexcited
state; these include V37, V38, M49, E65, V67, R70, R73,
F74, R97, R117, R119, I121 and E125; (ii) due to absence
of electron density, residues 29–33 located in the A´α-
Aβ loop could not be traced in the photoexcited state;
(iii) a significant shift is observed in the Cα backbone of
the Iβ strand (~0.7 Å Cα - Cα distance) (Figure 3B), the Page 7 of 15 Endres et al. BMC Microbiology (2015) 15:30 Page 7 of 15 N5…NE2-Q135,
3.02
Å
in
the
photoexcited
state
(Figure 3B) (Additional file 1: Figure S3, panel B). Hydrogen bonding between the conserved glutamine
and the newly protonated N5 atom of the flavin ring has
been observed in other light state crystal structures
[24,35,37,39]. This light-induced structural change of
Q135 is one of the initial steps in LOV photoactivation
that probably contributes to the observed displacement
of the Iβ strand in the photoexcited state of DsLOV. NE2…C4a-RBF, 18.5 Å), no direct or indirect proton
relay network can be identified in the structure, ruling
out a significant impact of the respective residue on the
fast recovery of DsLOV. One major structural difference in the vicinity of the
flavin chromophore between DsLOV and other plant
and bacterial LOV domains is the presence of a methio-
nine residue (M49) on Bβ at the dimethylbenzene side
of the flavin isoalloxazine ring. In other LOV domains,
the corresponding position is either occupied by an isoleu-
cine (YtvA, AsLOV2, VVD) [40] or leucine (PpSB1-LOV)
[24]. For AsLOV2, YtvA and VVD, mutation of the re-
spective isoleucine residue strongly influences the adduct-
state lifetime. Light-induced conformational changes Considering the analogy between DsLOV
and VVD that show N-cap mediated dimer interface, it is
possible that the mode of interaction as well as signal
transfer are globally similar in both proteins where an
illumination-triggered relay of structural changes occurs
from the chromophore binding pocket towards the
N- and C-terminus, gated via residues on the central
β-scaffold (Iβ and Hβ). These might involve change in
conformation of the A´α-Aβ loop in the N-cap region,
which could consequently enable signal-transduction
to an as yet unknown downstream partner protein of
DsLOV within the cellular context. Structural basis of the fast dark recovery of DsLOV Most positions in the vicinity of the flavin chromophore
known to influence the adduct decay such as V38 (V416
on Aβ in AsLOV2 [40,41]), N104 and N114 (N94 and
N104; YtvA numbering, [42]) which form hydrogen-
bonds to the isoalloxazine C(4) = O and C(2) = O atoms,
as well as N47 on the Aβ-Bβ loop (N37, YtvA number-
ing, [43]) are conserved between DsLOV and other LOV
proteins, and are thus less likely to be involved in accel-
erating the dark recovery of DsLOV compared to other
LOV proteins. Additionally, it has been previously sug-
gested that adduct decay can be influenced by surface
exposed histidine residues by base-catalysis via a pro-
posed
hydrogen-bonding
network
of
the
base,
the
chromophore and intraprotein water molecules [3,44]. While DsLOV possesses one surface exposed histidine
(H83) about 18 Å away from the RBF-C4a atom (H83- In the DsLOV dark-state crystal structure, M49 pos-
sesses two conformations (Additional file 1: Figure S3,
panel A), one where the δ-sulfur atom of the methionine
side-chain is facing towards C72-Sγ (C72-SG…SD-M49,
3.43 Å) and a second mirrored conformation where the
δ-sulfur is facing away from the photoactive cysteine
(C72-SG…SD-M49, 3.89 Å). The double occupancy of
M49 is indicative of structural flexibility of the respective
residue in the dark. Even though we do not directly ob-
serve C72-Sγ - FMN-C4a bond formation in photoex-
cited crystals of DsLOV, adduct formation would result
in a movement of C72-Sγ towards the RBF-C4a atom
and hence away from M49. For reversal of the reaction,
the C72-Sγ – RBF-C4a bond has to be broken and C72 Page 8 of 15 Endres et al. BMC Microbiology (2015) 15:30 scattering curves were calculated for the monomer and
the dimer of the crystal structure, and fitted against the
experimental SAXS data. As shown in Figure 4A, the
theoretical curve of the monomer is a poor fit that yields
a large χ2-value of 47. A better fit with dimer results in a
reduction of χ2-value to 11.9, however, this is still signifi-
cantly large. Notably, the dimer fits well in the small
scattering vector range up to 0.1 Å−1 whereas deviations
become visible at larger q-values. Scattering in the small
angle region is sensitive to the molecular mass and to
the global shape, whereas the large q-region is more
sensitive to the tertiary structure of the protein. Small angle X-ray scattering reveals dimeric DsLOV in
solution We performed SAXS measurements to determine the
oligomeric state and envelope of the molecule in solu-
tion. The molecular mass determined from the Porod
volume and ab initio modelling was 33.4 kDa and
33.7 kDa, respectively. The calculated molecular mass
from the amino acid sequence of monomeric DsLOV is
16.85 kDa. Analytical size-exclusion chromatography
(SEC) revealed an apparent molecular mass of 35.6 ±
0.5 kDa for DsLOV, corresponding to the calculated
mass of the dimer (33.7 kDa) (data not shown). There-
fore, both SEC and SAXS results demonstrate that the
protein forms a dimer in solution. Next, theoretical The envelope of DsLOV was determined by ab initio
modelling. The distance distribution function P(r) is
shown in Figure 4B. The ab initio model obtained using Figure 4 Solution behavior of DsLOV measured by small angle X-ray scattering. (A) Experimental data (open circles), calculated curves of the
crystal structure of the monomer (blue line), the crystal structure of the dimer (red line), and the crystal structure of the dimer including flexible ends
(green line). The inset shows the zoom in on the low q-range, where a small fraction of aggregated particles cause the slight uptick at q < 0.024 Å−1. The lower panel shows the same experimental data and the fits in a Kratky-plot. (B) The distance distribution function P(r) of DsLOV as calculated for
the range of q > 0.024 Å−1, where effects of protein aggregation are negligible. (C) Ab initio model of DsLOV (cyan, shown in mesh) determined by
SAXS and aligned crystal structure of the dimer (dimer orientation as in Figure 3A, two protein molecules are shown in coral and cyan with bound
RBF molecules as stick model). Figure 4 Solution behavior of DsLOV measured by small angle X-ray scattering. (A) Experimental data (open circles), calculated curves of the
crystal structure of the monomer (blue line), the crystal structure of the dimer (red line), and the crystal structure of the dimer including flexible ends
(green line). The inset shows the zoom in on the low q-range, where a small fraction of aggregated particles cause the slight uptick at q < 0.024 Å−1. The lower panel shows the same experimental data and the fits in a Kratky-plot. (B) The distance distribution function P(r) of DsLOV as calculated for
the range of q > 0.024 Å−1, where effects of protein aggregation are negligible. Structural basis of the fast dark recovery of DsLOV The
positions of the first 19 N-terminal residues and the
C-terminal His6-tag are not resolved in the crystal struc-
ture. Disorder and flexibility of the missing regions was
thus accounted for by modelling these regions in the
crystal structure of DsLOV dimer using the EOM
program [46]. The resulting theoretical curve pro-
duces the best fit with a reduced χ2-value of 5.8
(Figure 4A). The discrepancy of the theoretical curve
calculated from the dimer structure is thus related to
the missing terminal regions. has to move back towards M49. Consequently, this back
movement might be eased by the flexibility of M49 in
the dark state of DsLOV, whereas it would be more
restricted in the presence of a branched amino acid such
as isoleucine in AsLOV2, VVD and YtvA, thus resulting
in a slower dark recovery of the latter proteins compared
to DsLOV. Likewise, M49 might act as a “gate-keeper”
restricting/enabling the solvent/base access to FMN-N5
hence influencing adduct decay by N5 deprotonation as
suggested for VVD [40]. Small angle X-ray scattering reveals dimeric DsLOV in
solution (C) Ab initio model of DsLOV (cyan, shown in mesh) determined by
SAXS and aligned crystal structure of the dimer (dimer orientation as in Figure 3A, two protein molecules are shown in coral and cyan with bound
RBF molecules as stick model). Page 9 of 15 Endres et al. BMC Microbiology (2015) 15:30 Page 9 of 15 program GASBOR combined with the aligned crystal
structure of the dimer is shown in Figure 4C. The gen-
eral shape of the envelope confirms the dimeric state of
the protein and overlaps the dimer structure. In fact, the
non-filled parts of the envelope correspond to the loca-
tions of the crystallographically non-resolved residues in
the N- and C-terminus. namely (i) daylight emulating neon tubes emitting broad
spectrum light of wavelengths from 400 nm to 720 nm;
(ii) infrared-light (IR) LEDs exhibiting a maximal emis-
sion at 855 nm (half-maximal width 837–864 nm) and
(iii) blue-light LEDs maximally emitting at 462 nm
(half-maximal width 455–477 nm). These specific
emission wavelengths were chosen because they are
suitable for the excitation of BChl a (in vivo absorption in
the blue and infrared range of the light spectrum) and
spheroidenone (absorption of blue-light). After cultivation,
differences in photopigment accumulation were analyzed
(Figure 5A). DsLOV is involved in the upregulation of photopigment
synthesis in the absence of blue-light The facultative phototrophic bacterium D. shibae can
grow either heterotrophically in the dark or photoheter-
otrophically in the light by using a photosystem that
contains the photopigments bacteriochlorophyll (BChl)
a and the carotenoid spheroidenone [47]. In contrast to
anoxygenic photosynthetic α-proteobacteria, D. shibae
synthesizes its photopigments in the presence of oxygen
[30,48]. However, since photoexcited BChl a efficiently
transfers energy to molecular oxygen which in turn leads
to the formation of toxic reactive oxygen species (ROS),
D. shibae down regulates the synthesis of photopigments
upon illumination [30,31,49]. As expected, significant amounts of photopigments
accumulated in D. shibae wild-type strain in the dark in-
dicated by a deep red coloration of the corresponding
cell pellet. In contrast, illumination with broad-spectrum
light led to an almost complete loss of coloration
(Figure 5A). Interestingly, blue-light illumination of D. shibae wild-type cells resulted in a similar down regu-
lation of pigment synthesis, whereas no inhibitory
effect was observed upon infrared-light irradiation. In
this case, cells showed a red coloration that had so far
only been observed for dark grown cells. We first analyzed the effect of blue-light on the accu-
mulation of BChl a and spheroidene in D. shibae to
determine if the photoreceptor DsLOV is involved in
light-dependent control of photopigment formation. For
this, we comparatively cultivated D. shibae cells hetero-
trophically in the dark as well as photoheterotrophically
using three different light sources for illumination, To quantitatively analyze the pigment composition of
dark-grown and illuminated cells, photopigments were
extracted and the absorption of spheroidenone and BChl
a (λmax of isolated photopigments: 482 nm for spheroi-
denone and 772 nm for BChl a) were determined as
described in the methods section (Figure 5B). Dark Figure 5 Characterization of a DsLOV-deficient D. shibae mutant strain. (A) Influence of different light regimes on pigment composition of D. shibae
wild-type (WT) and the DsLOV-deficient mutant strain (Δdslov). Strains were grown in the dark, under white-, infrared-, and blue-light conditions until the
cells reached the late logarithmic growth phase. After harvesting 1 ml of cell culture by centrifugation, cell pellets were photographed to document the
individual pigmentation. (B) Spectroscopic determination of light-dependent photopigment composition in D. shibae wild-type and mutant Δdslov. Figure 5 Characterization of a DsLOV-deficient D. shibae mutant strain. (A) Influence of different light regimes on pigment composition of D. shibae
wild-type (WT) and the DsLOV-deficient mutant strain (Δdslov). DsLOV is involved in the upregulation of photopigment
synthesis in the absence of blue-light Strains were grown in the dark, under white-, infrared-, and blue-light conditions until the
cells reached the late logarithmic growth phase. After harvesting 1 ml of cell culture by centrifugation, cell pellets were photographed to document the
individual pigmentation. (B) Spectroscopic determination of light-dependent photopigment composition in D. shibae wild-type and mutant Δdslov. Figure 5 Characterization of a DsLOV-deficient D. shibae mutant strain. (A) Influence of different light regimes on pigment composition of D. shibae
wild-type (WT) and the DsLOV-deficient mutant strain (Δdslov). Strains were grown in the dark, under white-, infrared-, and blue-light conditions until the
cells reached the late logarithmic growth phase. After harvesting 1 ml of cell culture by centrifugation, cell pellets were photographed to document the
individual pigmentation. (B) Spectroscopic determination of light-dependent photopigment composition in D. shibae wild-type and mutant Δdslov. Endres et al. BMC Microbiology (2015) 15:30 Page 10 of 15 Page 10 of 15 30 m. Because D. shibae is a marine bacterium which lives
in symbiosis with dinoflagellates in coast-near aquatic
habitats [47], blue light might be the most sensitive envir-
onmental factor for the proposed adaptation process. grown and infrared illuminated cells showed comparable
absorption values for both photopigments. In contrast,
the absorption values of photopigments extracted from
white or blue-light irradiated D. shibae cells were negli-
gible indicating that neither BChl a nor spheroidenone
accumulated under these conditions. These observations
indicate that photopigment synthesis in D. shibae is pre-
dominantly controlled by a blue-light signal provided
here by the blue-light LEDs or by the predominant blue
part of the white-light spectrum. In contrast to the light regulated photopigment synthe-
sis in D. shibae, expression of photosynthesis genes in the
facultative photosynthetic bacterium R. sphaeroides is pre-
dominantly regulated by oxygen tension. High oxygen
concentration leads to activation of the repressor molecule
PpsR which strictly prevents the expression of photosyn-
thesis genes [51,52]. However, a second blue-light trig-
gered regulatory mechanism comes into play under
micro-aerobic conditions where the blue-light photo-
receptors AppA and CryB bind to the repressor PpsR
in the dark to inactivate its suppressing function [53-56]. Also, the short LOV blue-light receptor RsLOV is in-
volved in the light-mediated control of photosynthesis
related genes [25,26,56]. An RsLOV mutant strain exhib-
ited a stronger pigmentation and a higher BChl a content
during the late exponential phase. DsLOV is involved in the upregulation of photopigment
synthesis in the absence of blue-light Furthermore, RsLOV
effects the gene expression of photooxidative stress re-
sponse genes as well as genes for chemotaxis and carbohy-
drate metabolism [26]. Very recently, it was published that
the regulator AerR acts as an antirepressor of the PpsR
homolog CrtJ in the closely related phototrophic bac-
terium R. capsulatus, which inhibits the CrtJ-mediated
repression of photosynthesis genes in a vitamin B12-
dependent and light-responsive manner [57,58]. Despite
missing information about the detailed mode of intracellu-
lar signal transduction, our functional data suggests that
photosynthesis pigment formation is apparently controlled
very differently in D. shibae than in other closely related
photosynthetic microbes, even though similar blue-light
responsive photoreceptors are employed. We next analyzed if the blue-light photoreceptor
DsLOV is involved in this regulatory process. We con-
structed a D. shibae DsLOV deletion strain (D. shibae
Δdslov) and subsequently analyzed pigment accumula-
tion under the illumination conditions described above. The results clearly demonstrate that the Δdslov strain
did not show any coloration, regardless of the applied il-
lumination conditions (Figure 5A, B) demonstrating that
induction of pigment formation in the DsLOV-deficient
D. shibae strain was almost completely abolished under
all tested light regimes. Our data suggest that photopigment synthesis in D. shibae is primarily controlled by blue-light with the
short LOV photoreceptor DsLOV acting as a key regula-
tor. Based on the presented observations, we propose a
unique regulatory function where the dark state of
DsLOV seems to be the regulatory relevant state which
is directly or indirectly involved in the activation of
photopigment synthesis. As shown for other aerobic anoxygenic phototrophic
bacteria (AAPB), D. shibae performs anoxygenic photo-
synthesis in the presence of light and oxygen to gain
additional ATP. However, since light-excitation of BChl
a in the presence of molecular oxygen can result in the
formation of cytotoxic reactive oxygen species (ROS)
including singlet oxygen (1O2) [50], it might be of vital
importance for D. shibae to control photopigment synthe-
sis in response to changing light regimes. Accordingly,
Tomasch and coworkers could demonstrate by transcrip-
tome analysis that the transition from dark to light condi-
tions resulted in an induction of ROS-mediated stress
response accompanied by a down-regulation of photosyn-
thesis genes [30]. Remarkably, based on our finding, the
photoreceptor DsLOV might act as a ROS-independent
dark-sensor which is essential for induction of pigment
formation under non-hazardous illumination conditions. DsLOV is involved in the upregulation of photopigment
synthesis in the absence of blue-light In accordance with this assumption, light-mediated inhib-
ition of photopigment synthesis was only provoked by
blue light whereas infrared light that is particularly
absorbed by Bchl a is irrelevant for the observed regula-
tory process. In this context, it is worth mentioning that
infrared light is rapidly attenuated in water and thus does
not penetrate a water column further than ca. 5 m,
whereas blue light can reach a water depth of more than Cloning of DsLOV conformational changes at a larger scale than observed
here as permitted by the crystal lattice. Additionally, we
have demonstrated that DsLOV is essential for the in-
duction of photopigment formation in the dark whereas
blue-light specifically leads to almost complete downreg-
ulation of Bchl a and spheroidenone accumulation. First, a 423-bp DNA fragment encompassing the DsLOV
gene without (i) the first ATG codon at the 5′-end encod-
ing one of two annotated N-terminal methionine residues
and (ii) its stop codon, was PCR-amplified by using
the primers DsLOV + NdeI-up (5′-GAGTCGCATATGCG
CAGACATTATCGCGACCTGAT-3′) and DsLOV + XhoI-
Stop-dn
(5′-AATAATCTCGAGGACCGGCTTCTGGGC
GCCTGCGAAGAA-3′) as well as the genomic DNA of
Dinoroseobacter shibae DFL12T as template DNA. The
PCR fragment was ligated into the SmaI-site of pBluescript
KS (+). Next, the recombinant plasmid pBluescript-DsLOV
was hydrolyzed with NdeI and XhoI to isolate the 419-bp
DsLOV DNA fragment which was subsequently cloned
into the respective sites of the T7 expression vector
pRhotHi-2 [60]. The final DsLOV expression vector
was designated as pRhotHi-DsLOV. The correct se-
quences for all vectors described in the manuscript
were verified by DNA sequencing. The results of our functional studies show that photo-
pigment synthesis in D. shibae takes place only in the
dark when DsLOV is likely to be in a dimeric state. Compared to the crystal structure of the dark state
dimer, the DsLOV photoexcited state shows several
structural rearrangements including an increase in flexi-
bility in the N-cap region involved in dimer formation. It is thus tempting to speculate that these blue-light
mediated structural changes (that might eventually be
more pronounced in solution) could lead to a quater-
nary structural change of the protein. This in turn
could result in altered protein-protein interactions in-
side the cell, which would enable the reported physio-
logical response. Construction of a D. shibae Δdslov strain
The D. shibae dslov (dshi_2006) deletion strain was
constructed using the suicide plasmid pEX18-Ap [61]. To generate the gene deletion vector, the PCR-primer
pair
5′-DsLOV + Ext
(GAGCTCTCGGTCAGGTCCG
GATATG-3′) and 3′-DsLOV + Ext (5′-AAGCTTGGAA
GAGCACCGTGAACTC-3′) was used to amplify a 1853-
bp PCR product which contains the dslov (dshi_2006)
encoding sequence together with up- and downstream
non-coding sequences to enable homologous recombin-
ation. The PCR product which contained recognition sites
for restriction nucleases SacI at the 5′-end and HindIII at
the 3′-end was cloned into the corresponding sites of
plasmid pEX18Ap. Conclusions
h
h
h The
photochemical
and
structural
characterization
of the ‘short’ DsLOV protein highlights some unique
properties including a very fast recovery, a flexible N-
terminal cap region as well as a dimeric structure in
solution stabilized mainly via an unusual set of interac-
tions at the molecule interface. Based on the differences
between the crystal structures of the dark state and the
photoexcited state, we identified several key residues in
the chromophore binding pocket which play an import-
ant role in signaling and are located in the hinge region
connecting the N-cap to the LOV core domain. These
results lead us to postulate that in DsLOV subtle light-
induced structural changes in the chromophore binding
pocket are subsequently propagated, via several residues
located in the Iβ and Hβ strands of the central β-
scaffold, towards the peripheral regions and manifested
as partially disordered loop in the N-cap region. How-
ever, transfer of the light signal in DsLOV might require Page 11 of 15 Endres et al. BMC Microbiology (2015) 15:30 Cloning of DsLOV To interrupt the DsLOV encoding se-
quence, the gentamicin interposon cassette was amplified
from plasmid pWKR202 [62] in a second PCR. At the same
time,
XagI-recognition
sequences
(CCTNNNNNAGG)
were introduced at both ends of the PCR product using
primers 5′GmR XagI: CCTCTTCGAGGTATCCATCAG
GCAACGACG
and
3′GmR
XagI:
CCTTGCACAGG
TACGGCCACAGTAACCAAC. The modified cassette was
ligated into the dslov XagI site of the recombinant pEX18-
Ap plasmid. The successful insertion of the resistance cas-
sette and its correct orientation (i.e. the same orientation as
the DsLOV gene to avoid putative polar effects due to the
interposon insertion) was further analyzed by restriction
analysis and corroborated by DNA sequencing. The result-
ing pEX18ApΔdslov::Gmr plasmid was used for inactivation
of the chromosomal dslov gene of D. shibae DFL12T. E. coli
ST18 [63] cells were transformed with the suicide plasmid
and used as donor strain for conjugative gene transfer
to D. shibae DFL12T wild-type cells [64]. Homologous re-
combination by a double-crossover event was confirmed
by antibiotic resistance screenings and analytic PCR. Its unique photophysical properties and regulatory
functions, as well as the distinct and quantifiable pheno-
type of a mutant, make DsLOV a new and promising
model system to study the intramolecular and regulatory
processes of LOV photoreceptors. Bacterial strains and growth conditions Bacterial strains were cultivated as batch cultures in ster-
ilized Erlenmeyer flasks with a culture to vessel volume
ratio of at least 1:5. E. coli strains were grown in LB-
medium (Carl Roth, Karlsruhe, Germany) at 37°C under
continuous shaking at 130 rpm. D. shibae strains were
cultivated under equal shaking conditions in marine
bouillon medium (Carl Roth, Karlsruhe, Germany) at
30°C. Depending on the plasmid mediated resistance,
culture media were supplemented with kanamycin (50
μg/ml), ampicillin (100 μg/ml) or gentamycin (100
μg/ml). Aminolevulinic acid (ALA, 50 μg/ml) was
added to E. coli ST18 cultures. Light-conditioned experi-
ments were performed in darkness, infrared, blue and
white-light. For the blue and infrared illumination, a set of
previously described light emitting diodes (LED)-arrays
were used [59]. Each of the two LED panels contain 120
blue LEDs (NSSB100BT, λmax = 462 nm, Nichia, Japan)
and 120 high power infrared LEDs (SFH 4257, λmax =
855 nm, Osram, Munich, Germany). The average photon
flux at a distance of approximately 12 cm from the LED
panel was as follows: blue-light (462 nm): 55 μmol m−2
s−1, Infra-red light (855 nm): 43 μmol m−2 s−1. White-light
illumination was carried out with daylight emulating neon
tubes ‘865 Lumilux Cool Daylight’ (Osram, Munich,
Germany). Cell cultures were placed between the light
sources at a constant distance of 12.5 cm on each side. Page 12 of 15 Endres et al. BMC Microbiology (2015) 15:30 SAXS measurements
SAXS d SAXS data was measured at beamline BM29 at the ESRF
using a X-ray wavelength of 1 Å at 10°C. Two samples
of DsLOV with concentrations of 7.2 and 14.8 mg/ml
were measured in phosphate buffer (10 mM NaH2PO4,
300 mM NaCl, pH 8.0). The buffer was measured before
and after each protein sample. The samples were purged
through a quartz capillary during X-ray exposure. For
each sample ten frames with an exposure time of 2 sec
each were recorded, and the frames without radiation
damage were merged. Data analysis was done using the ATSAS software
package [66]. Measured data were scaled by the concen-
tration, where the lower concentration was used for the
smaller q-range, while the data at higher concentration
was taken for the high q-range. The excluded volume
was calculated with the program DATPOROD and the
molecular mass was estimated by applying a division
factor of 1.7 [66]. Theoretical scattering curves of the
crystallographic structures of the monomer and the
dimer were calculated and fitted to the experimental
SAXS data using the program CRYSOL. The program
EOM was used to generate 10000 native-like conforma-
tions of N-terminal residues 1–19 and the C-terminal
His6-tag (LEHHHHHH), while the crystal structure of
the dimer was held fixed. Consecutively, representative
ensembles were selected, which best describe the mea-
sured data. The distance distribution function P(r) was
determined using the program DATGNOM. Ab initio
models were generated using the programs GASBOR
and DAMMIF applying two-fold symmetry. In both
cases 20 ab initio models were generated, averaged and
the filtered model was used. The molecular mass was Protein expression and purification p
p
DsLOV was isolated from E. coli BL21(DE3) harboring
pRhotHi-DsLOV E. coli cultivated in auto induction
medium (TB, 0.2% lactose, 0.05% glucose, 50 μg/ml
kanamycin) [4] and purified as described previously [24]. Briefly, the cell pellet (about 5 g cells, wet weight) was
dissolved in 30 ml lysis buffer (50 mM NaH2PO4,
300 mM NaCl, 10 mM imidazole, pH 8.0). Cells were
lysed
by
passing
the
cell
suspension
four
times
through a french pressure cell (Thermo Scientific,
Waltham, MA). The soluble fraction and pellet were
separated by centrifugation (9200 × g, 30 min). The
His6-tagged DsLOV proteins were subsequently puri-
fied by metal affinity chromatography using a super-
flow
Ni-NTA
resin
(QIAGEN,
Hilden,
Germany). Elution was performed with a gradient between wash-
ing buffer (50 mM NaH2PO4, 300 mM NaCl, 20 mM
imidazole,
pH
8.0)
and
elution
buffer
(50
mM
NaH2PO4, 300 mM NaCl, 250 mM imidazole, pH 8.0). All purification steps were carried out at 4°C. The pur-
ity of the eluted fractions was anaylzed by SDS-PAGE. Pure fractions were pooled, and the elution buffer was
exchanged to 10 mM Tris–HCl, pH 7.0 supplemented
with 10 mM NaCl. Desalting was achieved using
Vivaspins with a cut-off of 10 kDa. The maximal con-
centration of imidazole in all samples is estimated to
be <10 μM. Hence, the presence of imidazol in the re-
spective DsLOV preparations is expected to contribute
only minimally to the observed adduct decay rates. Spectroscopic techniques All spectroscopic analyses were carried out under red
light at 20°C, using either a Beckmann UV/Vis spectro-
photometer
DU-650
for
absorbance
and
recovery
kinetic measurements or by employing a Perkin-Elmer
Luminescence Spectrometer LS 50B for fluorescence
measurements as described previously [24]. For all
measurements, the samples were diluted to an OD450
of 0.1 with 10 mM phosphate buffer, pH 8.0 supple-
mented with 300 mM NaCl. In order to generate the
LOV proteins light state, the samples were illuminated
for 30 s using a high-power blue-light (450 nm)-emitting
LED (Luxeon Lumileds, Phillips, Aachen Germany). Dark
state recovery was measured from illuminated samples by
recording the absorption recovery at 485 nm. Reported
adduct state lifetimes are derived from three independent
measurements and were obtained by fitting experimental
data to a mono-exponential decay function using soft-
ware Origin (OriginLab corporation, Northhampton,
MA, USA). Photopigments were detected by their specific absorb-
ance at 772 nm ±2 nm for bacteriochlorophyll a and at
482 nm ±2 nm for spheroidenone. D. shibae cultures
were cultivated as described above for 44 hours. After-
wards, cells corresponding to an optical density of 1 at
660 nm were harvested by centrifugation (5000 × g,
10 min, 20°C). The photopigments were extracted
from cell pellets by addition of 1 ml ethanol and sub-
sequent incubation for 10 minutes at 50°C in the dark. Afterwards, the cell-debris was separated by centrifu-
gation (9000 × g, 10 min, 20°C) and the supernatant
was transferred into silica glass cuvettes. For spectral
analysis, the absorbance was detected using the stand-
ard UV/Vis spectrometer Genesys6 (ThermoFischer
Scientific, Madison, WI USA) with a resolution of
1 nm. Acknowledgements We are grateful to the beamline scientists at the European Synchrotron
Radiation Facility (Grenoble, France) for providing assistance with the use of
beamlines ID14-1, ID23-1 and BM-29. This work was partially supported by
grants from the Federal Ministry of Education and Research (Project OptoSys,
FKZ 031A16). References 1. Salomon M, Christie JM, Knieb E, Lempert U, Briggs WR. Photochemical and
mutational analysis of the FMN-binding domains of the plant blue light
receptor, phototropin. Biochemistry-Us. 2000;39(31):9401–10. 1. Salomon M, Christie JM, Knieb E, Lempert U, Briggs WR. Photochemical and
mutational analysis of the FMN-binding domains of the plant blue light
receptor, phototropin. Biochemistry-Us. 2000;39(31):9401–10. 2. Christie JM, Salomon M, Nozue K, Wada M, Briggs WR. LOV (light, oxygen,
or voltage) domains of the blue-light photoreceptor phototropin (nph1):
binding sites for the chromophore flavin mononucleotide. Proc Natl Acad
Sci U S A. 1999;96(15):8779–83. Unless otherwise indicated, figures were generated
with MOLSCRIPT [73] and RASTER3D [74] using
secondary structure assignments as given by the DSSP
program [75]. 3. Swartz TE, Corchnoy SB, Christie JM, Lewis JW, Szundi I, Briggs WR, et al. The photocycle of a flavin-binding domain of the blue light photoreceptor
phototropin. J Biol Chem. 2001;276(39):36493–500. 4. Jentzsch K, Wirtz A, Circolone F, Drepper T, Losi A, Gärtner W, et al. Mutual
exchange of kinetic properties by extended mutagenesis in two short
LOV domain proteins from Pseudomonas putida. Biochemistry-Us. 2009;48(43):10321–33. Competing interests p
g
The authors declare that they have no competing interests. The authors declare that they have no competing interests. The authors declare that they have no competing interests. Authors’ contributions JG, AS, UK, TD, PT, DW, KEJ and RBS conceived and designed the
experiments. SE, FC, JG, AS, UK, VS, EKG, AW and AC performed the
experiments. JG, SE, FC, AS, UK, TD, PT, DW, KEJ and RBS analyzed the data. SE, JG, FC, AS, UK, TD, KEJ and RBS wrote the paper. All authors read and
approved the final manuscript. Additional file The purified protein was concentrated to 25 mg/ml and
crystallization set-ups were performed using the vapor-
diffusion method. Crystals were grown in the dark using
1.8 μl sitting drops (0.9 μl purified protein + 0.9 μl reser-
voir solution) against 0.3 M MgCl2, 8% PGA-LM and
0.1 M sodium acetate, pH 5.0 at 19°C. Typically, crystals
appeared after three weeks. No crystals could be grown
in continuous blue-light conditions. Additional file 1: Table S1. Lifetimes for the dark recovery reaction in
LOV proteins. Figure S1. Identification of three putative LOV genes in the
genome of D. shibae DFL12T. Figure S2. Superposition of LOV domains. Figure S3. Differences between dark and photoexcited crystal structures
of DsLOV. Figure S4. Single crystal microspectrometry of dark-grown
DsLOV crystals. Author details
1 1Institute of Molecular Enzyme Technology, Heinrich-Heine-Universität
Düsseldorf, Forschungszentrum Jülich, D-52425 Jülich, Germany. 2Institute of
Complex Systems, ICS-6: Structural Biochemistry, Forschungszentrum Jülich,
D-52425 Jülich, Germany. 3Juelich Centre for Neutron Science JCNS (JCNS-1)
& Institute for Complex Systems (ICS-1), Forschungszentrum Jülich, D-52425
Jülich, Germany. 4Institute for Microbiology, Technische Universität
Braunschweig, D-38106 Braunschweig, Germany. 5Institute of Physical
Biology, Heinrich-Heine-Universität Düsseldorf, D-40225 Düsseldorf, Germany. 6Institute of Bio- and Geosciences, IBG-1: Biotechnology, Forschungszentrum
Jülich, D-52425 Jülich, Germany. Received: 4 July 2014 Accepted: 29 January 2015 Received: 4 July 2014 Accepted: 29 January 2015 Chromatographic techniques Detection and quantification of the putative chromo-
phores, i.e. FAD (flavin adenine dinucleotide), FMN
(flavin mononucleotide), and riboflavin, respectively,
were conducted as described previously [65]. Page 13 of 15 Endres et al. BMC Microbiology (2015) 15:30 Data Bank (http://www.pdb.org/pdb/) under accession
codes 4KUK and 4KUO. Data Bank (http://www.pdb.org/pdb/) under accession
codes 4KUK and 4KUO. estimated from the excluded volume of the filtered
DAMMIF ab initio model using a division factor of 2
[66]. The crystal structure of the dimer was aligned in
the filtered model. The envelope function was deter-
mined using the SITUS package. Ethics statement This research did not involve human subjects, human
material, or human data. Data collection and structure determination Prior to cryo cooling, the crystals were soaked stepwise
in reservoir solution containing up to 20% (v/v) glycerol. Both X-ray diffraction data were collected at 100 K, one
under constant dark and one under constant light condi-
tions. In the light condition, the crystals were exposed to
blue-light prior to cryo cooling and in the subsequent
steps. Please note that the crystals used for the datasets
reported here were from the same drop and were stored
in the dark at 100 K (in cryo tanks) until data collection. The X-ray diffraction data were recorded at beamline
ID14-1 and ID23-1 of the European Synchrotron
Radiation Facility (ESRF, Grenoble, France). The data
collection strategies taking radiation damage into account
were based on calculations using the program BEST [67]. Data processing was carried out using MOSFLM and
SCALA, which is part of the CCP4 software package [68]. The dark state structure was determined by molecular
replacement using PHASER [part of the PHENIX software
suite [69]]. The search model was built by homology mod-
eling via the ExPASy web server [70,71], based on the
template of the PDB ID 2V0U (phototropin 1 from Avena
sativa). Phase determination was followed by several
cycles of automated model building and refinement using
the PHENIX package. The model was further improved
by manual rebuilding using the program COOT [72]. The
refinement and rebuilding of the photoexcited structure
was carried out with the finished dark state structure. For statistics on data collection and refinement refer
to Table 1. Abbreviations
ESRF E ESRF: European Synchrotron Radiation Facility; FMN: Flavin mononucleotide;
LOV: Light–oxygen–voltage; PAS: Per-ARNT-Sim; PCR: Polymerase chain
reaction; PDB: Protein Data Bank; SAXS: Small angle X-ray scattering. References
1.
Salomon M, Christie JM, Knieb E, Lempert U, Briggs WR. Photochemical and
mutational analysis of the FMN-binding domains of the plant blue light
receptor, phototropin. Biochemistry-Us. 2000;39(31):9401–10.
2.
Christie JM, Salomon M, Nozue K, Wada M, Briggs WR. LOV (light, oxygen,
or voltage) domains of the blue-light photoreceptor phototropin (nph1):
binding sites for the chromophore flavin mononucleotide. Proc Natl Acad
Sci U S A. 1999;96(15):8779–83.
3.
Swartz TE, Corchnoy SB, Christie JM, Lewis JW, Szundi I, Briggs WR, et al.
The photocycle of a flavin-binding domain of the blue light photoreceptor
phototropin. J Biol Chem. 2001;276(39):36493–500.
4.
Jentzsch K, Wirtz A, Circolone F, Drepper T, Losi A, Gärtner W, et al. Mutual
exchange of kinetic properties by extended mutagenesis in two short
LOV domain proteins from Pseudomonas putida. Biochemistry-Us.
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English
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Incidental littoral cell angioma of the spleen
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World journal of surgical oncology
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cc-by
| 4,092
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Published: 19 August 2008 Published: 19 August 2008 World Journal of Surgical Oncology 2008, 6:87
doi:10.1186/1477-7819-6-87 This article is available from: http://www.wjso.com/content/6/1/87 © 2008 Tee et al; licensee BioMed Central Ltd. © 2008 Tee et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. Incidental littoral cell angioma of the spleen
May Tee1, Patrick Vos2, Peter Zetler3 and Sam M Wiseman*4 Address: 1Faculty of Medicine, University of British Columbia, Vancouver, British Columbia, Canada, 2Department of Radiology, St. Paul's
Hospital & University of British Columbia, Vancouver, British Columbia, Canada, 3Department of Pathology & Laboratory Medicine, St. Paul's
Hospital & University of British Columbia, Vancouver, British Columbia, Canada and 4Department of Surgery, St. Paul's Hospital & University of
British Columbia, Vancouver, British Columbia, Canada Email: May Tee - mctee@interchange.ubc.ca; Patrick Vos - pvos@providencehealth.bc.ca; Peter Zetler - PZetler@providencehealth.bc.ca;
Sam M Wiseman* - smwiseman@providencehealth.bc.ca mail: May Tee - mctee@interchange.ubc.ca; Patrick Vos - pvos@providencehealth.bc.ca; Peter Zetler - PZetler@prov
am M Wiseman* - smwiseman@providencehealth.bc.ca * Corresponding author Abstract Background: Littoral cell angioma (LCA) is a recently described primary vascular neoplasm of the
spleen that may be associated with other malignancies and may itself also have malignant potential. Case presentation: We present a case of LCA that was discovered incidentally in a 52-year-old
woman who presented with biliary colic at the time of consultation for cholecystectomy. This
vascular neoplasm was evaluated by ultrasound, CT, MRI, Tc-99m labelled red blood cell
scintigraphy, and core biopsy. A splenectomy revealed LCA by pathological evaluation. Post-
operative outcome was favourable with no evidence of complication or recurrent disease. Following this case presentation, clinical, radiographic, and pathological features of LCA will be
reviewed as well as recent advances in our understanding of this uncommon splenic lesion. Conclusion: LCA is a rare, generally benign, primary vascular tumour of the spleen that typically
is discovered incidentally. Individuals diagnosed with this tumour must be carefully evaluated to
exclude primary, secondary, and synchronous malignancies. presentation of LCA ranges from being completely asymp-
tomatic and discovered incidentally, to presenting with a
constellation of signs and symptoms such as abdominal
pain, vague constitutional symptoms, splenomegaly, and
hypersplenism [2-6]. Although first described as benign,
LCA has recently been shown to exhibit malignant poten-
tial [11,12] and may also be associated with other visceral
malignancies [13]. In this report, we present a case of LCA
including its diagnostic work-up, surgical treatment, path-
ological evaluation, and post-operative outcome. A dis-
cussion
regarding
the
clinical,
radiological,
and
pathological features of LCA, as well recent advances in
our understanding of this uncommon splenic tumour are
also presented. World Journal of Surgical Oncology Open Access Case presentation nondiagnostic as histological evaluation showed skeletal
muscle. Overall, it was felt that the splenic lesion had a
benign appearance and would be followed up with imag-
ing. p
A 52-year-old woman was evaluated for symptoms of bil-
iary colic for possible cholecystectomy. She described
intermittent episodes of right upper quadrant pain with
no history of jaundice, nausea, vomiting, or changes in
bowel habits. Laboratory tests revealed elevated liver
enzymes of a cholestatic nature but total bilirubin within
normal limits (ALP = 139 U/L, GGT = 67 U/L, total
bilirubin = 6 μmol/L). Haemoglobin, white blood cells,
and platelet counts were within normal limits. Ultra-
sound (US) revealed cholelithiasis, a normal appearing
biliary tree, and fatty infiltration of the liver. Notably, US
also identified a hyperechoic, well-circumscribed, 3 cm
lesion located at the inferior aspect of the spleen (figure
1). No significant vascularity was noted on the color Dop-
pler images. A laparoscopic cholecystectomy was performed. No
splenic lesion was grossly evident at the time of laparos-
copy. The postoperative course was uneventful and epi-
sodes of abdominal pain resolved post-operatively. A
colonoscopy was also performed, which was normal. A
repeat CT scan 6 months postoperatively showed interval
enlargement of the splenic lesion as well as the develop-
ment of an adjacent satellite lesion with a similar radio-
logical appearance. As a result of the enlargement of the
lesion, and development of a new lesion, a decision was
made to carry out a splenectomy. The splenic lesion was further evaluated with CT, MRI. A
hypodense well defined lesion with some internal
enhancement in the arterial and venous phases was dem-
onstrated on the contrast enhanced CT scan (Fig. 2A, 2B). The lesion was isodense compared to the surrounding
splenic parenchyma on the 5 minutes delayed images
(Fig. 2C). On MR, the lesion was hypointense on the T1,
and hyperintense on the T2-weighted sequences (Fig. 3A). After the administration of IV gadolinium the lesion dem-
onstrated some internal linear enhancement in the portal
venous phase on the T1-weighted fat suppressed sequence
(Fig. 3B) and became isointense on the delayed images. A
Tc-99m labelled red blood cell scan showed the splenic
lesion to be 'cold'. Background Littoral Cell Angioma (LCA) of the spleen was recently
described by Falk et al. in 1991 [1]. This group reviewed
200 surgical specimens of benign vascular splenic
tumours and found 17 similar tumours that appeared
related to the cells lining the red pulp splenic sinuses [1]. These tumours were unique in that they displayed both
epithelial and histiocytic properties based on their cell of
origin, the splenic littoral cells [1]. From these observa-
tions, this group designated this new vascular tumour of
the spleen LCA [1]. Since this initial description, there have been scattered
case reports and few case series of LCA [2-10]. The clinical Page 1 of 5
(page number not for citation purposes) Page 1 of 5
(page number not for citation purposes) World Journal of Surgical Oncology 2008, 6:87 http://www.wjso.com/content/6/1/87 Case presentation A percutaneous ultrasound guided core
biopsy of the lesion was subsequently carried out but was At the time of open splenectomy, the spleen was unre-
markable in terms of size and appearance, and was
removed in its entirety for pathological evaluation. This
patient had an uneventful post-operative recovery and has
remained well at fifteen months of post-operative follow-
up. Pathologic evaluation identified a non-encapsulated
but well-circumscribed reddish nodule that was 4 × 3 × 3
cm in size and located at the anterior-inferior pole of the
spleen. Histologically, this lesion was described as a vas-
cular neoplasm forming anastomosing vascular channels
lined by histiocytes with occasional papillary structure,
consistent with Littoral Cell Angioma (Fig. 4). Page 2 of 5
(page number not for citation purposes) Discussion
i Primary vascular tumours of the spleen are uncommon
but represent the majority of non-hematolymphoid
splenic tumours [14]. The differential diagnosis of splenic
vascular tumours is broad and may represent benign (hae-
mangioma, haemartoma, lymphangioma), indeterminate
(littoral cell angioma, haemangioendothelioma, haeman-
giopericytoma), or malignant neoplasms (angiosarcoma)
[14]. LCA is a recently described vascular tumour of the
spleen that is now classified as having uncertain biological
behaviour, given several case reports which have identi-
fied malignant potential [14]. Ultrasound of the spleen demonstrates a well-defined hyper-
echoic lesion
Figure 1
Ultrasound of the spleen demonstrates a well-defined hyper-
echoic lesion. The exact incidence of LCA is unknown although the inci-
dence of splenic haemangioma varies from 0.03% to as
high as 14% in one reported autopsy series [15]. LCA does
not have any particular gender or age predilection
although the median age in Falk et al.,'s original study of
LCA was 49 years [1,14]. As was the case for our patient,
LCA may be completely asymptomatic and represent an
incidental finding by imaging [13,16]. LCA may also
present with a myriad of possible signs and symptoms,
such as: splenomegaly with or without abdominal pain,
hypersplenism with ensuing anaemia and/or thrombocy-
topenia, and constitutional symptoms such as intermit- Ultrasound of the spleen demonstrates a well-defined hyper-
echoic lesion
Figure 1
Ultrasound of the spleen demonstrates a well-defined hyper-
echoic lesion. Page 2 of 5
(page number not for citation purposes) Page 2 of 5
(page number not for citation purposes) World Journal of Surgical Oncology 2008, 6:87 http://www.wjso.com/content/6/1/87 CT scan after oral and iv-contrast in the arterial phase A and portal venous phase B demonstrates a hypodense well defined
round lesion in the posterior portion of the spleen with some linear internal enhancement
Figure 2
CT scan after oral and iv-contrast in the arterial phase A and portal venous phase B demonstrates a hypodense well defined
round lesion in the posterior portion of the spleen with some linear internal enhancement. C. The lesion is isodense compared
to the normal spleen on the 5 minutes delayed image. p
p
p
yp
p
p
p
g
CT scan after oral and iv-contrast in the arterial phase A and portal venous phase B demonstrates a hypodense well defined
round lesion in the posterior portion of the spleen with some linear internal enhancement. C. Page 3 of 5
(page number not for citation purposes) Discussion
i Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: 'littoral' cells) (H&E 100×)
Figure 4
Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: 'littoral' cells) (H&E 100×). Gross pathology of LCA is characterized by single, or more
commonly, multiple pigmented focal nodules well-delin-
eated from normal spleen parenchyma [28,30]. The col-
our of these nodules may be dark red, brown, or black,
consistent with blood or blood products of varying chro-
nicity [28]. Rarely, LCA appears white on gross pathology
[1,30]. The size of these lesions varies and may range from
0.1 cm to 11 cm in diameter [1,30,31]. The spleen itself
may appear grossly enlarged or, as was true for our case,
look otherwise unremarkable [31,32]. Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: 'littoral' cells) (H&E 100×)
Figure 4
Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: 'littoral' cells) (H&E 100×). Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: littoral cells) (H&E 100×)
Figure 4
Anastamosing vascular channels lined by plump cells with the
appearance of sinus lining (arrow: 'littoral' cells) (H&E 100×). Microscopically, there are several distinguishing histolog-
ical and molecular features of LCA. Histologically, LCA
has specific features that differentiate it from other pri-
mary vascular tumours, including angiosarcoma [1]. LCA
are composed of anastomosing vascular channels resem-
bling splenic sinusoids and have irregular lumina featur-
ing papillary projections and cyst-like spaces (Figure 4)
[1]. Tall endothelial cells with histiocytic properties that
slough off into the vascular lumen are common, as is the
absence of atypical cells and presence of low mitotic activ-
ity [1]. By immunohistochemical staining, these tumour
cells will express endothelial and histiocyte antigens, a
reflection of the distinct dual differentiation potential of
LCA [1]. Such expression includes endothelial markers
(factor VIII Ag and CD 31/BMA 120) as well as histiocytic
markers (CD 68/KP 1 and lysozyme) [1,4,30,31,33]. The
expression of these molecular markers has also been dem-
onstrated in fine-needle aspiration biopsies of LCA [33]. have prompted recommendations to closely evaluate and
provide surveillance to patients with LCA for the develop-
ment of other malignancies [20]. Discussion
i The lesion is isodense compared
to the normal spleen on the 5 minutes delayed image. tent fevers. More dramatically, LCA has been reported to
present as splenic rupture and haemoperitoneum [13-15]. The pathogenesis of LCA remains unclear, but given its
association with autoimmune disorders such as Crohn's
disease and inborn metabolic diseases such as Gaucher's
disease, immune system dysfunction has been postulated
as a possible important pathogenic mechanism [10,19]. Supporting this hypothesis, other reports have suggested
that chronic infection and systemic immunosuppression
may contribute to LCA development [13,18]. LCAs are believed to originate from the littoral cells, the
cells that line red pulp sinuses of the spleen [1,17]. From
studies performed as far back as the 1930s, endothelial
cells lining the vascular sinuses of the spleen were consid-
ered unique in that they exhibited both phagocytic and
hematopoietic properties [10]. Neoplasia of these cells
results in the formation of LCA, which exhibit histologic
and molecular features consistent with both these epithe-
lial and histiocytic cell types [17,18]. Indeed, immune system dysregulation may explain the
association of LCA with other cancer types. The other can-
cer types associated with LCA include: thyroid, colorectal,
renal, pancreatic, hematologic (lymphoma), ovarian, and
testicular cancer [10,13,18,20,21]. These observations A. The lesion is hyperintense on the T2 weighted fast recovery fast spin echo (FRFSE) image
Figure 3
A. The lesion is hyperintense on the T2 weighted fast recovery fast spin echo (FRFSE) image. B. Internal linear enhancement is
noted on the T1 weighted fat saturated image after iv-gadolinium in the portal venous phase. A. The lesion is hyperintense on the T2 weighted fast recovery fast spin echo (FRFSE) image
Figure 3
A. The lesion is hyperintense on the T2 weighted fast recovery fast spin echo (FRFSE) image. B. Internal linear enhancement is
noted on the T1 weighted fat saturated image after iv-gadolinium in the portal venous phase. Page 3 of 5
(page number not for citation purposes) World Journal of Surgical Oncology 2008, 6:87 http://www.wjso.com/content/6/1/87 studies with Tc-99m labelled RBC scintigraphy can be use-
ful to differentiate splenic lesions from splenic haemangi-
omas [27,28]. However, the radiologic features of LCA are
rarely diagnostic since many other splenic neoplasms
such as haemartomas, haemangiomas, lymphomas, met-
astatic disease and infectious processes exhibit similar
imaging characteristics [29]. Discussion
i Conversely, the associa-
tion of LCA with other cancer types may also be a result of
making an incidental diagnosis of LCA during extensive
radiological imaging for other diseases, given the largely
asymptomatic presentation of these tumours [22]. However, close follow-up of LCA may be warranted due to
the potential for their malignant transformation. The two
subtypes of LCA with malignant potential have been
described as "littoral cell angiosarcoma" [18,23,24] and
"littoral cell haemangioendothelioma" [11,12,18]. These
LCA variants may present with distant metastasis several
months after splenectomy; histologic evaluation reveals
features consistent with LCA histopathology as well as
abnormal architecture, nuclear atypia, and necrosis
[11,12,23,24]. Symptomatic LCA are often relieved by splenectomy, and
given the association of LCA with other malignancies and
reported cases of metastasizing LCA, splenectomy is both
diagnostic and therapeutic. While there have been reports
of medical therapy with glucocorticoids and angioembol-
ization of splenic haemangiomas [34], splenectomy is still
considered the gold standard for treatment of vascular
splenic tumours [15]. Radiologically, LCA may be evaluated by several imaging
modalities such as US, CT, MRI, or nuclear medicine stud-
ies (Tc-99m labelled RBC scintigraphy). US may reveal
lobular splenomegaly with heterogeneous nodules (either
hypo- or hyper-echoic) that may be solitary or multiple
(Figure 1) [25]. On non-contrast CT, LCA appear as hypo-
attenuating masses; given the vascular nature of these neo-
plasms, they tend to enhance homogeneously. On MRI, a
minority of cases may be hypointense on both T1-
weighted and T2-weighted scans because of hemosiderin
content of the tumour [14]. However, as significant
siderosis is seen in less than 50% of LCA cases [1], lesions
tend to be hyperintense on the T2 weighted images, as was
the case in our patient (Figure 3) [26]. Nuclear medicine References 1. Falk S, Stutte HJ, Frizzera G: Littoral cell angioma – a novel
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uscript. ( )
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and may itself also have malignant potential. Several radi-
ological studies may suggest LCA, although a pathological
diagnosis, either by core biopsy or diagnostic splenectomy
is imperative. This rare case illustrates the importance of
thoroughly
evaluating
incidental
vascular
splenic Page 4 of 5
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their differential diagnosis must include both primary and
secondary malignancy, given LCA's association with other
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lesions is advised. g
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scientist can read your work free of charge
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Your research papers will be:
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(page number not for citation purposes) Publish with BioMed Central and every
scientist can read your work free of charge
"BioMed Central will be the most significant development for
disseminating the results of biomedical research in our lifetime."
Sir Paul Nurse, Cancer Research UK
Your research papers will be:
available free of charge to the entire biomedical community
peer reviewed and published immediately upon acceptance
cited in PubMed and archived on PubMed Central
yours — you keep the copyright
Submit your manuscript here:
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BioMedcentral Publish with BioMed Central and every
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( )
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https://openalex.org/W4206725276
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https://jurnal.sttsetia.ac.id/index.php/pkm/article/download/181/133
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Indonesian
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PERTUMBUHAN IMAN KAUM TUNANETRA KEPADA KRISTUS DI MASA PANDEMI COVID-19 DI JAWA BARAT, JAKARTA DAN MEDAN
|
Jurnal PkM Setiadharma
| 2,021
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cc-by
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Abstract During the Covid-19 pandemic, the church was limited by government
regulations not to hold on-site service but was replaced with online
service via YouTube, Zoom Meetings or other media. Not everyone can
use this technology, especially those who have limitations as experienced
by the blind. As believers they still have to grow in faith. The problem in
the research is how blind people continue to grow in faith in Christ even
during the Covid-19 pandemic? This study uses a qualitative method
with a literature study approach together with interviews with blind
people about the need for their growth in faith. The growth in faith can
be obtained through worship, Bible reading. By stopping the weekly
service as usual, it is through reading the Bible that they gain faith
growth. But they are constrained by funding problems to have a special
Bible for them. The result of this research is that the blind need Braille
Bible. The author lists the needs of the Braille Bible and distributes it for
free as a form of community service. The author hopes that this research
can raise the concern of Christians for the needs of the blind and those
who need help. PERTUMBUHAN IMAN KAUM TUNANETRA KEPADA KRISTUS DI MASA
PANDEMI COVID-19 DI JAWA BARAT, JAKARTA DAN MEDAN
Tjutjun Setiawan, Andreas Kurniawan, Ronald Rachmat, Linutama Setiyawan,
Sekolah Tinggi Teologi Kharisma Bandung
tjutjun.setiawan65@gmail.com, andre.kaizenskinexpert@gmail.com,
ronald.rachmat@gmail.com, iwansetiyawan0508@gmail.com, Diterima:
24-07-2021
Direview:
28-07-2021
24-09-2021
Direvisi:
20-08-2021
07-10-2021
Diterbitkan:
31-12-2021
Keywords:
Bible, braille, blind,
devotion, covid-19
Kata Kunci:
Alkitab, braille,
tunanetra,
pengabdian, covid-
19 Diterima:
24-07-2021
Direview:
28-07-2021
24-09-2021
Direvisi:
20-08-2021
07-10-2021
Diterbitkan:
31-12-2021
Keywords:
Bible, braille, blind,
devotion, covid-19
Kata Kunci:
Alkitab, braille,
tunanetra,
pengabdian, covid-
19 Diterima:
24-07-2021
Direview:
28-07-2021
24-09-2021
Direvisi:
20-08-2021
07-10-2021
Diterbitkan:
31-12-2021
Keywords:
Bible, braille, blind,
devotion, covid-19
Kata Kunci:
Alkitab, braille,
tunanetra,
pengabdian, covid-
19 PERTUMBUHAN IMAN KAUM TUNANETRA KEPADA KRISTUS DI MASA
PANDEMI COVID-19 DI JAWA BARAT, JAKARTA DAN MEDAN
Tjutjun Setiawan, Andreas Kurniawan, Ronald Rachmat, Linutama Setiyawan,
Sekolah Tinggi Teologi Kharisma Bandung
tjutjun.setiawan65@gmail.com, andre.kaizenskinexpert@gmail.com,
ronald.rachmat@gmail.com, iwansetiyawan0508@gmail.com, 140
1 Desca Lidya Natalia and Hanni Sofia, “Presiden Umumkan Kasus Infeksi Corona Pertama Di Indonesia,”
Antaranews.Com.
2 Aldi Ahmad Rifai and Sahadi Humaedi, “INKLUSI PENYANDANG DISABILITAS DALAM SITUASI
PANDEMI COVID-19 DALAM PERSPEKTIF SUSTAINABLE DEVELOPMENT GOALS (SDGs),”
Prosiding Penelitian dan Pengabdian kepada Masyarakat (2020).
3 Ibid.
4 Ibid.
5 Dani Prabowo, “Ada Yang Lebih Susah Dari Kita, Yaitu Penyandang Disabilitas,” Kompas.Com.
6 Arie Nugraha, “Rumah Ibadah Di Bandung Belum Ramah Bagi Disabilitas,” Liputan6.Com.
7 Sigit Triyono, “Alkitab Dan Disabilitas - Lembaga Alkitab Indonesia,” Https://Indonesia.Bible. Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 g
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7 Sigit Triyono, “Alkitab Dan Disabilitas - Lembaga Alkitab Indonesia,” Https://Indonesia.Bible. Abstrak Pada masa pandemi Covid-19, gereja dibatasi aturan pemerintah
untuk tidak mengadakan ibadah secara onsite tetapi diganti dengan
ibadah online melalui YouTube, Zoom Meeting atau media yang lain. Tidak semua orang dapat memanfaatkan teknologi ini terutama
mereka yang mempunyai keterbatasan sebagaimana dialami kaum
tunanetra. Sebagai orang percaya mereka tetap harus bertumbuh
dalam iman. Rumusan masalah dalam penelitian adalah bagaimana
kaum tunanetra tetap bertumbuh dalam iman kepada Kristus
meskipun di masa pandemi Covid-19? Penelitian ini menggunakan
metode kualitatif dengan pendekatan studi kepustakaan dibarengi
dengan wawancara terhadap kaum tunanetra tentang kebutuhan akan
pertumbuhan iman mereka. Pertumbuhan iman bisa didapat melalui
ibadah, pembacaan Alkitab. Dengan dihentikan ibadah minggu seperti
biasa maka melalui pembacaan Alkitablah mereka mendapatkan
pertumbuhan iman. Tetapi mereka terkendala masalah dana untuk
memiliki Alkitab khusus bagi mereka. Hasil dari penelitian ini adalah
kaum tunanetra membutuhkan Alkitab Braille. Penulis mendata
kebutuhan Alkitab Braille dan membagikannya secara gratis sebagai
bentuk pengabdian kepada masyarakat. Penulis berharap penelitian
ini dapat membangkitkan kepedulian umat Kristen akan kebutuhan
kaum tunanetra maupun mereka yang membutuhkan pertolongan. 5 Dani Prabowo, “Ada Yang Lebih Susah Dari Kita, Yaitu Penyandang Disabilitas,” Kompas.Com.
6 Arie Nugraha, “Rumah Ibadah Di Bandung Belum Ramah Bagi Disabilitas,” Liputan6.Com.
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6 Arie Nugraha, “Rumah Ibadah Di Bandung Belum Ramah Bagi Disabilitas,” Liputan6.Com.
7 5 Dani Prabowo, “Ada Yang Lebih Susah Dari Kita, Yaitu Penyandang Disabilitas,” Kompas.Com.
6 141
8 Sugiyono, Metode Penelitian Kuantitatif Kualitatif Dan R&D (Bandung: Alfabeta, 2011).
9 Ferry Simanjuntak, Metode Penelitian (Bandung: Sekolah Tinggi Teologi Kharisma, 2016).
10 Samuel Santoso, “Wawancara” (Solo, 2020).
11 Dini Widinarsih, “Penyandang Disabilitas Di Indonesia: Perkembangan Istilah Dan Definisi,” Jurnal
Ilmu Kesejahteraan Sosial (2019).
12 Ibid.
13 Ibid. METODE PELAKSANAAN Metode yang digunakan dalam penelitian ini adalah kualitatif dengan pendekatan
studi kepustakaan (library research).8 Penulis mengumpulkan data dari informasi
internet, buku-buku, jurnal, dan juga Alkitab, yang berkaitan dengan masalah yang
diteliti,9 menggali dan mendalami apa yang menjadi kebutuhan kelompok tunanetra di
Jawa Barat, Jakarta dan Medan supaya iman mereka tetap bertumbuh di tengah
keterbatasan mereka dan di masa pandemi Covid-19 ini di mana ada pembatasan dalam
beribadah secara langsung. Penulis juga melakukan wawancara dengan kaum tunanetra
ini,10 sehingga dengan demikian dapat dihasilkan suatu pembahasan yang objektif dan
menyeluruh, dapat dipertanggungjawabkan, yang pada akhirnya didapat suatu
kesimpulan yang menjawab rumusan masalah dalam penelitian ini dan dapat membantu
kaum tunanetra akan pertumbuhan imannya. Pengabdian kepada masyarakat ini
persiapannya dimulai pada bulan Desember 2020. PENDAHULUAN Meskipun mereka memiliki keterbatasan tetapi kelompok disabilitas Kristen
mempunyai kebutuhan yang sama seperti orang Kristen pada umumnya, mereka
membutuhkan eksistensi, relasi dan bertumbuh di dalam Kristus.7 Juga mempunyai 140 PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) kebutuhan untuk dapat mengakses dan membaca Alkitab, sehingga mereka dapat
bertumbuh dalam iman. kebutuhan untuk dapat mengakses dan membaca Alkitab, sehingga mereka dapat
bertumbuh dalam iman. Dari paparan di atas didapat rumusan masalah yang akan diteliti yaitu bagaimana
kaum tunanetra tetap bertumbuh dalam iman kepada Kristus meskipun di masa
pandemi Covid-19? apa yang menjadi kebutuhan kaum tunanetra supaya iman mereka
dapat tetap bertumbuh meskipun di tengah pandemi Covid-19? dan bagaimana
membantu mereka dalam hal pertumbuhan iman tersebut? Adapun tujuan dari penelitian ini adalah supaya kaum tunanetra yang sangat
rentan terdampak dalam pandemi yang terjadi di Indonesia ini tetap dapat bertumbuh
dalam iman dan pengharapan dalam Kristus. Penulis juga berharap dengan penelitian
ini dapat menggerakkan dan membangkitkan kepedulian dari setiap orang Kristen yang
mempunyai berkat lebih terhadap kaum penyandang disabilitas pada umumnya dan
tunanetra pada khususnya. PENDAHULUAN Wabah virus corona (Covid-19) yang berkepanjangan telah mengubah tatanan
kehidupan masyarakat sehari-hari. Pada bulan Maret tahun 2020. Presiden Joko Widodo
mengumumkan bahwa Indonesia sudah mulai dijangkiti oleh virus corona yang dikenal
dengan sebutan Covid-19,1 dan pada akhirnya Covid-19 telah dinyatakan sebagai
pandemi global dan telah menyebar ke banyak negara di seluruh dunia. Covid-19
menyebar dengan cepat melalui kontak langsung maupun melalui droplet (tetesan
pernapasan) dari orang yang telah terpapar atau terinfeksi.2 Dari sejak saat itu tatanan kehidupan masyarakat berubah, baik dalam pekerjaan,
kehidupan sehari-hari di mana masyarakat sekarang ini harus terbiasa dengan pola
hidup bersih, selalu mencuci tangan, selalu memakai masker dan juga dalam pergaulan
sosial mengalami perubahan, tidak lagi bisa seperti sebelum pandemi terjadi. Bahkan
dalam tatanan kehidupan beribadah juga mengalami perubahan, di mana masyarakat
kristiani yang biasa selalu beribadah pada hari Minggu dan bahkan mengadakan acara-
acara rohani di gereja dengan datang secara langsung, kini semua itu diatur oleh
pemerintah. Jika kasus-kasus baru melandai maka jemaat bisa hadir secara fisik di
gereja dengan aturan yang ketat di mana protokol kesehatan dilakukan secara ketat dan
juga kehadiran jemaat dibatasi jumlah dalam kehadiran tiap-tiap ibadahnya. Jika
keadaan kasus baru yang terjangkit Covid-19 semakin meningkat maka ibadah langsung
di gereja ditiadakan dan diganti dengan ibadah secara online. Pemberlakuan Pembatasan Sosial Berskala Besar (PSBB) adalah suatu kebijakan
protokol pencegahan Covid-19 di Indonesia yang diterapkan di beberapa wilayah yang
memiliki kasus positif Covid-19 terbanyak. Dengan berlakunya PSBB memiliki dampak
kepada seluruh lapisan masyarakat dalam aspek sosial, ekonomi, maupun lingkungan.3
Hal ini dikarenakan dibatasinya kegiatan masyarakat di luar rumah dan penutupan
fasilitas umum seperti sekolah diliburkan dan tempat kerja, penutupan tempat ibadah
dan objek wisata, termasuk pembatasan transportasi umum.4 Dampak tersebut pun
dirasakan oleh kelompok rentan seperti penyandang disabilitas dengan beragam
disabilitasnya yang salah satunya adalah komunitas tunanetra yang banyak dari
komunitas ini kehilangan mata pencaharian.5 Selain berdampak pada kehidupan ekonomi mereka, tetapi juga berdampak
kepada kehidupan rohani mereka, di mana mereka tidak bisa lagi beribadah
sebagaimana biasanya. Di masa sebelum pandemi saja tidak mudah bagi mereka untuk
beribadah karena keterbatasan gereja menyediakan sarana untuk penyandang
disabilitas.6 Mereka harus berdiam diri di rumah dan mengikuti secara online yang tentu
saja tidak mudah bagi mereka untuk melakukan seperti itu. 142
14 “Arti Kata Tunanetra - Kamus Besar Bahasa Indonesia (KBBI) Online” (KBBI Online, 2021).
15 Halahan D.P and Kauffman J.M, Exceptional Learners: Introduction to Special Education, 10th ed.
(USA: Pearson, 2006).
16 Vanaja Syifa Radissa et al., “PEMENUHAN KEBUTUHAN DASAR PENYANDANG DISABILITAS PADA MASA
PANDEMI COVID-19,” Focus : Jurnal Pekerjaan Sosial (2020).
17 Ibid.
18 Ibid.
19 Nadia Khairina Budiman, Penyebab Dan Pencegahan Kebutaan (Bandung, 2019).
20 Kirk. A Samuel, Klasifikasi Kebutaan (USA, 1991). Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Tunanetra menurut Kamus Besar Bahasa Indonesia adalah tidak dapat melihat;
buta.14 Tunanetra termasuk ke dalam kelompok difabel atau penyandang cacat, yang
memiliki hambatan dalam penglihatan. Tunanetra dapat diklasifikasikan kedalam dua
golongan yaitu: buta total (blind) dan low vision. Definisi tunanetra menurut Kaufman &
Hallahan adalah individu yang memiliki lemah penglihatan atau akurasi penglihatan
kurang dari 6/60 setelah dikoreksi atau tidak lagi memiliki penglihatan.15 Karena
tunanetra memiliki keterbatasan dalam indera penglihatan maka proses pembelajaran
menekankan pada alat indera yang lain yaitu indera peraba dan indera pendengaran. Tunanetra adalah mereka yang tidak memiliki penglihatan sama sekali (buta total)
hingga mereka yang masih memiliki sisa penglihatan tetapi tidak mampu menggunakan
penglihatannya. g
Menurut Undang-Undang Nomor 8 Tahun 2016 tentang Penyandang Disabilitas,
setiap orang yang mengalami keterbatasan fisik, intelektual, mental dan/atau sensorik
dalam jangka waktu lama yang dalam berinteraksi dengan lingkungan dapat mengalami
hambatan dan kesulitan untuk berpartisipasi secara penuh dan efektif dengan warga
negara lainnya berdasarkan kesamaan hak.16 Lebih lanjut dinyatakan bahwa jenis
disabilitas dikaregorikan menjadi empat yaitu disabilitas fisik, intelektual, mental,
dan/atau sensorik.17 Tunanetra termasuk ke dalam kategori disabilitas sensorik yaitu
penyandang disabilitas yang fungsi panca indera yaitu penglihatan terganggu.18 19 Nadia Khairina Budiman, Penyebab Dan Pencegahan Kebutaan (Bandung, 2019).
20 Kirk. A Samuel, Klasifikasi Kebutaan (USA, 1991). Definisi Tunanetra Kata Tuna mengandung beberapa arti harfiah: luka; rusak; kurang; tidak
memiliki.11 Berasal dari Bahasa Jawa kuno yang berarti rusak atau rugi, tetapi kata ini
tidak biasa digunakan untuk mengacu kepada barang yang rusak, seperti halnya kata
cacat. Pada awalnya istilah tuna ini digunakan untuk memperhalus kata cacat sebagai
bentuk tetap menghormati penyandangnya.12 Dapat dihubungkan dengan kekurangan
fungsi tubuh dalam diri seseorang seperti tunadaksa (cacat tubuh); tunagrahita (cacat
pikiran, keterbelakangan mental; tunanetra (tidak dapat melihat, buta).13 141 143
21 Ade Nasihudin Al Ansori, “4 Klasifikasi Tunanetra Berdasarkan Jenis Kelainan Hingga Waktu Terjadinya,”
Http://Liputan6.Com.
22 Fetty Ismandari, Situasi Gangguan Penglihatan, Infodatin Kemenkes RI (Jakarta, 2018).
23 Zaid Haron Musa Jawasreh, Noraidah Sahari Ashaari, and Dahlila Putri Dahnil, “The Acceptance of
Braille Self-Learning Device,” International Journal on Advanced Science, Engineering and Information
Technology (2020).
24 Farid Afandi, Mari Mengenal Huruf Braille (Sidoarjo, 2017).
25 Ibid. Klasifikasi Tunanetra Sebagai organisasi Kesehatan dunia, World Health Organization (WHO)
berdasarkan International Statistical Classification of Diaseases and Related Health
Problems, 10th revision (ICD-10) telah memberikan definisi tentang kebutaan sebagai
tajam penglihatan kurang dari 3/60 atau lapang pandang kurang dari 10 derajat pada
mata terbaik dengan koreksi refraksi yang tersedia. Adapun gangguan penglihatan
sedang dikategorikan jika seseorang memiliki tajam penglihatan diatas 6/60 namun
kurang dari 6/18. Sedangkan gangguan penglihatan berat dikategorikan jika seseorang
memiliki tajam penglihatan di bawah 6/60 namun lebih dari 3/60. Kategori 1 dan 2
disebut dengan low vision dan kategori 3 – 5 disebut dengan kebutaan.19 Tunanetra ringan (defective vision/low vision) adalah seseorang yang memiliki
gangguan dalam penglihatan namun mereka masih bisa mengikuti kegiatan pendidikan
atau proses pembelajaran dan mampu melakukan pekerjaan yang menggunakan fungsi
penglihatan. Adapun tunanetra dengan gangguan sedang (partially sighted) adalah
seseorang yang kehilangan sebagian daya penglihatan, hanya dengan menggunakan
kaca pembesar mampu mengikuti pendidikan biasa dan atau mampu membaca tulisan
berhuruf tebal. Tunanetra dengan gangguan berat (totally blind) yakni mereka yang
sama sekali tidak dapat melihat, dan mengalami kebutaan total.20 Tunanetra dapat dikelompokkan sebagai berikut: tunanetra sejak lahir terdiri
dari orang yang mengalami kebutaan pada saat dalam kandungan; tunanetra setelah
lahir atau pada usia kecil; tunanetra yang mengalami pada usia sekolah anak atau 142 PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) remaja; tunanetra dewasa adalah orang dewasa yang mengalami kebutaan pada usia
dewasa; dan tunanetra yang mengalami kebutaan pada usia lanjut.21 remaja; tunanetra dewasa adalah orang dewasa yang mengalami kebutaan pada usia
dewasa; dan tunanetra yang mengalami kebutaan pada usia lanjut.21 Faktor yang menyebabkan gangguan pada penglihatan terbanyak di seluruh
dunia adalah gangguan refraksi yang tidak terkoreksi (48,99%), katarak (25,81%) dan
Age related Macular Degeneration (AMD, 4,1%). Sedangkan faktor terbanyak yang
menyebabkan kebutaan adalah katarak (34,47%), lalu gangguan refraksi yang tidak
terkoreksi (20,26%), dan glukoma (8,30%). Lebih dari 75% gangguan penglihatan
adalah gangguan penglihatan yang dapat dicegah. Katarak atau kekeruhan lensa mata
adalah penyebab utama kebutaan di lndonesia, 77,7% kebutaan dikarenakan katarak. Sedangkan prevalensi kebutaan akibat katarak pada penduduk umur 50 tahun ke atas di
Indonesia sebesar 1,9%. Katarak adalah merupakan proses degeneratif yang sangat
dipengaruhi umur. Dengan meningkatnya umur harapan hidup maka proporsi
penduduk umur ≥50 tahun akan meningkat sehingga jumlah penderita katarak juga
akan makin meningkat.22 144
26 Suhento Liauw, Doktrin Alkitab Alkitabiah (Jakarta: Gereja Baptis Independen Alkitabiah GRAPHE,
2001).
27 Budisatyo Taniharjo, Integritas Seorang Pemimpin Rohani, ke 5. (Yogyakarta, 2019).
28 Jonar T.H Situmorang, Bibliologi, Ke 5. (Yogyakarta: Penerbit Andi, 2017).
29 Ibid.
30 French L Arrington, Doktrin Kristen Perspektif Pentakosta, Ke 6. (Yogyakarta: Penerbit Andi, 2020).
31 Liauw, Doktrin Alkitab Alkitabiah.
32 Arrington, Doktrin Kristen Perspektif Pentakosta.
33 Ibid.
34 Ibid.
35 Triyono, “Alkitab Dan Disabilitas - Lembaga Alkitab Indonesia.” Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Bertumbuh dalam Iman Dalam Roma 10:17, “Jadi, iman timbul dari pendengaran, dan pendengaran oleh
firman Kristus.” Seseorang yang ingin bertumbuh imannya tidak bisa dilepaskan dari
firman Yesus Kristus, dan itu hanya akan bisa didapat dengan membaca Alkitab dan
mendengarkan Alkitab yang adalah firman Tuhan. Rasul Paulus menasihati Timotius untuk selalu mengingat dan memberi
perhatian pada Alkitab, yang pada zaman itu hanya ada perjanjian Lama, “Ingatlah juga
bahwa dari kecil engkau sudah mengenal Kitab Suci yang dapat memberi hikmat
kepadamu dan menuntun engkau kepada keselamatan oleh iman kepada Kristus Yesus.”
(2Tim. 3:15).26 Bahkan dituliskan lebih lanjut mengenai manfaat yang bisa diperoleh
dengan mendalami Alkitab sebagaimana tertulis dalam 2 Timotius 3:16, “Segala tulisan
yang diilhamkan Allah memang bermanfaat untuk mengajar, untuk menyatakan
kesalahan, untuk memperbaiki kelakuan dan untuk mendidik orang dalam kebenaran.”
Jadi di dalam Alkitab ada banyak pengajaran-pengajaran, bermanfaat untuk menyatakan
kesalahan, dan untuk memperbaiki kelakuan dan juga membawa orang ke dalam
kebenaran yang berpusat pada Kristus. Dengan bertekun dalam firman Tuhan akan
terjadi pertumbuhan baik pribadi maupun dalam jemaat sebagaimana jemaat mula-
mula bertekun dalam pengajaran rasul-rasul dan mengalami pertumbuhan (Kis. 2:42).27 Huruf Braille Braille adalah suatu sistem membaca dan menulis yang digunakan oleh tunanetra
sehingga ia mendapatkan informasi pengetahuan. Menguasai Kode braille membawa
penglihatan bagi orang-orang tunanetra dan memainkan peran penting dalam
kehidupan mereka. Di era digital seperti sekarang ini, individu tunanetra memiliki
banyak pilihan yang sangat efektif untuk komunikasi. Terbaru teknologi telah
memungkinkan mereka untuk menjadi bagian dari masyarakat berpengetahuan dengan
memungkinkan mereka untuk memahami isi situs web atau buku apa pun.23 Hambatan di dalam penglihatan mengakibatkan kaum tunanetra mengalami
kesulitan dalam menerima informasi dalam bentuk visual, juga termasuk dalam bentuk
tulisan. Dalam keterbatasannya mereka lebih mengoptimalkan kepekaan indera lain
seperti indera pendengaran, indera penciuman, dan indera raba. Karena itu, bagi
mereka, informasi yang sebelumnya dalam bentuk visual harus diubah menjadi bentuk
lain seperti bunyi suara, bau-bauan, atau sentuhan untuk memudahkan penyandang
tunanetra menerima informasi.24 Huruf braille adalah huruf dengan sistem tulisan sentuh yang digunakan oleh
penyandang disabilitas tunanetra untuk membaca dan menulis. Sistem ini pertama kali
digunakan di L’Institution Nationale des Jeunes Aveugles, Paris, dalam rangka mengajar
siswa-siswa tunanetra. Dengan ditemukannya sistem ini membawa harapan bagi kaum
tunanetra untuk mengakses dan mendapatkan informasi dalam bentuk tulisan sekaligus
memudahkan dalam proses pendidikan. Penemu dari sistem sentuh huruf braille ini
diciptakan oleh seorang tunanetra asal Perancis, yang bernama Louis Braille, itulah
mengapa huruf tersebut disebut huruf Braille mengacu kepada nama penemunya.25 143 Ibid.
35 Triyono, “Alkitab Dan Disabilitas - Lembaga Alkitab Indonesia.” 26 Suhento Liauw, Doktrin Alkitab Alkitabiah (Jakarta: Gereja Baptis Independen Alkitabiah GRAPHE,
01) Alkitab Standar dan Alkitab Braille Kata Alkitab berasal dari kata dalam bahasa Yunani yaitu biblion atau biblos yang
artinya adalah gulungan atau buku.28 Alkitab seringkali disebut Kitab Suci yang dalam
bahasa Inggris disebut Scripture yang dapat diatikan firman, dan dalam bahasa Latin,
Alkitab disebut Scriptura atau dalam bahasa Yunani dengan sebutan Graphe.29 Alkitab
adalah firman Allah, kebenaran dari Allah,30 firman yang tertulis, wahyu yang sempurna
yang diadakan Allah melalui proses yang panjang.31 Dalam menyatakan diri-Nya kepada
manusia, Allah menggunakan berbagai sarana dan Alkitab adalah salah satunya, sebuah
sarana yang istimewa sebab Alkitab adalah firman Allah.32 Alkitab terdiri dari dua kumpulan tulisan kudus yang disebut Perjanjian Lama
yang berisi 39 kitab dan Perjanjian Baru yang berisi 27 kitab sehingga dengan demikian
jumlahnya adalah 66 kitab.33 Kitab-kitab itu memuat tentang sejarah, hukum, nubuat,
hikmat, puisi, surat-surat, dan apokaliptis.34 Dan inti dari keseluruhan kitab adalah
berbicara tentang Yesus yang dinubuatkan dalam Perjanjian Lama, tentang Yesus yang
datang sebagai penggenapan Mesias yang dijanjikan itu dan Yesus yang akan datang
kembali untuk menjemput umat-Nya. Kaum tunanetra mempunyai kebutuhan untuk dapat mengakses dan membaca
Alkitab, sehingga mereka dapat bertumbuh dalam iman.35 Kaum disabilitas fisik
terutama para tunanetra, tunarungu, dan tunawicara pastilah memiliki keterbatasan Ibid. 35 Triyono, “Alkitab Dan Disabilitas - Lembaga Alkitab Indonesia.” 144 PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) berinteraksi dengan Alkitab bila menggunakan Alkitab cetak yang standar. Perlu ada
Alkitab khusus yang memudahkan mereka berinteraksi dengan Alkitab.36 berinteraksi dengan Alkitab bila menggunakan Alkitab cetak yang standar. Perlu ada
Alkitab khusus yang memudahkan mereka berinteraksi dengan Alkitab.36 Kesaksian suami isteri Brikjon Purba, bersama istrinya, Laoli, berdomisili di kota
Siantar, mereka sama – sama tunanetra, mengungkapkan kegembiraannya dapat
membaca Alkitab Braille yang mereka pinjam dari Rumah Baca Mutiara Bangsa.37
Mereka sudah lama memiliki kerinduan untuk membaca Alkitab dengan huruf Braille
karena dengan keterbatasan mereka tentunya mereka tidak bisa membaca Alkitab cetak
standar. Mereka pernah memesan Alkitab Braille tersebut dari rekan-rekan yang lain
dan ternyata harganya cukup mahal dan barangnya-pun sulit ditemukan.38 y
g
y
g y
Alkitab Braille memang berbeda dengan Alkitab cetak yang standar yang hanya
satu buku tebal saja. Sedangkan satu Alkitab Braille Perjanjian Lama dan Perjanjian baru
berjumlah 39 buku atau jilid yang jika ditumpukkan menjadi satu maka 1 Alkitab Braille
tumpukannya cukup tinggi dengan bobot lebih dari 20 kilogram, adapun rinciannya
adalah sebagai berikut: 1. Kejadian jilid 1
2. Kejadian jilid 2
3. Keluaran jilid 1
4. Alkitab Standar dan Alkitab Braille Keluaran jilid 2
5. Imamat-Bilangan
6. Bilangan-Ulangan
7. Yosua - Hakim2
8. Rut-1 Samuel
9. 2 Samuel
10. 1 Raja-raja
11. 2 Raja-raja
12. Ezra-Nehemia
13. Ayub-Pengkotbah
14. Mazmur jilid 1
15. Mazmur jilid 2
16. Yesaya jilid 1
17. Yesaya jilid 2
18. Yeremia
19. Yehezkiel
20. Daniel-Hosea
21. Yoel-Mikha
22. Habakuk-Maleakhi
23. Tawarikh
24. Ester
25. Kidung Agung
26. Matius Jilid 1
27. Matius Jilid 2
28. Markus
29. Lukas jilid 1
30. Lukas jilid 2
31. Yohanes
32. Kisah pararasul jilid1
33. Kisah pararasul jilid2
34. Roma
35. 1&2 Korintus
36. Galatia-Kolose
37. 1 Tesalonika-Filemon
38. Ibrani - 2 Petrus
39. Yohanes-Wahyu Dengan terbagi menjadi 39 jilid maka meskipun sebuah Yayasan tunanetra tidak
memiliki Alkitab dalam jumlah yang banyak tetapi bagian-bagian Alkitab itu bisa dibaca
oleh banyak orang secara bergantian dan saling tukar menukar. 36 Ibid.
37 Tim, “Bisa Baca Buku Gratis Dan Alkitab Tulisan Braille, Pasangan Suami Istri Tunanetra Apresiasi
Rumah Baca Mutiara Bangsa,” Https://Hetanews.Com.
38 Ibid. Kehidupan yang Berdampak Alkitab mengajarkan kepada setiap orang percaya untuk membantu yang lemah
sebagaimana tertulis dalam Roma 15:1, “Kita, yang kuat, wajib menanggung kelemahan
orang yang tidak kuat dan jangan kita mencari kesenangan kita sendiri.” Tuhan Yesus
sendiri mengatakan bahwa hendaknya semua orang percaya menjadi garam dan terang
dunia sehingga orang-orang melihat perbuatan baik dari setiap orang percaya dan
memuliakan Bapa di sorga (Mat. 5:13-16), karena hanya manusia saja yang bisa
memuliakan Allah, sedangkan ciptaan yang lain hanya bisa memancarkan kemuliaan 145 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 Allah.39 Ada dampak yang baik dan positif yang diberikan oleh orang percaya pada
kehidupan orang lain.40 Hendaklah kamu murah hati sama seperti Bapamu adalah
murah hati (Luk. 6:36), firman Tuhan yang mengingatkan setiap orang percaya untuk
bermurah hati kepada sesama, menolong yang lemah dan berkurangan sebagai wujud
ucapan syukur kepada Tuhan sebab Ia sudah menebus dan menyelamatkan setiap orang
yang percaya dari dosa. Siapa menaruh belas kasihan kepada orang yang lemah,
memiutangi Tuhan, yang akan membalas perbuatannya itu (Ams. 19:17) Allah.39 Ada dampak yang baik dan positif yang diberikan oleh orang percaya pada
kehidupan orang lain.40 Hendaklah kamu murah hati sama seperti Bapamu adalah
murah hati (Luk. 6:36), firman Tuhan yang mengingatkan setiap orang percaya untuk
bermurah hati kepada sesama, menolong yang lemah dan berkurangan sebagai wujud
ucapan syukur kepada Tuhan sebab Ia sudah menebus dan menyelamatkan setiap orang
yang percaya dari dosa. Siapa menaruh belas kasihan kepada orang yang lemah,
memiutangi Tuhan, yang akan membalas perbuatannya itu (Ams. 19:17) Perencanaan Berawal dari adanya permintaan Alkitab Braille dari seorang yang bernama
Andreas, pendeta GPdI Margatiga, Kabupaten Lampung Timur, yang bersangkutan
sebenarnya sudah mempunyai Alkitab Braille tetapi karena sering dipergunakan maka
titik timbul dari huruf braille tersebut sudah mulai menipis sehingga menimbulkan
kesulitan dalam membacanya. Meskipun sekarang sudah ada Alkitab dalam bentuk
audio, tetapi pendeta ini tetap lebih menyukai membaca Alkitab Braille dan untuk itulah
ia menyampaikan permintaan kepada penulis. Penulis mengadakan komunikasi satu dan lainnya melalui media WhatsApp untuk
membahas ini, mencari informasi kemana harus mencari Alkitab Braille. Pada akhirnya
penulis berkordinasi dengan Lembaga Alkitab Indonesia (LAI), dan setelah melalui
proses administrasi, LAI mendukung dan memberikan 1 set Alkitab Braille seperti yang
diminta secara gratis dan penulis hanya membayar ongkos kirim saja ke Bandung di
mana penulis berdomisili. p
Setelah Alkitab Braille tersebut sudah diterima dari LAI Jakarta dan penulis
menghubungi pendeta yang mengajukan permintaan itu, ternyata ia sudah
mendapatkan kiriman dari temannya yang lain. Dengan adanya kejadian seperti ini lalu
penulis kembali berkomunikasi membahas masalah ini. Lalu diputuskan untuk
mengadakan aksi pembagian Alkitab yang lebih banyak lagi dengan mendata siapa saja
dari kaum tunanetra Kristen yang membutuhkan Alkitab Braille tetapi terkendala
dengan dana, baik perorangan maupun yayasan yang menaungi para tunanetra akan
penulis bagikan secara gratis tanpa dipungut biaya sedikitpun. Ini dilakukan sebagai
bentuk
pengabdian
kepada
masyarakat,
menjadi
berkat
bagi
sesama
yang
membutuhkan. Dan setelah melakukan pendataan penulis berkordinasi kembali dengan
LAI untuk meminta Alkitab Braille lebih banyak lagi sebagai tambahan. Keberagaman Etika Dalam Kekristenan,” Jurnal Teologi Berita Hidup (2021). g
,
g
p (
)
40 Rubin Adi Abraham, Menjadi Berkat Berbuah Lebat, ke 5. (Yogyakarta: Penerbit Andi, 2015). 39 Tony Salurante, Aprianus Moimau, and Filmon Berek, “Tujuan Penciptaan Sebagai Cara Memaham Keberagaman Etika Dalam Kekristenan,” Jurnal Teologi Berita Hidup (2021).
40 Rubin Adi Abraham, Menjadi Berkat Berbuah Lebat, ke 5. (Yogyakarta: Penerbit Andi, 2015). 39 Tony Salurante, Aprianus Moimau, and Filmon Berek, “Tujuan Penciptaan Sebagai Cara Memahami
Keberagaman Etika Dalam Kekristenan,” Jurnal Teologi Berita Hidup (2021).
40 Rubin Adi Abraham, Menjadi Berkat Berbuah Lebat, ke 5. (Yogyakarta: Penerbit Andi, 2015). 39 Tony Salurante, Aprianus Moimau, and Filmon Berek, “Tujuan Penciptaan Seb
Keberagaman Etika Dalam Kekristenan,” Jurnal Teologi Berita Hidup (2021).
40 Pelaksanaan Dari pendataan yang dilakukan, diperoleh data pribadi, Yayasan yang menaungi
para tunanetra dan gereja di mana ada anggota jemaatnya yang masuk dalam kelompok
tunanetra yang membutuhkan Alkitab Braille, yaitu sebagai berikut: Yayasan Elsafan, Jl. Belitung Raya no. 49 RT/RW 5, Pondok Bambu, Duret
Sawit, Jakarta Timur, Daerah khusus Ibu Kota Jakarta -13430. Pelaksanaan:
dikirim melalui kurir ekspedisi sebanyak 3 set Alkitab. Yayasan Pendidikan Tunanetra, Sumatera, KM 21.5 Dusun III. Desa Tanjung
Baru, Kecamatan Tanjung Morawa 20362. Kab Deli Serdang, Sumatera Utara. Attn: Bapak Yabes Silaban. Pelaksanaan: dikirim melalui kurir ekspedisi
sebanyak 5 set Alkitab. 146 PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) GBI Lippo Cikarang, Perumahan Puri Cijambe blok C12 no, 2e, Sukadami
Cikarang Selatan, Kab Bekasi, Attn: Deddy Silalahi. Pelaksanaan: dikirim
melalui kurir ekspedisi sebanyak 3 set Alkitab. GBI Lippo Cikarang, Perumahan Puri Cijambe blok C12 no, 2e, Sukadami
Cikarang Selatan, Kab Bekasi, Attn: Deddy Silalahi. Pelaksanaan: dikirim
melalui kurir ekspedisi sebanyak 3 set Alkitab. Pdt. Simon. Toko Fatigon. Jl. Mandalagiri 17, Garut. Pelaksanaan: dikirim
melalui kurir ekspedisi sebanyak 1 set Alkitab. Pdt. Simon. Toko Fatigon. Jl. Mandalagiri 17, Garut. Pelaksanaan: dikirim
melalui kurir ekspedisi sebanyak 1 set Alkitab. Yayasan Rumah Orang Tua Tunanetra Eben Haizer, Jl. Maribaya no. 24,
Lembang, Kab Bandung Barat. Jawa Barat-40391, Attn: Bapak Sitompul. Pelaksanaan: Diberikan langsung kepada pengurus Yayasan sebanyak 4 set. Pdt. Dicky Dauhan, Cimahi. Pelaksanaan: Dikirim melalui kurir ekspedisi
sebanyak 1 set Alkitab. Pdt. Dicky Dauhan, Cimahi. Pelaksanaan: Dikirim melalui kurir ekspedisi
sebanyak 1 set Alkitab. Solo Disability Ministry, Jl. Embarkasi H. Banaran, Gagaksipat, Kec. Ngemplak,
Kab Boyolali, Jawa Tengah – 57375. Attn: Samuel Santoso
Telepon:
+628122311381,
+628586134355,
Pelaksanaan:
Diserahkan
langsung kepada yang bersangkutan sebanyak 1 Set Alkitab. Pelaksanaan penyerahan Alkitab Braille dilakukan dengan 2 metode yaitu metode
pengiriman melalui kurir/ekspedisi dan penyerahan langsung di mana Akitab tersebut
diserahkan langsung oleh para penulis kepada yang membutuhkan dengan
menggunakan protokol kesehatan yang ketat karena masih berada dalam pandemi
Covid-19. Evaluasi dan Tindak Lanjut Dari 39 jilid yang seharusnya ada dalam 1 set Alkitab tersebut, yang penulis kirim
baru 29 jilid saja dikarenakan 10 jilid yang lain stoknya sedang kosong di LAI. Jika yang
10 jilid itu sudah tersedia, maka penulis merencanakan akan melakukan pengiriman
kembali untuk kekurangan tersebut. Tidak tertutup kemungkinan jika di kemudian hari
ada permintaan yang baru dari kaum tunanetra yang lain, sebagai bentuk pelayanan dan
pengabdian kepada masyarakat maka penulis akan memproses permintaan itu
sebagaimana yang telah dilakukan sebelumnya. Respons dari mereka yang menerima Alkitab Braille tersebut sungguh baik dan
mereka sungguh bersukacita menerimanya sebab sudah lama mereka mendambakan
memiliki Alkitab Braille untuk memenuhi kerinduan mereka akan pembacaan firman
Tuhan. Penulis menghubungi yayasan yang menjadi penerima seperti Yayasan Pendidikan
Tunanetra Medan untuk memantau sejauh mana manfaat dari pengabdian yang penulis
lakukan. Di yayasan tersebut ada 64 orang tunanetra dari berbagai kelompok usia dan
setiap hari dari senin sampai saptu diadakan ibadah sebanyak dua kali, yaitu pagi dan
sore, di mana peserta ibadah secara bergantian membaca Alkitab Braille tersebut dan
merenungkannya. Pelaksanaan Pelaksanaan penyerahan Alkitab Braille dilakukan dengan 2 metode yaitu metode
pengiriman melalui kurir/ekspedisi dan penyerahan langsung di mana Akitab tersebut
diserahkan langsung oleh para penulis kepada yang membutuhkan dengan
menggunakan protokol kesehatan yang ketat karena masih berada dalam pandemi
Covid-19. Sehubungan dengan pandemi covid-19 ini di mana ada pembatasan ruang gerak
sebagaimana di atur oleh keputusan pemerintah, maka tidak semua Yayasan atau
penerima dari pembagian Alkitab Braille ini dikunjungi oleh penulis, hanya beberapa
saja yang dapat dikunjungi dan itupun dengan protokol kesehatan yang ketat. Pembagian Alkitab Braille ini merupakan kegiatan tanpa dipungut biaya
sedikitpun, penulis memberikan kepada para penerima sebagaimana dituliskan di atas
secara gratis. Biaya pengiriman Alkitab tersebut baik dari LAI ke Bandung ke tempat di
mana penulis berdomisili maupun biaya pengiriman ke masing-masing penerima
Alkitab tersebut, semua biaya menjadi tanggung jawab dari para penulis secara kolektif
sebagai bentuk berbagi kasih dan bentuk kepedulian kepada sesama anak Tuhan yang
membutuhkan. Mengingat bahwa kaum tunanetra ini adalah kelompok yang sudah dapat
membaca huruf braille, maka penulis tidak melakukan kegiatan mengajar huruf tetapi
penulis memberikan motivasi dan mendorong penerima baik yang dikunjungi langsung
maupun yang dikunjungi melalui sarana komunikasi yang tersedia untuk memanfaatkan
Alkitab Braille tersebut dengan membaca serta merenungkannya karena itu akan 147 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 berdampak bagi pertumbuhan iman mereka sebagaimana tertulis dalam Roma 10:17,
“Jadi iman timbul dari pendengaran, dan pendengaran oleh firman Kristus.” berdampak bagi pertumbuhan iman mereka sebagaimana tertulis dalam Roma 10:17,
“Jadi iman timbul dari pendengaran, dan pendengaran oleh firman Kristus.” Pengawasan Terhadap Alkitab yang diserahkan langsung tentunya tidak dibutuhkan
pengawasan karena Alkitab-Alkitab tersebut diserahkan dan diterima secara langsung
baik yang mengatasnamakan pribadi maupun Yayasan dan serah terimanya
didokumentasikan. Tetapi untuk Alkitab-Alkitab yang pengirimannya dilakukan melalui
jasa kurir/ekspedisi, penulis melakukan pemantauan atau pengawasan sampai kiriman
tersebut diterima oleh pribadi maupun Yayasan yang membutuhkan, dan penulis
melakukan komunikasi dengan pihak penerima dalam hal ini dan juga penulis meminta
kepada mereka untuk dibuatkan photo penerimaan jika sudah diterima sehingga
terdokumentasi dengan baik dan lebih daripada itu apa yang mereka butuhkan yaitu
Alkitab Braille di mana mereka dapat membacanya, merenungkan firman Tuhan
sehingga iman mereka bertumbuh dapat terpenuhi dengan baik. UCAPAN TERIMA KASIH Pengabdian kepada masyarakat dalam hal membagikan Alkitab Braille kepada
kaum tunanetra sehingga mereka dapat membaca Alkitab yang adalah firman Tuhan
dengan tulisan yang dapat mereka pahami sehubungan dengan adanya hambatan yang
mereka miliki dalam hal melihat, sehingga dengan demikian mereka dapat bertumbuh
dalam iman kepada Kristus. Penulis mengucap syukur kepada Tuhan atas pelaksanaan ini dan juga penulis
berterimakasih kepada Lembaga Alkitab Indonesia (LAI) yang telah menjalin kerjasama
dengan penulis sehingga pengabdian kepada masyarakat ini dapat terlaksana. 148 PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak)
KESIMPULAN
Alkitab adalah firman Allah. Di mana di dalamnya nyata kebenaran Allah,
bermanfaat bagi setiap orang, ada banyak pengajaran-pengajaran, untuk menyatakan
kesalahan, untuk memperbaiki kesalahan dan pada akhirnya membawa orang pada
kebenaran, mendidik orang pada kebenaran. Bagi orang yang tidak termasuk kategori
penyandang disabilitas fisik seperti tunanetra tentu saja tidak mempunyai hambatan
dalam membaca Alkitab cetak standar, tetapi bagi kaum tunanetra ini menjadi masalah. Mereka membutuhkan Alkitab khusus yang ditulis dalam huruf Braille di mana mereka
membacanya dengan memakai indera peraba. Faktor kesulitan untuk mendapatkan
Alkitab berhuruf Braille dan juga ketiadaan dana yang menyebabkan tidak semua
tunanetra memiliki Alkitab Braille ini. Dengan melakukan kegiatan pengabdian kepada
masyarakat yang penulis lakukan untuk memenuhi kebutuhan kaum tunanetra untuk
tetap bertumbuh dalam iman apalagi dalam masa pandemi Covid-19 ini di mana gereja
di dalam melakukan ibadahnya berganti dengan cara online melalui media YouTube,
Zoom Meeting atau aplikasi yang lain yang tentu saja tidak mudah juga bagi kaum
tunanetra ini untuk mengaksesnya, beribadah dan bertumbuh dalam iman. Adapun
kegiatan yang dilakukan adalah dengan membagikan Alkitab Braille itu kepada mereka
yang sebelumnya sudah penulis data baik itu perorangan maupun Yayasan yang
menaungi beberapa tunanetra dan juga gereja yang memiliki anggota jemaat yang
mengalami keterbatasan dalam melihat. Semua diberikan secara gratis dan tidak
dipungut biaya sedikitpun. Melalui kegiatan pengabdian masyarakat ini penulis menggugah setiap orang PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) PERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
Rachmat, Linutama Setiyawan, Ferry Simanjuntak) ERTUMBUHAN IMAN KAUM TUNANETRA … (Tjutjun Setiawan, Andreas Kurniawan, Ronald
achmat, Linutama Setiyawan, Ferry Simanjuntak) KESIMPULAN Alkitab adalah firman Allah. Di mana di dalamnya nyata kebenaran Allah,
bermanfaat bagi setiap orang, ada banyak pengajaran-pengajaran, untuk menyatakan
kesalahan, untuk memperbaiki kesalahan dan pada akhirnya membawa orang pada
kebenaran, mendidik orang pada kebenaran. Bagi orang yang tidak termasuk kategori
penyandang disabilitas fisik seperti tunanetra tentu saja tidak mempunyai hambatan
dalam membaca Alkitab cetak standar, tetapi bagi kaum tunanetra ini menjadi masalah. Mereka membutuhkan Alkitab khusus yang ditulis dalam huruf Braille di mana mereka
membacanya dengan memakai indera peraba. Faktor kesulitan untuk mendapatkan
Alkitab berhuruf Braille dan juga ketiadaan dana yang menyebabkan tidak semua
tunanetra memiliki Alkitab Braille ini. Dengan melakukan kegiatan pengabdian kepada
masyarakat yang penulis lakukan untuk memenuhi kebutuhan kaum tunanetra untuk
tetap bertumbuh dalam iman apalagi dalam masa pandemi Covid-19 ini di mana gereja
di dalam melakukan ibadahnya berganti dengan cara online melalui media YouTube,
Zoom Meeting atau aplikasi yang lain yang tentu saja tidak mudah juga bagi kaum
tunanetra ini untuk mengaksesnya, beribadah dan bertumbuh dalam iman. Adapun
kegiatan yang dilakukan adalah dengan membagikan Alkitab Braille itu kepada mereka
yang sebelumnya sudah penulis data baik itu perorangan maupun Yayasan yang
menaungi beberapa tunanetra dan juga gereja yang memiliki anggota jemaat yang
mengalami keterbatasan dalam melihat. Semua diberikan secara gratis dan tidak
dipungut biaya sedikitpun. Melalui kegiatan pengabdian masyarakat ini penulis menggugah setiap orang
Kristen yang mempunyai kemampuan keuangan atau berkat yang lebih untuk tergerak,
bangkit, dan mulai peduli akan kebutuhan kaum tunanetra ini maupun juga kepada
mereka yang membutuhkan pertolongan. 149 Jurnal PkM Setiadharma Volume 2, Nomor 3, Desember 2021 DAFTAR PUSTAKA Abraham, Rubin Adi. Menjadi Berkat Berbuah Lebat. Ke 5. Yogyakarta: Penerbit Andi,
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Waktu Terjadinya.” Http://Liputan6.Com. Arrington, French L. Doktrin Kristen Perspektif Pentakosta. Ke 6. Yogyakarta: Penerbit
Andi, 2020. Bebeng, Agus. “Sejarah Hari Braille Sedunia Di Tengah Ancaman Teknologi.”
Http://Www.Kumparan.Com. p //
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Budiman, Nadia Khairina. Penyebab Dan Pencegahan Kebutaan. Bandung, 2019. D.P, Halahan, and Kauffman J.M. Exceptional Learners: Introduction to Special Education. 10th ed. USA: Pearson, 2006. Hsu, Bi Min. “Braille Recognition for Reducing Asymmetric Communication between the
Blind and Non-Blind.” Symmetry (2020). y
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andari, Fetty. Situasi Gangguan Penglihatan. Infodatin Kemenkes RI. Jakarta, 2018. Jawasreh, Zaid Haron Musa, Noraidah Sahari Ashaari, and Dahlila Putri Dahnil. “The
Acceptance of Braille Self-Learning Device.” International Journal on Advanced
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GRAPHE, 2001. Natalia, Desca Lidya, and Hanni Sofia. “Presiden Umumkan Kasus Infeksi Corona
Pertama Di Indonesia.” Antaranews.Com. Nugraha, Arie. “Rumah Ibadah Di Bandung Belum Ramah Bagi Disabilitas.”
Liputan6.Com. Prabowo, Dani. “Ada Yang Lebih Susah Dari Kita, Yaitu Penyandang Disabilitas.”
Kompas.Com. Radissa, Vanaja Syifa, Hery Wibowo, Sahadi Humaedi, and Maulana Irfan. “PEMENUHAN
KEBUTUHAN DASAR PENYANDANG DISABILITAS PADA MASA PANDEMI COVID-
19.” Focus : Jurnal Pekerjaan Sosial (2020). Rifai, Aldi Ahmad, and Sahadi Humaedi. “INKLUSI PENYANDANG DISABILITAS DALAM
SITUASI PANDEMI COVID-19 DALAM PERSPEKTIF SUSTAINABLE DEVELOPMENT
GOALS (SDGs).” Prosiding Penelitian dan Pengabdian kepada Masyarakat (2020). Salurante, Tony, Aprianus Moimau, and Filmon Berek. “Tujuan Penciptaan Sebagai Cara
Memahami Keberagaman Etika Dalam Kekristenan.” Jurnal Teologi Berita Hidup
(2021). Samuel, Kirk. A. Klasifikasi Kebutaan. USA, 1991. Santoso, Samuel. “Wawancara,” 2020. Simanjuntak, Ferry. Metode Penelitian. Bandung: Sekolah Tinggi Teologi Kharisma j
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Preimplantation genetic testing for Huntington disease: the perspective of one Portuguese center
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a Serviço de Genética, Departamento de Patologia, Faculdade de Medicina,
University of Porto, b Instituto de Investigação e Inovação em Saude, i3s,
Universidade do Porto, c Centro de Genética da Reprodução A. Barros,
d Departamento de Ginecologia-Obstetrícia e Pediatria, Faculdade de Medicina,
Serviço de Ginecologia e Obstétricia, Centro Hospitalar Universitário S. João,
Universidade do Porto, Porto, Portugal.
∗Corresponding author. Serviço de Genética, Departamento de Patologia,
Faculdade de Medicina, Universidade do Porto, Alameda Prof. Hernâni Monteiro,
4200-319 Porto, Portugal. E-mail address: filipac@med.up.pt (Filipa Carvalho).
Copyright © 2019 The Authors. Published by Wolters Kluwer Health, Inc. on
behalf of PBJ-Associação Porto Biomedical/Porto Biomedical Society. All rights
reserved.
This is an open-access article distributed under the Creative Commons
Attribution License 4.0 (CCBY), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited.
Porto Biomed. J. (2019) 4:5(e48)
Received: 12 March 2019 / Accepted: 4 July 2019
http://dx.doi.org/10.1097/j.pbj.0000000000000048 Original Article Original Article OPEN Abstract Background: Huntington disease (HD) is an autosomal dominant late-onset neurodegenerative disease caused by an unstable
cytosine-adenine-guanine trinucleotide repeat expansion in the huntingtin (HTT) gene. Preimplantation genetic testing (PGT) is a
diagnostic procedure available for these individuals, because they carry a high risk of transmitting this genetic condition to their
offspring. Methods: Information about 15 HD couples referred for PGT and 21 cycles performed from 2009 to 2018 was collected
retrospectively. PGT provide direct testing of embryos obtained after intracytoplasmic sperm injection, using polymerase chain
reaction multiplex as the genetic testing protocol. Results:PGT for HD was performed in 15 couples, with no history of previous attempts, in a total of 21 cycles. The mean number of
biopsied embryos per cycle was 4.9. The amplification efficiency in blastomeres was 87.4%. From the 90 amplified embryos, 32 were
normal and suitable for transfer. The mean number of transferred embryos per couple was 1.2. Overall, 3 positive human chorionic gonadotropin tests were obtained in 3 couples, resulting in 2 clinical pregnancies. The 2
ongoing clinical pregnancies had normal evolution, and culminated in 2 deliveries, resulting in the birth of 2 healthy children. Conclusions: PGT for HD is considered an effective and safe reproductive option for couples who are at risk of transmitting HD,
when proper genetic and reproductive counseling is warranted. D is considered an effective and safe reproductive option for couples who are at risk of transmitting HD,
eproductive counseling is warranted. Keywords: assisted reproductive technologies, embryo, Huntington, preimplantation genetic testing Preimplantation genetic testing for Huntington
disease: the perspective of one Portuguese center Diogo Ferreira, MDa, Berta Carvalho, MSca,b, Ana P. Neto, MSca,b, Joaquina Silva, MDc,
Ana M. Póvoa, MD, PhDb,d, Alberto Barros, MD, PhDa,b,c, Filipa Carvalho, PhDa,b,∗ ∗Corresponding author. Serviço de Genética, Departamento de Patologia,
Faculdade de Medicina, Universidade do Porto, Alameda Prof. Hernâni Monteiro,
4200-319 Porto, Portugal. E-mail address: filipac@med.up.pt (Filipa Carvalho). Porto Biomed. J. (2019) 4:5(e48) Methods All therapeutic procedures were done in accordance with the
National Ethical Committee and National Council for Assisted
Medical Reproduction. Informed consent was obtained from
both
partners
after
careful
explanation
of
the
treatment
technique. This study was approved by the Ethical Committee
from Centro Hospitalar S. João (Protocol n° 357/18). The mean number of biopsied embryos per cycle was 4.9. Laser
drilling was the preferred method for zona breaching, during
embryo biopsy. Embryos were biopsied at cleavage-stage, on day
3, and 1 or 2 blastomeres were retrieved for genetic analysis. Multiplex PCR was the genetic testing method used for DNA
amplification of each biopsied embryo. In average, 4.3 embryos
per PGT-M cycle obtained a positive signal in the PCR reaction
(Fig. 1). The amplification efficiency in blastomeres was 87.4%. From the 90 amplified embryos, 32 were genetically transferable,
whereas 58 were genetically not transferable (including mutated,
haploid, and inconclusive embryos) (Table 1). ADO was detected
in 3 embryos, from 3 different cycles. Couples obtained genetic and reproductive counseling by a
clinical geneticist before being referred for PGT-M. All patients
had normal karyotypes and were considered suitable candidates
for this procedure. Controlled ovarian hyperstimulation was done by a gonadotro-
pin releasing hormone agonist or antagonist protocol on female
patients. After this treatment, oocytes were collected by ultraso-
nography-guided follicular aspiration. Oocytes were fertilized by
intracytoplasmic sperm injection (ICSI), which is preferred to
conventional in vitro fertilization, because it prevents DNA
contamination with sperm and/or cumulus cells during embryo
biopsy. Embryo’s development was carefully evaluated every day. Embryos of type A (no anucleated fragmentation), type B (1%–
20% fragmentation), and type C (21%–50% fragmentation)
were biopsied in day 3 after ICSI. One (embryos with 6 cells) or 2
(embryos with 7 or more cells) blastomeres were removed from
each embryo. Controlled ovarian hyperstimulation was done by a gonadotro-
pin releasing hormone agonist or antagonist protocol on female
patients. After this treatment, oocytes were collected by ultraso-
nography-guided follicular aspiration. Oocytes were fertilized by
intracytoplasmic sperm injection (ICSI), which is preferred to
conventional in vitro fertilization, because it prevents DNA
contamination with sperm and/or cumulus cells during embryo
biopsy. Embryo’s development was carefully evaluated every day. Results From 2009 to 2018, fifteen HD couples were referred for PGT-M
for HD. Twenty-one cycles were performed and 6 couples
repeated the cycle once corresponding to a mean of 1.4 cycles per
couple. Mutation was paternally derived in 6 couples, whereas in
the other nine couples it was maternally derived corresponding to
a male:female ratio of carriers/at risk persons of 1:1.5. None of
these couples had a previous PGT-M attempt. The mean female
age at beginning of each cycle was 34.5 years (Table 1). The Department of Genetics in the Faculty of Medicine/Centro
Hospitalar Universitário São João has been the only Portuguese
public center, since 1998, performingthis technique. Since then, the
range of chromosomal disorders and monogenetic disorders for
which PGT is available has expanded worldwide. In 2009, for the
first time, it was performed PGT-M in an HD couple in Portugal. The main goal of this work was to provide an overview about
the uptake and outcome of PGT-M technique in HD couples, in
the perspective of a Portuguese public center. The Department of Genetics in the Faculty of Medicine/Centro
Hospitalar Universitário São João has been the only Portuguese
public center, since 1998, performingthis technique. Since then, the
range of chromosomal disorders and monogenetic disorders for
which PGT is available has expanded worldwide. In 2009, for the
first time, it was performed PGT-M in an HD couple in Portugal. One couple had a reported male infertility history and so the
sperm was obtained by Testicular Sperm Extraction. The main goal of this work was to provide an overview about
the uptake and outcome of PGT-M technique in HD couples, in
the perspective of a Portuguese public center. Following ovarian stimulation, the mean number of cumulus-
oocyte complexes retrieved per cycle was 9.5 (ranging from 3 to
19). Overall, a mean of 7.6 oocytes per cycle were considered
mature (metaphase II oocytes) and a mean of 5.6 oocytes were
successfully fertilized (Table 1). Methods In 13 cycles it was possible to perform embryo transfer, with 17
embryos being transferred (including a frozen-thawed embryo
transfer cycle from couple 8), corresponding to 14 transfers and a
mean number of transferred embryos per couple of 1.2 (in the
range 1–2). In some couples, although genetically transferable
embryos were available, the transfer was not performed due to
poor morphological quality of the embryos. Embryos of type A (no anucleated fragmentation), type B (1%–
20% fragmentation), and type C (21%–50% fragmentation)
were biopsied in day 3 after ICSI. One (embryos with 6 cells) or 2
(embryos with 7 or more cells) blastomeres were removed from
each embryo. Overall, 3 positive human chorionic gonadotropin (hCG) tests
were obtained in 3 couples, resulting in 2 clinical pregnancies. One of the positive hCG ended as an ectopic pregnancy and
termination of pregnancy (couple 13). The clinical pregnancy rate
was 14.3% per transfer. Amniocentesis confirmed PGT-M result
in 1 couple, whereas the other couple decided not to perform
prenatal diagnosis. There are different strategies to perform genetic analysis on
single cells, but the most widely procedure is a multiplex
polymerase chain reaction (PCR). In this protocol, amplification
of the disease-associated locus along with different informative
polymorphic markers, known as “short tandem repeats,” which
flank the mutated HTT gene is done (D4S1614, D4S412, D4S127,
and IVS-1 intronic marker). This strategy overcomes the potential
threat of ADO and allows the detection of contamination. The 2 ongoing clinical pregnancies had normal evolution, and
culminated in 2 deliveries (delivery rate/embryo transfer of
14.3%). The 2 cesarean sections deliveries resulted in the birth of
2 healthy children, 1 girl and 1 boy (Table 2). Before PCR amplification, blastomeres were lysed with
proteinase K by incubation at 45°C for 15minutes and then
98°C for 10minutes. Five sets of primers labelled with different
fluorochromes were used in multiplex PCR (Platinum Multiplex
PCR Master Mix, Applied Biosystems, Foster City, Califórnia,
USA) with the following PCR conditions: initial denaturation at
95°C for 2minutes and then 45 cycles with 95°C for 30seconds,
60°C for 90seconds, and 72°C for 60seconds. Final extension
was done at 60°C for 30minutes. The fluorescent PCR products
were separated based on their size and fluorochrome in an ABI
PRISM
3500
Genetic
Analyzer
and
analyzed
using
the
appropriate software (Genemapper, Applied Biosystems). Introduction 1 Ferreira et al Porto Biomed. J. (2019) 4:5 Porto Biomedical Journal Porto Biomedical Journal Ferreira et al Porto Biomed. J. (2019) 4:5 After genetic diagnosis, 1 or 2 unaffected embryos (without
expansion)andwithgoodmorphologicalqualitywereselectedand
transferred into the uterus, on blastocyst stage (day 5 post-ICSI). Despite its numerous advantages, this procedure presents some
risks and ethical and legal issues. It is technically complex and
misdiagnosis may occur due to allele drop-out (ADO), an event in
which one of the alleles is not properly amplified, and mosaicism,
in case the biopsied blastomere is not representative of the total
embryo. Main ethical problems relate to the moral status of the
human embryo, embryo manipulation via assisted reproductive
techniques, and eugenics.5 Introduction larger dimensions, due to a polyglutamine repeat in its structure. The elongated protein is fragmented in smaller toxic portions,
which attach to each other and accumulate in different tissues,
mainly in neurons, inducing their dysfunction and, ultimately,
their death. Huntington disease (HD) is an autosomal dominantly inherited,
late-onset neurodegenerative disease caused by a dynamic
mutation in the huntingtin (HTT) gene: an expanded cytosine-
adenine-guanine (CAG) triplet repeat.1HTT gene is responsible for
the synthesis of the huntingtin protein. Normally, the CAG
segment is repeated 10 to 35 times within the gene. In patients with
HDtheCAGsegmentisrepeated36to>120times.HDisobserved
at reduced penetrance for repeat ranging between 36 and 39 and at
full penetrance for repeat counts >40.2 Repeat length is not stable
during meiosis, and it can expand in the subsequent generations,
particularly when mutation is paternally derived. HD prevalence in Western Europe varies between 5 and 10 per
100,000, similar to what is observed in Portugal.3,4 Clinically, symptoms begin at age of 35 to 44 years and rapidly
progress, significantly affecting patients’ quality of life. CAG
repeat length is inversely correlated to age of onset. In fact,
juvenile HD, a variant form of HD in young adults, is
characterized by a large number of repeats, usually >60. Overall
survival stands at 15 to 18 years and there is no current effective
treatment.3 Normal HTT plays a vital role in brain development, being
mainly found in striatum and cerebral cortex. Mutated HTT has Preimplantation genetic testing (PGT) is performed for couples
at a high risk of transmitting a known genetic condition to their
offspring and allows the diagnosis of chromosomal structural
rearrangements (PGT-SR) and monogenic diseases (PGT-M). PGT-M is one of the reproductive options available for these
individuals,becausethere isa 50% risk of a carriertransmitting the
mutation to the offspring.4 It requires a multidisciplinary approach
by a team of experts in gynecology/obstetrics, embryology, and
medical genetics, which will follow the couple from the adequate
genetic counseling until the birth of a healthy child. PGT-M is an alternative to prenatal diagnosis, involving the
biopsy
and
genetic
testing
of
single
or
few
cells
from
preimplantation embryos and transfer of unaffected embryos
for the genetic condition being tested to the patient’s uterus. PGT-
M avoids the risk of induced abortion, the psychological burden
associated to termination of pregnancy, and it is the most suitable
option for couples with an increased genetic risk combined with
infertility. Discussion Reproductive options available for couples with genetic disorders
should be analyzed in each individual case, concerning their
advantages and disadvantages. Although prenatal diagnosis has
higher success rates, the possibility of termination of pregnancy in
case of an unfavorable result represents one of the major
concerns. Whether the introduction of PGT for HD has reduced
or not the use of prenatal diagnosis in these patients is an
interesting question, and should be studied in further inves-
tigations in our population. 2 Ferreira et al Porto Biomed. J. Discussion (2019) 4:5 www.portobiomedicaljournal.com Table 1
Preimplantation Genetic Testing-M cycles performed for Huntington disease couples Table 1
Preimplantation Genetic Testing-M cycles performed for Huntington disease couples
Couple
Clinical
cycle
Female
age,
(yr)
No
oocytes
No
MII oocytes
No
fertilized
oocytes
No
biopsied
embryos
No
amplified
embryos
No genetically
transferable
embryos
No genetically
not transferable
embryos
∗
No
embryos
transferred†
hCG
result
Clinical
pregnancy Delivery
1
1
29
10
9
8
8
8
4
4
0
2
1
36
7
5
4
4
4
1
3
1
–
–
No
2
37
8
6
4
4
4
1
3
1
–
–
No
3
1
34
7
5
5
5
5
3
2
1
–
–
No
2
35
12
9
3
2
2
1
1
0
4
1
35
5
4
3
3
3
1
2
0
5
1
35
4
3
3
2
2
2
0
2
+
+
Yes
6
1
33
5
3
3
3
3
0
3
0
7
1
37
14
12
4
3
2
1
1
0
8
1
38
13
12
9
8
0
0
0
0
2
39
11
10
9
7
7
4
3
1/1
–/–‡
–/–
No
9
1
36
13
11
8
8
6
2
4
1
–
–
No
2
37
10
7
6
6
5
1
4
1
–
–
No
10
1
32
19
12
11
10
10
4
6
2
+
+
Yes
11
1
33
13
11
4
3
3
0
3
0
12
1
36
9
8
5
5
5
2
3
2
–
–
No
2
37
3
3
1
1
1
1
0
1
–
–
No
13
1
29
12
10
7
7
7
2
5
1
+
–x
No
2
30
6
5
2
2
2
1
1
1
–
–
No
14
1
28
14
11
11
11
10
0
10
0
15
1
39
5
4
2
1
1
1
0
1
–
–
No
∗Mutated, haploid, and inconclusive embryos. † In some cycles, although genetically transferable embryos were available, the transfer was not performed due to poor morphological quality of the embryos. ‡ Frozen-thawed embryo transfer cycle. x Ectopic pregnancy. Discussion Table 1
Preimplantation Genetic Testing-M cycles performed for Huntington disease couples tion Genetic Testing-M cycles performed for Huntington disease couples PGT has specific indications and its implementation is
regulated by law and subject to the National Council for
Medically Assisted Procreation approval. One of the indications
accepted by law is HD. PGT is one of the available reproductive options for these couples, acknowledging the possibility of
analysis for the presence of the triplet expansion, and/or
genetically linked markers associated with the dynamic mutation,
in human embryos. Figure 1. Electropherogram of the multiplex PCR amplifying simultaneously the cytosine-adenine-guanine (CAG) repeat (red) and the polymorphic markers
D4S1614 (blue), D4S412 (blue), D4S127 (green), and IVS1-intronic marker (green). Figure 1. Electropherogram of the multiplex PCR amplifying simultaneously the cytosine-adenine-guanine (CAG) repeat (red) and the polymorphic markers
D4S1614 (blue), D4S412 (blue), D4S127 (green), and IVS1-intronic marker (green). 3 Ferreira et al Porto Biomed. J. (2019) 4:5 Porto Biomedical Journal Table 2
Clinical information of the 2 babies at birth
Baby 1
Baby 2
Couple
5
10
Sex
Male
Female
Delivery mode
Caesarian
Caesarian
Weight (g)
3045
3290
Height (cm)
48
50
Head circumference (cm)
34.5
35.5
Apgar score (1 min/5 min)
9/10
9/10 cycles. Increasing number of linked informative polymorphic
markers are being used, to reduce the risk of misdiagnosis. The mean number of transferred embryos per couple was 1.2
(ranging from 1 to 2), comparable with that found in the literature.8 The clinical pregnancy rate and the delivery rate were both
14.3% per embryo transfer, which significantly differs from what
is observed in our center for other pathologies and also depicted
in literature.7 One potential reason, which may explain this
difference, is the small sized PGT-M sample for HD in this study. The pregnancy rates of the Department of Genetics in the
Faculty of Medicine/Centro Hospitalar Universitário São João
are in accordance with international data on PGT pregnancy
rates for other pathologies. This analysis can be performed in 2 different modalities: direct
testing of embryos or exclusion testing. References The mean age of woman at beginning of the first cycle (34.5
years) was a bit higher than that reported in literature (32 years).7
This may be caused by the delay of Portuguese couples on
searching for these treatments, waiting list, or by the lack of
available information about PGT. [1] Sun YM, Zhang YB, Wu ZY. Huntington’s disease: relationship between
phenotype and genotype. Mol Neurobiol. 2017;54:342–348. [2] Novak MJ, Tabrizi SJ. Huntington’s disease: clinical presentation and
treatment. Int Rev Neurobiol. 2011;98:297–321. [3] Van Rij MC, De Rademaeker M, Moutou C, et al. Preimplantation
genetic diagnosis (PGD) for Huntington’s disease: the experience of three
European centres. Eur J Hum Genet. 2012;20:368–375. In our study, male:female ratio of HD carriers or at-risk
persons was 2:3, matching the 40:60 ratio reported for couples
opting for presymptomatic testing.3 [4] Associação Portuguesa de Doentes de Huntington. Hereditariedade [Web
page] Alvor: APDH; 2008. Available from: http://www.huntington-
portugal.com/hereditariedade. Accessed February 10, 2019. Although all couples were selected for ICSI procedure, most
parents who undergo PGT do not have fertility problems, except
1 couple with a reported male infertility history. None of the 15
couples have benefited on this technique in the past. [5] Teles NO. Diagnóstico genético pré-implantação – aspectos técnicos e
considerações éticas. Acta Med Port. 2011;24:987–996. [6] De Die-Smulders CE, De Wert GM, Liebaers I, et al. Reproductive options
for prospective parents in families with Huntington’s disease: clinical,
psychological and ethical reflections. Hum Reprod Update. 2013;19:
304–315. According to literature, day 3 cleavage stage embryo biopsy
remains the preferable biopsy method for PGT-M cycles,
although it may switch to day 5 biopsy in the very near future.7
In our study, 100% of embryos were biopsied in day 3 after ICSI. From the embryos successfully biopsed, 87.4% gave a
diagnostic result (vs 91%, from literature).7 Multiplex PCR
may
be
subjected
to
several
problems,
including
sample
contamination,
total
PCR
failure,
and
ADO. The
latter
phenomenon was detected in 3 (3.3%) embryos, from 3 different According to literature, day 3 cleavage stage embryo biopsy
remains the preferable biopsy method for PGT-M cycles,
although it may switch to day 5 biopsy in the very near future.7
In our study, 100% of embryos were biopsied in day 3 after ICSI. [7] De Rycke M, Goossens V, Kokkali G, et al. ESHRE PGD Consortium
data collection XIV-XV: cycles from January 2011 to December 2012
with pregnancy follow-up to October 2013. Acknowledgements None. The authors report no conflicts of interest. The authors report no conflicts of interest. Conflicts of interest Our main results on PGT cycles for HD patients were
compared to those internationally published, although we were
aware on implications of working on different sample sizes. Discussion The latter is not approved
in Portugal, but it is performed in other European centers, when
couple decided not to be informed about their HD carrier status,
and do not want to be subjected to presymptomatic testing.6 Despite the reported differences, we concluded that PGT-M for
HD is considered an effective and safe reproductive option for
couples who are at risk of transmitting HD, when proper genetic
and reproductive counseling is warranted. European Society of Human Reproduction and Embryology
PGT Consortium, established in 1997, collects, retrospectively
and prospectively, data on PGT cycles, pregnancies, deliveries,
and children. The later published report, covering monogenetic
diseases, HLA typing, and chromosome abnormalities, docu-
mented cycles performed from 2011 to 2012. References Hum Reprod. 2017;32:
1974–1994. y
y
p
y
From the embryos successfully biopsed, 87.4% gave a
diagnostic result (vs 91%, from literature).7 Multiplex PCR
may
be
subjected
to
several
problems,
including
sample
contamination,
total
PCR
failure,
and
ADO. The
latter
phenomenon was detected in 3 (3.3%) embryos, from 3 different From the embryos successfully biopsed, 87.4% gave a
diagnostic result (vs 91%, from literature).7 Multiplex PCR
may
be
subjected
to
several
problems,
including
sample
contamination,
total
PCR
failure,
and
ADO. The
latter
phenomenon was detected in 3 (3.3%) embryos, from 3 different [8] Van Rij MC, De Koning Gans PA, Van Belzen MJ, et al. The uptake and
outcome
of
prenatal
and
pre-implantation
genetic
diagnosis
for
Huntington’s disease in the Netherlands (1998–2008). Clin Genet. 2014;85:87–95.
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https://openalex.org/W2508045367
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https://europepmc.org/articles/pmc4981397?pdf=render
|
English
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Action Sport Cameras as an Instrument to Perform a 3D Underwater Motion Analysis
|
PloS one
| 2,016
|
cc-by
| 8,731
|
Gustavo R. D. Bernardina1*, Pietro Cerveri2, Ricardo M. L. Barros3, João C. B. Marins1,
Amanda P. Silvatti1 1 Department of Physical Education, Universidade Federal de Viçosa, Minas Gerais, Brasil, 2 Department of
Electronics, Information and Bioengineering, Politecnico di Milano, Milan, Itália, 3 Faculty of Physical
Education, Universidade Estadual de Campinas, São Paulo, Brasil a1111 * gustavordalla@gmail.com * gustavordalla@gmail.com Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. Funding: RMLB received funding from Fundação de
Amparo à Pesquisa do Estado de São Paulo (São
Paulo Research Foundation) (www.fapesp.br)
through Award Numbers 00/1293-1, 2006/02403-1,
and 2009/09359-6. RMLB and APS received funding
from Conselho Nacional de Desenvolvimento
Científico e Tecnológico (National Counsel of
Technological and Scientific Development) (www. cnpq.br) through Award Numbers 473729/2008-3,
304975/2009-5, 478120/2011-7, 234088/2014-1, and
481391/2013-4. GRDB and this study received RESEARCH ARTICLE Abstract Action sport cameras (ASC) are currently adopted mainly for entertainment purposes but
their uninterrupted technical improvements, in correspondence of cost decreases, are
going to disclose them for three-dimensional (3D) motion analysis in sport gesture study
and athletic performance evaluation quantitatively. Extending this technology to sport analy-
sis however still requires a methodologic step-forward to making ASC a metric system,
encompassing ad-hoc camera setup, image processing, feature tracking, calibration and
3D reconstruction. Despite traditional laboratory analysis, such requirements become an
issue when coping with both indoor and outdoor motion acquisitions of athletes. In swim-
ming analysis for example, the camera setup and the calibration protocol are particularly
demanding since land and underwater cameras are mandatory. In particular, the underwa-
ter camera calibration can be an issue affecting the reconstruction accuracy. In this paper,
the aim is to evaluate the feasibility of ASC for 3D underwater analysis by focusing on cam-
era setup and data acquisition protocols. Two GoPro Hero3+ Black (frequency: 60Hz;
image resolutions: 1280×720/1920×1080 pixels) were located underwater into a swimming
pool, surveying a working volume of about 6m3. A two-step custom calibration procedure,
consisting in the acquisition of one static triad and one moving wand, carrying nine and one
spherical passive markers, respectively, was implemented. After assessing camera param-
eters, a rigid bar, carrying two markers at known distance, was acquired in several positions
within the working volume. The average error upon the reconstructed inter-marker dis-
tances was less than 2.5mm (1280×720) and 1.5mm (1920×1080). The results of this study
demonstrate that the calibration of underwater ASC is feasible enabling quantitative kine-
matic measurements with accuracy comparable to traditional motion capture systems. Editor: Roi Gurka, Coastal Carolina University,
UNITED STATES Editor: Roi Gurka, Coastal Carolina University,
UNITED STATES
Received: March 4, 2016
Accepted: July 20, 2016
Published: August 11, 2016
Copyright: © 2016 Bernardina et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any
medium, provided the original author and source are
credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information files. OPEN ACCESS Citation: Bernardina GRD, Cerveri P, Barros RML,
Marins JCB, Silvatti AP (2016) Action Sport Cameras
as an Instrument to Perform a 3D Underwater Motion
Analysis. PLoS ONE 11(8): e0160490. doi:10.1371/
journal.pone.0160490 Action Sport Cameras as an Instrument to
Perform a 3D Underwater Motion Analysis Gustavo R. D. Bernardina1*, Pietro Cerveri2, Ricardo M. L. Barros3, João C. B. Marins1,
Amanda P. Silvatti1 ASC to Perform a 3D Underwater Motion Analysis rehabilitation [8–9] and clinics [10–11]. However, optoelectronics and electromagnetic devices,
mainly devoted to laboratory analysis, feature high costs and are not designed for both outdoor
and underwater usage. Qualisys company distributes a video-based commercial system [12],
specifically designed for underwater measurements using devoted illumination to enhance
image quality. However, cameras still demand cables and the system is very expensive. funding from Coordenação de Aperfeiçoamento de
Pessoal de Nível Superior (Brazilian Federal Agency
for Support and Evaluation of Graduation Education)
(www.capes.gov.br) through Award Numbers 2011/
10-7 and 08/2014. APS received funding from
Fundação de Amparo à Pesquisa de Minas Gerais
(Minas Gerais Research Foundation) (www.fapemig. br) through Award Number PEE-00596-14. The
funders had no role in study design, data collection
and analysis, decision to publish, or preparation of
the manuscript. An alternative video-based technology is represented by action sport cameras (ASC), which
are currently used mainly for recreational purposes. Their uninterrupted technical improve-
ments, in terms of image resolution and capture frequency, in correspondence of a cost
decrease, are enabling them to sport gesture study and athletic performance evaluation [13–
17]. Recent works in the literature described the application of ASC for two-dimensional (2D)
analysis [18–21]. Extending this technology for three-dimensional (3D) sport analysis using
multiple cameras, however, still requires a methodologic step-forward to making ASC a metric
system, encompassing ad-hoc camera setup, synchronization of the acquisitions, and devoted
calibration protocols. Competing Interests: The authors have declared
that no competing interests exist. In swimming motion analysis for example, the camera setup is particularly demanding as
the athletic gesture develops both in air and underwater concurrently. ASC manufacturers par-
tially addressed this issue by developing different accessories, especially designed for underwa-
ter usage, as waterproof housings and support with suction cups to secure the cameras to the
wall of the swimming pool. From an operational point of view, camera calibration represents a
bottleneck to the development of video-based underwater motion analysis systems because of
two main issues. First, the 3D reconstruction of the complete athletic gesture requires the cali-
bration of both air and underwater cameras and a coordinate system registration in between
them. At present time however, there are no standardized protocols available. Second, under-
water calibration can require specific solutions addressing water disturbance of the image qual-
ity to ensure high reconstruction accuracy. In order to achieve high accurate 3D underwater movement analysis, our group already
addressed some critical points related mainly to underwater camera calibration. Using indus-
trial cameras, we showed that the accuracy results of the wand-based and 2D plate-based cali-
bration methods were less associated to the testing tool position in the working volume and
provided better accuracy than the graduated rod-based calibration with nonlinear DLT [22]. The main advantage of using wand-based calibration was the equalization of the reconstruction
error across the working volume, ensured by the bundle adjustment of the camera parameters. In contrast, 2D plate-based calibration led to an unregistered camera network as each camera
was calibrated separately. However, 2D plate-based calibration was less sensitive to water qual-
ity than wand-based. In the [23], we applied wand-based underwater calibration to reconstruct
with high accuracy the hand trajectory of four swimmers during front-crawl, breaststroke and
butterfly styles. In this paper, the underwater wand-based calibration procedure was applied to the ASC. Experimentally, two cameras were submerged into a swimming pool and located steady at the
corners of a working volume of about 6m3. The measurement protocol encompassed calibra-
tion and testing acquisitions to compute camera parameters and evaluate the reconstruction
accuracy, respectively, with two different image resolutions. The effect of a set of calibration
data acquisition strategies, on the 3D accuracy, was investigated. Introduction Motion capture systems are traditionally adopted to reconstruct the movements of animals
and humans in different applications such as biomechanics [1–2], sport gesture analysis [3–7], PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 1 / 14 NE | DOI:10.1371/journal.pone.0160490
August 11, 201 Materials and Methods
Instruments The data acquisition was performed in a swimming pool. Two action sport cameras with water-
proof housings (GoPro, Hero3+, Black Edition1 / USA), were fixed on the wall of the swimming 2 / 14 PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 ASC to Perform a 3D Underwater Motion Analysis pool (see Fig 1). The view angle and acquisition frequency were 127° and 60Hz, respectively. Two different image resolutions were investigated, namely 1280×720 (LOWRES) and
1920×1080 (HIGHRES) pixels. In order to synchronize the cameras, we used the Wi-Fi remote
GoPro control (see Fig 1B). After acquisition, the videos were converted to AVI movie format in
the GoPro studio software. Calibration quality The calibration quality was evaluated by the accuracy of 3D reconstruction in both image reso-
lutions (HIGHRES and LOWRES). We used five acquisitions of the rigid bar, carrying two
markers at known distance (dn: 250 mm), moved within the working volume during 15 seconds
(Fig 1C). The wand was manufactured by CNC machine ensuring a marker positioning accu-
racy of about 10μm. In order to describe the 3D accuracy of ASC the following quantities were
calculated for each trial: a) mean value of the marker distance; b) the standard deviation of the
distance distribution; c) the mean absolute error (difference between the nominal and the mea-
sured marker distances); d) the percentage accuracy (the ratio between the absolute accuracy
and the maximum diagonal of the working volume) [27]. The error distributions for HIGHRES
and LOWRES were compared using a non-parametric test (Wilcoxon rank sum) with a signifi-
cance of 1%. The calibration quality was also evaluated in laboratory and were compared to
the underwater condition, using same camera setup (two cameras, HIGHRES and LOWRES,
60Hz, camera position) and calibration protocol (triad and wand tools). Camera calibration procedure The wand-based calibration method consists in the acquisition of one static (a triad structure)
and one moving (a wand structure) tool, carrying nine and one spherical passive markers,
respectively. One waterproof orthogonal triad structure (1×1×1m) was built by a computer
numerical control machine (CNC) screwing onto it nine spherical black markers (;: 35 mm) in
known positions (10μm accuracy). The triad was located at the floor of the swimming pool, in
the center of the working volume (1×4×1.5m3) and acquired for 5 seconds (see Fig 1A). 2D
marker segmentation in videos and centroid computation were performed using “Dvideo” soft-
ware [24]. 2D data of triad markers were used to assess the initial intrinsic and extrinsic param-
eters of the cameras, using DLT method disregarding optical distortions [22], and define the
origin and orientation of the working volume. In order to refine the camera parameters, also
ensuring nonlinear optical distortion correction [25], a wand, carrying one spherical marker
located at its extremity, was moved in the working volume, during about 20 seconds. “Dvideo”
software was used again to track the marker in the image sequence of the two cameras. Four
hundred useful video frames were used into a bundle adjustment nonlinear optimization, using
control points with both known (triad markers) and unknown (wand marker) 3D coordinates
[26]. The bundle adjustment iteratively estimates the parameters of all the cameras along with
the unknown 3D marker coordinates by minimizing the 2D projection error (measured vs pre-
dicted by the camera model) on the images. The optical distortion was taken into account by
adding one radial parameter into the camera model (Fig 2). Calibration dependability Since the calibration quality can be affected by the performed wand acquisition movement
[26], we evaluated the camera dependability testing three different acquisitions, namely zig-zag
(M1), circular (M2) and up and down (M3). For this test, we used the high image resolution. As far as M1 is concerned, the operator was instructed to well cover all the camera field of
view. In the M2 wand movement, the operator was instructed to perform circular movements 3 / 14 PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 ASC to Perform a 3D Underwater Motion Analysis Fig 1. A) Calibration tools. B) Action sport cameras (GoPro, Hero3+, Black). C) Rigid bar used to 3D
reconstruction accuracy evaluation. D) Camera position and acquisition volume. doi:10.1371/journal.pone.0160490.g001 Fig 1. A) Calibration tools. B) Action sport cameras (GoPro, Hero3+, Black). C) Rigid bar used to 3D
reconstruction accuracy evaluation. D) Camera position and acquisition volume. doi:10.1371/journal.pone.0160490.g001 doi:10.1371/journal.pone.0160490.g001 within the working volume. In M3, the operator was instructed to move up-down the wand
within the working volume. In addition, we evaluated whether to add an inter-marker distance
constraint into the bundle adjustment (two-marker in the wand tool) could result in an
improvement of the 3D reconstruction accuracy. Operatively, five different calibration tests
(see Fig 3), explicitly M1-1 (one marker with zig-zig movement), M2-1 (one marker with circu-
lar movement), M3-1 (one marker with up-down), M1-2 (two markers with zig-zig movement)
and M2-2 (two markers with circular movement), were performed. The quality of all the five
calibrations was assessed again by reconstructing the distance between the markers of the test
rigid bar moved within the working volume during about 20s. within the working volume. In M3, the operator was instructed to move up-down the wand
within the working volume. In addition, we evaluated whether to add an inter-marker distance
constraint into the bundle adjustment (two-marker in the wand tool) could result in an
improvement of the 3D reconstruction accuracy. Operatively, five different calibration tests
(see Fig 3), explicitly M1-1 (one marker with zig-zig movement), M2-1 (one marker with circu-
lar movement), M3-1 (one marker with up-down), M1-2 (two markers with zig-zig movement)
and M2-2 (two markers with circular movement), were performed. The quality of all the five
calibrations was assessed again by reconstructing the distance between the markers of the test
rigid bar moved within the working volume during about 20s. Calibration quality In the five repeated calibrations, the reconstruction error was below 2.6mm for both image res-
olutions. In Table 1, we listed mean of the distance between the markers, standard deviation
and mean absolute errors (bias) of the five trials of the dynamic rigid bar test (2 markers). As expected, the bias of HIGHRES was lower (1.28mm) than that of LOWRES (2.41mm). The two error distributions were statistically (p-value<0.0001) different (see Fig 4). For com-
parison, the 3D reconstruction in laboratory using HIGHRES and LOWRES led to a mean
absolute error of 1.56mm and 1.67mm, respectively. In the five repeated calibrations, the reconstruction error was below 2.6mm for both image res-
olutions. In Table 1, we listed mean of the distance between the markers, standard deviation
and mean absolute errors (bias) of the five trials of the dynamic rigid bar test (2 markers). As expected, the bias of HIGHRES was lower (1.28mm) than that of LOWRES (2.41mm). The two error distributions were statistically (p-value<0.0001) different (see Fig 4). For com-
parison, the 3D reconstruction in laboratory using HIGHRES and LOWRES led to a mean
absolute error of 1.56mm and 1.67mm, respectively. Calibration dependability In order to analyze how the wand movement type and the number of markers affected the
calibration dependability, we calculated the minimum, mean and maximum value of the dis-
tance between the markers, the standard deviation and the mean absolute error, in all the five
acquisition protocols (M1-1, M2-1, M3-1, M1-2 and M2-2). The five distance error distribu-
tions were statistically analyzed by using a non-parametric test (Kruskal-Wallis) with a post-
hoc (Tukey: p-value<0.05) (Matlab1 2012). PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 Calibration dependability There was a significant difference (p<0.001) among the five different calibrations (Table 2). Since the movement M1 spread more the working volume, we found the best accuracy results
in M1-1 (1.17 mm) and M1-2 (1.28 mm). PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 4 / 14 ASC to Perform a 3D Underwater Motion Analysis Fig 2. Schematic workflow of the two-stage camera calibration for a generic number of cameras. doi:10.1371/journal.pone.0160490.g002 Fig 2. Schematic workflow of the two-stage camera calibration for a generic number of cameras. doi:10 1371/journal pone 0160490 g002 Fig 2. Schematic workflow of the two-stage camera calibration for a generic number of cameras. doi:10.1371/journal.pone.0160490.g002 doi:10.1371/journal.pone.0160490.g002 PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 5 / 14 ASC to Perform a 3D Underwater Motion Analysis Fig 3. Three different calibration wand movements to evaluate the calibration dependability. doi:10.1371/journal.pone.0160490.g003 Fig 3. Three different calibration wand movements to evaluate the calibration dependability. doi:10.1371/journal.pone.0160490.g003 doi:10.1371/journal.pone.0160490.g003 No significant difference was found when we compared M1 movement using or not the dis-
tance constraints (Table 2). When the movement did not spread systematically the working
volume (M2), the usage of the distance constraint in the bundle calibration improved signifi-
cantly the accuracy of results (M2-1 = 1.80mm, M2-2 = 1.47mm, p<0.001). M3-1 acquisition
protocol (non-systematic movement and one marker wand) yielded the worst reconstruction
error (2.63mm). As noticed, when considering M1-2 and M2-2 (different movements but with
bar length constraint), no statistical difference was found. Discussion Performing 3D kinematic analysis in sports, as in the case of swimming, requires high recon-
struction accuracy. The usage of nonlinear camera calibration was reported to improve the
accuracy results found in laboratory conditions [25, 28, 29]. Reconstruction errors, ranging
from 0.58 to about 1mm, were obtained when using optoelectronic systems and industrial cam-
eras [15, 30, 23]. The reconstruction accuracy of ASC (wide-angle lenses—GoPro) was evalu-
ated out of water conditions obtaining 10mm error in correspondence of a linear camera
model [31]. In the same paper, the authors reported that the accuracy increased by five times
(2mm) when adopting a nonlinear camera model. This last result is in agreement with our
GoPro laboratory test (cfr. Table 1). namic rigid bar test (HIGHRES and LOWRES). Nominal distance dn between the two markers: 250mm. Table 1. Results of the 5 trials of dynamic rigid bar test (HIGHRES and LOWRES). Nominal distance dn between the two markers: 250mm. Trial
Mean ± SD (mm)
Mean Absolute Error (mm)
Error related to volume size
HIGHRES
LOWRES
HIGHRES
LOWRES
HIGHRES
LOWRES
1
249.95±1.81
248.0±1.70
1.36
2.22
1:3000
1:5200
2
250.27±1.67
247.8±1.30
1.29
2.28
1:3000
1:5300
3
249.91±1.55
247.86±1.78
1.22
2.37
1:3000
1:5500
4
250.11±1.71
247.51±1.78
1.35
2.63
1:3000
1:6100
5
250.04±1.48
247.60±1.65
1.19
2.55
1:3000
1:6000
Land
248.53±1.08
248.56±1.40
1.56
1.67
1:3600
1:3800
doi:10 1371/journal pone 0160490 t001 Table 1. Results of the 5 trials of dynamic rigid bar test (HIGHRES and LOWRES). Nominal distance dn betwe Table 1. Results of the 5 trials of dynamic rigid bar test (HIGHRES and LOWRE PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 6 / 14 ASC to Perform a 3D Underwater Motion Analysis Fig 4. The histograms of the residual error distribution (cumulated over the five trials) for HIGHRES
(1920–1080) and LOWRES (1280–720). The average values were 1.28 and 2.41mm, respectively. doi:10.1371/journal.pone.0160490.g004 Fig 4. The histograms of the residual error distribution (cumulated over the five trials) for HIGHRES
(1920–1080) and LOWRES (1280–720). The average values were 1.28 and 2.41mm, respectively. doi:10.1371/journal.pone.0160490.g004 doi:10.1371/journal.pone.0160490.g004 Underwater 3D analysis, based on cumbersome calibration structure and linear camera
models, using traditional video-based systems, provided a reconstruction error higher than
5mm [32–35]. In [22], it was shown that underwater camera calibration using industrial cam-
eras and nonlinear camera model, improves on average the reconstruction accuracy up to Table 2. ASC to Perform a 3D Underwater Motion Analysis 1mm across a working volume of about 7m3. This result was comparable with the values (2mm
at 10m distance) reported by commercial systems devoted to 3D underwater analysis [12]. In the light of such prior results, the present study evaluated the reconstruction accuracy of
underwater ASC calibrated using the wand method with a nonlinear camera model encom-
passing optical distortions [22]. We found that the average error upon the reconstructed inter-
marker distances was less than 1.5mm (HIGHRES underwater and Land) on average across
the whole working volume of about 6m3, comparable with the values reported in our previous
work [22], with reconstruction errors reported in [36] using GoPro cameras and in [12] using
the Oqus-Underwater system. As far as the calibration dependability is concerned, the wand calibration movement, as
expected, affected the reconstruction accuracy results. As shown (cfr. Table 2), spreading the
wand systematically across the whole working volume (M1), led to the best accuracy results. The M3 protocol, featuring up-down wand movements without any systematic control, led in
contrast to the poorest results. Circular movement (M2), while not systematically covering the
entire working volume, ensured accuracy results less than 2mm, nonetheless worse than the
results obtained with M1. The analysis of the calibration dependability related to the number
of markers upon the calibration wand showed that one marker is sufficient when it is acquired
well spread within the whole working volume. We point out that the use of two markers (dis-
tance constraint) can improve the reconstruction accuracy making the result less dependent on
the wand movement performed by the operator (see Table 2: M1-2 vs M2-2). Based on these
considerations, we can argue that the wand-based calibration makes ASC suitable competitive
to industrial cameras for underwater motion analysis. Some limits of the present study must be however discussed. First, we performed an evalua-
tion of the potentiality of ASC in terms of calibration setup and reconstruction accuracy, disre-
garding the environmental issues relative to underwater conditions. For instance, the image
contrast, which can be affected by the illumination of swimming pool, and the water distur-
bance, which is directly related to the speed of the swimmer, deteriorate the marker detection
quality on the images (see Fig 5). Such environmental issues demand therefore specific testing
to evaluate their effects on the 3D reconstruction accuracy. PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 Discussion Minimum, mean and maximum inter-marker distance, averaged across 5 trials and the corresponding mean absolute error (dn: 250mm). M1-1 (one marker with zig-zig movement); M2-1 (one marker with circular movement); M3-1 (one marker with up-down); M1-2 (two markers with zig-zig
movement); M2-2 (two markers with circular movement). The post-hoc comparison results were reported (*p<0.05). Table 2. Minimum, mean and maximum inter-marker distance, averaged across 5 trials and the corresponding mean absolute error (dn: 250mm). M1-1 (one marker with zig-zig movement); M2-1 (one marker with circular movement); M3-1 (one marker with up-down); M1-2 (two markers with zig-zig
movement); M2-2 (two markers with circular movement). The post-hoc comparison results were reported (*p<0.05). Calibration
Distance (mm)
Mean Absolute Error (mm)
Post-hoc comparison
p-value
Minimum
Mean
Maximum
M1-1
249.31
249.43
249.55
1.17
M1-2
0.08
M2-1
0.000*
M2-2
0.01*
M3-1
0.000*
M1-2
249.07
249.15
249.23
1.28
M2-1
0.000*
M2-2
0.06
M3-1
0.000*
M2-1
248.57
248.60
248.67
1.80
M2-2
0.000*
M3-1
0.000*
M2-2
248.89
248.95
249.08
1.47
M3-1
0.000*
M3-1
247.92
248.13
248.29
2.63
doi:10.1371/journal.pone.0160490.t002 Table 2. Minimum, mean and maximum inter-marker distance, averaged across 5 trials and the correspond
M1-1 (one marker with zig-zig movement); M2-1 (one marker with circular movement); M3-1 (one marker with up-do
movement); M2-2 (two markers with circular movement). The post-hoc comparison results were reported (*p<0.05) er-marker distance, averaged across 5 trials and the corresponding mean absolute error (dn: 250mm). 1 (one marker with circular movement); M3-1 (one marker with up-down); M1-2 (two markers with zig-zig
ovement). The post-hoc comparison results were reported (*p<0.05). PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 7 / 14 We plan to perform a systematic
analysis of this effect in future works. Second, the issue relative to the 3D kinematic analysis underwater is concerning the marker
protocol utilized to compute the absolute and angular kinematics. While increasing the num-
ber of markers ensures a better body segment definition, marker labeling and tracking proce-
dures complicate and the swimmer performance would be greater affected by water drag
increase [37]. In order to avoid it, the use of crosses or circles drawn on the swimmer skin was
proposed [38]. Alternatively, a complete markerless approach could be applied as described in
[39–40]. However, the segmentation of the complete swimmer silhouette on the images
demand a complex network of camera with an enhanced underwater illumination to increase
swimmer-to-water contrast [40]. Third, we did not perform an extensive evaluation of the role of the GoPro acquisition setup
(image resolution, acquisition frequency and view angle of the camera). In this work, we aimed
at studying the calibration accuracy for a typical size of the working volume ensuring at least
one complete front crawl cycle. Arranging a 6m working volume wide and camera-to-working
volume distance of about 3m required a camera view angle of about 130°. The only option
from GoPro setup to cope with such demands was “medium”, featuring a view angle of 127°. With this camera setup we had available 24Hz, 30Hz, 48Hz and 60Hz frequencies. In order to
cope with typical swimmer speed we choose 60Hz. A more systematic comparison among dif-
ferent setup, allowed by GoPro (resolution, view angle and acquisition frequency), will be the
subject of future evaluations. 8 / 14 PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 ASC to Perform a 3D Underwater Motion Analysis Fig 5. Two instants of the front-crawl swim cycle surveyed by two cameras. The swimmer is equipped with surface markers attached to the
right arm. This real condition elucidates how poor image contrast and water disturbance can complicate the automatic marker detection on the
image and tracking analysis, affecting the accuracy of the 3D kinematic analysis. Fig 5. Two instants of the front-crawl swim cycle surveyed by two cameras. The swimmer is equipped with surface markers attached to the
right arm. This real condition elucidates how poor image contrast and water disturbance can complicate the automatic marker detection on the
image and tracking analysis, affecting the accuracy of the 3D kinematic analysis. Conclusions This article was conceived to mainly demonstrate the feasibility of the quantitative 3D mea-
surements underwater using action sport cameras. We showed that, by endowing action sport
cameras with an opportune calibration methodology (handy tools and bundle adjustment),
they can be made an accurate metric system. Compared to optoelectronic devices, especially
designed for 3D motion analysis, this technology features low cost, reduced size, high portabil-
ity, wireless facility and waterproof housings. Swimming, underwater gait, water aerobics,
water polo are relevant potential applications for such an emerging technology. doi:10.1371/journal.pone.0160490.g005 doi:10.1371/journal.pone.0160490.g005 Fourth, we did not consider wearable technology for benchmark comparison. Especially,
inertial-magnetic measurements units (IMMUs) have been recently proposed in the literature
for underwater kinematic analysis [41]. While being in principle plug & play as they are wire-
less, these sensors can affect the swimmer performance due to the drag effect, which is aug-
mented as the swimmer speed increases. It has to be pointed out that the drag causes for
instance vibrations of the sensors, affecting the quality of the kinematic measure. In addition,
to ensure underwater wireless data transmission, high capacity batteries are mandatory to cope
with power consumption, increasing the size of the wearable devices. Supporting Information This
is the 2D coordinates of the second rigid bar test acquisition, carrying two markers at known
distance. File S. This is the Trial_3. This is the 2D coordinates of the third rigid bar test acqui-
sition, carrying two markers at known distance. File T. This is the Trial_4. This is the 2D coor-
dinates of the fourth rigid bar test acquisition, carrying two markers at known distance. File U. This is the Trial_5. This is the 2D coordinates of the fifth rigid bar test acquisition, carrying
two markers at known distance. File V. This is the MotionSequence3D_Trial_1. This is the
3D coordinates of the first rigid bar test acquisition. File W. This is the MotionSequence3D_
Trial_2. This is the 3D coordinates of the second rigid bar test acquisition. File X. This is the
MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test acquisition. File Y. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the fourth
rigid bar test acquisition. File Z. This is the MotionSequence3D_Trial_5. This is the 3D
coordinates of the fifth rigid bar test acquisition. S1.1.2_Land > S1.1.2.1_Highres >
S1.1.2.1.1_Calibration > File AA. This is the BUNDLE_CameraParameters. This is the
camera calibration parameters. File AB. This is the Triad. This is the 2D coordinates of the
waterproof orthogonal triad structure carrying nine spherical black markers. File AC. This is
the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical
black marker. S1.1.2.1.2_Accuracy > File AD. This is the Trial_Land. This is the 2D coordi-
nates of the first rigid bar test acquisition, carrying two markers at known distance. File AE. This is the MotionSequence3D_Land. This is the 3D coordinates of the first rigid bar test
acquisition, carrying two markers at known distance. S1.1.2.2_Lowres > S1.1.2.2.1_Calibra-
tion File AF. This is the BUNDLE_CameraParameters. This is the camera calibration
parameters. File AG. This is the Triad. This is the 2D coordinates of the waterproof orthogo-
nal triad structure carrying nine spherical black markers. File AH. This is the WandCalibra-
tion. This is the 2D coordinates of the wand structure carrying one spherical black marker. S1.1.2.2.2_Accuracy > File AI. This is the Trial_Land. This is the 2D coordinates of the first
rigid bar test acquisitions, carrying two markers at known distance. File AJ. This is the is the camera calibration parameters. File B. This is the Triad. Supporting Information This is the 2D coordinates of the second rigid bar test acquisition, carrying two mark-
ers at known distance. File F. This is the Trial_3. This is the 2D coordinates of the third rigid
bar test acquisition, carrying two markers at known distance. File G. This is the Trial_4. This
is the 2D coordinates of the fourth rigid bar test acquisition, carrying two markers at known
distance. File H. This is the Trial_5. This is the 2D coordinates of the fifth rigid bar test acqui-
sition, carrying two markers at known distance. File I. This is the MotionSequence3D_Trial_
1. This is the 3D coordinates of the first rigid bar test acquisition. File J. This is the MotionSe-
quence3D_Trial_2. This is the 3D coordinates of the second rigid bar test acquisition. File K. This is the MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test
acquisition. File L. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the
fourth rigid bar test acquisition. File M. This is the MotionSequence3D_Trial_5. This is the
3D coordinates of the fifth rigid bar test acquisition. S1.1.1.2_Lowres > S1.1.1.2.1_Calibra-
tion > File N. This is the BUNDLE_CameraParameters. This is the camera calibration
parameters. File O. This is the Triad. This is the 2D coordinates of the waterproof orthogonal
triad structure carrying nine spherical black markers. File P. This is the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical black marker. S1.1.1.2.2_Accuracy > File Q. This is the Trial_1. This is the 2D coordinates of the first rigid
bar test acquisition, carrying two markers at known distance. File R. This is the Trial_2. This
is the 2D coordinates of the second rigid bar test acquisition, carrying two markers at known
distance. File S. This is the Trial_3. This is the 2D coordinates of the third rigid bar test acqui-
sition, carrying two markers at known distance. File T. This is the Trial_4. This is the 2D coor-
dinates of the fourth rigid bar test acquisition, carrying two markers at known distance. File U. This is the Trial_5. This is the 2D coordinates of the fifth rigid bar test acquisition, carrying
two markers at known distance. File V. This is the MotionSequence3D_Trial_1. This is the
3D coordinates of the first rigid bar test acquisition. File W. This is the MotionSequence3D_
Trial_2. Supporting Information S1 Supporting Information. S1.1_Calibration Quality > S1.1.1_Underwater > S1.1.1.1_
Highres > S1.1.1.1.1_Calibration > File A. This is the BUNDLE_CameraParameters. This PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 9 / 14 ASC to Perform a 3D Underwater Motion Analysis is the camera calibration parameters. File B. This is the Triad. This is the 2D coordinates of
the waterproof orthogonal triad structure carrying nine spherical black markers. File C. This is
the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical
black marker. S1.1.1.1.2_Accuracy > File D. This is the Trial_1. This is the 2D coordinates of
the first rigid bar test acquisition, carrying two markers at known distance. File E. This is the
Trial_2. This is the 2D coordinates of the second rigid bar test acquisition, carrying two mark-
ers at known distance. File F. This is the Trial_3. This is the 2D coordinates of the third rigid
bar test acquisition, carrying two markers at known distance. File G. This is the Trial_4. This
is the 2D coordinates of the fourth rigid bar test acquisition, carrying two markers at known
distance. File H. This is the Trial_5. This is the 2D coordinates of the fifth rigid bar test acqui-
sition, carrying two markers at known distance. File I. This is the MotionSequence3D_Trial_
1. This is the 3D coordinates of the first rigid bar test acquisition. File J. This is the MotionSe-
quence3D_Trial_2. This is the 3D coordinates of the second rigid bar test acquisition. File K. This is the MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test
acquisition. File L. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the
fourth rigid bar test acquisition. File M. This is the MotionSequence3D_Trial_5. This is the
3D coordinates of the fifth rigid bar test acquisition. S1.1.1.2_Lowres > S1.1.1.2.1_Calibra-
tion > File N. This is the BUNDLE_CameraParameters. This is the camera calibration
parameters. File O. This is the Triad. This is the 2D coordinates of the waterproof orthogonal
triad structure carrying nine spherical black markers. File P. This is the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical black marker. S1.1.1.2.2_Accuracy > File Q. This is the Trial_1. This is the 2D coordinates of the first rigid
bar test acquisition, carrying two markers at known distance. File R. This is the Trial_2. Supporting Information This is the 2D coordinates of
the waterproof orthogonal triad structure carrying nine spherical black markers. File C. This is
the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical
black marker. S1.1.1.1.2_Accuracy > File D. This is the Trial_1. This is the 2D coordinates of
the first rigid bar test acquisition, carrying two markers at known distance. File E. This is the
Trial_2. This is the 2D coordinates of the second rigid bar test acquisition, carrying two mark-
ers at known distance. File F. This is the Trial_3. This is the 2D coordinates of the third rigid
bar test acquisition, carrying two markers at known distance. File G. This is the Trial_4. This
is the 2D coordinates of the fourth rigid bar test acquisition, carrying two markers at known
distance. File H. This is the Trial_5. This is the 2D coordinates of the fifth rigid bar test acqui-
sition, carrying two markers at known distance. File I. This is the MotionSequence3D_Trial_
1. This is the 3D coordinates of the first rigid bar test acquisition. File J. This is the MotionSe-
quence3D_Trial_2. This is the 3D coordinates of the second rigid bar test acquisition. File K. This is the MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test
acquisition. File L. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the
fourth rigid bar test acquisition. File M. This is the MotionSequence3D_Trial_5. This is the
3D coordinates of the fifth rigid bar test acquisition. S1.1.1.2_Lowres > S1.1.1.2.1_Calibra-
tion > File N. This is the BUNDLE_CameraParameters. This is the camera calibration
parameters. File O. This is the Triad. This is the 2D coordinates of the waterproof orthogonal
triad structure carrying nine spherical black markers. File P. This is the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical black marker. is the camera calibration parameters. File B. This is the Triad. This is the 2D coordinates of
the waterproof orthogonal triad structure carrying nine spherical black markers. File C. This is
the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical
black marker. S1.1.1.1.2_Accuracy > File D. This is the Trial_1. This is the 2D coordinates of
the first rigid bar test acquisition, carrying two markers at known distance. File E. This is the
Trial_2. PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 Supporting Information This is the 3D coordinates of the second rigid bar test acquisition. File X. This is the
MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test acquisition. File Y. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the fourth
rigid bar test acquisition. File Z. This is the MotionSequence3D_Trial_5. This is the 3D
coordinates of the fifth rigid bar test acquisition. S1.1.2_Land > S1.1.2.1_Highres >
S1.1.2.1.1_Calibration > File AA. This is the BUNDLE_CameraParameters. This is the
camera calibration parameters. File AB. This is the Triad. This is the 2D coordinates of the
waterproof orthogonal triad structure carrying nine spherical black markers. File AC. This is
the WandCalibration. This is the 2D coordinates of the wand structure carrying one spherical
black marker. S1.1.2.1.2_Accuracy > File AD. This is the Trial_Land. This is the 2D coordi-
nates of the first rigid bar test acquisition, carrying two markers at known distance. File AE. This is the MotionSequence3D_Land. This is the 3D coordinates of the first rigid bar test
acquisition, carrying two markers at known distance. S1.1.2.2_Lowres > S1.1.2.2.1_Calibra-
tion File AF. This is the BUNDLE_CameraParameters. This is the camera calibration
parameters. File AG. This is the Triad. This is the 2D coordinates of the waterproof orthogo-
nal triad structure carrying nine spherical black markers. File AH. This is the WandCalibra-
tion. This is the 2D coordinates of the wand structure carrying one spherical black marker. S1.1.2.2.2_Accuracy > File AI. This is the Trial_Land. This is the 2D coordinates of the first
rigid bar test acquisitions, carrying two markers at known distance. File AJ. This is the PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 10 / 14 ASC to Perform a 3D Underwater Motion Analysis MotionSequence3D_Land. This is the 3D coordinates of the first rigid bar test acquisitions. S1.2_Calibration Dependability > S1.2.1_Calibration > File AK. This is the BUNDLE_Ca-
meraParameters_ Cal_Mov1_1p. This is the camera calibration parameters of the first move-
ment (M1) with one marker. File AL. This is the BUNDLE_CameraParameters_Cal_Mov1_
2p. This is the camera calibration parameters of the first movement (M1) with two markers. File AM. This is the BUNDLE_CameraParameters_Cal_Mov2_1p. This is the camera cali-
bration parameters of the second movement (M2) with one marker. File AN. This is the BUN-
DLE_CameraParameters_Cal_Mov2_2p. This is the camera calibration parameters of the
second movement (M2) with two markers. File AO. This is the BUNDLE_CameraParame-
ters_Cal_Mov3_1p. Supporting Information This is the camera calibration parameters of the third movement (M3)
with one marker. File AP. This is the Triad. This is the 2D coordinates of the waterproof
orthogonal triad structure carrying nine spherical black markers. File AQ. This is the Cal_Mo
v1_1p. This is the 2D coordinates of the wand structure carrying one spherical black marker
using the first movement (M1). File AR. This is the Cal_ Mov1_2p. This is the 2D coordinates
of the wand structure carrying two spherical black markers using the first movement (M1). File AS. This is the Cal_Mov2_1p. This is the 2D coordinates of the wand structure carrying
one spherical black marker using the second movement (M2). File AT. This is the Cal_Mov2_
2p. This is the 2D coordinates of the wand structure carrying two spherical black markers
using the second movement (M2). File AU. This is the Cal_ Mov3_1p. This is the 2D coordi-
nates of the wand structure carrying one spherical black marker using the third movement
(M3). S1.2.2_Accuracy > File AV. This is the Trial_1. This is the 2D coordinates of the first
rigid bar test acquisition, carrying two markers at known distance. File AW. This is the
Trial_2. This is the 2D coordinates of the second rigid bar test acquisition, carrying two mark-
ers at known distance. File AX. This is the Trial_3. This is the 2D coordinates of the third
rigid bar test acquisition, carrying two markers at known distance. File AY. This is the
Trial_4. This is the 2D coordinates of the fourth rigid bar test acquisition, carrying two mark-
ers at known distance. File AZ. This is the Trial_5. This is the 2D coordinates of the fifth rigid
bar test acquisition, carrying two markers at known distance. S1.2.2.1_Mov1_1p > File BA. This is the MotionSequence3D_Trial_1. This is the 3D coordinates of the first rigid bar test
acquisition. File BB. This is the MotionSequence3D_ Trial_2. This is the 3D coordinates of
the second rigid bar test acquisition. File BC. This is the MotionSequence3D_Trial_3. This is
the 3D coordinates of the third rigid bar test acquisition. File BD. This is the MotionSequen-
ce3D_Trial_4. This is the 3D coordinates of the fourth rigid bar test acquisition. File BE. This
is the MotionSequence3D_Trial_5. This is the 3D coordinates of the fifth rigid bar test acqui-
sition. S1.2.2.2_Mov1_2p > File BF. This is the MotionSequence3D_Trial_1. PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 Writing - review & editing: GRDB APS PC RMLB JCBM. Writing - review & editing: GRDB APS PC RMLB JCBM. Supporting Information This is the 3D coordinates of the first rigid bar test acquisition. File BV. This is
the MotionSequence3D_Trial_2. This is the 3D coordinates of the second rigid bar test acqui-
sition. File BW. This is the MotionSequence3D_Trial_3. This is the 3D coordinates of the
third rigid bar test acquisition. File BX. This is the MotionSequence3D_Trial_4. This is the
3D coordinates of the fourth rigid bar test acquisition. File BY. This is the MotionSequen-
ce3D_Trial_5. This is the 3D coordinates of the fifth rigid bar test acquisition. (ZIP) Supporting Information This is the 3D
coordinates of the first rigid bar test acquisition. File BG. This is the MotionSequence3D_
Trial_2. This is the 3D coordinate of the second rigid bar test acquisition. File BH. This is the
MotionSequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test acquisition. File BI. This is the MotionSequence3D_Trial_4. This is the 3D coordinates of the fourth
rigid bar test acquisition. File BJ. This is the MotionSequence3D_Trial_5. This is the 3D
coordinates of the fifth rigid bar test acquisition. S1.2.2.3_Mov2_1p > File BK. This is the
MotionSequence3D_Trial_1. This is the 3D coordinates of the first rigid bar test acquisition. File BL. This is the MotionSequence3D_Trial_2. This is the 3D coordinates of the second
rigid bar test acquisition. File BM. This is the MotionSequence3D_Trial_3. This is the 3D PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 11 / 14 ASC to Perform a 3D Underwater Motion Analysis This is the 3D coordinates of the second rigid bar test acquisition. File BR. This is the Motion-
Sequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test acquisition. File BS. This is the MotionSequence3D_ Trial_4. This is the 3D coordinate of the fourth rigid bar test
acquisition. File BT. This is the MotionSequence3D_Trial_5. This is the 3D coordinates of
the fifth rigid bar test acquisition. S1.2.2.5_Mov3_1p > File BU. This is the MotionSequen-
ce3D_Trial_1. This is the 3D coordinates of the first rigid bar test acquisition. File BV. This is
the MotionSequence3D_Trial_2. This is the 3D coordinates of the second rigid bar test acqui-
sition. File BW. This is the MotionSequence3D_Trial_3. This is the 3D coordinates of the
third rigid bar test acquisition. File BX. This is the MotionSequence3D_Trial_4. This is the
3D coordinates of the fourth rigid bar test acquisition. File BY. This is the MotionSequen-
ce3D_Trial_5. This is the 3D coordinates of the fifth rigid bar test acquisition. (ZIP) This is the 3D coordinates of the second rigid bar test acquisition. File BR. This is the Motion-
Sequence3D_Trial_3. This is the 3D coordinates of the third rigid bar test acquisition. File BS. This is the MotionSequence3D_ Trial_4. This is the 3D coordinate of the fourth rigid bar test
acquisition. File BT. This is the MotionSequence3D_Trial_5. This is the 3D coordinates of
the fifth rigid bar test acquisition. S1.2.2.5_Mov3_1p > File BU. This is the MotionSequen-
ce3D_Trial_1. Conceptualization: GRDB APS PC JCBM. Conceptualization: GRDB APS PC JCBM. Funding acquisition: APS RMLB. Investigation: GRDB APS. Resources: APS RMLB. Resources: APS RMLB. Software: GRDB APS PC RMLB. Supervision: APS. Visualization: APS PC. Visualization: APS PC. Writing - original draft: GRDB APS. Writing - review & editing: GRDB APS PC RMLB JCBM. PLOS ONE | DOI:10.1371/journal.pone.0160490
August 11, 2016 5.
Joyce C, Burnett A, Cochrane J, Ball K. Three-dimensional trunk kinematics in golf: between-club differ-
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with Limb and Trunk Mounted Inertial Sensors. Sensors. 2012; 12(6): 8145–8156. doi: 10.3390/
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26368131 14 / 14
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Clarifying the structure of serious head and spine injury in youth Rugby Union players
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PLOS ONE RESEARCH ARTICLE a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Clarifying the structure of serious head and
spine injury in youth Rugby Union players Koh SasakiID1*, Haruhiko Sato2, Akihiko Nakamura3, Takumi Yamamoto4,
Ichiro Watanabe5, Takashi Katsuta6, Ichiro Kono7 1 Research Center of Health, Physical Fitness, and Sports, Nagoya University, Nagoya, Japan,
2 Department of Neurosurgery, Seirei Mikatahara General Hospital, Shizuoka, Japan, 3 Department of
Pediatric Surgery, Nakamura Hospital, Tokyo, Japan, 4 Faculty of Education, National Defense Academy,
Yokosuka, Japan, 5 Faculty of Liberal Arts, Tokyo City University, Tokyo, Japan, 6 High Performance Sport
Center, Japan Sport Council, Tokyo, Japan, 7 2019 Rugby World Cup Organizing Committee, Tokyo, Japan * sasakikoh@htc.nagoya-u.ac.jp a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS OPEN ACCESS
Citation: Sasaki K, Sato H, Nakamura A,
Yamamoto T, Watanabe I, Katsuta T, et al. (2020)
Clarifying the structure of serious head and spine
injury in youth Rugby Union players. PLoS ONE 15
(7): e0235035. https://doi.org/10.1371/journal. pone.0235035
Editor: Filipe Manuel Clemente, Instituto
Politecnico de Viana do Castelo, PORTUGAL
Received: September 30, 2019
Accepted: June 8, 2020
Published: July 15, 2020 OPEN ACCESS
Citation: Sasaki K, Sato H, Nakamura A,
Yamamoto T, Watanabe I, Katsuta T, et al. (2020)
Clarifying the structure of serious head and spine
injury in youth Rugby Union players. PLoS ONE 15
(7): e0235035. https://doi.org/10.1371/journal. pone.0235035 Editor: Filipe Manuel Clemente, Instituto
Politecnico de Viana do Castelo, PORTUGAL Received: September 30, 2019
Accepted: June 8, 2020
Published: July 15, 2020 Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0235035 Abstract This study aimed to clarify the cause of rugby head and spinal cord injuries through a net-
work centrality analysis of 14-year (2004–2018) longitudinal data in Japan. The study
hypothesis is that understanding the causal relationship among the occurrence of serious
injuries, the quality of player experience and play situation as a network structure could be
possible to obtain practical knowledge on injury prevention. In this study, bipartite graphs
are used to make it easier to understand the situation of players and injuries. This would
also help to elucidate more characteristic subgroup. A network bipartite graph and subgroup
(cluster) analyses were performed to clarify the injured players’ experience and the cause of
injury. We used the algorithm of R program, IGRAPH, clustering edge betweenness. For
subgroup extraction, the modularity Q value was used to determine which step to cut. The
Japanese rugby population was 93,873 (2014–2018 average), and 27% were high school
students. The data showed that careful attention would be particularly needed for groups of
inexperienced Japanese high school players. Our study suggests that we should consider
introducing rules that prohibit “head-on collisions” in youth rugby. * sasakikoh@htc.nagoya-u.ac.jp PLOS ONE PLOS ONE Introduction Some traditional studies focusing on network structures were introduced in the period
from 1960 to 1970, including the “small world phenomenon”, “the strength of weak ties”, and
“scale free network”. In addition, the specification of the “cluster community” or “sub-group
network” were also developed to determine with social network robustness. Sociological
approaches are widely used for predictive models of big data in the field of information tech-
nology and cerebral functions in biology [8,9,10]. Network analysis methodologies have been applied in social and natural science approaches
used in sport sciences. Within the social-science approaches, there are social psychological debates
on how sports assist the development of cooperation values within a specific society [6,11]. In
addition, political and economic studies have been reported that declining trends in sports and
health promotion activities have a negative impact on the civil economy network [12,13,14,15]. Natural science approaches include discussions on the causes of sports injuries [4,13]. The factors
that play a central role in various physiological parameters during exercise-induced fatigue were
clarified by network analysis, and its application to risk management was discussed [13]. The
direct relationship among some performance indicators in sports had also been investigated
[14,15,16,17,18,19], which involves strategies and tactics in competitive dimensions. It was con-
sidered that there was a central player called a hub in the passing behavior research of a soccer
game, and there was a power law there. Furthermore, the hub dynamically switched throughout
the game. The difference between dynamic networks and static networks is that the former
focuses on the variable and diverse play structures occurring in sports games [18]. How is the importance of network dynamism discussed? There exist important hub func-
tions, sub-group communities, and actors playing some central roles within a network. The
important role of network analysis would be to reveal the decisive and pragmatic structures
required to obtain specific goals among complex networks as well as to identify individuals
who are fulfilling the principal roles. This could be discussed from the perspective of network
centrality [20,21]. Network centrality clarifies an organization’s temporal and bipartite or mul-
tilayered structures, which would help us understand the driving force of the network dyna-
mism [22]. This study aimed to investigate the network relationship of injury cause structure in a
sports field by clarifying the situation of serious injury by network centrality analysis. Introduction In Japan, approximately 20 cases of serious injuries occurred annually since 2011 [1]. Data uti-
lizing long-term data would contribute to its prevention. In rugby, tackle plays to stop the
opponent’s attack by physical contact are allowed by rules. This could lead to more serious
injuries in adolescents, where the growth gap is large. A longitudinal study of adolescent inju-
ries may be an important issue. However, studies on serious rugby injuries are few, which are
mostly short-term or conceptual ones [2,3,4], and longitudinal studies on these cases are
scarce. The reason why there are few longitudinal studies would be that the social rules for eth-
ical use of medical diagnosis and for protecting personal information were not sufficiently
established. Copyright: © 2020 Sasaki et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the manuscript and its Supporting
Information files. The occurrence of injury will have a relationship structure, such as experience differences
and growth differences, as well as physical contact situations. The approach of grasping the PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 1 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Funding: Initials of the authors who received JSPS
KAKENHI grant Number 16K01658(2016-2018)
and 19K11549(2019-2021). Funding: Initials of the authors who received JSPS
KAKENHI grant Number 16K01658(2016-2018)
and 19K11549(2019-2021). network structure of its occurrence might be useful for safety management of tackle situations
in Rugby. Network analysis has applications in many disciplines including physics, computer science,
biology, economics, ecology, and sociology. From a broad perspective, networks can be viewed
as integrative structures of the physical society or lifeforce. Additionally, the relationship that
links structural entities is always dynamic. Network analysis was found to be a valuable new
tool for exploring, depicting, and explaining the individual relationships that impact team
dynamics [5]. Studying these collaborative structures might allow discovery of the possibilities
of new survival abilities in a society. Competing interests: The authors have declared
that no competing interests exist. Network analysis has been developed in the field of communication network studies [6,7]. Introduction The
study hypothesis is that understanding the causal relationship among the occurrence of serious
injuries, the quality of player experience and the play situation as a network structure, it could
be possible to obtain more practical knowledge on injury prevention. Data collection The data were obtained from rugby serious injury reports for the past 14 years [1]. Registered
teams of the Japan Rugby Football Union are obligated to report within 3 days, 2 months, and PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 2 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby 6 months after a serious injury. Multiple specialist doctors determine the classification of the
injury: 1) death, 2) loss of consciousness over 24 hours, 3) spinal cord injury with quadriplegia,
4) craniotomy and spinal surgery, 5) visceral injury surgery, and 6) seriously injured from
medical certificate. The referring data of the Japan Rugby Union serious injury report were
fully anonymized. The anonymized data were locked in multiple stages in a hard disk drive
that was not connected to the internet. All procedures used in this study were approved by the
Ethics Committee of the Research Center for Health, Physical Fitness, and Sports, Nagoya
University. In this study, high school players were divided into the following groups according to their
age and years of experience: 16E1 (players aged 16 years with 1-year rugby experience), 17E2
(players aged 17 years with 1-2-year experience), 18E3 (players aged 18 years with 1-3-year
experience), 16EM (players aged 16 years with many years of experience), and 17EM (players
aged 17 years with many years of experience), 18EM (players aged 18 years with many years of
experience). Caused of injuries were categorized into 1) own tackle, 2) oppose tackle, 3) rack, a one-on-
one situation; 4) collision not categorized as above, 5) saving, hold the ball on the ground, or
6) others or unknown. In addition, the causes of injury were further classified as mauls (3 or
more players battling the ball) and scrum (8 players battling the ball). Moreover, seasons were
categorized as summer training camp (August) and the main official season (November, Feb-
ruary). These classification processes were performed by the safety management committee of
the Japanese Rugby Football Union. This committee works closely with the medical commit-
tee, coaching committee, referee committee, and technical committee in Japanese Rugby
Union, cooperates in classification of the cause of injury based on the detailed play situation
reported by the team manager and doctor. PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 Network analysis and statistical analysis Nodes of network in this study are player groups (age and years of experience), types of inju-
ries, and play styles that cause injuries (tackle, tackled, scrum, etc.). It clarifies the continuity of
what kind of players’ experience years, what kind of play, and what part of body collision
caused the injury. These are the dynamic networks which focus on the diverse play structures
occurring throughout rugby game. Although this study would clarify a kind of local properties
of networks, it might be considered as global properties by promoting international joint study
in the future. A bipartite graph divides a network into two subsets and has no edges between nodes in
each set [23]. In this study, bipartite graphs are used to make it easier to understand the situa-
tion of players and injuries. Map layout was calculated by Fruchterman-Reingold Algorithm
which is a force-directed layout algorithm for centralization of the injury factors [24]. This
would also help to elucidate more characteristic subgroup. We used the algorithm of R pro-
gram, IGRAPH, clustering edge betweenness. The idea of the edge betweenness based commu-
nity structure detection is that edges connecting separate modules have high edge betweenness
as all the shortest paths from one module to another must traverse through them [25,26]. Edge-betweenness centrality represents the degree of being located in the shortest path bridge
between nodes. It was adopted because it would indicate a close relationship among players,
injuries, and the causes. The limitation of this metric is that its approximate value may become
unstable in case of a large-scale network graph [27,28]. In the bipartite graphs, players’ experiences, injury details, and caused plays were plotted in
the adjacent matrix. For drawing the graph, centrality, obtained by identifying which items
occupy the critical positions in injury condition, is a major focus. Subgroup that was central in PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 3 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby the network area are extracted from the relatively dense area. If the adjacent matrix of the
graph is A = (αij), the number of nodes of the entire graph is n, the number of nodes belonging
the subgroup is ns, and the cohesion S of the subgroup is next [10]. Network analysis and statistical analysis S ¼
P
i2S
P
j2Saij
nsðns 1Þ =
P
i2S
P
j=2Saij
nsðn nsÞ There were some clustering methods that extract subgroup such as random walks [29],
greedy algorithm [30], overlapping [31], or spin glass [32]. The present study repeated the cal-
culation of edge-betweenness centrality and the removal of the edge with the maximum
betweenness centrality to detect a highly cohesive subgroup. The use of edge-mediated central-
ity makes it possible to extract a subgroup relatively easily [25,26] For subgroup extraction, the modularity Q value was used to determine which step to cut. If the extracted subgroup set is C, the number of edges connected from community i to com-
munity j is ???, and the total number of edges included in the entire graph structure is m, Mod-
ularity is defined as follows [33]: Q ¼
X
i2C
feij=2m ð
X
j2C
eij=2mÞ
^2Þg The closer the modularity Q value is to 1, the more appropriate the cluster is divided. There
were few graphs close to 1 in this study. Results In the entire domestic rugby population of 93,873 (2004–2018 average), there is a higher per-
centage (27%) of high school students (~18 years old). Among all high school players, 57%
(24,918–10,693 = 14,225) started from high school, indicating that they have a relatively low
experience. The serious injury ratio of the high school players was high (head: 41%, spine:
41%, chest abdominal: 50%, circulation: 38%, average: 43%. High school students suffered a
relatively high frequency of head injuries during the summer camp in August. This season
would be a first time for high school first graders (16 years old) to be suffered of high load
practices and games of rugby. Many injuries occurred during the summer camp (August) and
the game season (February). (Table 1) Table 1. Japanese rugby population, number (ration) of serious injuries, and number of head injuries (HI) and all serious injuries (ASI) by month in High school
players (nc; not clear). Japanese Rugby Population
Age grade
-12
-15
-18
-22
23-
(women)
Total
Number (%)
19,975 (21)
10,510(11)
24.918(27)
10,693(12)
26,204(28)
570 (1)
93,873(100)
Number (Ration) of serious injuries in Japan (nc; not clear)
Head
nc
nc
48 (41)
nc
nc
nc
117
Spine
nc
nc
54 (41)
nc
nc
nc
133
Chest Abdominal
nc
nc
4 (50)
nc
nc
nc
8
Circulation
nc
nc
10 (38)
nc
nc
nc
26
Number of head injuries (HI) and all serious injuries (ASI) by month in High school players (nc; not clear)
Month
4
5
6
7
8
9
10
11
12
1
2
3
nc
N of HI
2
0
5
4
14
3
6
3
2
5
0
3
0
N of ASI
6
3
2
4
7
4
7
3
2
5
7
3
2 ation) of serious injuries, and number of head injuries (HI) and all serious injuries (ASI) by month in High school Table 1. Japanese rugby population, number (ration) of serious injuries, and number of head injuries (HI) and all serious injuries (ASI) by month in High school
players (nc; not clear). panese rugby population, number (ration) of serious injuries, and number of head injuries (HI) and all serious injuries (A
not clear). Table 1. Japanese rugby population, number (ration) of serious injuries, and number of head injuries (HI) and all seriou
players (nc; not clear). Head injury Table 2 shows that there is a higher occurrence of acute subdural hematoma (ASH) in the high
school players. Thirty-five cases (76%) out of the 48 head injuries were occurred in inexperi-
enced players. The causes of the injuries were own tackle and oppose tackle, accounting for 83% of cases. There were also other collision situations. Table 3 shows the cause of play and the body area of
collision. Injury reports suggested that the head position of the injured player tended to be
lower than that the opposite’s knee height. Many injured parts were at frontal depressions and
many situations were in tackles (Table 3). The ratio of inexperienced players with ASH was high (79%; 22 out of the 28), and the
cause play was still due to tackle (Table 2). The number of players who recovered were 13, The ratio of inexperienced players with ASH was high (79%; 22 out of the 28), and the
cause play was still due to tackle (Table 2). The number of players who recovered were 13,
those with aftereffects were 6, those who died were 2, and those with unknown injuries were 7. The 16E1 group showed unfortunate results. Table 2. Results PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 4 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Spinal cord injury A total of 54 spinal cord injuries occurred in high school students (Table 1). Forty-three play-
ers (80%) with spinal cord injuries were inexperienced (Table 2). Causes of spinal cord injuries
in the inexperienced players were OT (oppose tackle), T (own tackle), Ruck (a one-on-one sit-
uation), Maul (3 or more players battling the ball), C (collision not categorized as above), Sav-
ing, and SC (8 players battling with the ball), (Table 3). The cause of the load occurred not
only in one-on-one tackles, but also under heavy weights pressure by multiple players, espe-
cially in the head and spine, such as scrum or maul (Table 3). Head injury High school players’ head injuries, spinal cord injuries, the age and experiences of playing years (ASH: acute subdural hematoma, FR: fracture, AEH; acute
epidural hematoma, ICH/CC: intra cerebral hemorrhage, cerebral contusion, CI/CA: cerebral infarction, cerebrovascular accident O: others or not clear, OTHG:
oppose tackle and head to ground, THG; tackle and head to ground, THB: tackle and head to oppose body, C: collision not categorized as above, R: rack, S: saving,
VF: vertebral fractureDS: dislocation of spine, FD: fracture dislocation, CC: central cord, S: Spinal cord, CSC: Cervical spinal cord, OT: oppose tackle, T: own tackle,
Rack: a one-to-one situation, M: maul (3 or more players battling the ball), C: collision not categorized as above, Saving; hold the ball on the ground, SC: scrum (8
players battling with the ball)) p y
g
))
Players
16all
16E1
17all
17E2
18all
18E3
Total
head Injuries
ASH
15
12
8
6
5
4
28
FR
2
1
3
1
0
0
5
AEH
2
1
0
0
3
3
5
ICH/CC
0
0
1
1
4
2
5
CI/CA
1
0
1
1
0
0
2
O
2
2
1
1
0
0
3
Total
22
16
14
10
12
9
48
cause play of ASH
OTHG
7
7
3
1
1
1
11
THG
3
2
4
4
2
2
9
THB
3
2
0
0
0
0
3
C
2
1
0
0
0
0
2
R
0
0
1
0
1
S
0
0
1
1
1
O
1
1
0
0
1
Total
15
12
8
6
5
4
28
Spinal cord injuries
VF
1
1
6
6
6
3
13
DS
1
1
7
5
5
5
13
FD
2
0
6
6
3
3
11
CC
0
0
2
1
4
1
6
S
1
1
3
3
0
0
4
CSC
3
2
0
0
2
2
5
O
1
0
1
1
0
0
2
Total
9
7
25
22
20
14
54
cause play of spinal cord injuries
OT
2
1
3
2
2
1
7
T
2
2
10
10
9
7
21
R
2
1
5
4
3
1
10
M
0
0
2
2
3
3
5
C
0
0
2
1
0
0
2
S
1
1
0
0
0
0
1
SC
3
2
3
3
2
2
8
Total
10
6
25
22
19
14
54
https //doi org/10 1371/jo rnal pone 0235035 t002 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 5 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Table 3. Head injury Causes of injury and the body area of collision (H-G; head to ground, H-H; head to head, H-L; head to leg, H-B; head to the other part of opponent’s body
part, LH; low head (head under the opponent’s body), O; others, T; own tackle, OT; oppose tackle, R; ruck (a one-on-one situation), C; collision not categorized as
above, S; saving (hold the ball on the ground), O; other or unknown, SC; scrum (8 players battling with the ball), M; maul (3 or more players battling the ball), and
cause of the load (MW; multi players weights, LH; low head (head under oppose’ body), H-B; head to the other part of oppose body, N-B: Neck to other part of
oppose body, O: Others). Table 3. Causes of injury and the body area of collision (H-G; head to ground, H-H; head to head, H-L; head to leg, H-B; head to the other part of opponent’s body
part, LH; low head (head under the opponent’s body), O; others, T; own tackle, OT; oppose tackle, R; ruck (a one-on-one situation), C; collision not categorized as
above, S; saving (hold the ball on the ground), O; other or unknown, SC; scrum (8 players battling with the ball), M; maul (3 or more players battling the ball), and
cause of the load (MW; multi players weights, LH; low head (head under oppose’ body), H-B; head to the other part of oppose body, N-B: Neck to other part of
oppose body O: Others) causes of injury and the body area of collision
cause of the load
H-G
H-H
H-L
H-B
LH
O
Total
MW
LH
H-B
N-B
O
Total
T
12
1
0
0
0
0
13
4
7
4
2
4
21
OT
6
4
5
7
3
2
27
2
0
0
3
2
7
R
0
0
2
0
0
0
2
8
0
0
0
2
10
C
1
2
0
0
0
1
4
0
0
2
0
0
2
S
0
0
1
0
0
0
1
0
0
1
0
0
1
O
0
0
0
0
0
0
1
SC
8
0
0
0
0
8
M
5
0
0
0
0
5
https://doi org/10 1371/journal pone 0235035 t003 https://doi.org/10.1371/journal.pone.0235035.t003 Junior high and elementary school players A total of 20 serious injuries were found in elementary and junior high school players
(Table 4). The injuries in these age groups should also be prevented the expansion. In terms of body parts and caused of injuries, there were many cases of head and spinal
cord injuries caused by a tackle. There were also many cases of the head hitting the ground. A total of 20 serious injuries were found in elementary and junior high school players
(Table 4). The injuries in these age groups should also be prevented the expansion. In terms of body parts and caused of injuries, there were many cases of head and spinal
cord injuries caused by a tackle. There were also many cases of the head hitting the ground. Table 4. Serious injuries, injured body parts and caused plays, and the possible sequelae and the collision situations (ASH: acute subdural hematoma, ICH/CC:
intra cerebral hemorrhage, cerebral contusion, TSH: traumatic subarachnoid hemorrhage, FR: Fracture, H-G: head to ground, H-H/B: head to head or/and the
other part of opposes’ body, nc: not clear). Serious injury
Injured body parts and caused plays
year
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
Age (years old)
Caused plays
-12
13
14
15
T
OT
R
M
O
Head
2
0
0
0
1
3
1
0
1
0
1
1
4
4
3
3
5
1
2
Spine
0
0
1
0
0
2
0
0
1
0
0
1
4
1
2
1
2
chest abdominal
0
0
0
0
0
0
0
0
0
0
2
0
1
1
1
heatstroke
0
0
1
1
0
0
0
0
0
0
0
0
Injuries, the possible sequelae and the collision situations. possible sequelae
collision situations. possible sequelae
Total
H-G
H-H/B
nc
ASH
2
8
3
3
ICH/CC
1
2
1
TSH
1
1
FR
3
3
https://doi.org/10.1371/journal.pone.0235035.t004 Table 4. Serious injuries, injured body parts and caused plays, and the possible sequelae and the collision situations (ASH: acute subdural hematoma, ICH/CC:
intra cerebral hemorrhage, cerebral contusion, TSH: traumatic subarachnoid hemorrhage, FR: Fracture, H-G: head to ground, H-H/B: head to head or/and the
other part of opposes’ body, nc: not clear). Junior high and elementary school players parts and caused plays, and the possible sequelae and the collision situations (ASH: acute subdural hematoma, ICH/CC:
tusion, TSH: traumatic subarachnoid hemorrhage, FR: Fracture, H-G: head to ground, H-H/B: head to head or/and the
) Table 4. Serious injuries, injured body parts and caused plays, and the possible sequelae and the collision situations (ASH: acute subdural hematoma, ICH/CC:
intra cerebral hemorrhage, cerebral contusion, TSH: traumatic subarachnoid hemorrhage, FR: Fracture, H-G: head to ground, H-H/B: head to head or/and the
other part of opposes’ body, nc: not clear). PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 6 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Clustering by edge betweenness centrality Given that the number of serious injury data were not large enough (48 head injuries, 54 spinal
cord injuries), we tried to extract the central subgroup in the network. The ratio of the rela-
tionship density between the nodes in the subgroup and the nodes outside the subgroup indi-
cates the cohesion of the subgroup. It is a community detection approach based on edge
betweenness centrality. The graph is divided from the calculation of the edge-betweenness cen-
trality and the removal of the edge having the maximum betweenness centrality, and a highly
cohesive community is detected. Head injuries We made a bipartite graph of age, years of experience, and head injury symptoms (Fig 1). From the edge-betweenness centrality analysis in the network, the central subgroup comprised
young and inexperienced players [16E1 (players aged 16 years with 1-year rugby experience),
17E2 (players aged 17 years with 2-year experience), 18E3 (players aged 18 years with 3-year
experience), 16EM (players aged 16 years with many years of experience)] suffered serious
injuries such as ASH, skull fracture, cerebral infarction/cerebrovascular accident, and others
(Fig 1, clustering edge-betweenness, Modularity Q value = 0.5). A subgroup analysis of causes of serious injuries include own tackle and opponents’ tackle
situations. The collisions parts were “head to ground”, “head to head”, ‘head to opponent’s
body”, “head under opponent’s body” and others. The collision position of the head during Fig 1. Age, grade, years of rugby playing experience, presence of head injury [inexperienced players (16 years old and with only 1 year of experience, 16 years old
and with many years of experience, 17 years old and with 2 years of experience, 17 years old and with many years of experience), and presence of serious injuries
like such as ASH: acute subdural hematoma, FR: skull fracture, CI/CA: cerebral infarction/cerebrovascular accident others (the circle was the extracted subgroup
by clustering edge betweenness, Modularity Q value = 0.5)]. htt
//d i
/10 1371/j
l
0235035 001 Fig 1. Age, grade, years of rugby playing experience, presence of head injury [inexperienced players (16 years old and with only 1 year of experience, 16 years old
and with many years of experience, 17 years old and with 2 years of experience, 17 years old and with many years of experience), and presence of serious injuries
like such as ASH: acute subdural hematoma, FR: skull fracture, CI/CA: cerebral infarction/cerebrovascular accident others (the circle was the extracted subgroup
by clustering edge betweenness, Modularity Q value = 0.5)]. https://doi.org/10.1371/journal.pone.0235035.g001 Fig 1. Head injuries Age, grade, years of rugby playing experience, presence of head injury [inexperienced players (16 years old and with only 1 year of experience, 16 years old
and with many years of experience, 17 years old and with 2 years of experience, 17 years old and with many years of experience), and presence of serious injuries
like such as ASH: acute subdural hematoma, FR: skull fracture, CI/CA: cerebral infarction/cerebrovascular accident others (the circle was the extracted subgroup
by clustering edge betweenness, Modularity Q value = 0.5)]. https://doi.org/10.1371/journal.pone.0235035.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 7 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Fig 2. Causes of serious injuries (T: own tackle, OT: oppose tackle, S: saving, R: rack, C: other collisions, H-H: head to head, H-B: head to opponent’s body,
RH: head under opponent’s body, O: other; the circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.23). https://doi org/10 1371/journal pone 0235035 g002 T: own tackle, OT: oppose tackle, S: saving, R: rack, C: other collisions, H-H: head to head, H-B: head to opponent’s body,
O: other; the circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.23). Fig 2. Causes of serious injuries (T: own tackle, OT: oppose tackle, S: saving, R: rack, C: other collisions, H-H: head to head, H-B: head to opponent’s body,
RH: head under opponent’s body, O: other; the circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.23). https://doi.org/10.1371/journal.pone.0235035.g002 tackle and the manner of falling after tackle could be related to serious injuries (Fig 2, Modu-
larity Q value = 0.23). Focusing on the injury and the cause of injury for ASH only, it became clear that a young
and inexperienced player tackled and collided his head with the ground or the opponent’s
body part, or was involved in other collisions. The data on whether the player left the place as
soon as possible after the tackle was also extracted (Fig 3, Modularity Q value = 0.37). Spinal cord injuries The spinal injury graphs and the result of the cluster analysis showed that players with spinal
cord injuries were older than those with head injuries, but both patient groups had short play-
ing experience. The injuries including VF: vertebral fracture, DS: dislocation of spine, FD: frac-
ture dislocation, S: spinal cord occurred in inexperienced players with 3 years of experience
(16E1, 17E2, 18 E3) (Fig 4, Modularity Q value = 0.14) The causes of the spinal cord injuries include plays under multiple weight pressure, such as
scrums, in addition to the one-on-one situation of tackles. It would be necessary to strictly
manage the scrum and maul plays in high school players (Fig 5, Modularity Q value = 0.1). Network analysis revealed that high school players with one or two years of experience
tended to suffer from serious head and spinal injuries caused by tackles. Careful consideration
for this age would be desired. Discussion The study hypothesis was to clarify the fact that the causes of serious rugby injuries such as
head injury and spinal cord injury are due to the years of player experience. That knowledge
could help to propose practical rules for injury prevention. A playing experience of 1 year was defined as the period ranging from 1 to 365 days. First
year high school students (16 years old) experience first summer camp in approximately 100 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 8 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Fig 3. Injury and cause of injury for acute subdural hematoma only (THG: tackle and head to ground, THB: tackle and head to the opponent’s body, OTHG:
oppose tackle and head to ground, C: other collision, S: saving, R: rack, O: other; circle was the extracted subgroup by clustering edge betweenness, Modularity
Q value = 0.37). Fig 3. Injury and cause of injury for acute subdural hematoma only (THG: tackle and head to ground, THB: tackle and head to the opponent’s body, OTHG:
oppose tackle and head to ground, C: other collision, S: saving, R: rack, O: other; circle was the extracted subgroup by clustering edge betweenness, Modularity
Q value = 0 37) https://doi.org/10.1371/journal.pone.0235035.g003 days (3–4 months) after their starting day. The inexperienced players are forced to face severe
physical contacts with opponents with large differences in physique and experience. Many
team players who participate in national competitions have more than 10 years of experience. These teams and teams including inexperienced players play against each other during sum-
mer camps or national competition qualifiers in the Autumn. There is no doubt that the so-
called mismatch situation would be one of the causes of serious injuries [34,35]. Based on the findings of this study, it is an urgent issue to construct special guidelines that
would consider the mismatch in cross-age and cross-body size of players. Previous studies on
rugby injury also mentioned the difference in physique concerning serious injury [1,2]. Our study
suggests that we should consider introducing rules that prohibit head-on collisions in youth inex-
perienced rugby players. Such specific rules could be developed in collaboration with medical,
refereeing, technical and coaching experts. PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 https://doi.org/10.1371/journal.pone.0235035.g003 Discussion The injury prevention guidelines would also signalize
the attention of governments (Japan Sports Agency, Japan Sports Council) and elite rugby organi-
zations (World Rugby) in terms of sports policies that can prevent these serious injuries. The numbers of female rugby players are also increasing. The empirical study to prevent
serious injuries to female players is also urgent. Our study of female rugby players suggested
that serious injuries at the lower leg, especially the knee joint that is unique to female athletes,
as well as head injuries including concussion [3]. With the aim of acquiring valuable knowledge from data with a graph structure, we per-
formed graph mining [33]. The approaches include frequent pattern detection [36], structure
prediction [37], extraction of subgraphs that extract dense nodes (such as subgroup extrac-
tion), and calculation of node importance. Among them, it is important to identify closely
related communities from network graphs by subgroup extraction and to find highly influen-
tial nodes [33]. PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 9 / 13 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby Fig 4. Spinal injuries and years of playing experience (VF: vertebral fracture, DS: dislocation of spine, FD: fracture dislocation, S: spinal cord, CC: central
cord, CSC: cervical spinal cord, O: others; Circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.14). https://doi org/10 1371/journal pone 0235035 g004 Fig 4. Spinal injuries and years of playing experience (VF: vertebral fracture, DS: dislocation of spine, FD: fracture dislocation, S: spinal cord, CC: central
cord, CSC: cervical spinal cord, O: others; Circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.14). Fig 4. Spinal injuries and years of playing experience (VF: vertebral fracture, DS: dislocation of spine, FD: fracture dislocation, S: spinal cord, CC: central
cord, CSC: cervical spinal cord, O: others; Circle was the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.14). https://doi.org/10.1371/journal.pone.0235035.g004 https://doi.org/10.1371/journal.pone.0235035.g004 The closer the modularity Q value is to 1, the more appropriate the cluster is divided. There
were few graphs close to 1 in this study. Whether this is due to the number of data or different
factors would be a future task. The value of 0.5 (Fig 1) was a relatively good clustering, which
leads to some persuasive considerations. However, even if the modularity values were less than Fig 5. Discussion Years of playing experience and cause of spinal injuries (T: tackle, OT: oppose tackle, SC: scrum, R: rack, M: maul, SV: saving, C: other collision; circle was
the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.1). https://doi org/10 1371/journal pone 0235035 g005 Fig 5. Years of playing experience and cause of spinal injuries (T: tackle, OT: oppose tackle, SC: scrum, R: rack, M: maul, SV: saving, C: other collision; circle was
the extracted subgroup by clustering edge betweenness, Modularity Q value = 0.1). https://doi.org/10.1371/journal.pone.0235035.g005 10 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
July 15, 2020 PLOS ONE A network edge-betweenness centrality analysis revealed the cause of serious injury in Rugby 0.5, those graphs might be useful findings, suggesting structures of serious injury processes in
young rugby players. This study examined the cause of serious injuries with a bipartite graph. However, in order
to consider the relational structure more deeply, multi-stage analysis would be required in the
future. In addition, discussion on injury reporting methods in each country seems to be an
urgent issue. Serious injury occurs in other ball games and martial arts sports. Cross-sectional
study, including specific injury prevention methods, would also be important. The aim of this study was not to scare young individuals of the possible injuries that could
occur when playing rugby because it may be a dangerous sports activity, but it was our goal to
design a positive system by sharing information networks structure that for a safer playing
environment. This study has several limitations. First, the small number of data would be a limitation of a
one-country study. In the future, collaborative study with foreign countries would be neces-
sary. To unify the data collection methods, it would be necessary to resolve the differences in
sports insurance systems in each country. Second, there were causes of injuries that were diffi-
cult to determine [34,35], and specifying which situation caused the injury is also difficult to
determine. Third, it is also deeply involved with the insurance system. Despite these limita-
tions, our data using more than 14 years of longitudinal data could contribute in preventing
serious injuries in rugby players. Conclusion Younger and inexperienced rugby players tended to suffer from serious injuries. Our 14-years
(2004–2018) longitudinal data showed that approximately 20 cases of serious injuries occurred
in one year. 48 head injuries in 14 years divided 28 subdural hematoma, 5 fracture, 5 acute epi-
dural hematoma, 5 intra cerebral hemorrhage/cerebral contusion, 2 cerebral infarction/cere-
brovascular accident, and 3 others. 35 of the 48 (76%) were inexperienced players. 54 Spine
cord injuries in 14 years divided 13 fracture dislocation, 13 central cord, 12 spinal cord, 6 cer-
vical spinal cord, 4 vertebral fracture, 4 dislocation of spine, and 2 others. 43 of the 54 (80%)
were inexperienced players. Causes of injury were “head to ground”, “head to head”, “head to
leg”, “head to the opponent’s body part”, “head under the opponent’s body”, and others. The
play styles were own tackle, oppose tackle, ruck (a one-on-one situation), other collision not
categorized as above, saving (hold the ball on the ground), and other or unknown. In the bipartite graph of age, years of experience and injury symptoms obtained from 14
years’ data, the edge-betweenness centrality network analysis could be an effective method for
understanding occurrence structure. Our study suggests that we should consider introducing
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Ichiro Kono. Data curation: Haruhiko Sato, Akihiko Nakamura, Takumi Yamamoto, Ichiro Watanabe. Formal analysis: Takumi Yamamoto. Funding acquisition: Koh Sasaki. Investigation: Takashi Katsuta. Methodology: Koh Sasaki, Akihiko Nakamura, Takumi Yamamoto, Takashi Katsuta. Methodology: Koh Sasaki, Akihiko Nakamura, Takumi Yamamoto, Takashi Katsuta Methodology: Koh Sasaki, Akihiko Nakamura, Takumi Yamamoto, Takashi Katsuta. Project administration: Ichiro Kono. 11 / 13 PLOS ONE | https://doi.org/10.1371/journal.pone.0235035
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English
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Structure activity relationship (SAR) and quantitative structure activity relationship (QSAR) studies showed plant flavonoids as potential inhibitors of dengue NS2B-NS3 protease
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BMC structural biology
| 2,018
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cc-by
| 5,400
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© The Author(s). 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0
International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and
reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to
the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver
(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. Abstract Background: Due to dengue virus disease, half of the world population is at severe health risk. Viral encoded
NS2B-NS3 protease complex causes cleavage in the nonstructural region of the viral polyprotein. The cleavage is
essentially required for fully functional viral protein. It has already been reported that if function of NS2B-NS3
complex is disrupted, viral replication is inhibited. Therefore, the NS2B-NS3 is a well-characterized target for
designing antiviral drug. Results: In this study docking analysis was performed with active site of dengue NS2B-NS3 protein with selected
plant flavonoids. More than 100 flavonoids were used for docking analysis. On the basis of docking results 10
flavonoids might be considered as the best inhibitors of NS2B-NS3 protein. The interaction studies showed resilient
interactions between ligand and receptor atoms. Furthermore, QSAR and SAR studies were conducted on the basis
of NS2B-NS3 protease complex docking results. The value of correlation coefficient (r) 0.95 shows that there was a
good correlation between flavonoid structures and selected properties. Conclusion: We hereby suggest that plant flavonoids could be used as potent inhibitors of dengue NS2B-NS3
protein and can be used as antiviral agents against dengue virus. Out of more than hundred plant flavonoids, ten
flavonoid structures are presented in this study. On the basis of best docking results, QSAR and SAR studies were
performed. These flavonoids can directly work as anti-dengue drug or with little modifications in their structures. Keywords: Flavonoids, QSAR, SAR, Molecular docking, Dengue virus, NS2B-NS3 Structure activity relationship (SAR) and
quantitative structure activity relationship
(QSAR) studies showed plant flavonoids as
potential inhibitors of dengue NS2B-NS3
protease Structure activity relationship (SAR) and
quantitative structure activity relationship
(QSAR) studies showed plant flavonoids as
potential inhibitors of dengue NS2B-NS3
protease Muhammad Waseem Sarwar1, Adeel Riaz1, Syed Muhammad Raihan Dilshad5, Ahmed Al-Qahtani2,3,4,
Muhammad Shah Nawaz-Ul-Rehman1 and Muhammad Mubin1* Background encoded NS2B/NS3 protease and the host proteases into
structural proteins C, M, and E as well as nonstructural
proteins NS1, NS2A, NS2B, NS3, NS4A, NS4B, and NS5
to initiate the replication of dengue virus [2, 3]. Dengue virus belonging to family Flaviviridae is the
most prevalent arthropod transmitted virus in humans. It can cause symptoms ranging from self-limiting dengue
fever to sometimes-fatal dengue hemorrhagic fever [1]. The NS2B-NS3 protease contains two functional re-
gions i.e., a C-terminal region acting as RNA helicase
and a N-terminal 180-residue is a trypsin like serine pro-
tease (Fig. 1). NS3 protease requires the central hydro-
philic region of NS2B (NS2B; residues 49 to 95) to
perform proteolytic activity and to stabilize folding. Thus, hydrophilic domain of NS2B interacts with NS3
protease and forms full active site [4]. The activity of Dengue virus is a positive sense single stranded ssRNA
virus with 10.7 kb genome. Viral RNA is translated into
a single polyprotein. The poly protein is cleaved by virus * Correspondence: mmubin@uaf.edu.pk
1Virology Lab, Centre of Agricultural Biochemistry and Biotechnology,
University of Agriculture, Jail road, Faisalabad 38000, Pakistan
Full list of author information is available at the end of the article Sarwar et al. BMC Structural Biology (2018) 18:6
https://doi.org/10.1186/s12900-018-0084-5 Sarwar et al. BMC Structural Biology (2018) 18:6
https://doi.org/10.1186/s12900-018-0084-5 Open Access Methods All analyses presented here were performed using 64-bit
Operating System and Intel(R) Core(TM) i5-5200 U
processor with 2.2 GHz processing speed. MOE (Mo-
lecular Operating Environment) software was used for
computational analysis, provided by chemical computing Page 2 of 10 Sarwar et al. BMC Structural Biology (2018) 18:6 Fig. 1 Structure of dengue NS2B-NS3 (2FOM); Catalytic site is shown
in ball stick model group Inc. and Chimera software was used for protein
structure manipulation. Ligand preparation More than 100 chemical structures of ligand flavonoid
molecules were downloaded online from chebi (http://
www.ebi.ac.uk/chebi/) in .mol format. These structures
were prepared for docking in LigX module of MOE pro-
gram with
parameters (gradient:
0.05,
Force
Field:
MMFF94X). Fig. 1 Structure of dengue NS2B-NS3 (2FOM); Catalytic site is shown
in ball stick model NS2B/NS3 is critical for viral replication [5] as the dis-
ruption of NS2B-NS3 function inhibits viral replication
[6–8]. So NS2B/NS3 protease could be targeted for the
development of anti-DENV inhibitors. Docking setup and run The binding sites for the target protein were calculated,
for docking analysis, by MOE site finder and then con-
firmed with the binding site reported in literature. Dur-
ing docking setup, only this binding site (His51, Asp75
and Ser135) was used (Fig. 1) to find the correct con-
formation of the ligand. To bind the selected ligands
with receptor protein, MOE docking program with de-
fault parameters was used. MOE London dG scoring
function was used to estimate free energy of binding for
each ligand from a given pose [22]. The functional form
of London dG scoring function is a sum of terms: Plants had served as a source of medicinal com-
pounds for a long time and are basis of many phar-
maceuticals now days [9]. Flavonoids are plant based
phenolic compounds [10] having various biological
properties like antiviral [11, 12], antioxidant, antifun-
gal [13], anti-cancerous [14, 15], anti-angiogenic [16]
and anti-inflammatory properties [17, 18]. Henceforth, flavonoids may act as inhibitors of dengue
NS2B-NS3. In this study, in-silico screening using auto-
mated docking method was performed and binding
models of dengue NS2B-NS3 protease with selected
plant flavonoids are proposed. Finally, ten plant flavo-
noids were suggested as potential inhibitors of dengue
virus NS2B-NS3 complex. Furthermore extensive studies
of binding modes were performed using SAR model i.e.,
(Structure Activity Relationship) and QSAR model i.e.,
(Quantity Structure Activity Relationship) [19]. This
study provides the novel insights in the development of
anti-viral drugs against dengue virus. ΔG ¼ c þ Eflex þ
X
h−bonds
cHBf HB þ
X
m−lig
cM f M
þ
X
atoms i
ΔDi The difference in desolvation energies is calculated ac-
cording to the formula [23]. ΔDi ¼ ciRi
3
∭
u∉A∪B
u
j j−6du−∭
u∉B u
j j−6du
The final
docking
output
was
saved
for
further
investigations. Preparation of receptor structure Crystal structure of NS3-NS2B protease was obtained
from Protein Data Bank (http://www.rcsb.org) with PDB
ID 2FOM [20]. The protein consists of two chains and
185 residues length with resolution 1.5 Å. The ribbon
diagram of target structure with catalytic site is shown
in Fig. 1. This structure was subjected to 3D protonation
and energy minimization using parameters like (gradi-
ent: 0.05, Force Field: MMFF94X + Solvation) using
MOE Program. For docking the minimized structure
was used as the receptor protein [21]. Calculation of ligand interaction Ligand interactions were obtained by MOE program. The Ligand Interactions studies are used to visualize an
active site of a complex in diagrammatic form. Depicted
view of 3D interaction is shown in Fig. 3. Flavonoid 1
formed an interaction with three amino acids of viral
protein (Gly 87, Val 146 and Asn 167) with in the active
site (Fig. 4a). Flavonid 2 formed the interaction with two
amino acids of viral protein (Lys 74 and Ile 165) with in
active site (Fig. 4b). Flavonoid 3 formed an arene-arene
link with amino acid Trp 83 (Fig. 4c). Flavonoid 4
formed interaction with three amino acids (Trp 83 Gly
87 and Val 146) (Fig. 5a). Flavonoid 5 formed an arene
cationic link with amino acid Lys 74 (Fig. 5b). Flavonoid
6 formed the interaction with Lys 74 (Fig. 5c). Flavonoid
7 interacted as a cationic arene interaction with Lys 74
and a hydrogen bond donation with Trp 83 (Fig. 6a). Fla-
vonoid 8 formed interaction with Asn 167, Val 147 and
Trp 89 (Fig. 6b). Flavonoid 9 has shown an interaction
with amino acid Gly 87 and Trp 83 (Fig. 6c). Flavonoid
10 formed a cationic arene link with Lys 74 and an
hydrogen bond with Trp 83 (Fig. 6d). Ligand interactions studies The ligand interactions were studied by Ligand Interaction
module in MOE Program. It includes 2D and 3D repre-
sentations of ligand and receptor protein interactions and Sarwar et al. BMC Structural Biology (2018) 18:6 Page 3 of 10 Page 3 of 10 calculated distances among ligand and protein interacting
atoms. descriptors, with the variation in the biological activity
of protein. To test the reliability of results, regression
analysis was performed using inhibitory activity as
dependent variable and the descriptor as predictor vari-
ables. After making sure the reasonable correlation of
inhibitory activity with the individual descriptor, QSAR
models were derived The predictor variables with p
value greater than 0.05 were eliminated while obtaining
the QSAR models, to assure their statistical reliability. Docking analysis Docking of all flavonoid structures (Fig. 2) was done
against the active site of dengue NS2B-NS3 protein. Docking analysis provided a number of configurations
that were scored to determine favorable binding modes. The flavonoid structures with high docking scores with
molecular data are summarized in Table 1. Calculation of descriptors p
Descriptor refers to the two-dimensional (2-D) or three-
dimensional (3-D) physiochemical property of a mol-
ecule [23]. The descriptors that were calculated in this
study are as follows. logP(o/w) is the logarithm of the
octanol and water partition coefficient. b_count is the
number of bonds (including implicit hydrogens). This is
calculated by the addition of (di/2 + hi) over all nontriv-
ial atoms i. b-rotN is the number of rotatable bonds. With order 1, having at least two heavy neighbors and
provided it is not in a ring, a bond is said to be rotatable. chi1 is the atomic connectivity index. a_acc is the num-
ber of hydrogen bonds of acceptor atoms (not counting
acidic atoms but counting atoms that are both hydrogen
bond donors and acceptors such as -OH). Q_pc + is the
total positive partial charge i.e., the sum of the positive
qi. Q_PC+ is identical to PC+ that has been reserved for
compatibility. Q_pc-PC is the total negative partial
charge and it is the sum of the all negative qi. SlogP is
the logarithm of the octanol and water partition coeffi-
cient (including hydrogens). Log S is the logarithm of
the aqueous solubility (mol/L). apol is the sum of the
atomic polarizabilities. a_don is the number of hydrogen
bond acceptor atoms. vsurf_g is the surface globularity. vsurf_wpu is the Hydrophilic volume. E is the value of
the potential energy. E_ele is the electrostatic compo-
nent of the potential energy. E_nb is the value of the
potential energy with all bonded positions that have
been disabled. Studies about structure activity relationship (SAR) and
quantitative structure activity relationship (QSAR) The Structure-Activity Relationship (SAR) report was
generated by MOE application to find common scaffolds
in flavonoid structures used in this study. The input data
was flavonoid structures in .mol file format. Structure-
Activity Report involves gathering of input data (mole-
cules, activity, predefined scaffolds, etc.) and detection of
common scaffolds. After that, Alignment of the scaffolds
was done to produce a common numbering system by
using ligand alignment module of MOE program. Structure activity report Structure activity report
The Structure-Activity Report is a MOE application,
which generates a web page housing an interactive view
onto a collection of molecules, which are related by a
small number of related common scaffolds. The applica-
tion is designed to operate on small databases of drug-
like molecules, which are in the process of being refined
for improved binding affinity and other pharmacological
properties. Report was generated using a panel from an
interactive session of MOE, using a MOE molecular
database. The default browser was launched to show the
results, when the generation was completed. The
Quantitative
Structure
Activity
Relationship
(QSAR) was done in MOE. All docked molecules were
used for training set. In a test set, QSAR model corre-
lates the activities with properties inherent to each mol-
ecule. Different molecular descriptors were used to
evaluate these properties. QSAR studies involve two
steps. In first step, descriptors were generated that en-
code chemical structure information. During second
step, a statistical regression technique is employed to
correlate the structural variation, as encoded by the Sarwar et al. BMC Structural Biology (2018) 18:6 Page 4 of 10 Fig. 2 Flavonoid structures that shown best results of docking analysis; 1. quercetin 3-O-(2″,3″-digalloyl)-β-D-galactopyranoside 2. quercetin 3-O-α-
(6″‘-caffeoylglucosyl-β-1,2-rhamnoside) 3. schaftoside 4. myricetin 5. quercetin 3-sulfate 6. eriocitrin 7. catiguanin B 8. 4′,5,7-trihydroxy-3-methoxyflavone-7-O-
α-L-arabinofuranosyl(1 →6)-β-D-glucopyranoside 9. wogonin 7-O-β-D-glucuronide 10. silychristin Fig. 2 Flavonoid structures that shown best results of docking analysis; 1. quercetin 3-O-(2″,3″-digalloyl)-β-D-galactopyranoside 2. quercetin 3-O-α-
(6″‘-caffeoylglucosyl-β-1,2-rhamnoside) 3. schaftoside 4. myricetin 5. quercetin 3-sulfate 6. eriocitrin 7. catiguanin B 8. 4′,5,7-trihydroxy-3-methoxyflavone-7-O-
α-L-arabinofuranosyl(1 →6)-β-D-glucopyranoside 9. wogonin 7-O-β-D-glucuronide 10. silychristin Fig. 2 Flavonoid structures that shown best results of docking analysis; 1. quercetin 3-O-(2″,3″-digalloyl)-β-D-galactopyranoside 2. quercetin 3-O-α-
(6″‘-caffeoylglucosyl-β-1,2-rhamnoside) 3. schaftoside 4. myricetin 5. quercetin 3-sulfate 6. eriocitrin 7. catiguanin B 8. 4′,5,7-trihydroxy-3-methoxyflavone-7-O-
α-L-arabinofuranosyl(1 →6)-β-D-glucopyranoside 9. wogonin 7-O-β-D-glucuronide 10. silychristin Sarwar et al. BMC Structural Biology (2018) 18:6 Page 5 of 10 Table 1 Selected flavonoid molecules downloaded from chebi (http://www.ebi.ac.uk/chebi/), shown higher docking score
Flavonoid No. Structure activity report Chebi ID
Name
Plant Sources
Docking Score
(Kcal/mol)
1
66,287
quercetin 3-O-(2″,3″-digalloyl)-β-D-galactopyranoside
Euphorbia lunulata
−26.101
2
66,284
quercetin 3-O-α-(6″‘-caffeoylglucosyl-β-1,2-rhamnoside)
Sedum sarmentosum
−24.987
3
9047
schaftoside
Passiflora tripartita
−23.399
4
18,152
myricetin
Myrica rubra
−21.987
5
17,730
quercetin 3-sulfate
Anethum graveolens
−20.989
6
28,709
eriocitrin
Citrus lumia
−20.693
Cyclopia subternata
7
65,602
catiguanin B
Trichilia catigua
−20.414
8
68,348
4′,5,7-trihydroxy-3-methoxyflavone-7-O-α-L-arabinofuranosyl
(1 →6)-β-D-glucopyranoside
Lepisorus contortus
−20.378
9
61,282
wogonin 7-O-β-D-glucuronide
Scutellaria baicalensis
−20.102
10
9143
silychristin
Silybum marianum
−20.085 Scaffold categorization needs a small number of
common scaffolds for best results. Alignment of the
scaffolds was done to produce a common numbering
system by using ligand alignment module of MOE
program. One common scaffold was obtained from
the alignment of all ten flavonoid structures (Fig. 7). These results show that there is a prevalence of simi-
larity among the structural formulas of different fla-
vonoid compounds performing the same function i.e. binding with active site of NS3-NSB protein of den-
gue virus. observed parameters with a correlation coefficient (r)
of value 0.956. So to clarify conceivable QSARs for
each compound with its biological activity, atomic
models of flavonoids were constructed. The structures
of flavonoid compounds were shown in Fig. 2 and
data was presented in Table 1. These flavonoids mod-
eled keeping in view the patterns of hydrogen bond-
ing and hydrophobic interactions and the induced fit
phenomena that best express the binding affinity of
each structure as accessed from logP values. These
logP
were separated as
training set
and test
set
values. Since there was no pervious information of
flavonoid inhibition of dengue NS2B-NS3 complex
available, 10 flavonoids showing best docking results
were used for both training set as well as test set. The values of test set were approximately the same as
that for training set (Fig. 8) clearly showing that there
is a positive correlation between the values of logP
and activities. The parameters used in QSAR model QSAR model The biochemical activities in this work were analyzed
for cross correlation of activities and chemical de-
scriptors to find out whether for observed inhibitory
effect against NS2B-NS3 complex is there any com-
mon structure activity relationship. It was discovered
that there was a high level of correlation between the Fig. 3 3D interaction diagram; Dotted lines showing the interactions between ligand and receptor protein atoms with calculated distances Fig. 3 3D interaction diagram; Dotted lines showing the interactions between ligand and receptor protein atoms with calculated distances Fig. 3 3D interaction diagram; Dotted lines showing the interactions between ligand and receptor protein atom Page 6 of 10 Sarwar et al. BMC Structural Biology (2018) 18:6 Fig. 4 2D interaction diagram; showing the interacting ligand atoms
with specific residues in receptor protein. Dotted lines are showing
specific interaction. a. Flavonoid No.1 b. Flavonoid No. 2 c. Flavonoid
No. 3
Fig. 5 2D interaction diagram; showing the interacting ligand atoms with
specific residues in receptor protein. Dotted lines are showing specific
interaction. a. Flavonoid No. 4 b. Flavonoid No. 5 c. Flavonoid No. 6 Fig. 4 2D interaction diagram; showing the interacting ligand atoms
with specific residues in receptor protein. Dotted lines are showing
specific interaction. a. Flavonoid No.1 b. Flavonoid No. 2 c. Flavonoid
No. 3 Fig. 5 2D interaction diagram; showing the interacting ligand atoms with
specific residues in receptor protein Dotted lines are showing specific Fig. 5 2D interaction diagram; showing the interacting ligand atoms with
specific residues in receptor protein. Dotted lines are showing specific
interaction. a. Flavonoid No. 4 b. Flavonoid No. 5 c. Flavonoid No. 6 Fig. 4 2D interaction diagram; showing the interacting ligand atoms
with specific residues in receptor protein. Dotted lines are showing
specific interaction. a. Flavonoid No.1 b. Flavonoid No. 2 c. Flavonoid
No. 3 Fig. 4 2D interaction diagram; showing the interacting ligand atoms
with specific residues in receptor protein. Dotted lines are showing
specific interaction. a. Flavonoid No.1 b. Flavonoid No. 2 c. Flavonoid
No. 3 Fig. 5 2D interaction diagram; showing the interacting ligand atoms with
specific residues in receptor protein. Dotted lines are showing specific
interaction. a. Flavonoid No. 4 b. Flavonoid No. 5 c. Flavonoid No. 6 Fig. 5 2D interaction diagram; showing the interacting ligand atoms with
specific residues in receptor protein. Dotted lines are showing specific
interaction. a. Flavonoid No. 4 b. Flavonoid No. QSAR model 5 c. Flavonoid No. 6 Page 7 of 10 Sarwar et al. BMC Structural Biology (2018) 18:6 Fig. 6 2D interaction diagram; showing the interacting ligand atoms
with specific residues in receptor protein. Dotted lines are showing
specific interaction. a. Flavonoid No.7 b. Flavonoid No. 8 c. Flavonoid
No. 9 d. Flavonoid No. 10 and the value of logP Correlation Co-efficient ob-
tained are shown below and the value of logP Correlation Co-efficient ob-
tained are shown below Activity field ¼ logP o=w
ð
Þ; Descriptor ¼ SlogP;
PLS ¼ RMSE ¼ 0:24071; R2 ¼ 0:97662
logP Correlation Coeffient ¼ þ0:77652;
Normalization ¼ þ0:95672 Accordingly partial least square (PLS) experiment was
performed to achieve three dimensional-QSAR (Fig. 9). Leave one out statistical procedure was used to get ideal
number
of
components. It
was
done
to
build
a
regression model that is statistically significant. Cross-
validated coefficient q2 was used to measure the model
quality. Conventional correlation
coefficient
r2 was
utilized to obtain the external predictivity. Discussion Dengue is a mosquito-borne viral hemorrhagic illness
that is very dangerous to human wellbeing in tropical
and subtropical areas. The virus-encoded protease activ-
ity, important for dengue virus infection, requires two
viral proteins, NS2B and NS3 [24]. It has been already
established that the disruption of NS2B-NS3 protein
complex has negative effect on viral replication [25]. In
the present investigation, plant flavonoids have been
tested as potential inhibitor of NS2B-NS3 complex of
viral protease. Previously, Plant flavonoids were known
for anti-inflammatory, anticancer and antiviral activities
[12, 14]. In present work we used structure based com-
putational docking analysis tool to find the anti-dengue Fig. 7 Common Scaffolds obtained from Structure Activity Report; a. Scaffold 1 common in sevenall flavonoid structures Fig. 7 Common Scaffolds obtained from Structure Activity Report; a. Scaffold 1 common in sevenall flavonoid structures Fig. 7 Common Scaffolds obtained from Structure Activity Report; a. Scaffold 1 common in sevenall flavonoid structures Sarwar et al. BMC Structural Biology (2018) 18:6 Page 8 of 10 potential of flavonoids. More than 100 flavonoid struc-
tures were downloaded from chemebi. Docking of all fla-
id
d
i
h
i
i
f
ligand and protein. In our study we found more than
one flavonoid as potential inhibitor of dengue NS2B-
NS3
i
fi d
h
Fig. 8 QSAR model; a. Training set b. Test set Fig. 8 QSAR model; a. Training set b. Test set Fig. 8 QSAR model; a. Training set b. Test set potential of flavonoids. More than 100 flavonoid struc-
tures were downloaded from chemebi. Docking of all fla-
vonoid structures was done against the active site of
dengue NS2B-NS3 protein. Docking analysis provided
various designs that were scored to decide ideal restrict-
ing modes. We found very high scores of docking than
previously reported data [26]. Docking analysis contrib-
uted towards basic idea and binding energy values for
each ligand. After this, ligand interaction studies were
done for the further confirmation of docking results and
to have an insight into each interaction of atoms of ligand and protein. In our study we found more than
one flavonoid as potential inhibitor of dengue NS2B-
NS3 so it was necessary to find out the common struc-
ture among all those flavonoids that showed high bind-
ing score. Conclusions In present work, different plant flavonoids were docked
and structure based SAR and QSAR analysis was done
for dengue NS2B-NS3 protein. The results of statistical
analysis of both models i.e., SAR and QSAR were con-
vincing and comparable. The generated model was used
to predict the effect of important structural characteris-
tics of the potent inhibitor. The generated 3D-QSAR
models were further verified by the docking studies of
most potent and least active inhibitors so can be used
for better drug development. Abbreviations a_acc: Number of hydrogen bond acceptor atoms; apol: Sum of the atomic
polarizabilities; Asp: Aspartic acid; b rotN: Number of rotatable bond;
Chi1: Atomic connectivity index; DENV: Dengue virus; E_ele: Electrostatic
component of the potential energy; E_nb: Value of the potential energy with
all bonded term disabled; His: Histidine; Log P: Partition coefficient;
MOE: Molecular operating environment; NS2B: Non structural protein 2B;
NS3: Non structural protein 3; OPLS-AA: Optimized potentials for liquid
simulations for amino acids; PLS: Partial least square analysis; Q_pc+: Total
positive partial charge; QSAR: Quantitative structure activity relationship;
R2: Conventional correlation coefficient; RMSE: Root mean square error;
SAR: Structure activity relationship; Ser: Serine; SlogP: Log of the octanol/
water partition coefficient; vsurf_g: Surface globularity;
s rf
p
H drophilic ol me Availability of data and materials The datasets used and/or analyzed during the current study available from
the corresponding author on reasonable request. Discussion As the compounds that have common or
correlated structures have similar physicochemical prop-
erties and thus have similar binding modes and subse-
quently comparable biological activities. To find out a
common structural feature among flavonoids, structure
activity report was generated and a common conform-
ation was obtained. We are reporting this conformation Sarwar et al. BMC Structural Biology (2018) 18:6 Page 9 of 10 Fig. 9 3D Correlation Plot for the activities of QSAR; X-axis logP(o/w), Y-axis SlogP, Z-axis logS Fig. 9 3D Correlation Plot for the activities of QSAR; X-axis logP(o/w), Y-axis SlogP, Z-axis logS for very first time and it is an important step towards
development of novel drugs against dengue virus. Quan-
titative structure activity relationships (QSAR) have been
used for the development of relationships between phys-
icochemical properties of compounds and their bio-
logical activities to get a statistical model, which prove
their binding assays. The basic principle involved in this
process is that the difference in the structure of chemical
compounds is accountable for the variation in their bio-
logical activities [27]. In the present study the value of
correlation obtained from QSAR model showed that
there is linear relationship between selected calculated
descriptor values and activities of compounds. We are
reporting ten naturally occurring flavonoids as potential
inhibitors of dengue NS2B-NS3 protein complex, which
can inhibit viral replication. These flavonoids were not
known previously for their anti-dengue activity. Funding This work was funded by the IFS Research Grant No. C/5260-1 to Dr. Muhammad
Mubin and IFS Research grant No. C/5434-1 to Dr. Muhammad Shah Nawaz ul
Rehman. Funding bodies have no role in the design of the study and collection,
analysis, and interpretation of data and in writing this manuscript. Acknowledgements
k
l d
ll We acknowledge all members of virology lab for their help and support for
this work. Authors’ contributions MM and MSN conceived the idea and designed the experiments. MWS and
AR did all experiments. MM, SMRD and MAAQ analyze and interpret the data. MM, MAAQ, SMRD and MSN wrote and critically reviewed the manuscript. All
authors have read and approved the manuscript. Ethics approval and consent to participate
N/A Ethics approval and consent to participate This study is an effort to explore novel inhibitors of
dengue NS2B-NS3 and to through light on the structural
and inhibitory activity of plant flavonoids. Consequently,
ten flavonoids were found as inhibitors of NS2B-NS3. Henceforth, QSAR and SAR data provided in this study
will serve as basis for a better drug development. Competing interests Competing interests
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1
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University of Agriculture, Jail road, Faisalabad 38000, Pakistan. 2Department
of Infection and Immunity, Research Center, King Faisal Specialist Hospital
and Research Center, Riyadh, Saudi Arabia. 3Department of Microbiology and
Immunology, College of Medicine, Alfaisal University, Riyadh, Saudi Arabia. 4Liver Disease Research Center, King Saud University, Riyadh, Saudi Arabia. 5Department of Theriogenology, Faculty of Veterinary and Animal Sciences,
Gomal University, Dera Ismail Khan, Pakistan. Received: 10 July 2017 Accepted: 11 April 2018 Received: 10 July 2017 Accepted: 11 April 2018 24.
Noble CG, Seh CC, Chao AT, Shi PY. Ligand-bound structures of the dengue
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Seeking coherence between ‘mobile learning’ applications and the everyday lives of medical residents
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Perspectives on medical education
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cc-by
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Abstract Introduction
The role of technology in health professions education has received increased research attention. Research
has examined the interaction between humans and technology, focusing on the mutual influence between people and
technology. Little attention has been given to the role of motivation and incentives in how learning technologies are used
in relation to daily activities. This research aims to understand the relationship between medical-learning technology and
its users. Methods
A mixed-method case study of a new medical-learning mobile application (app) for family medicine residents
was undertaken at a Canadian university hospital. The Information Assessment Method is a custom-made app to help
residents prepare for the College of Family Physicians of Canada licensing examination. Residents’ use of the app was
tracked over a 7-month period and individual, semi-structured interviews were conducted with users. Data were thematically
analyzed and correlated with app use data. Results
Factors identified as shaping residents’ mobile app use for learning, included: efficiency, mobility and resonance
with life context; credibility of information retrieved; and relevance of content. Most influential was stage of residency. Second-year residents were more selective and strategic than first-year residents in their app use. Discussion An emphasis on coherence between self-directed learning and externally dictated learning provides a framework
for understanding the relationship between users and mobile-learning technology. This framework can guide the design,
implementation and evaluation of learning interventions for healthcare professionals and learners. Keywords Mobile learning technology · Educational technology · Medical residency · Spaced lear https://doi.org/10.1007/s40037-019-0519-0
Perspect Med Educ (2019) 8:152–159 https://doi.org/10.1007/s40037-019-0519-0
Perspect Med Educ (2019) 8:152–159 ORIGINAL ARTICLE What this paper adds nation (agency), provides a framework for understanding
and assessing technological innovations in HPE. Since sec-
ond-year residents already make strategic use of such apps,
special efforts must be made to inform first-year residents
of how they can use such technology to support their learn-
ing. After all, they tend, relative to later-year residents, to
be externally directed by learning technology, either using
it rigidly, or abandoning it entirely. There is little research conducted on mobile applications
in health professions education (HPE), despite proliferation
of their use in healthcare. There is even less guidance on
how their use aligns with the everyday lives of the trainees
who use them. This qualitative study shows that creative
and strategic information use is a learning skill increas-
ingly developed by medical trainees. ‘Coherence’, defined
in terms of external influence (structure) and self-determi- Diana Ramos1 · Roland Grad1 · Alenoush Saroyan2 · Peter Nugus1,3 Published online: 7 June 2019
© The Author(s) 2019 Published online: 7 June 2019
© The Author(s) 2019 Seeking coherence between ‘mobile learning’ applications and the
everyday lives of medical residents Diana Ramos1 · Roland Grad1 · Alenoush Saroyan2 · Peter Nugus1,3 Diana Ramos
diana.ramos@mail.mcgill.ca Diana Ramos
diana.ramos@mail.mcgill.ca
1
Department of Family Medicine, McGill University,
Montreal, Canada
2
Department of Counseling and Educational Psychology,
McGill University, Montreal, Canada
3
Institute of Health Sciences Education and Department of
Family Medicine, McGill University, Montreal, Canada 1
Department of Family Medicine, McGill University,
Montreal, Canada Methods This paper focuses on the introduction of a new medical
learning mobile application for family medicine residents
at a Canadian university teaching hospital—the ‘Informa-
tion Assessment Method (IAM)’ app—to optimize exam
preparation. The IAM app was custom-made specifically
based on the curriculum and licensing requirements of the
College of Family Physicians of Canada (CFPC), to guide
residents in preparation for the licensing examination. Sam-
pled purposively, then, among other apps that are clinically
based only, the app has links that specifically align with
the definitions and details of topics and their corresponding
objectives required for the CFPC physician licensing exam. Family medicine residents from a different institution chose
the specific content. The content was reviewed and mod-
erated by the second author, a family physician. The first
author of the paper subsequently uploaded the content to
the app. Social scientific research on how technology is used has
generally focused on how humans interact with technology. The discipline of sociology, in particular, has drawn on its
traditional distinction between ‘structure’ and ‘agency’ [3,
4, 7, 8]. This involves a focus on the extent to which human
beings exercise freewill (agency), as opposed to being rel-
atively bound by external (structural) constraints. More re-
cently, social scientific studies have focused on the mutually
influential relationship between humans and technology [3,
4, 7–10], where both human and non-human elements act
and are acted upon. Our study draws on a framework of
‘sociomateriality’—a notion that assumes the mutual influ-
ence, or ‘entanglement’ of humans and technology [11, 12]. The idea is that a human being is part of a network in which
they are influenced by what others do, in ways often un-
knowable to them [7–10]. The effects of this sociomaterial
network on behaviour depend on the nature of the overlap
between interests among individuals and their mutual rela-
tionships, how attracted particular individuals feel towards
technology, and individuals’ shared cultural beliefs about
technology [9–12]. Today, researchers tend to favour a view
of ‘hybridity’ across humans and technology—that is, the
co-identification of people with technologies and the ‘en-
meshment’ of technologies with human bodies themselves
[12, 13]. For instance, the response of a mobile-phone user
to the ‘beep’ of a text message shows the potential hybridity
between people and technology. Introduction A dramatic increase in the use of mobile phone applica-
tions (apps) among healthcare professionals has come about
through evolving medical knowledge bases, the develop-
ment and popularity of mobile communication devices, and
the continually increasing specialization of medicine [1]. Currently, more than 7,000 health-related apps are avail-
able and used by healthcare professionals around the world
[2]. Educational and social scientists have paid increased 153 Mobile applications and medical resident learning attention to the role of mobile technology in work and ed-
ucation [3]. Several studies have identified advantages of
using mobile apps in clinical practice, including facilita-
tion of communication, portability, and efficient time use
[4]. In a recent study, most physicians reported using apps
in their clinical practice [5]. Apps cover diverse topics
and functions. The most commonly used are drug guides
(79%), medical calculators (18%), coding and billing apps
(4%), and calculator apps (e.g. pregnancy wheels) (4%). The most frequently downloaded apps are textbooks or ref-
erence materials (55%), classification and treatment algo-
rithms (46%), and general medical knowledge compilations
(43%) [6]. That clinicians are evidently downloading apps
to assemble information to aid their practice suggests a bur-
geoning field of human-technology interaction for health
professional education researchers to examine. everyday action. Such research is needed if HPE research
is to keep pace with innovations in learning technology. Moreover, few studies have examined the influence of mo-
bile technology use on learning patterns in the context of
formal exam preparation. This study aimed to understand
the role of a learner’s everyday ‘mobile’ life in terms of the
relationship between mobile medical learning technologies
and users’ priorities. Methods The IAM app periodically alerts users to one of 99 clin-
ical topics delineated by the College of Family Physicians
of Canada as learning priorities for the final examination,
which residents take to obtain a license. A weekly ‘prompt’
of one priority topic (also referred to as an ‘alert’ or ‘push
notification’), reminds residents to study at regular inter-
vals, in a ‘spaced’ fashion. The app’s design is based on ‘s-
paced learning theory,’ suggesting that distribution of learn-
ing spreads out study activities over time, improving the
long-term acquisition of information [16]. We characterize
the app’s ‘prompt’ to the user as an incursion by the exter-
nal environment into the everyday, mobile life of the user,
placing a demand on users to re-order their learning [16]. The residents’ responses to the app’s prompts were
tracked throughout the study and their views elicited to
understand the nature of its influence on their study pat-
terns. This case study employed a mixed-methods approach
and was conducted over a 7-month period (October–May
2015). Following approval by a university Institutional
Review Board (otherwise known as a Human Research
Ethics Committee), 20 family medicine residents (of a co-
hort of 46 invitees) consented to participate in the study. Eight participants were in their first year of residence, that
is, postgraduate year 1 (PGY1) and 12 in their second However, little research has focused on the relationship
between mobile technology and users’ wider everyday con-
texts, and the extent to which apps match the situated ac-
tions that people perform in their everyday lives [13–15]. In general, the need for efficient mobility and time manage-
ment are central, but under-explored, dimensions of tech-
nology use [13, 14]. Few studies have examined the role
of motivation and incentives in the way learning technolo-
gies are used in relation to daily activities, including the
relationship between intentional planning and spontaneous 154 D. Ramos et al. Fig. 1
IAM app levels of information Fig. 1
IAM app levels of information year (PGY2). Inclusion criteria were limited to owning
a smartphone with an iPhone (iOS 5.0+) or Android (2.3+)
platform. Participants received instructions to download the
IAM app onto their smartphones. of use. Two PGY2s were interviewed twice, based on the
detail of their insights and the specificity of their feedback
on the app’s technical functioning in the first interview. Methods The
interviews were evenly spaced over three stages of the data
collection process to address the change in usage patterns
of learning technology over time. Topics covered in the in-
terviews included: perceptions of the app’s functionality, at-
titudes towards the app, perceptions of personal behaviours
around the prompts, and perceptions of the relationship be-
tween the app and the participants’ learning preferences. Data sources included log files, which enabled us to track
app use, and individual, open-ended, semi-structured inter-
views, which helped us to understand users’ experiences
and perceptions of using an app to prepare for an exam that
is an important milestone in their professional careers. To
create the log files, a ‘hit’ was recorded whenever a user
opened the app at the level of pages of clinical information
(see Fig. 1). Every hit was logged as a separate entry in
a password-protected database at www.99prioritytopics.ca. Log-file data included each participant’s name as well as
the frequency, date, and time of page access. The interviews, featuring a combination of open ques-
tions (designed to elicit relatively unguided perceptions)
and prompt questions (designed to seek more information
about specific points raised) [17], were audio-recorded and
transcribed verbatim. The software MaxQDA was used to
organize the codes into which qualitative data were orga-
nized. The transcripts were analyzed independently by three
coders who met to discuss and resolve a limited number (ap-
proximately 10%) of categorization differences. Thematic
analysis was used to generate initial codes, compare and
contrast data segments and organize segments into codes
and then into categories, in order to conceptualize the re-
lationships between the categories and develop conceptual
themes [18]. Microsoft excel was used to calculate the de-
scriptive statistics. The app use log files enabled triangula-
tion with the data findings from interview responses. The cut-off point of app use for inclusion in the study
was 2 months (the length of two clinical rotations). This
was because some clinical rotations have a greater work-
load than others, and 4 weeks (one clinical rotation) would
not have been enough time to show the residents’ app use. All 20 participants installed the app. Methods Based on the app use
log file, participants were classified into three usage pat-
terns: 3 were ‘non-users’ who installed the app but had no
recorded hits; 9 were ‘discontinued users’, who had page
hits but had stopped using the app ≥2 months before the
study ended; and 8 were ‘persistent users,’ who had page
hits and continued to use the app until the end of the study. Alerts were sent at the start of the weekly mandatory aca-
demic half-day, during which residents were released from
clinical duties. The intention was to try and neutralize as
a variable any possible patterns of difference in the busy-
ness of the clinical work of either R1s or R2s. The influence of learning level on app use Several factors were identified as influential in determin-
ing the character of app use among participants. The most A total of 15 semi-structured interviews were conducted
with 13 participants representing each of the three levels Mobile applications and medical resident learning 155 Table 1
Usage duration by year of residency and number of
participants
Year of
residency
Usage frequency (based on number
of participants)
Total number
of participants
2 months
3≥months
PGY 1
4
3
7
PGY 2
5
5
10
Total
9
8
17
PGY postgraduate year influential was learning level, measured across PGY1s and
PGY2s. Clear differences were discernible in the degree of
agency (i.e., freewill) residents demonstrated in using the
app. Despite a baseline level of agency among all partici-
pants, app use by PGY1s could be characterized as ‘struc-
tured’ (i.e., guided by the app). PGY1s allowed the app
itself to play a greater role in dictating how it would be
used. When the app failed to align with their daily routine
(i.e., when the prompt was unwelcome), they ceased using
it entirely. A typical comment by PGY1s was: Table 1
Usage duration by year of residency and number of
participants alerted for that week by PGY2s, compared with PGY1s. Tab. 1 illustrates the analysis of the tracked data. I [would like] to base my preparation on this app,
cause it’s always nice to have one structure ... just to
follow [its] information. (PGY1, Interview 1) These findings demonstrate the app’s perceived relevance
and its strategic use by PGY2s. This signals a degree of
command over the sociomaterial engagement between the
app and its user. The app was designed to deliver regular
prompts on a particular topic. However, the app’s use in-
creased dramatically 3 months prior to the examination as
illustrated in Fig. 2. This pattern points to a self-mandated
use, especially by PGY2s, who might have been more mo-
tivated by a high-stakes professional examination. Thus, app use among PGY1s appeared to be relatively ‘ex-
ternally/other-directed.’ Conversely, use by PGY2s could be
characterized as more ‘agential’ or ‘self-directed.’ PGY2s
took initiative in determining how they would use the app. Although there is evidence of sociomaterial influence of
and on all app users, PGY2s appeared less troubled by the
sometimes-unwelcomed interruptions of the prompt com-
pared with PGY2s, simply ignoring the app on such occa-
sions and opening it later without being prompted. The influence of learning level on app use They
evinced more autonomy and strategy than the PGY1s in
usage patterns: The influence of credibility and relevance on app use The relevance and credibility of the app, which were per-
ceived to be high, reportedly increased use. Thus, these fac-
tors were persuasive in promoting mobile app use, while not
strongly influential in determining the particular patterns of
app use. The initial participant–app interaction evolved into
an ongoing relationship for those users who perceived the
app to be reliable and credible. Thus, reliability and cred-
ibility were factors in shaping the extent and nature of the
sociomaterial entanglement of user and app. Although the
sustainability of this trusting relationship was predicated,
first and foremost, on relevance, users did not question the
app’s relevance. The app was designed to help prepare res-
idents for their certification examination, and as such their
confidence in its relevance led to their participation in this
study. Moreover, we found that establishing credibility re-
lied, at least partly, on the users’ perceptions of the content’s
trustworthiness and its currency. Both factors had an impact
on app use: Efficiency, which complements free physical mobility, was
a criterion of use in the context of various other knowledge
resources competing for the resident user’s attention: Usually, if I have time to prepare, I look at ‘UpToDate’
or ‘Essential Evidence,’ but as I get more used to [the
IAM app], and if I find it helpful and it’s brief and to
the point, then I would use that. (PGY1, Interview 6) Usually, if I have time to prepare, I look at ‘UpToDate’
or ‘Essential Evidence,’ but as I get more used to [the
IAM app], and if I find it helpful and it’s brief and to
the point, then I would use that. (PGY1, Interview 6) Closely aligned to the need for efficient time use and user
mobility, ease of use (i.e., confidence in using the technol-
ogy) and technological threshold (i.e., tolerance for perse-
vering in the face of the user’s technical uncertainty or the
software’s technical faults) also aligned with the extent of
app use. In general, the shared perception of ease of use
and high technological threshold among the participants
ensured that these variables did not strongly influence if,
or how, residents used the app in this study. However, in
some cases, technical hitches did impact app use. Techni-
cal hitches included the failure of the app to open in some
iPhone operating systems, only opening reliably in Android
form. The influence of efficiency, mobility and resonance
on app use Underlying all factors affecting mobile app use in this study
were mobility and efficiency. Users were more willing to ini-
tiate interactions with the app (i.e., respond to its prompt-
ing ‘beep’) if the app supported efficient use of their time,
in building knowledge for the exam, and aligned with their
physical mobility in accomplishing daily tasks. Framing use
in general was the resonance of the app and its prompts with
the routines and moment-to-moment priorities of each user. Reported app use was more likely to increase if its prompts
aligned with the user’s daily life. Specifically, consistent
app use was partially tied to residents’ need to efficiently
prepare for a high-stakes exam within the 2 years of resi-
dency, while juggling competing personal and professional
priorities. At a micro level, this also involved the need to Underlying all factors affecting mobile app use in this study
were mobility and efficiency. Users were more willing to ini-
tiate interactions with the app (i.e., respond to its prompt-
ing ‘beep’) if the app supported efficient use of their time,
in building knowledge for the exam, and aligned with their
physical mobility in accomplishing daily tasks. Framing use
in general was the resonance of the app and its prompts with
the routines and moment-to-moment priorities of each user. I would click on [the app] and I’ll read the topic of
the week ... for my own study purposes. [Only one]
topic [per] week is nice now, but the closer I get to
the exam, it’s [going to] be a topic [per] day. (PGY2,
Interview 9) I would click on [the app] and I’ll read the topic of
the week ... for my own study purposes. [Only one]
topic [per] week is nice now, but the closer I get to
the exam, it’s [going to] be a topic [per] day. (PGY2,
Interview 9) When asked whether they would follow the weekly
prompts, one PGY2 said: Probably not. [I wouldn’t follow the prompts just be-
cause] an app is telling me that this week it’s ‘this
topic’, which is arbitrary. [It] doesn’t make much
sense to me. (PGY2, Interview 7) Log-file data seemed to match this concern, showing
a higher rate of searching for topics other than the topic Fig. 2
Monthly app use 156 D. Ramos et al. The influence of efficiency, mobility and resonance
on app use be able to quickly manage (by reading or ignoring) the in-
terruption the prompt posed in the flow of their daily lives: exam and use the app to help them do so, but only when it
met the functional needs of their everyday life, expressed
in notion of mobility and reliability. I mean, I don’t have a lot of time every night to do
something, [but I aim to read] a little bit about it, like
what the full history would be one night and exam and
treatment, and kind of go through it like that. (PGY1,
Interview 6) I mean, I don’t have a lot of time every night to do
something, [but I aim to read] a little bit about it, like
what the full history would be one night and exam and
treatment, and kind of go through it like that. (PGY1,
Interview 6) I mean, I don’t have a lot of time every night to do
something, [but I aim to read] a little bit about it, like
what the full history would be one night and exam and
treatment, and kind of go through it like that. (PGY1,
Interview 6) None of the participants reported problems to the re-
search team prior to being asked specifically in the in-
terviews. In the interviews, most participants reported mi-
nor technical hitches or questions. When asked how they
sought to resolve technical issues, no one, including persis-
tent users, reported approaching another resident to discuss
it. The enmeshment between user and device appeared to
be a solitary relationship, the residents reporting to work
and solve problems in relative isolation from each other. To be usable and used, then, the app needed to accommo-
date time-efficient use, complementing rather than imped-
ing the user’s free mobility in their daily life. Free physical
mobility was key to its use: [The app is] much more available [than other re-
sources]. I have the phone with me all the time and
it’s a good way to keep that there, at (my) fingertips. It’s great. (PGY2, Interview 9) [The app is] much more available [than other re-
sources]. I have the phone with me all the time and
it’s a good way to keep that there, at (my) fingertips. It’s great. (PGY2, Interview 9) The influence of credibility and relevance on app use The other hitch was that the app required internet use,
and that internet coverage was often poor in hospitals. The
impact, and potential impact, of technical faults underlines
the importance of the app resonating with the users by
aligning well with their daily routines: Will these topics be updated? [That’s important to
me]. (PGY1, Interview 1) If these could be updated regularly throughout the
year, it would be in my best interest to go back and
visit these more than once. (PGY2, Interview 4) When participants were asked what they thought about par-
ticipating in shaping the content of the mobile app, contra-
dictory comments emerged: I was using [the app] at first. It was really, for me, the
alarms and push notifications to guide me .... So when
I stopped getting those push notifications ... it wasn’t
as useful to me. (PGY2, Interview 13) Ideally, a resident, who has finished studying for his
or her exam, could go through all the topics with their
other resources ... and see which topics were incom-
plete on the app. (PGY2, Interview 15) The failure of the app to open on some iPhone operating
systems was fixed within a week of the app’s introduction. Indeed, only one person actually withdrew from the study
on account of technical problems. In general, then, residents
were apparently prepared to work hard to prepare for the I’m always scared with resident notes, because you’re
always worried that something is ... wrong. (PGY2,
Interview 11). 157 Mobile applications and medical resident learning In terms of learning approaches, the following resident
uniquely reflected on the app’s potential to facilitate col-
lective learning among residents: terns paralleled the difference in learning phases between
PGY1s and PGY2s and the associated differences in their
incentives for learning. Undoubtedly, PGY1s are more able
to build knowledge cumulatively for its own sake, whereas
PGY2s have the added pressure (or incentive) to pass
a high-stakes physician-qualifying exam to be admitted as
family medicine physicians. [The app could] even encourage [us] to study in
groups early on. [Because] that’s what I found to be
the most helpful thing in preparing for the exam. ... We
could sit as a group with the app to make sure we hit
all points. (PGY2, Interview 11) The distinction between structure and agency is not fixed,
but is mutual and recursive among both human and non-hu-
man elements [22]. The influence of credibility and relevance on app use It functions within a complex system
of sociomaterial networks, in which a collection of ele-
ments deliver effects, rather than easily discernible causal
relationships [8]. Accordingly, this study demonstrates both
users’ influence on technology and technology’s influence
on users, as part of an increasingly sociomaterial reality. This system of influence can be characterized as part of
a search for coherence between individual will and external
influences [23, 24]. Thus, at least one participant considered the possibility that
groups could delegate the organization of their collective
learning to the app. However, this was the only resident
who referred to group work or the use of the app with oth-
ers, when asked how he or she would use the app to prepare
for the exam. Despite the residents’ desire for group learn-
ing, for most participants the app seemed to support self-
learning, thus, to some extent, exacerbating the tendencies
of those already inclined to prepare, and deal with learning
issues, alone: As technology progressively permeates our lives, indi-
viduals try, within the constraints and opportunities of daily
living and learning environments, to find a coherent, self-
determined path [25, 26]. The success of the mutual entan-
glement between technology and its users depends on the
extent to which the goals of technology designers and users
intertwine. The study findings demonstrate the significance
of the resonance of technology’s content and prompts with
users’ priorities, technological thresholds, learning levels,
perceptions of credibility and currency, and needs for ef-
ficient time use and mobility. Rather than relying strictly
on the distinction between structure agency, accounting for
structural elements through a lens of coherence can help
us create a conceptual framework to evaluate the extent to
which technology serves human needs. Such an assessment
is vital in a field like healthcare, which aims to improve
people’s lives through interventions, increasingly of a tech-
nological nature, and in which technology could easily be-
come an end in itself. I think there were some people studying in groups. But
I was more on my own. (PGY2, Interview 12). Conclusions 1. Aungst TD, Clauson KA, Misra S, et al. How to identify, assess
and utilise mobile medical applications in clinical practice. Int J
Clin Prac. 2014;68:155–62. The framework of coherence emerging from this study can
help clinician educators to shape exam preparation strate-
gies, select mobile resources that resonate with students’
learning environments and needs, and guide the use and
evaluation of mobile learning technologies according to
learning levels. Such targeted interventions will promote
agency within the mobile reality in which learners increas-
ingly find themselves. 2. Kailas A, Chong C-C, Watanabe F. From mobile phones to personal
wellness dashboards. Pulse IEEE. 2010;1:57–63. 3. Gourlay L. Posthuman texts: nonhuman actors, mediators and the
digital university. Soc Sem. 2015;25:484–500. 4. McBride N. Actor-network theory and the adoption of mobile com-
munications. Geography. 2003;88:266–76. 5. Wallace S, Clark M, White J. ‘It’s on my iPhone’: attitudes to the
use of mobile computing devices in medical education, a mixed-
methods study. BMJ Open 2012;2:e001099. https://doi.org/10. 1136/bmjopen-2012-001099. New clinical practice apps frequently appear on the mar-
ket including, for example, calculators for risk stratification
and treatment options. It is rare to find institutionally sanc-
tioned apps devoted to preparation for licensing examina-
tions. A rare exception is an app similar to the IAM app
that was later developed by Western University in Ontario,
Canada. Since this study, the IAM app has been integrated
with the Western University’s app, which had a similar
focus—training for the CFPC licensing examination. The
IAM’s technical flaws have been remedied as part of this
integration, and some of the content has been updated or
otherwise revised. The app is not yet available for wider use. The efficacy of the combined apps awaits further study. Al-
though residents sometimes study in groups, neither this nor
other similar apps have acquired an inter-dependent online
functionality—supporting sociomaterial collaboration—but
this would be a valuable innovation. 6. Franko OI, Tirrell TF. Smartphone app use among medical providers
in ACGME training programs. J Med Sys. 2012;36:3135–9. 7. Latour B. Reassembling the social: an introduction to actor-net-
work-theory. Oxford: Oxford University Press; 2005. p. 316. 8. Law J. Actor network theory and material semiotics. The new
Blackwell companion to social theory. Oxford: Blackwell; 2008. pp. 141–58. 9. Colbjørnsen T. Digital divergence: analysing strategy, interpretation
and controversy in the case of the introduction of an ebook reader
technology. Inf Commun Soc. 2015;18:32–47. 10. Thompson L, Cupples J. Discussion This paper has expanded previous literature featuring lo-
cal experiments in design technology for medical trainees’
learning, and perceptions of usefulness. As a core assump-
tion, the notion of sociomateriality accounts for the mutual
and increasing entanglement of human beings with tech-
nology [11]. Very little was known about the way medi-
cal trainees actually use learning technology in their daily
lives. This paper offers an account of the tension between
structure (other-directed) and agency (user-directed) in nav-
igating mobile-learning tools as a function of learning in-
centives and the developmental stages of learning. While it
is increasingly less common to characterize human-technol-
ogy interaction using the traditional sociological distinction
between structure and agency [3, 4, 7, 8], its persistence is
evident in the findings. We found that mobile learning applications may exacer-
bate learners’ isolation from one another. Medical students
have been found to be particularly individualistic and com-
petitive in the way they study and learn [27]. This is not
necessarily undesirable. Yet, policy-makers and educators
should consider incentives for learning, with a particularly
critical eye on exam-driven behaviour and the culture that
drives it. Such considerations are particularly salient given
that the potential of mobile learning applications is appar-
ently not being fully used to support collaborative learning
among medical trainees [28]. Understanding the way learn-
ers interact with technology enables policymakers and edu-
cators to intervene, to foster learning beyond sociomaterial
individualism, to learning through sociomaterial collabora-
tion. The app’s weekly prompt was intended to instil a habit
of regular, structured learning—traditionally called ‘spaced
learning’ or ‘spaced education’ [19, 20]—in its users, thus
re-ordering their learning. Spaced learning contrasts with
a mode of study colloquially known as ‘cramming’ or
massed practice before an exam. In terms of the structure-
agency distinction, PGY1s’ app use was externally gov-
erned by the learning mode and organization proposed by
the app’s designer [21]. App use by PGY2s, on the other
hand, was internally governed; and these users exhibited
more agency and willingness to use the app if, when and
how they desired. The observed differences in use pat- 158 D. Ramos et al. most appropriate time during a training program to intro-
duce particular educational interventions. Study limitations most appropriate time during a training program to intro-
duce particular educational interventions. A limitation of the study is the relatively small sample size
and the collection of data among one specialty at one in-
stitution. Nevertheless, the study focused on the relatively
generic subject of mobile learning among residents, sug-
gesting broader resonance of its findings about how app
use interacts with one’s personal life with residency trainees
worldwide. After all, the topics discussed in interviews were
not of a personal nature or idiosyncratic to the institution or
region. Further research among other specialties and coun-
tries, and involving direct observation of mobile app use
for learning, rather than reliance on second-hand reporting,
would be illuminating. Acknowledgements The authors wish to thank the participants of this
study, and the anonymous reviewers for Perspectives on Medical Edu-
cation for their suggestions which improved this article. Conflict of interest D. Ramos, R. Grad, A. Saroyan and P. Nugus de-
clare that they have no competing interests. Open Access
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This article is distributed under the terms of the
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which permits unrestricted
use, distribution, and reproduction in any medium, provided you give
appropriate credit to the original author(s) and the source, provide a
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tion: the message from teamworking. Med Educ. 2006;40:150–7. 23. Beck U. Risk society: towards a new modernity. Translated by Mark
Ritter. London: SAGE; 1992.
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Report from the second cytomegalovirus and immunosenescence workshop
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© 2011 Wills et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons
Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in
any medium, provided the original work is properly cited. Report from the second cytomegalovirus and
immunosenescence workshop Mark Wills1*, Arne Akbar2, Mark Beswick3, Jos A Bosch4,5, Calogero Caruso6, Giuseppina Colonna-Romano6,
Ambarish Dutta7, Claudio Franceschi8, Tamas Fulop9, Effrossyni Gkrania-Klotsas10, Joerg Goronzy11,
Stephen J Griffiths2, Sian M Henson2, Dietmar Herndler-Brandstetter12, Ann Hill13, Florian Kern14, Paul Klenerman15,
Derek Macallan16, Richard Macaulay2, Andrea B Maier17, Gavin Mason1, David Melzer7, Matthew Morgan12,
Paul Moss3, Janko Nikolich-Zugich18, Annette Pachnio3, Natalie Riddell2, Ryan Roberts1, Paolo Sansoni19,
Delphine Sauce20, John Sinclair1, Rafael Solana21, Jan Strindhall22, Piotr Trzonkowski23, Rene van Lier24,
Rosanna Vescovini19, George Wang25, Rudi Westendorp26 and Graham Pawelec27 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 IMMUNITY & AGEING Open Access Open Access Abstract The Second International Workshop on CMV & Immunosenescence was held in Cambridge, UK, 2-4th December,
2010. The presentations covered four separate sessions: cytomegalovirus and T cell phenotypes; T cell memory
frequency, inflation and immunosenescence; cytomegalovirus in aging, mortality and disease states; and the
immunobiology of cytomegalovirus-specific T cells and effects of the virus on vaccination. This commentary
summarizes the major findings of these presentations and references subsequently published work from the
presenter laboratory where appropriate and draws together major themes that were subsequently discussed along
with new areas of interest that were highlighted by this discussion. duly held in Cambridge, UK, 2-4th December, 2010. The
second meeting format was modified to include a day of
formal seminar presentations with some emphasis on
the presentation of data that addressed open questions
highlighted in the first meeting. This was then followed
by a half-day round-table discussion. Background The first International Workshop on CMV & Immuno-
senescence was held in Tubingen, Germany, December
2009. The discussions focused on trying to define what
immunosenescence is exactly, the phenotypes of the
cells associated with it and what evidence was available
that long term carriage of HCMV into old age was det-
rimental to health as assessed either by measuring all-
cause mortality or degradation of the immune system
such that older HCMV-seropositive individuals respond
less well to neo-antigens such as seasonal influenza vac-
cination. The outcome of the first workshop was sum-
marized in this Journal by Pawelec et al. [1]. The
attendees at that workshop decided that it would be
extremely valuable to meet again in a year’s time with a
remit to update participants on progress on questions
left open from the first meeting’s discussion, and to
extend participation to other scientists omitted from or
unable to attend the first workshop. The Second Inter-
national Workshop on CMV & Immunosenescence was The seminar presentations covered four separate ses-
sions: cytomegalovirus and T cell phenotypes; T cell
memory frequency, inflation and immunosenescence;
cytomegalovirus in aging, mortality and disease states;
and the immunobiology of cytomegalovirus-specific T
cells and effects of the virus on vaccination. This com-
mentary summarizes the major findings of these presen-
tations and references subsequently published work
from the presenter laboratory where appropriate and
draws together major themes that were subsequently
discussed along with new areas of interest that were
highlighted by this discussion. * Correspondence: mrw1004@cam.ac.uk
1Department of Medicine, University of Cambridge, Cambridge, UK
Full list of author information is available at the end of the article Cytomegalovirus and T cell phenotypes The impression left on the immune system of the
majority of the population (as characterized by changes
in T cell phenotype) following primary CMV infection * Correspondence: mrw1004@cam.ac.uk
1Department of Medicine, University of Cambridge, Cambridge, UK
Full list of author information is available at the end of the article Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Page 2 of 8 Page 2 of 8 and its subsequent life-long carriage is well-established
and uncontroversial. Nonetheless, certain special popu-
lations may resist the effects of CMV infection on their
immune signatures [2]. As these data stem from obser-
vations in exceptionally long-lived families, and because
such longevity is likely influenced by multiple genes,
sharing of more or less of the latter in the general popu-
lation is likely to make the impact of CMV a continuous
rather than a discrete variable. This complicates inter-
pretation of data treating the presence of CMV infection
as simply present or absent (ie. seropositive or seronega-
tive). Speiser (Lausanne) presented evidence that the
late-differentiated HCMV-specific CD8+ T cell clones in
the periphery had a restricted T cell receptor usage and
particular clonotypes segregated with particular states of
differentiation. Interestingly, once established, these pat-
terns were stable over many years. This may again sug-
gest a subtle genetic control of anti-CMV surveillance. duration of HCMV replication after transplantation and
the percentage of EMRA HCMV-specific CD8+ T cells
[3,4]. All these data are consistent with the potential of
some (CMV, HIV) but not all (eg. HSV, HCV) [5]
chronic viral infections to drive the acquisition of
immune signatures associated with “immunosenes-
cence”. However, the relationship, if any, between such
immune signatures and mortality in any populations
except the very old (> 85 yr) Swedes investigated in the
OCTO/NONA studies [6] still remain to be established,
as does the question of whether the contribution of
CMV infection is causative or merely reactive. y
Kern (Brighton) presented a study to establish the
most relevant target proteins recognized by ageing
CMV-positive individuals so that a knowledge base can
be established to inform researchers which proteins to
use for monitoring and analyzing T-cell responses. Cur-
rently the focus is very much on pp65 and IE-1; how-
ever, many other proteins are recognized by T cells and
there is good reason to believe that studies on pp65 and
IE-1 alone are not representative of the entire immune
response to CMV. Cytomegalovirus and T cell phenotypes The reported study investigates T-
cell responses to 19 ORFs (previously identified by Syl-
wester et al. [7] to be the most important target pro-
teins) in approx. 100 older people (including 50 people
over 75+). The study addresses a spectrum of different
T-cell functions with respect to each target protein and
it will facilitate a wider, more comprehensive view of
the T-cell response to CMV in older age. The study will
be concluded in 2011 and results are expected to be
published in 2012. Vescovini and Sansoni (Parma) made available their
unpublished data on an immune phenotype and fre-
quency study in a cohort of 125 HCMV-seropositive
elderly subjects aged between 60-100 years. The study
concluded that there was a significant correlation
between the magnitude of CMV-specific CD4+ T-cell
responses and accumulation of effector T-cells within
the CD4+ T cell compartment. There was also a signifi-
cant correlation in the magnitude of CMV-specific CD8
+ T-cell responses and number of total CD8+ T-cells as
well as the number of both memory and effector CD8+
T-cells. The study did not find significant correlations
between
the
magnitude
of
CMV-specific
T-cell
responses and a shortage of either CD4+ or CD8+ naïve
T-cells. In this instance, the presence or absence of
CMV infection did seem to behave as a discrete variable
in its effects on naïve T cells. These findings emphasize
the over-riding impact of CMV infection per se on com-
monly-measured immune parameters, and those com-
monly attributed to immunosenescence (ie. loss of naïve
T cells). Solana (Cordóba) presented further evidence
that there is an accumulation of CD8+ CD28- T cells
with short telomeres that tend to also acquire inhibitory
NK receptors in healthy elderly people. He noted that
similar changes can be seen in chronic stimulation situa-
tions such as patients with melanoma, HIV infection
and RA. The HCMV pp65-specific T cells from elderly
individuals were found to be heavily enriched in
CD45RA+ CD27- CD28- CCR7- cells and evidence was
presented that these had a low proliferative capacity fol-
lowing specific stimulation with pp65 peptides [3]. He
noted that similar phenotype changes can be seen in
HCMV-pp65 specific CD8 T cells in solid organ trans-
plantation that were associated with age and with epi-
sodes of CMV replication after transplantation. In
addition a correlation was observed between the T cell memory frequency, inflation and
immunosenescence Using two sepa-
rate models of replication and spread-deficient virus
that still establishes viral latency, memory T cell infla-
tion nonetheless occurred and was maintained. Inhibi-
tion of viral replication by inhibiting viral DNA
replication also had no effect on the T cell response
over time [9]. exhaustion of the naïve T cell pool [12]. Moreover, in a
separate study in HAART-treated HIV patients, mount-
ing strong CMV-specific responses appeared to impact
on both naïve CD4+ T-cell counts and their recovery
upon antiretroviral therapy [13]. In these two clinical
settings, T cell responses to HCMV have a profound
impact of the immune system as a whole. In the special
cases of thymectomy and HIV infection, the impact of
CMV may therefore be more pronounced and easier to
determine unequivocally. Further discussion considering the impact of CMV on
immunosenescence led to revisiting the question of
what is the definition of T cell senescence? Senescence is
a term generally used to describe replication incompe-
tence of fibroblast cells after a certain finite number of
population doublings. Replicative senescent cells have
been defined in the brain and in cardiology but how
should it be done for the immune system? Are there
any such cells in the constantly-renewing T cell com-
partment? The use of the term in describing CMV-spe-
cific T cell populations is more controversial as it is
acknowledged that many of the late-differentiated T
cells do retain replication competence. However, it
should be noted that their definition by CD45RA
expression and lack of either CD27 or CD28 or both
does not define a homogeneous cell population, as
many more markers can be added (eg CD57, KLRG1,
PD1) to further sub-divide late-stage T cell populations
which may yet include an antigen-specific population
that is indeed unable to divide further. Another compli-
cation is that the term “senescent” is also being used to
imply non-functionality, whereas data from many
laboratories in human, rhesus and murine systems have
shown that late-differentiated cells maintain function. In
vivo, the work of Macallan (London) suggests that these
cells turn over only very slowly. There was a feeling that
we might have become too fixated on the replication
capacity of these cells. Of more importance could be
their direct effector function. Indeed, the suggestion was
made (Pawelec, Tübingen) that some of the defining
characteristics of senescent cells which T cells share
with the “classic” fibroblast model (ie. T cell memory frequency, inflation and
immunosenescence Setting aside the difficulties in proving that accumula-
tion of cytomegalovirus-specific T cells with the distinct
phenotypic and functional characteristics described
above are responsible for an increase in all-cause mor-
tality or a decreased ability to mount good quality
responses to new antigens, and whether their specificity
is important in this context, both Hill (Portland) and
Klenerman (Oxford) addressed the biological phenom-
enon of “memory T cell inflation” using the murine
CMV model. Klenerman has investigated the mechan-
ism that leads to memory inflation while Hill has asked
what happens to the CMV-specific T cell response if
cytomegalovirus replication is inhibited. This latter
investigation is of particular importance as it has been
suggested that elderly HCMV-seropositive people may
benefit from anti-herpes virus chemotherapy. The ratio-
nale would be that anti-viral therapy would decrease
HCMV replication and thus chronic antigenic stimula-
tion which might reduce the frequency of the late-stage
differentiated T cell pool and thus allow an increase in Page 3 of 8 Wills et al. Immunity & Ageing 2011, 8:10
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http://www.immunityageing.com/content/8/1/10 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 the naïve pool with the hope that T cell responses to
neo-antigens would improve. Klenerman addressed the
issue of why memory inflation is triggered by some anti-
gens but not others. Memory inflation is defined as the
inordinate increase in frequency of CD8+ T cells speci-
fic for certain antigens with time post-exposure to anti-
genic stimulation. The phenomenon has been seen with
CMV, HIV and parvovirus B19 infections; however, cer-
tain antigens from these viruses but not to others within
the same virus are found to cause this effect, and other
viruses do not cause it at all. The “inflating” cells have a
distinct transcriptional profile as compared to non-
inflating T cells from the same animal. It is not clear if
persistence of viral antigen is required regardless of viral
reactivation or why some epitopes cause inflation while
others do not. The Klenerman study concluded that
viral replication was not required for memory inflation
and that epitopes that showed inflation had a reduced
dependence on the immunoproteasome [8]. Hill also
addressed memory inflation in MCMV specifically to
understand what happens to the T cell response if cyto-
megalovirus replication was inhibited? Discussion of CMV and Immunosenescence - Is it
associated at all? If chronic challenge with CMV contributes to causing
immunosenescence, it might be expected that more fre-
quent CMV reactivation would accelerate this process. However, it is not known whether CMV does reactivate
more frequently in the elderly. It was felt that higher
HCMV IgG levels might reflect this, but in many sick
people they stay the same, so did this mean that HCMV
was not reactivating? A study of elderly people suffering
from acute bacterial infections (e.g. S. pneumonia, E. coli, S. aureus, K. pneumonia) did not show any reacti-
vation of CMV infections measured by IgM antibodies
(n = 20). However, serology does not measure viral
levels so this is a mute point. Nonetheless, it was
strongly felt by a number of clinicians involved with the
care of older adults that “It is very unlikely that CMV
reactivation and viral replication is a problem in the
very elderly.” Wang (Baltimore) provided some evidence
for this, indicating that a small-scale study of older
adults (n = 40) categorised as either frail or not frail
showed no HCMV DNA in serum in either group, with
the exception of one frail individual who had 8 copies/
mL (this would be on the very edge of detection). Peo-
ple were reminded that VZV reactivation occurs in the
elderly and that it had been correlated with decrease in
CD4 cells and decrease in IFN gamma responses [15]. Data on CMV are lacking. y
It should be noted that not all studies do show such
an association, and that when they do, this does not
necessarily imply causality. Maier (Leiden) presented
results from four cohorts comprising the Leiden 85-plus
study, Danish Twin study, Leiden Longevity Study and
the PROSPER study with a mortality follow-up of 6 to
12 years. The results did not support a relationship with
CMV serostatus or antibody levels in all-cause mortality
or inflammation markers in any of the 4 cohorts. Con-
sistent with this, a recent study presented at the 2011
Cytomegalovirus Workshop in Nuremberg, Germany by
Stuart Adler concerned a prospective longitudinal study
with an 18 year follow-up of 915 patients undergoing
coronary angiography. It was concluded that neither
CMV seropositivity nor antibody levels were associated
with longevity irrespective of the presence or absence of
coronary heart disease (personal communication). T cell memory frequency, inflation and
immunosenescence lack of prolifera-
tive capacity, apoptosis resistance, inflammatory media-
tor secretion) are not markers of senescence in the
sense that they are detrimental (which by definition of
the term “senescence” has to be shown to justify its
use). Instead, one could view these properties as cellular
protection mechanisms responsible for maintaining an
active population of cells required for immunosurveil-
lance, ie. required for prevention of peripheral clonal
deletion of necessary cells. In fact, there is some evi-
dence from the longitudinal NONA studies that at the
terminal phase of life in the very elderly, the number of
CD8+ clonal T cell expansions, most of which are Taking these two studies together, the data from the
murine model would suggest that treating humans with
anti-herpesvirus chemotherapy may not reverse the
effects of HCMV on the memory T cell compartment. Most studies of this type have been carried out in
humans or mice, but Nikolich-Zugich (Tucson) pre-
sented data looking at the maintenance of T cell mem-
ory in the face of CMV and ageing using the Rhesus
CMV (RhCMV) model. The study examined the
RhCMV CD4+ and CD8+ T cell responses in adult ani-
mals aged 7-10 years and aged animals 19-26 years old. The study concluded that there was no difference in the
phenotype, numbers, proliferative capacity or functional-
ity of the T cells between the two groups of animals and
that there was no evidence for either a functional
decline or exhaustion in aged animals [10]. This was
further corroborated by their study using systemic HSV-
1 infection, which closely models MCMV infection in
mice [11]. However, given that CMV and HSV have
very different effects in humans [5], this result in mon-
keys is perhaps not unexpected. Further, in the context of the impact of HCMV on
immune signatures, Sauce (Paris) presented her studies
on the impact of HCMV infection in young adults thy-
mectomized during early childhood. The data presented
suggested that HCMV infection tended to cause the Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Page 4 of 8 specific for CMV, is inversely related to remaining survi-
val time [14]. HCMV in aging, mortality and disease states HCMV in aging, mortality and disease states
In the studies of Swedish octogenarians and nonagenar-
ians (OCTO and NONA) an immune risk profile (IRP)
associated with increased mortality on 2, 4 and 6-year
follow-up was defined, comprising reduced B cell num-
bers, an inverted CD4:CD8 T cell ratio, increased fre-
quency of CD8+ CD28- T cell populations, a poor
proliferative response to mitogen stimulation and
HCMV seropositivity. Strindhall (Jönköping) outlined
the results from a new study examining whether this
immune profile is already established in a cohort of
much younger older people in their sixties, the HEXA
study. The initial results show that this profile does
exist in hexagenarians. Almost 15% of the cohort had an
inverted CD4:CD8 ratio, a frequency very similar to that
seen in 85-year-olds, and these individuals also showed
characteristics previously identified in IRP individuals of T cell memory frequency, inflation and
immunosenescence Work on data taken from
the National Health and Nutrition Examination study
(NHANES) III concluded that CMV-seropositivity was
associated with an increased risk of all-cause mortality
in > 14,000 adults at least 25 years of age followed for >
10 years; especially individuals with a raised inflamma-
tory marker (C-reactive protein CRP) were at a higher
risk of both all-cause mortality and cardiovascular-asso-
ciated mortality [19]. Discussion of CMV and Immunosenescence - Is it
associated at all? These
data are therefore different from a smaller, shorter,
study from Finland on one-third the number of patients
with stable cardiovascular disease which did show a
positive relationship between highest quartile IgG anti-
body titer and mortality [16]. This crucial question
therefore remains to be resolved, as discussed intensely
at the Workshop. T cell memory frequency, inflation and
immunosenescence More recently, data from a 7-year follow-
up of subjects 88 years old at baseline in the Leiden 85+
study has shown that the degree of accumulation of
late-differentiated CD8 cells, putatively mostly specific
for CMV, is positively associated with longer survival
(Derhovanessian et al., 2011 submitted). the very old. The study now has the opportunity to
examine morbidity and mortality to determine if this
truly defines a risk profile in people only in their sixties. It is clearly of great importance to establish if long-
term carriage of HCMV is associated with an increased
likelihood of all-cause mortality. A number of studies
addressing this issue have already been published
[16,17] and the results from further studies were pre-
sented at this meeting. Wang spoke about a study of
635 70-79 year-old women living in the community. The results demonstrated that women in the highest
HCMV IgG quartile had a significantly higher incidence
of frailty as compared to HCMV-seronegative women at
baseline. Furthermore, CMV IgG concentration in the
highest quartile also increased the risk of five-year mor-
tality, independent of potential confounders including
cardiovascular disease [18]. Work on data taken from
the National Health and Nutrition Examination study
(NHANES) III concluded that CMV-seropositivity was
associated with an increased risk of all-cause mortality
in > 14,000 adults at least 25 years of age followed for >
10 years; especially individuals with a raised inflamma-
tory marker (C-reactive protein CRP) were at a higher
risk of both all-cause mortality and cardiovascular-asso-
ciated mortality [19]. the very old. The study now has the opportunity to
examine morbidity and mortality to determine if this
truly defines a risk profile in people only in their sixties. It is clearly of great importance to establish if long-
term carriage of HCMV is associated with an increased
likelihood of all-cause mortality. A number of studies
addressing this issue have already been published
[16,17] and the results from further studies were pre-
sented at this meeting. Wang spoke about a study of
635 70-79 year-old women living in the community. The results demonstrated that women in the highest
HCMV IgG quartile had a significantly higher incidence
of frailty as compared to HCMV-seronegative women at
baseline. Furthermore, CMV IgG concentration in the
highest quartile also increased the risk of five-year mor-
tality, independent of potential confounders including
cardiovascular disease [18]. Discussions on the Immune risk profile, IRP The idea that CD8+ memory T cells compete for
space in a T cell compartment that is constrained in its
maximum size has led to the suggestion that over-abun-
dant memory T cells such as those seen in people with
latent HCMV carriage could have a detrimental effect
by displacing naïve or other memory T cells. Could the
occupation of the “immunological space” by large and
inflating HCMV-specific T cells contribute to immuno-
senesence? Van Lier (Amsterdam) presented data from
a study comparing the frequency of EBV- and HCMV-
specific T cells in the blood and lymph node (LN) of
donors showing that while the percentages of EBV-spe-
cific T cells were comparable between blood and LN,
HCMV had a much lower LN frequency which included
the late-differentiated cells as determined by CD45RA+
and CD27- phenotyping. The study concluded that
strong immune responses to HCMV were unlikely to
restrict space for naïve or other memory T cells in LN. Although these results are intriguing, the impact of
aging was not addressed in that study. In particular, as
CMV infection has been shown to impair the response
to a co-resident EBV infection in middle-aged and
elderly persons, but not in young adults [21], the study
raises a very important question. If CMV infection does
not impair the survival of naive T cells in the LN, the
major reservoir of naive T cells, how is the decline of
naive T cells in the peripheral blood of CMV-seroposi-
tive versus CMV-seronegative persons explained? [22,23]. The ability of CMV to significantly decrease
peripheral naive T cells in young persons with poten-
tially intact or at least more residual thymic T cell gen-
eration indicates that CMV infection may not only drive
peripheral naive T cell exhaustion but also affect T cell
generation in the thymus. Accordingly, there is a need
to delineate the mechanism of naive T cell generation/
exhaustion and CMV infection as well as to analyze the
impact of CMV infection not only in the peripheral
blood, but also in lymphoid and extra-lymphoid organs,
to improve our understanding of HCMV-specific T cell
migration, differentiation and expansion throughout life. Westendorp (Leiden) presented a study on the effi- The IRP was defined in the Swedish OCTO and NONO
studies, but it was left as an open question if the IRP
actually applies generally to human populations? Discussions on the Immune risk profile, IRP It was
suggested that a cohort in Spain does show the IRP
(Solana) and Moss has cohorts in the UK which also
show the IRP; however, not all cohorts do, as an aged
community in the mountain region in Sicily do not
show the IRP (Caruso, Palermo). However it was felt
that this population was not old enough as so far we
only know that the IRP is relevant from age 85. The IRP does not take into account the absolute num-
ber of naïve T cells, nor the absolute numbers of mem-
ory cells: the IRP was based on percentages. The
percentage of CD8+CD28- cells was part of the IRP, but
it is also clear that there is an increase in the absolute
number of these cells per ml of blood in the risk group. This raises the question at what levels of naïve CD4 or
CD8 T cells do people start to experience problems? Sauce suggested from her work that a level of < 50
naive CD8+ T cells per μl and < 100 naïve CD4+ T
cells is crucial, although different specific cut-offs might
be relevant at different age ranges. A further refinement
of the accumulation of CD8+ CD28- T cells defined in
the IRP was suggested to take into account lymphope-
nia, as it was felt that those individuals who were both
lymphopenic and had large CD8+ CD28- expansions
had a poor outcome. Discussion on Cohort studies of all-cause mortality CMV
seropositive vs negative It was felt that defining the confounding factors and
how to correct for them is crucial in these analyses, Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Page 5 of 8 Henson (London) reported that late-stage memory
cells also express inhibitory receptors such as PD-1 and
KLRG1 and this tends to be higher on T cells from indi-
viduals who are HCMV-seropositive. This has been
observed by many others, including several Workshop
participants and seems to be a general finding. She
showed that blockade of PD-1 increased proliferation of
these cells and no additive effect was seen with dual
PD-1 and KLRG-1 blockade, nor did it increase telomer-
ase activity. although it is not clear what best practice is. The dis-
similar populations in these cohort studies likely also
contribute to the divergent findings on the association
between HCMV carriage and mortality. However, the
requirement for standardization in the quantitation of
HCMV IgG levels would also be an important step and
was discussed further along with other metrics that
require standardization. These are outlined in the new
questions section of this report. although it is not clear what best practice is. The dis-
similar populations in these cohort studies likely also
contribute to the divergent findings on the association
between HCMV carriage and mortality. However, the
requirement for standardization in the quantitation of
HCMV IgG levels would also be an important step and
was discussed further along with other metrics that
require standardization. These are outlined in the new
questions section of this report. The immunobiology of cytomegalovirus-specific T
cells and effects on vaccination Macallan presented a study to determine why highly
differentiated HCMV-specific CD8+ T cells accumulate
and in particular to distinguish accumulation due to
rapid proliferation versus long-term persistence due to
impaired apoptosis. They demonstrated that these
expansions are often oligoclonal and these clones are
stable over many years. In addition, comparison of CD8
cells from young and old donors showed no difference
in either proliferative activity or cytotoxic function. Assessment of in vivo turnover rate by deuterated glu-
cose experiments suggest that the cells have a low pro-
liferative rate in vivo and as such probably accumulate
with time rather than by proliferation [20]. Westendorp (Leiden) presented a study on the effi-
cacy of influenza vaccination in a cohort of elderly indi-
viduals living in care facilities. The study design
encompassed a number of different dosing regimes and Page 6 of 8 Page 6 of 8 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 was able to examine influenza seroconversion in relation
to HCMV seropositivity. The study concluded that in
this particular cohort previous CMV infection does not
explain poor responsiveness to influenza vaccination
and as such does not support CMV infection as being
the origin of this dysfunction in the immune system of
these older people [24]. These results contrast with an
earlier study [25], in which elderly HCMV-seropositive
individuals where shown to respond less well to influ-
enza vaccination. It should be noted that only the domi-
nant H3N2 strain of influenza strain was used in the
den Elzen study as opposed to all three seasonal strains
in the Trzonkowski study, and that the weakest correla-
tion was between HCMV seropositivity and seroconver-
sion to H3N2 in the latter. It is clear that this important
area deserves further study. If HCMV does drive immu-
nosenescence, a tangible outcome such as poor vaccina-
tion responses would be predicted and importantly this
evidence could support a rationale for a modified vacci-
nation
protocol
in
elderly
HCMV
seropositive
individuals. specific immune responses (MASIR). A goal for presen-
tation at the next meeting is to determine a set of
recommendations for standardization along the lines
outlined in [26,27]. Where are the CMV-specific T cells, where is the
reservoir, is it the spleen? Or perhaps marginal pools? The immunobiology of cytomegalovirus-specific T
cells and effects on vaccination This reservoir, and there may be more than one, seems
dynamic and provides rapid access to the blood, as per-
ipheral blood cell numbers show rapid fluctuations. The
stress hormone adrenaline can regulate this exchange
with the blood. Bosch (Birmingham) presented data
showing that physiological stressors (exercise, psycholo-
gical stress) cause swift (< 10 minutes) and robust (up
to +300%) release of differentiated (CD27-CD28-CCR7-)
memory CD8+ T cells as well as CMV-specific CD8+ T
cells into peripheral blood. Using pharmacological infu-
sion and blockade studies, he provided evidence that
this release is regulated by the stress hormone adrena-
line and dependent on activation of b-adrenergic recep-
tors. This finding coincides with reports of upregulated
expression of b2-adrenergic receptors on differentiated
T cells [28]. Significantly, 1 to 2 hours post-stress these
cells cleared from the blood, with cell numbers dropping
to 70% below resting levels [29,30]. Bosch suggested that
this may reflect a rapid egress into tissue. New Questions raised by the discussions
Standardization - HCMV serotesting the means of
detection, the measurement of viremia and T cell assays? It is not at all clear what antibody responses are actually
being measured when HCMV serotesting is reported. There is a requirement for standardization in the CMV
antigens that are used on the plate coatings. This is of
particular importance as studies of the effect of HCMV
on mortality or measures of health often group patients
based on the level of antibody response (into four quar-
tile groups). Comparison of different studies is not
helped if what is being measured in one study/labora-
tory is not the same as another study/laboratory. It was
felt that there is a need for standardization such that
results can be compared, and for further sophistication
in dissecting out antibody repertoires. The subclass of
IgG is never considered; IgM titer rarely, the avidity of
antibody never. All these factors could be informative. In accordance with their effector-memory phenotype,
CMV-specific T cells should preferentially migrate to
and reside in extra-lymphoid organs and the bone mar-
row. Yet the frequency of CMV-specific CD8+ and CD4
+ T cells in the human bone marrow is similar [31,32]
or even lower compared to the peripheral blood [33]. Nonetheless, Letch et al. did show that CMV-specific
CD8 cells with a central memory phenotype, while pre-
sent in low frequencies in the peripheral blood, were
present at higher levels in the BM. The immunobiology of cytomegalovirus-specific T
cells and effects on vaccination Moreover, CMV-spe-
cific T cells from the BM underwent greater clonal
expansion in vitro than PB cells. This might also be of
practical importance in transplantation (independently
of any ageing considerations). Although the impact of
aging on the frequency of CMV-specific T cells in the
bone marrow has not yet been addressed, the currently
available data may support a role of the bone marrow as
a reservoir for highly functional CMV-specific central-
memory T cells (Herndler-Brandstetter, Birmingham). In a similar fashion, concerns about the comparability
of T cell assays between groups in the field was felt to
be an issue. Very little standardization was evident
between different flow cytometry-based T cell assays. Parameters that were of particular concern were: the
use of fresh vs frozen PBMC samples, the anti-coagu-
lants used to collect blood samples, the combination of
cell surface phenotypes used to determine T cell subpo-
pulations (variations on the use of CD27 or CD28 with
CD45RA eg). These concerns are not unique to this
field. Kern noted that there was a move to adopt a stan-
dardization provision of minimal information on T cell
assays (MIATA). Similar concerns were raised from a
series of conferences on the measurement of antigen- Is it how someone deals with CMV over a long period of
time which is actually important? y
p
The Leiden Longevity Study examines familial longevity
in an F2 generation with a 30% decreased standardised
mortality rate between the ages of 40 and 80. This is
proposed to be due to a genetic influence - an enrich-
ment of “longevity-assurance” genes. The F2 subjects
studied here showed some indications of resistance to
becoming infected with CMV even when their partner
(sometimes over decades) was CMV-seropositive. More-
over, when they were infected, they did not show the
characteristically lower frequencies of naïve CD8+ T
cells and higher frequencies of late-differentiated CD8+
CD28- T cells seen in the general population [2]. They
also showed lower levels of markers of inflammation in
the plasma and less potentially inflammatory-mediated
disease (eg. type 2 diabetes). The link between CMV,
inflammation, disease, longevity and genetics is being
studied in these remarkable people. Would treatment of CMV with antivirals have a beneficial
effect on the immune system? Evidence from Hill’s studies suggest not! However, is
the MCMV model sufficiently close to HCMV that we
can extrapolate? In the face of the not yet sufficiently
documented (and to some extent controversial) health
risks of persistent CMV infection, it is highly speculative
whether long-term treatment with antiviral drugs will
result in any measurable health benefits. In particular,
long-term treatment with antiviral drugs may not be a
good option, as the treatment is likely to have side
effects and to facilitate viral resistance. Some people felt
that this argued in favour of the ongoing efforts to
develop an efficient CMV vaccine able to protect from
primary infection. Such a vaccine would most likely be
cost-effective in preventing from any detrimental CMV-
related impairments of the immune system. It was felt that currently-available antivirals also have too
much toxicity and adverse-effect burden to tip the benefit-
risk balance toward warranting administration to other-
wise healthy humans. The administration of these antivir-
als to immunosuppressed transplant recipients is
warranted because of the significant morbidity and mortal-
ity caused by CMV in this patient population. If further
evidence suggests that halting HCMV replication and
reactivation confers a beneficial effect on the immune sys-
tem, the development of next-generation antivirals with
significantly less toxicity would be a high priority. 27Department of Internal Medicine II, University of Tübingen, Tübingen,
Germany. Author details
1 1Department of Medicine, University of Cambridge, Cambridge, UK. 2Division
of Infection and Immunity, University College London, London, UK. 3School
of Cancer Sciences, University of Birmingham, Birmingham, UK. 4College of
Life and Environmental Sciences, University of Birmingham, Birmingham, UK. 5Mannheim Institute of Public Health, Social and Preventive Medicine,
University of Heidelberg, Mannheim, Germany. 6Department of Pathobiology
and Medical and Forensic Biotechnologies, University of Palermo, Palermo,
Italy. 7Epidemiology and Public Health Group, Peninsula Medical School,
University of Exeter, Exeter, UK. 8Dept. Experimental Pathology, University of
Bologna, Bologna, Italy. 9Research Centre on Aging, Immunology Program,
Geriatric Division, Faculty of Medicine, University of Sherbrooke, Sherbrooke,
Canada. 10Addenbrooke’s Hospital, Cambridge, UK. 11Stanford University
School of Medicine, Stanford, CA, USA. 12School of Immunity and Infection,
University of Birmingham, Birmingham, UK. 13Dept Microbiology and
Immunology, Oregon Health and Science University, Portland, OR, USA. 14BSMS, University of Sussex Campus, Falmer, UK. 15NIHR Biomedical
Research Centre, Nuffield Dept of Clinical Medicine, University of Oxford,
Oxford, UK. 16Centre for Infection, St George’s, University of London,
Cranmer Terrace, London, UK. 17Department of Gerontology and Geriatrics,
Leiden University Medical Center, Leiden, The Netherlands. 18Department of
Immunobiology and the Arizona Center on Aging, University of Arizona,
Tucson, AZ, USA. 19Department of Internal Medicine and Biomedical
Sciences, University of Parma, Parma, Italy. 20INSERM, Infections and
Immunity, Universite Pierre et Marie Curie-Paris, Paris, France. 21Instituto
Maimonides de Investigación Biomédica de Cordoba (IMIBIC), Hospital
Universitario Reina Sofía, Universidad de Cordoba, Cordoba, Spain. 22Department of Natural Science and Biomedicine, School of Health
Sciences, Jönköping University, Jönköping, Sweden. 23Department of Clinical
Immunology and Transplantology, Medical University of Gdańsk, Gdańsk,
Poland. 24Sanquin Blood Supply Foundation and Department of
Experimental Immunology, Amsterdam, The Netherlands. 25Division of
Geriatric Medicine and Gerontology, Johns Hopkins University School of
Medicine, Baltimore, MD, USA. 26Department of Public Health and Primary
Care, Leiden University Medical Center, Leiden, The Netherlands. 27Department of Internal Medicine II, University of Tübingen, Tübingen,
Germany. Are large expansions of HCMV specific T cells
detrimental? Moss asked us to directly address the issue that if CMV
has any association with immunosenescence, old people
without CMV must have better immune responses to
neo-antigens. It was further suggested that CMV-sero-
positive vs negative showed no correlation with inflam-
matory markers - and it would be expected that it
should. However, could there be a subset or group of Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Page 7 of 8 Page 7 of 8 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Page 7 of 8 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 Acknowledgements
Th
W
k h The Workshop was supported by the EU Network of Excellence “LifeSpan”
(FP6-036894) Conclusions
d certain individuals that are affected and this is not seen
at a population level? Moss suggested this was the case
in a cohort of CML patients where those with large
CD4+ CD28- T cell expansions with a loss of naïve cells
showed an increase in infections. This 2nd Workshop was attended by twice the number
of people than the first original discussion group. The
interaction of so many additional scientists with exper-
tise in basic cytomegalovirus immunology, virology and
epidemiology was invaluable. As a group, a large num-
ber of the most important questions are being addressed
and importantly new questions are being raised and dis-
cussed which is vital for the field to move forwards. It
was proposed that a 3rd meeting should be organised
and this had overwhelming support. We are grateful to
Rafael Solana (rsolana@uco.es) for offering to do this in
Cordoba, Spain, 8-9th March, 2012. Authors’ contributions All authors contributed to the writing of this Commentary and all have
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The authors declare that they have no competing interests. Received: 12 October 2011 Accepted: 28 October 2011
Published: 28 October 2011 Received: 12 October 2011 Accepted: 28 October 2011
Published: 28 October 2011 Received: 12 October 2011 Accepted: 28 October 2011
Published: 28 October 2011 Page 8 of 8 Page 8 of 8 Wills et al. Immunity & Ageing 2011, 8:10
http://www.immunityageing.com/content/8/1/10 doi:10.1186/1742-4933-8-10
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and immunosenescence workshop. Immunity & Ageing 2011 8:10. References Libri V, Azevedo RI, Jackson SE, Di Mitri D, Lachmann R, Fuhrmann S,
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Hislop AD, Steyn R, Rickinson AB, Buckley CD, Moss P: Selective
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and immunosenescence workshop. Immunity & Ageing 2011 8:10. 18. Wang GC, Kao WH, Murakami P, Xue QL, Chiou RB, Detrick B, McDyer JF,
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https://openalex.org/W2027962422
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https://hal.science/hal-01189739/document
|
English
| null |
Specific patterns of gene space organisation revealed in wheat by using the combination of barley and wheat genomic resources
|
BMC genomics
| 2,010
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cc-by
| 11,299
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To cite this version: Camille Rustenholz, Pete E. Hedley, Jenny Morris, Frédéric Choulet, Catherine Feuillet, et al.. Specific
patterns of gene space organisation revealed in wheat by using the combination of barley and wheat
genomic resources. BMC Genomics, 2010, 11, 10.1186/1471-2164-11-714. hal-01189739 Specific patterns of gene space organisation revealed in
wheat by using the combination of barley and wheat
genomic resources
Camille Rustenholz, Pete E. Hedley, Jenny Morris, Frédéric Choulet,
Catherine Feuillet, Robbie Waugh, Etienne Paux Specific patterns of gene space organisation revealed in
wheat by using the combination of barley and wheat
genomic resources
Camille Rustenholz, Pete E. Hedley, Jenny Morris, Frédéric Choulet,
Catherine Feuillet, Robbie Waugh, Etienne Paux RESEARCH ARTICLE Open Access © 2010 Rustenholz et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative
Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and
reproduction in any medium, provided the original work is properly cited. Specific patterns of gene space organisation
revealed in wheat by using the combination of
barley and wheat genomic resources Camille Rustenholz1†, Pete E Hedley2†, Jenny Morris2, Frédéric Choulet1, Catherine Feuillet1, Robbie Waugh2,
Etienne Paux1* * Correspondence: etienne.paux@clermont.inra.fr
† Contributed equally
1INRA UMR 1095, Génétique Diversité et Ecophysiologie des Céréales, 63100
Clermont-Ferrand, France
Full list of author information is available at the end of the article Abstract Background: Because of its size, allohexaploid nature and high repeat content, the wheat genome has always
been perceived as too complex for efficient molecular studies. We recently constructed the first physical map of a
wheat chromosome (3B). However gene mapping is still laborious in wheat because of high redundancy between
the three homoeologous genomes. In contrast, in the closely related diploid species, barley, numerous gene-based
markers have been developed. This study aims at combining the unique genomic resources developed in wheat
and barley to decipher the organisation of gene space on wheat chromosome 3B. Results: Three dimensional pools of the minimal tiling path of wheat chromosome 3B physical map were
hybridised to a barley Agilent 15K expression microarray. This led to the fine mapping of 738 barley orthologous
genes on wheat chromosome 3B. In addition, comparative analyses revealed that 68% of the genes identified were
syntenic between the wheat chromosome 3B and barley chromosome 3 H and 59% between wheat chromosome
3B and rice chromosome 1, together with some wheat-specific rearrangements. Finally, it indicated an increasing
gradient of gene density from the centromere to the telomeres positively correlated with the number of genes
clustered in islands on wheat chromosome 3B. Conclusion: Our study shows that novel structural genomics resources now available in wheat and barley can be
combined efficiently to overcome specific problems of genetic anchoring of physical contigs in wheat and to
perform high-resolution comparative analyses with rice for deciphering the organisation of the wheat gene space. HAL Id: hal-01189739 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 A high throughput anchoring method g
t
oug put a c o
g
et od
To assess the efficiency of wheat-barley cross-species
hybridisation for gene-based physical map anchoring, a
barley Agilent 15K unigene microarray was hybridised
with 60 three-dimensional (plate, row, column) BAC
pools from the MTP of the wheat chromosome 3B [17]. After signal quantification and normalisation, hybridisa-
tion data were evaluated with four complementary scor-
ing methods to reliably locate as many barley gene
homologs as possible on the wheat BACs (see Methods). Using the most stringent “automated scoring” method,
3355, 3401 and 3286 probes were identified as positive
with the plate, row and column pools, respectively. Deconvolution of the pool data led to the identification
of 571 unambiguous BAC addresses for 566 unigenes,
defining 561 unique genomic loci and 5 duplicated loci. The less stringent “boxplot scoring” method led to the
identification of 6205, 5103 and 6761 positive probes for
the plate, row and column pools, respectively. With this
method, 770 probes having unambiguous BAC addresses
were identified, including 481 that were already identi-
fied with the “automated” method. Out of the 289 newly
identified probes, we selected 86 probes (100 loci) that
correspond to the most robust data (i.e. located on two
to
three
overlapping
BACs). Finally
the
“semi-
automated” and the “manual scoring” methods added
additional BAC addresses for 13 and 78 probes respec-
tively that showed missing coordinates with the two other
methods due to technical limitations (detailed below). We recently constructed a physical map of chromo-
some 3B, the largest wheat chromosome (1 Gb, 2.5 times
the whole rice genome) [17]. The map consists of 1036
contigs spanning 811 Mb, of which 611 Mb are anchored
with 1443 molecular markers. However, very few contigs
are anchored by gene-derived markers. Indeed despite
the development of genomic resources, such as extensive
marker collections and saturated genetic maps [18-20],
genetic mapping of genes in wheat is still hampered by
the lack of polymorphism and the presence of the three
homoeologous copies of each gene. As a result, no high
density transcript genetic map is available. In contrast,
several gene maps have been constructed for barley
[21-25] (Hordeum vulgare L.) that diverged from wheat
~10-12 MYA [26,27] and belongs to the same tribe (Tri-
ticeae). Background Arabidopsis thaliana (125 Mb), Brachypodium distach-
yon (272 Mb) and Oryza sativa (389 Mb) exhibit fairly
homogenous gene distribution along their chromosomes
[3-5]. The transition from a homogenous to a non-
homogenous gene distribution seems correlated to the
genome size. Indeed, in intermediate size genome, such
as Populus trichocarpa (485 Mb) and Vitis vinifera
(487 Mb), large regions alternating between high and
low gene density were observed [6,7], whereas larger
genomes, such as Glycine max (1115 Mb) and Zea mays
(2300 Mb), display an increasing gradient of gene den-
sity from the centromere to the telomeres [8,9]. The term “gene space” refers to the fraction of the gen-
ome corresponding to protein coding genes and, by
extension, to the distribution of these genes [1]. In large
genomes that contain abundant repetitive DNA, it
encompasses also the notion of regions containing
genes, the so-called gene-rich regions, surrounded by
gene-poor regions composed of repeats [2]. With the growing number of sequenced plant gen-
omes, it becomes obvious that the distribution pattern
of genes is far from random and not universal across
the plant kingdom. Small plant genomes, such as Because of its size (17000 Mb), allohexaploid nature
(A, B and D-genomes) and high repeat content (>80%)
[10], the bread wheat (Triticum aestivum L.) genome is
among the largest and most complex plant genomes
and has always been considered too complex for * Correspondence: etienne.paux@clermont.inra.fr
† Contributed equally
1INRA UMR 1095, Génétique Diversité et Ecophysiologie des Céréales, 63100
Clermont-Ferrand, France
Full list of author information is available at the end of the article Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 2 of 12 molecular analyses. As a result, no genome sequence is
available yet and very little is known about the organisa-
tion of the wheat gene space. The first insights were
obtained from the mapping of wheat gene-based mar-
kers in wheat aneuploid genotypes called deletion lines
where fragments of chromosomes or deletion bins are
missing [11]. Based on EST and Pst1 genomic clone
mapping, Erayman et al. [12] suggested a very heteroge-
neous distribution of the genes along the wheat chro-
mosomes, with 94% of the genes being located in only
29% of the entire wheat chromosomes and mostly at
their telomeric parts. In contrast, by EST mapping on
chromosome group 3 deletion bins, Munkvold et al. Background [13] observed a slight gradient of the gene density along
the chromosomes as well as a significant number of
genes in the most proximal bins thereby suggesting a
more homogeneous distribution. More recently, indivi-
dual BAC sequencing [14,15] confirmed a rather homo-
geneous gene distribution in wheat with an average of
one gene per BAC. Finally, Choulet et al. [16] investi-
gated megabase-sized regions from various parts of
chromosome 3B and indicated that the gene-free regions
are much smaller than expected by Erayman et al. [12],
i.e. not larger than 1 Mb. Moreover, they found evidence
for a slight gradient (twofold) of the gene density distri-
bution from the centromere to the telomeres. Thus,
additional whole genome or whole chromosome ana-
lyses are needed to better characterize the gene space
organisation in wheat. microarrays to identify the location of genes along
the wheat 3B physical map. The results show that such
barley-wheat cross-hybridisations represent high-
throughput cost-efficient approaches for anchoring
genes on wheat physical maps and for performing com-
parative genomics studies between wheat and other
grass genomes. In addition, the possibility to locate
genes precisely within BAC contigs that were anchored
by other markers onto the chromosome 3B enabled us
to gain new insights into the distribution of genes along
a wheat chromosome. A high throughput anchoring method With a size of 4.9 Gb [10] and a repeat content of
over 80% [28], the diploid barley genome (2n = 14) is
very similar to the wheat subgenomes and several map-
ping studies have demonstrated a high collinearity
between barley and wheat [26,27,29-32]. In total, the combination of four methods enabled us
to identify 762 unambiguous wheat BAC addresses for
743 barley probes. A BLASTN search [33] against the
Triticeae repeat database TREP [34], indicated that five
probes had high sequence identity (>86%) with TEs and
were removed from further analysis. Each of the remain-
ing 738 non TE-related genes was assigned to one to
three wheat BACs resulting in 757 gene loci identified
on the wheat chromosome 3B physical map [17]. These
barley unigenes were located on 624 wheat BACs
that corresponded to 388 individual contigs of 187 kb to
3.8 Mb and 86 singletons. Here, we wanted to explore the possibility of using
barley transcript genetic maps as a surrogate to anchor
and order the wheat physical contigs. BAC pools repre-
senting the minimal tiling path (MTP) of wheat chro-
mosome 3B were hybridised onto barley expression Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 3 of 12 Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 We tested the reliability of the 757 genes using the
sequenced contigs available on chromosome 3B [16]. We found that 74% (23/31) of the genes located on the
sequenced contigs through hybridisation gave a hit on
the sequenced contigs after a BLASTN analysis. Out of
these genes, 91% (21/23) matched a gene on the
sequenced contigs at their expected location. Eight uni-
genes (26%) were assigned to these contigs but their
position was not supported by sequence information. Several hypotheses can be proposed to explain such dis-
crepancy between hybridization and sequencing data,
including false positives, misassembled MTP BACs or
gaps in the sequence. In addition, 30 out of the 15208
barley Agilent microarray unigenes matched a gene after
a BLASTN analysis against the sequenced contigs but
were not located on a BAC through hybridisation. How-
ever the sequence identity of these 30 unigenes (84%)
was lower than the sequence identity of the 21 unigenes
located on the sequenced contigs through hybridisation
(90%). These unigenes would therefore hardly be located
on a BAC through hybridisation. A high throughput anchoring method These data validated
this cross-species hybridisation approach as a powerful
and reliable method to map genes to BAC contigs. sequence conservation played a key role in the detection
of hybridisation signals and that more than half of the
potentially positive barley probes generated a near unde-
tectable hybridisation signal with the wheat BACs. A second origin of the discrepancy likely originates from
the presence of gene families located at multiple loci. The wheat genome is allohexaploid (three subgenomes:
A, B and D) and at least one copy of each wheat gene is
expected to be present on the three homoeologous chro-
mosomes. In addition, there is increasing evidence for
high level of tandem and interchromosomal duplication
events in wheat and perhaps barley genomes since their
divergence from the other grasses [16,39]. Thus there is a
good probability that some genes are found in multiple
copies on chromosome 3B. Such genes can result in mul-
tiple non-overlapping BAC addresses that cannot be
resolved without ambiguity and are therefore excluded
from our analysis. Another critical point affecting the
efficiency of the approach lies in the putative heterogene-
ity of the BAC pools. Indeed, each three-dimensional
MTP pool contains more than 300 BACs (see Methods),
making it difficult to guarantee equimolarity for all
BACs. In some extreme cases, this heterogeneity in indi-
vidual BAC quantity may lead to weak signal intensity for
positive probes resulting in missing coordinates. These
two limitations could be circumvented by the use of six-
dimension pools of the complete chromosome 3B BAC
library [40]. However, such pools would have required
almost 3 times more hybridisations than the three-
dimensional MTP pools (177 vs. 60) thereby reducing the
cost-efficiency of the approach. g
g
The 738 probes correspond to roughly 40% of the bar-
ley unigenes that were expected to be present on the
wheat chromosome 3B physical map. Indeed, chromo-
some 3 H accounts for approximately 14.8% of the bar-
ley genome [35,36]. Assuming a comparable gene
density for all barley chromosomes, 2250 probes out of
the 15208 unigenes are expected to be located on chro-
mosome 3 H. As the MTP covers 82% of the whole
wheat chromosome 3B, about 1845 probes should in
theory be present on the wheat chromosome 3B physi-
cal map assuming that all barley genes are conserved in
wheat. A high throughput anchoring method The difference of 60% between expected and
observed results could be explained by both biological
and technical limitations of our experiment. First,
sequence divergence between wheat and barley genes
may have significantly impacted the efficiency of this
approach. Letowski et al. [37] estimated that hybridising
a probe and a DNA target sharing 90% of sequence
identity results in 73% to 99% decrease in hybridisation
signal intensity compared to a probe and a DNA sharing
100% of sequence identity. Blasting the barley 60-mer
probes against the 6162 wheat cv. Chinese Spring full-
length cDNA dataset [38] revealed that 56% of the hits
show more than 10% nucleotide divergence (86% iden-
tity on average). Moreover we found that the unigenes
located on the sequenced contigs of the wheat chromo-
some 3B [16] through BLASTN and hybridisation
showed a significantly higher sequence identity (90%)
compared to the ones that were located on the
sequenced contigs through BLASTN only (83%) (T-test,
P-value = 5E-6). Therefore, one can estimate that Despite these limitations, this single experiment per-
mitted the localisation of 738 genes on the wheat chro-
mosome 3B contigs and allowed us to get novel
information for the order of the BAC contigs along the
chromosome based on the barley EST genetic maps. So
far, genetic mapping of genes in wheat has been ham-
pered by the lack of polymorphism in the genic
sequences and the presence of several homoeologous
copies. As a consequence, only a third of the 680 mar-
kers located on the chromosome 3B genetic map con-
structed using the ‘neighbours’ approach correspond to
ESTs [17]. Here, we established a barley whole genome
neighbour map using the same criteria as the IBM
neighbour map of maize [41] and used it to assess the
order of wheat contigs based on the EST order found
on the genetic map. Out of the 738 probes assigned to
BAC contigs of wheat chromosome 3B, 308 (42%) were
mapped to the barley neighbour map including 209 on
chromosome 3 H and 99 on other chromosomes. Using
the barley 3 H mapping data, 151 BAC contigs and
20 singletons from the wheat chromosome 3B physical
map were genetically ordered. Only 30% of these contigs
were previously ordered genetically using the wheat Rustenholz et al. A high throughput anchoring method BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 4 of 12 probes located on the contigs of wheat chromosome 3B,
209 were mapped on barley chromosome 3 H and 99
on other barley chromosomes. Rice orthologous genes
were identified unambiguously for 659 of the 738 probes
located on wheat chromosome 3B, of which 389 are
located on rice chromosome 1and 270 on other rice
chromosomes (Table 1). These results suggest that, at
the whole chromosome scale, 68% and 59% of wheat
chromosome 3B genes are syntenic with genes located
on the orthologous barley chromosome 3 H and rice
chromosome 1, respectively. These results are consistent
with previous studies that estimated between 59% and
74% of the genes were in conserved positions between
wheat chromosome group 3 and rice chromosome 1
and 75% between wheat chromosome group 3 and bar-
ley chromosome 3 H [13,25,43-50]. The genes that are
not syntenic between wheat chromosome 3B and barley
chromosome 3 H mapped on the other barley chromo-
somes with no significant bias towards any other single
chromosome (Chi2 test, P-value = 0.16). In contrast, the
non-syntenic genes between wheat chromosome 3B and
rice chromosome 1 are biased in favour of genes
mapped on the rice chromosomes carrying the highest
number of genes (chromosomes 3 and 5) and against
the rice chromosome carrying the lowest number of
genes (chromosome 9) (Chi2 test, P-value < 10-5). Further analyses confirmed that the distribution of the
non-syntenic genes between wheat chromosome 3B and
rice chromosome 1 on the other rice chromosomes is
correlated with the number of genes per rice chromo-
some (Pearson’s correlation coefficient r = 0.735;
P-value = 0.01) [3]. Thus, no real mapping bias was
identified towards any of the non-syntenic barley or rice
chromosomes. chromosome 3B neighbour map, whereas 44% were
mapped to the wheat chromosome 3B deletion bin map,
but not ordered in bins, and 26% were not anchored at
all [17]. In addition, it is worth noting that 36% of the
151 contigs are only anchored by gene-based markers. This is consistent with the results of Paux et al. [17]
who showed that some regions of the genome can only
be anchored by specific types of markers (ESTs, SSRs,
ISBPs) and that 35% of the contigs were anchored by
ESTs only. A high throughput anchoring method Therefore, we conclude that the cross-hybri-
disations of wheat BAC pools with barley expression
microarrays is a straight forward approach to order
wheat contigs with gene-based markers without the dif-
ficulty of EST genetic mapping in wheat. Moreover, the total cost for these 60 pool hybridisa-
tions on 15 microarrays was approximately 8800 USD. For the same price, PCR screening of individual EST
markers on the same BAC pools (including primers and
amplification) would only have allowed testing of 500
markers. Thus, the method is a cost-efficient alternative
to PCR-based physical map anchoring. However, despite
its convenience and its cost-efficiency, this technique is
still limited in the number of contigs anchored and
ordered but it would be greatly improved by technologi-
cal developments in the near future. First, use of the
barley 44K Agilent expression microarray will signifi-
cantly increase the number of positive probes, regardless
of the experiment efficiency. Second, as large amounts
of barley SNPs are becoming available [22], the number
of genetically mapped genes will increase in the coming
years, therefore improving the efficiency of the anchor-
ing strategy. Finally, wheat-barley cross-species hybridisation is a
convenient, cost-efficient and relatively high-throughput
approach for gene-based physical map anchoring and
ordering of wheat BAC contigs. However, even if the
use of barley genomic resources circumvents the limita-
tions caused by the complexity of the wheat genome,
the divergence between the two species is large enough
to observe synteny breaks. Thus, we performed a com-
parative study between wheat, barley and rice to assess
the extent to which the barley gene order is transferable
to wheat. Interestingly, a number of genes located on wheat
chromosome 3B were not syntenic with barley chromo-
some 3 H but their homologs were syntenic between
barley and rice. For example, 11 wheat chromosome 3B
genes mapped on barley chromosome 2 H and on its
ortholog in rice (chromosome 4). We found another
example with 9 wheat chromosome 3B genes mapping
on barley chromosome 6 H and on the orthologous rice
chromosome 2 [44]. This result indicates that these
genes have undergone rearrangements specifically in
wheat and supports the recent finding of Choulet et al. [16] for extensive interchromosomal duplications in
wheat. Comparative genomics between wheat, barley and rice We calculated the per-
centage of probes that are syntenic to barley chromo-
some 3 H genes for each deletion bin of chromosome
3B and found that the conservation of genes is signifi-
cantly uniform along chromosome 3B (Chi2 test, P-value
= 0.84) with 73% of syntenic genes per bin on average
(Table 1). We performed the same calculation with the
285 genes assigned to wheat chromosome 3B deletion
bins and syntenic to genes on rice chromosome 1. In this case, the distribution of syntenic genes was nega-
tively correlated with the distance to the centromere
(Pearson’s correlation coefficient r = -0.742; P-value =
0.04). In other words, the level of synteny between
wheat chromosome 3B and rice chromosome 1
decreases from the centromere to the telomeres. This is
in complete agreement with the results of Akhunov
et al. [39] who correlated this with the recombination
rate along wheat chromosomes. However, using the data
from Saintenac et al. [51] who performed an analysis of
the distribution of the recombination rate among chro-
mosome 3B, we did not find any correlation between
the synteny level and crossing-over frequency (Pearson’s
correlation coefficient r = -0.378; P-value = 0.36). Com-
parisons between the sequences of 18 Mb sized contigs
of chromosome 3B with the rice and Brachypodium
genomes led to the same conclusions [16]. Moreover,
the authors found a positive correlation between trans-
posable element activity and the number of non syntenic genes. Thus, it is likely that the synteny level between
wheat chromosome 3B and rice chromosome 1 that
decreases from the centromere to the telomeres results
from a combination of factors that have still to be
identified. The links between the barley chromosome 3 H genetic
map, the rice chromosome 1 sequence and the wheat
chromosome 3B deletion bin map were used to analyse
the collinearity, i.e. the order of the genes [42], between
the genes on wheat chromosome 3B and on barley chro-
mosome 3 H and between the genes on wheat chromo-
some 3B and on rice chromosome 1. As the relative
order of wheat genes in a given deletion bin is not
known, we inferred this order from the barley chromo-
some 3 H and rice chromosome 1 data. Comparative genomics between wheat, barley and rice Comparative genomics between wheat, barley and rice
In addition to its interest for anchoring physical maps,
cross-species hybridisation also provides valuable data
for comparative genomics as it allows the mapping of
barley (and to some extent rice) orthologous genes on
wheat chromosomes. We studied synteny, i.e. the con-
servation of the genes on the orthologous chromosomes
of wheat chromosome 3B in barley (chromosome 3H)
and rice (chromosome 1) without the assumption of the
conservation of the gene order [42]. Out of the 738 Out of the 219 gene loci orthologous to barley chro-
mosome 3 H genes, 153 have been located on wheat
BACs assigned to one of the eight deletion bins of
wheat chromosome 3B using the physical map data [17]. Their approximate location on the chromosome arms
was thus inferred from the mapping data of the BAC. This enabled us to study the synteny between wheat, Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 5 of 12 Page 5 of 12 Table 1 Mapping data in wheat chromosome 3B deletion bins
Wheat
Barley
Rice
3B
Deletion
Bin
Bin
size
(Mb)
Number
of loci
Density
(locus/
Mb)
Gene loci
mapped
on 3H
Gene loci mapped
on the other
chromosomes
Collinear gene
loci between
3B and 3H
Gene loci
mapped
on Os01
Gene loci mapped
on the other
chromosomes
Collinear gene
loci between 3B
and Os01
3BS8-
0.78-1.00
44.2
37
0.84
10
9
7
15
14
10
3BS9-
0.57-0.78
43.2
43
1.00
12
4
9
22
16
16
3BS1-
0.33-0.57
94.3
86
0.91
14
11
8
40
33
20
C-3BS1-
0.33
58.3
34
0.58
9
1
4
23
7
16
C-3BL2-
0.22
45.7
36
0.79
15
3
8
27
6
18
3BL2-
0.22-0.50
74.9
78
1.04
25
10
21
47
26
38
3BL10-
0.50-0.63
40.1
40
1.00
13
5
8
18
17
8
3BL7-
0.63-1.00
155.5
165
1.06
55
14
37
93
57
59
Total
assigned
556.2
519
0.93
153
57
102
285
176
185
Not
assigned
438.8
238
/
66
42
/
111
104
/
Total
995
757
/
219
99
/
396
280
/
318
676 Table 1 Mapping data in wheat chromosome 3B deletion bins
Wheat
Barley Table 1 Mapping data in wheat chromosome 3B deletion bins barley and rice at a finer scale. Comparative genomics between wheat, barley and rice This virtual
order was used to define eight synteny blocks on barley
chromosome 3 H and rice chromosome 1 corresponding
to the eight deletion bins of wheat chromosome 3B
(Figure 1). Genes being assigned to a given deletion bin
of wheat and to the corresponding synteny block of bar-
ley or rice were considered as collinear. Those not being
conserved at syntenic positions were considered as non
collinear. In total we found that 102 (67%) genes were
collinear between wheat 3B and barley 3 H and 185
(65%) between wheat 3B and rice 1 (Table 1 & Figure 1). We calculated the percentage of collinear genes between
wheat chromosome 3B and barley chromosome 3 H and
between wheat chromosome 3B and rice chromosome 1 Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 6 of 12 Figure 1 Collinearity between wheat chromosome 3B, barley
chromosome 3 H and rice chromosome 1. Each colour on wheat
chromosome 3B corresponds to a deletion bin. Yellow: 3BS8-0.78-
1.00; light green: 3BS9-0.57-0.78; pink: 3BS1-0.33-0.57; red: C-3BS1-
0.33; orange: C-3BL2-0.22; purple: 3BL2-0.22-0.50; dark green: 3BL10-
0.50-0.63 and brown: 3BL7-0.63-1.00. The black segments
correspond to the heterochromatic regions identified by C-banding,
the coloured segments to the euchromatic regions and the circle to
the centromere. The coloured blocks represent regions where the
genes are collinear between two chromosomes. The lines represent
the genes that are not collinear between two chromosomes. As the
relative order of wheat genes in a given deletion bin is not known,
we inferred this order from the barley chromosome 3 H and from
rice chromosome 1 data. we had to use a barley neighbour map combining these
maps to optimize the anchoring experiment. However,
the gene order is not fully reliable in such maps especially
in the pericentromeric and centromeric parts of the chro-
mosomes where recombination is reduced or totally sup-
pressed [25]. Finally, the use of wheat neighbour genetic
mapping data suggests additional rearrangements in bins
(data not shown) as suggested by Liu et al. [53] and
Chantret et al. [54] and this may also lead to some
discrepancies. Altogether, our results regarding conservation between
wheat chromosome 3B, barley chromosome 3 H and
rice chromosome 1 at the whole chromosome and at
the deletion bins scales are in agreement with previous
studies. Wheat gene space organisation For the first time, we were able to assign precisely a
large number of genes to individual BACs and BAC
contigs whose order is known on wheat chromosome
3B. This led us to analyse the pattern of gene distribu-
tion along the chromosome. Out of the 757 loci mapped
on the wheat chromosome 3B physical map, 519 loci
were assigned to the eight deletion bins (Table 1). The
density of loci per deletion bin was calculated by divid-
ing the number of loci assigned to each deletion bin by
the cumulative length of contigs in the bin [17]. The
density of loci showed a slight increasing gradient from
the centromere to the telomeres (Figure 2) with a posi-
tive correlation with the distance to the centromere
(Pearson’s correlation coefficient r = 0.664), even though
this correlation was not statistically significant using a
5% threshold (P-value = 0.07). The highest density was
found on the most distal 3BL7-0.63-1.00 deletion bin of
the long arm (1.06 probes per megabase), whereas the
lowest density was observed on the most proximal
C-3BS1-0.33 bin of the short arm (0.58 probes per
megabase). Such a gradient could be artificially created
by a difference in gene sequence conservation from the
centromere to the telomeres between wheat and barley. To test this hypothesis, we calculated the coefficient of
correlation between the gene density and the percentage
of sequence identity per bin. No significant correlation
was found (Pearson’s correlation coefficient r = -0.478;
P-value = 0.23), demonstrating that the gene density
gradient is not biased by the differences in the similarity Figure 1 Collinearity between wheat chromosome 3B, barley
chromosome 3 H and rice chromosome 1. Each colour on wheat Figure 1 Collinearity between wheat chromosome 3B, barley
chromosome 3 H and rice chromosome 1. Each colour on wheat for each bin. We found that the distribution of collinear
genes is significantly uniform along chromosome 3B
(Chi2 test, P-value = 0.89 and 0.69 for barley and rice
respectively). Some translocations of genes can be
observed between wheat chromosome 3B and barley
chromosome 3 H and between wheat chromosome 3B
and rice chromosome 1 (Figure 1) that are similar to pre-
vious studies [13,52]. However, we expected a higher col-
linearity between the wheat and barley group 3
chromosomes with regard to previous results [29-32]. Comparative genomics between wheat, barley and rice However, we also noticed some wheat-specific
rearrangements of the genes that disrupt the collinearity
between wheat and barley and between wheat and rice. Thus, globally we expected the genes to be in the same
order between wheat and barley but rearrangements are
likely to be observed locally. So the results of anchoring
and ordering of the wheat BAC contigs along chromo-
some 3B using the barley mapping data should be con-
sidered with caution as they may not be perfectly exact. Wheat gene space organisation We think that this apparent discrepancy may originate
from the construction of the barley neighbour map. None of the five individual barley genetic maps available
to date holds a sufficient number of genes, and therefore Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 7 of 12 Figure 2 Gene density in the eight deletion bins of wheat chromosome 3B. The density of isolated genes is represented by blue bars. The
density of the genes organized in island is represented by red bars. The proportions of genes organized in island per deletion bins are shown
as percentages within the red bars. Figure 2 Gene density in the eight deletion bins of wheat chromosome 3B. The density of isolated genes is represented by blue bars. The
density of the genes organized in island is represented by red bars. The proportions of genes organized in island per deletion bins are shown
as percentages within the red bars. 3B. This resulted in an estimate of 904 loci assigned to
the eight deletion bins compared to the 519 loci identi-
fied by hybridisation in this study. Recently Choulet
et al. [16] estimated that chromosome 3B carries 8400
genes. We then extrapolated the gene density by consid-
ering 8400 loci assigned to the eight deletion bins. We
found that the distal bin 3BL7-0.63-1.00 and the proxi-
mal bin C-3BS1-0.33 would have a gene density of
1 gene per 101 kb and 1 per 185 kb, respectively. There-
fore, even in the least gene-dense regions of the chro-
mosome, our results indicate that there may be one
gene on average every 185 kb and therefore no mega-
base-sized regions devoid of genes. This is consistent
with RNA hybridisations on chromosome 3B MTP
arrays that showed that the largest region without genes
is about 800 kb long and that genes are distributed
across the entire chromosome 3B [16]. between wheat and barley gene sequences. Thus, the
gene density distribution observed here provides a reli-
able snapshot of the gene space organisation along
wheat chromosome 3B and led to a hypothesis where
the gene density is higher in the distal parts than in the
proximal parts of the chromosome (Figure 2). Conclusions Our study demonstrates that hybridisations of the barley
Agilent 15K expression microarray with wheat chromo-
some 3B MTP pools is a convenient and cost-efficient
technique to perform physical map anchoring with
gene-based markers. Our comparative genomics analysis
between wheat, barley and rice confirms good global
collinearity between these species, with a few wheat-spe-
cific rearrangements that could lead to local mis-order-
ing of wheat contigs using the barley gene order. Using
this technique, we also confirmed previous studies that
the gene space organisation follows a gradient of gene
density along chromosome 3B from centromere to telo-
meres without large “gene-free” regions. We also
demonstrated that this gradient was generated by a dif-
ferential accumulation of gene islands between the cen-
tromere and the telomeres with more genes in islands
in the distal parts of the chromosome. Such results have
far-reaching implications in terms of strategies to
sequence the wheat genome. Indeed, our results confirm
that to access the whole wheat gene set, the entire
wheat genome needs to be sequenced. A wheat expres-
sion microarray is currently being utilised to increase
the density of genes at the BAC scale located along
wheat chromosome 3B and to improve our understand-
ing of the wheat gene space organisation. To further study the gene space and especially the
genes clustered in islands in more detail, we considered
gene islands as multiple genes located on the same BAC
or overlapping BACs, i.e. separated by less than 150 kb. Out of the 757 loci mapped on wheat chromosome 3B
physical map, 303 loci, i.e. 40%, were considered part of
gene islands, whereas the 454 remaining genes (60%)
were considered as isolated genes. In contrast to the dis-
tribution of isolated genes that we found significantly
uniform along chromosome 3B (Chi2 test, P-value =
0.97), the distribution of genes organised in islands was
significantly non-uniform along chromosome 3B (Chi2
test, P-value < 10-5) with a positive correlation between
the density of genes in islands and the distance to the
centromere (Pearson’s correlation coefficient r = 0.762;
P-value = 0.03) (Figure 2). We also found a correlation
between the density of genes in islands and the overall
gene density (Pearson’s correlation coefficient r = 0.956,
P-value < 10-3). Wheat gene space organisation As we
found that 87% of the genes were mapped on the 81%
most distal parts of chromosome 3B, our result is in
agreement with the moderate gradient of gene density
along wheat chromosomes suggested by Munkvold et al. [13], Devos et al. [15], Charles et al. [14] and more
recently, Choulet et al. [16]. The discrepancy between
these results and the first suggestions of Erayman et al. [12] that most of the genes are located in the distal
parts of the wheat chromosomes may originate from
their use of a consensus deletion bin map from the A, B
and D chromosomes, where markers were non-systema-
tically assigned to the deletion bins [51]. This likely led
to approximations of the relative positions of the mar-
kers and the postulation that genes are mostly found in
gene-rich regions in wheat. Here, the possibility to
assign genes on physical contigs that cover 82% of a
specific chromosome 3B [17] enabled us to derive more
precise information about the gene distribution. However, our approach suffers from a major limitation
to estimate the gene density precisely. Here, the gene
densities estimated for the 3BS8-0.78-1.00 and 3BL7-
0.63-1.00 telomeric deletion bins were lower than the
ones found through RFLP hybridisation with ESTs by
Munkvold et al. [13] (normalized gene densities: 0.928
versus 1.190 and 1.176 versus 1.421, respectively). One
of the characteristics of telomeric parts of wheat chro-
mosomes is that they accumulate tandemly duplicated
genes at a high rate [16,39]. Thus, it is likely that the
differences in gene density observed between the two
experiments reflect the inability of gene mapping based We then extrapolated the expected gene density per
deletion bin to the whole set of chromosome 3B genes. We first estimated the number of genes per bin by con-
sidering the bins fully covered by contigs and by keeping
the same gene density distribution along chromosome Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 8 of 12 on BAC hybridisation to detect tandemly duplicated
genes. This method is only qualitative and detects the
presence or absence of a gene on a BAC but it does not
indicate whether a gene located on a BAC is present in
single or multiple copies. Wheat gene space organisation Thus, the gene density estab-
lished through gene mapping based on BAC hybridisa-
tion is likely underestimated in the distal regions and
therefore one can expect an even higher gene density gra-
dient. If we consider that the difference in gene density
between the two studies is only due to tandemly dupli-
cated genes, we could estimate that we missed 28% and
21% of genes for 3BS8-0.78-1.00 and 3BL7-0.63-1.00
deletion bins, respectively. This also explains why our
estimation of gene density at telomeres was lower com-
pared to the gene density of sequenced contigs located in
distal regions of chromosome 3B (1 gene per 101 kb ver-
sus 1 gene per 86 kb) whereas our estimation at the cen-
tromere precisely fits the gene density of sequenced
contigs located in proximal regions (1 gene per 185 kb
versus 1 gene per 184 kb). Assuming that we missed 21%
of genes due to tandem duplications in 3BL7-0.63-1.00
deletion bin, the gene density would be 1 gene per 90 kb. This demonstrates that all these studies can give an indi-
cation of the general gene space organisation along
wheat chromosomes but are unable to precisely estimate
the local gene density of specific regions. organisation. We confirmed that the gene density distri-
bution along the chromosome 3B follows a slight gradi-
ent from the centromere to the telomeres and we suggest
that the presence of more gene islands in the distal part
of the chromosome explains this gradient. However, the
ultimate experiment to access the whole set of genes and
confirm the gene density distribution at a high resolution
along a wheat chromosome will be high-quality sequen-
cing and annotation. This is currently underway for chro-
mosome 3B (C. Feuillet, personal communication). Conclusions This strongly suggests that the gradient
of gene density between centromeric and telomeric
regions is due to the differential distribution of genes
organised in islands across the chromosome with pro-
portionately more genes in islands in the distal parts
compared to the proximal parts. Methods
l Golden Promise RNAs
(equal amounts of leaf, root and inflorescence) labelled
with Cy5. RNA (5 μg) was labelled as described by
Ducreux et al. [55]. Amplified BAC pool DNA (200 ng)
was labelled using a modified BioPrime Genomic DNA
Labelling System (Invitrogen, Carlsbad, California USA):
BAC pool DNA in 11 μl was added to 10 μl Random
Primer Reaction Buffer mix and denatured at 95°C for
5 min prior to cooling on ice and to this was added
2.5 μl modified 10× dNTPs buffer (1.2 mM each of
dATP, dGTP, dTTP; 0.6 mM dCTP; 10 mM Tris pH8.0;
1 mM EDTA), Cy3 dCTP (1 μl of 1 nM) and 0.5 μl Kle-
now enzyme (20U) followed by incubation for 16 h at
37°C. Labelled samples (BAC DNA & reference RNA)
for each array were combined and unincorporated dyes
removed using the Qiaquick PCR Purification Kit (Qia-
gen, Hilden, Germany) as recommended, eluting with
20 μl EB buffer (Qiagen, Hilden, Germany). Hybridisa-
tions and washing were carried out as recommended
(Agilent Protocol v5.5). Scanning was performed with an
Agilent G2505B scanner using default settings and data
extracted using Agilent FE software (v 9.5.3). All data
has been submitted to ArrayExpress [56] (accession #
E-TABM-1011) under MIAME guidelines [57]. a barley probe. For each barley probe, we identified the
positive pools to determine the original MTP BAC
address on which it is located. Each type of pool does
not contain the same number of BACs (plate: 384
BACs/pool; row: 480 BACs/pool; column: 320 BACs/
pool). The first normalisation step undertaken addressed the
fact that the 60 samples had different hybridisation sig-
nal averages. Medians were calculated for each pool
independently and each value was divided by the median
corresponding to the pool type. This led to comparable
hybridisation values for each pool. A second normalisa-
tion step was undertaken for each probe, based on the
same method. After this second normalisation step,
probe hybridisation values were all comparable, while
pool hybridisation values were not significantly changed. p
y
g
y
g
To identify pools with positive signal, we first used an
automated classical outlier detection method, that we
called the “automated scoring” method. The mean and
the standard deviation were calculated for each probe
and used to define a different threshold for each probe. Blast analyses y
A BLASTN analysis [33] was performed with the
60-mer barley probes against the TREP database [34] to
identify probes that could hybridise with TEs of the
wheat BACs. We considered that a probe could generate
a false positive due to TEs if we found 80% identity on a
minimum 45 nucleotides. Then a BLASTN analysis [33]
was performed with the 15208 60-mer barley probes
against the sequenced contigs of wheat chromosome 3B
[16]. The annotation of the best hit on the sequenced
contigs was viewed using Artemis [58]. The best hit and
the query barley probe were then aligned using Clus-
talW2 [59] and the sequence identity was calculated
using the entire barley probe length. In addition, a
BLASTN analysis [33] was performed with the 60-mer
barley probes against 6162 wheat cv Chinese Spring full-
length cDNAs developed by Kawaura et al. [38]. The
sequence identity between the best hit and the query
barley probe was calculated on the entire barley probe
length as previously described. The most significant rice
homologues to the unigenes used to design the barley
microarray probes were identified by BLASTN searches
of the gene models from the Rice Genome Annotation
Project from Michigan State University (Rice Pseudomo-
lecules v5 database [60]). Following this “automated scoring” method, a “semi-
automated” one was performed to identify missing coor-
dinates from probes having five positive pools (e.g. two
plate coordinates, two row coordinates and one column
coordinate). Here, a combination of all possible coordi-
nates was used to try to identify two overlapping BACs. A “manual scoring” analysis was also performed to iden-
tify the missing coordinate from probes having two posi-
tive pools. The final analysis that we called “boxplot scoring”
method was performed whereby a boxplot was drawn
using R software [61] for each probe for each of the
three pool types and the upper outlier values were con-
sidered as positive pools. This analysis was less stringent
than the “automated scoring” so we kept only the
probes that were located on two overlapping BACs. To rebuild the BAC addresses, we collated the positive
pools for each probe. Some probes gave one positive
pool per pool type which enables us to identify an
unambiguous BAC address. However, some probes gave
more positive pools per pool type. We therefore looked
at every combination and used the chromosome 3B Methods
l Calculation of the thresholds was different for each pool
type (plate: Mean + 2.8 × Standard Deviation; row:
Mean + 2.5 × Standard Deviation; column: Mean + 3 ×
Standard Deviation). All the pools with probe signal
above this threshold were considered positive. We
repeated this step twice by deleting positive signals pre-
viously detected, calculating the mean, standard devia-
tion and the threshold again for each probe and
selecting the new positive signals above the new thresh-
olds. The calculation of the thresholds for the three
pool types remained the same. Methods
l Barley expression microarray and hybridisations
The barley Agilent 15K expression microarray contains
15208 barley 60-mer probes derived from unigenes of
HarvEST assembly #25 used to originally design probe
sets for the 22K Barley1 Affymetrix GeneChip [21]. BACs (7440 in total) arranged in twenty 384-well plates
were selected to build a wheat chromosome 3B Minimal
Tiling Path covering 82% of the whole chromosome
with ~30% overlap as described by Paux et al. [17]. These twenty plates were pooled in three dimensions
(20 plate pools, 16 row pools and 24 column pools) to
generate 60 samples by CNRGV (Toulouse, France) and
the BAC pools were amplified as described by Paux
et al. [17]. Two channels processing of the microarrays
was used, with BAC pool DNA labelled with Cy3 and a In conclusion, our cross-species hybridisation techni-
que allowed us to assign a large number of genes onto
wheat chromosome 3B at the BAC resolution and to
obtain original results on the wheat gene space Rustenholz et al. BMC Genomics 2010, 11:714
http://www.biomedcentral.com/1471-2164/11/714 Page 9 of 12 mixed reference set of barley cv. Golden Promise RNAs
(equal amounts of leaf, root and inflorescence) labelled
with Cy5. RNA (5 μg) was labelled as described by
Ducreux et al. [55]. Amplified BAC pool DNA (200 ng)
was labelled using a modified BioPrime Genomic DNA
Labelling System (Invitrogen, Carlsbad, California USA):
BAC pool DNA in 11 μl was added to 10 μl Random
Primer Reaction Buffer mix and denatured at 95°C for
5 min prior to cooling on ice and to this was added
2.5 μl modified 10× dNTPs buffer (1.2 mM each of
dATP, dGTP, dTTP; 0.6 mM dCTP; 10 mM Tris pH8.0;
1 mM EDTA), Cy3 dCTP (1 μl of 1 nM) and 0.5 μl Kle-
now enzyme (20U) followed by incubation for 16 h at
37°C. Labelled samples (BAC DNA & reference RNA)
for each array were combined and unincorporated dyes
removed using the Qiaquick PCR Purification Kit (Qia-
gen, Hilden, Germany) as recommended, eluting with
20 μl EB buffer (Qiagen, Hilden, Germany). Hybridisa-
tions and washing were carried out as recommended
(Agilent Protocol v5.5). Scanning was performed with an
Agilent G2505B scanner using default settings and data
extracted using Agilent FE software (v 9.5.3). All data
has been submitted to ArrayExpress [56] (accession #
E-TABM-1011) under MIAME guidelines [57]. mixed reference set of barley cv. Synteny and collinearity analyses In total, five barley genetic maps [21-25] were used to
establish a barley neighbour map using the same criteria
as the IBM neighbour map of maize [41]. For two maps
[24,25], we had to perform a BLASTN analysis to link the
markers to the barley unigenes mapped on wheat chro-
mosome 3B. The best hits with at least 85% identity over
100 nucleotides were selected for each unigene. The
order of the rice genes along the chromosomes was
established using the rice gene numbering annotation. As
the relative order of wheat genes in a given deletion bin
is not known, we inferred this order from the barley
chromosome 3 H and rice chromosome 1 data. The soft-
ware GenomePixelizer [62] was used for the graphical
display of the collinearity between wheat chromosome
3B, barley chromosome 3 H and rice chromosome 1. manuscript. The final version of the manuscript was approved by all the
authors. Authors’ contributions PH and JM carried out the hybridisations; CR, PH and FC performed data
analysis; RW, CF and EP helped with the interpretation of the results; CR
drafted the manuscript; FC, RW, CF and EP were involved in improving the Author details
1 1INRA UMR 1095, Génétique Diversité et Ecophysiologie des Céréales, 63100
Clermont-Ferrand, France. 2Scottish Crop Research Institute, Invergowrie,
Dundee, DD2 5DA, UK. After identification of BACs carrying barley orthologs,
we used the physical map [17] to locate them in their
respective contig and possibly in one of the eight chro-
mosome 3B deletion bins used for this study. 1INRA UMR 1095, Génétique Diversité et Ecophysiologie des Céréales, 63100
Clermont-Ferrand, France. 2Scottish Crop Research Institute, Invergowrie,
Dundee, DD2 5DA, UK. References
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Horner D, Mica E, Jublot D, Poulain J, Bruyere C, Billault A, Segurens B,
Gouyvenoux M, Ugarte E, Cattonaro F, Anthouard V, Vico V, Del Fabbro C,
Alaux M, Di Gaspero G, Dumas V, et al: The grapevine genome sequence
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2007, 449:463-467. Data deconvolution Following hybridisation, signals were analysed to rebuild
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http://www.biomedcentral.com/1471-2164/11/714 Page 10 of 12 (FP7/2007-2013) under the grant agreement n°FP7-212019. CR was
financially supported by Région Auvergne. (FP7/2007-2013) under the grant agreement n°FP7-212019. CR was
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Cite this article as: Rustenholz et al.: Specific patterns of gene space
organisation revealed in wheat by using the combination of barley and
wheat genomic resources. BMC Genomics 2010 11:714. Submit your next manuscript to BioMed Central
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Applying a framework to assess the impact of cardiovascular outcomes improvement research
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Health research policy and systems
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© The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Applying a framework to assess the impact
of cardiovascular outcomes improvement
research Mitchell N. Sarkies1,2* , Suzanne Robinson2, Tom Briffa3, Stephen J. Duffy4,5, Mark Nelson6, John Beltrame7,8,9,
Louise Cullen10,11,12, Derek Chew13, Julian Smith14,15, David Brieger16, Peter Macdonald17, Danny Liew5 and
Chris Reid5,18 Abstract Background: Health and medical research funding agencies are increasingly interested in measuring the impact of
funded research. We present a research impact case study for the first four years of an Australian National Health and
Medical Research Council funded Centre of Research Excellence in Cardiovascular Outcomes Improvement (2016–
2020). The primary aim of this paper was to explore the application of a research impact matrix to assess the impact of
cardiovascular outcomes improvement research. Methods: We applied a research impact matrix developed from a systematic review of existing methodological
frameworks used to measure research impact. This impact matrix was used as a bespoke tool to identify and under-
stand various research impacts over different time frames. Data sources included a review of existing internal docu-
mentation from the research centre and publicly available information sources, informal iterative discussions with 10
centre investigators, and confirmation of information from centre grant and scholarship recipients. Results: By July 2019, the impact on the short-term research domain category included over 41 direct publications,
which were cited over 87 times (median journal impact factor of 2.84). There were over 61 conference presentations,
seven PhD candidacies, five new academic collaborations, and six new database linkages conducted. The impact on
the mid-term research domain category involved contributions towards the development of a national cardiac regis-
try, cardiovascular guidelines, application for a Medicare Benefits Schedule reimbursement item number, introduction
of patient-reported outcome measures into several databases, and the establishment of nine new industry collabora-
tions. Evidence of long-term impacts were described as the development and use of contemporary management
for aortic stenosis, a cardiovascular risk prediction model and prevention targets in several data registries, and the
establishment of cost-effectiveness for stenting compared to surgery. Conclusions: We considered the research impact matrix a feasible tool to identify evidence of academic and policy
impact in the short- to midterm; however, we experienced challenges in capturing long-term impacts. Cost contain-
ment and broader economic impacts represented another difficult area of impact to measure. *Correspondence: mitchell.sarkies@mq.edu.au
1 Centre for Healthcare Resilience and Implementation Science, Australian
Institute of Health Innovation, Faculty of Medicine, Health and Human
Sciences, Macquarie University, 75 Talavera Road, Sydney, NSW 2109,
Australia Full list of author information is available at the end of the article Sarkies et al. Health Res Policy Sys (2021) 19:67
https://doi.org/10.1186/s12961-021-00710-4 Sarkies et al. Health Res Policy Sys (2021) 19:67
https://doi.org/10.1186/s12961-021-00710-4 Open Access © The Author(s) 2021. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which
permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the
original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or
other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line
to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this
licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativeco
mmons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data. Page 2 of 12
Sarkies et al. Health Res Policy Sys (2021) 19:67
Keywords: Research impact, Impact matrix, Research output, Implementation science, Cardiovascular outcomes,
Evaluation, Health research, Research translation, Knowledge translation, Dissemination Page 2 of 12 Sarkies et al. Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys Keywords: Research impact, Impact matrix, Research output, Implementation science, Cardiovascular outcomes,
Evaluation, Health research, Research translation, Knowledge translation, Dissemination Keywords: Research impact, Impact matrix, Research output, Implementation science, Cardiovascular outcomes,
Evaluation, Health research, Research translation, Knowledge translation, Dissemination utilization to knowledge mobilization [12]. Early tools
for the assessment of impact almost solely captured aca-
demic productivity, rather than broader impacts to soci-
ety [13]. In recent years, research impact is increasingly
conceptualized in terms of promoting national prosper-
ity, as the focus of research policy has turned toward
impacts on the economy, society, environment, and cul-
ture; for example, the introduction of a “National Inter-
est Test” in 2018 for Australian research grants allows
the Commonwealth Minister for Education veto power
to reject applications recommended for funding by the
Australian Research Council [14]. Given the conceptual
ambiguity of “research impact”, it can be difficult for aca-
demics to articulate the patterns and pathways by which
transformation of their research into “impact” occurs. Background Here, we explore the application
of a research impact matrix to assess the impact of car-
diovascular outcomes improvement research, including
both “hard” impacts that can be directly attributed and
“soft” impacts indirectly attributed to an Australian col-
laborative research centre. We present a programme
impact evaluation case study for the first four years of a
Centre of Research Excellence in Cardiovascular Out-
comes Improvement (2016–2020) initiative, funded for
AUD$ 2,583,231 by the Australian National Health and
Medical Research Council. The Centre of Research Excel-
lence funding scheme provides support for teams of
researchers to pursue collaborative research and develop
capacity in clinical, health services, public health, and
dementia research. The objective of the scheme is to
improve health outcomes and promote or improve trans-
lation of research outcomes into policy and practice, in
addition to supporting researchers in capacity-building
activities [23]. ultimately improve healthcare delivery, human health
and quality of life, and generate benefits for the economy,
society, culture, public policy or the environment.” [10,
16]. The importance of measuring this impact is clear. Large amounts of public funding are directed towards
health research, so it is important that recipients of those
funds show accountability and demonstrate relevance to
the needs of clinicians, patients, and the health systems
within which they operate [17]. Furthermore, the alloca-
tion of research funding increasingly relies on informa-
tion regarding the impact of previous projects. A range of approaches to measuring research impact
have been adopted internationally [18], perhaps most
prominently the “Payback” method [19]. Payback meas-
ures both academic outputs and wider societal ben-
efits to assess the impact of health research [20]. There
are two components to the Payback, one is a model that
studies specific components of research and dissemina-
tion, and the second is a classification scheme for out-
puts, outcomes, and impacts. However, the Payback
and similar frameworks are generally used to measure
research benefit at the macro-scale (e.g. nationally) over
long time periods (often decades) and may be cumber-
some to apply to smaller, time-constrained programmes
of research or individual projects, where specific funding
for this additional layer of evaluation may not be avail-
able. More recently, Searles et al. developed the Frame-
work to Assess the Impact from Translational (FAIT)
health research, which can be feasibly applied to individ-
ual research projects. Background g
Health and medical research funding agencies are
increasingly interested in measuring return on invest-
ment through improved health outcomes. This focus
reflects the ultimate goal of research to generate new
knowledge that can be applied to improve health and
reduce the burden of illness. Historical investment in
health research has not always translated into healthcare
policy and practice [1–3], leading to an equivocal use of
scarce resources in both the generation of research and
functioning of health systems [4, 5]. Consequently, meas-
uring the impact of research including and beyond aca-
demic outputs, such as peer-reviewed journal articles,
is crucial [6–9]. However, there is a paucity of evidence
suggesting an increase in the number of health research
projects that measure impact, particularly beyond aca-
demic criteria [10]. There are numerous ways to define research impact
[16]. The International School on Research Impact
Assessment, which was set up to facilitate the application
of robust and repeatable evaluation methods for research
impact, recommends analysis of the research con-
text prior to conducting a research impact assessment. This paper centres on a case study for the evaluation of
research impact in cardiovascular outcomes research;
therefore, we selected a research impact definition that
was considered contextually applicable, defined as “the
demonstrable effect from basic, health systems, patient
and population-oriented research, and clinical trials that Measuring the impact of health research is an evolv-
ing and contested activity. The pathway of research
impact is often conceptualized and represented as a sim-
ple linear process (Fig. 1). However, impacts are rarely
manifested through linear pathways in complex systems
such as healthcare [11]. This leaves the rigidity of many
frameworks for measuring research impact as potentially
unfit for this purpose, if they misrepresent the complex
research—practice ecosystem. The focus of research
policy has also shifted over the years from research Fig. 1 Linear research impact pathways (Source: Fryirs et al. [12], modified from Morgan et al. [15]. Use of this image is supported by the Creative
Commons Attribution Non-Commercial (CC BY-NC 4.0) license. See: http://creativecommons.org/licenses/by-nc/4.0/) Sarkies et al. Health Res Policy Sys (2021) 19:67 Page 3 of 12 Page 3 of 12 documenting the wider impact of specific cardiovascu-
lar research projects. Background This framework incorporates three
approaches: (1) modifications to the Payback Framework
to help quantify research impact; (2) an economic meas-
ure of social return on investment; and (3) narrative case
studies of how the research generated impact, particu-
larly for those that are difficult to quantify [21]. The FAIT
relies on two assumptions: (1) that research translation
activity has occurred within the life cycle of the project
and (2) measurement has been applied prospectively. For
projects where these assumptions cannot be met, a prag-
matic approach could be considered. Bespoke tools that
consider a suite of potentially appropriate metrics drawn
from multiple frameworks may allow more consideration
of the complex, contextually dependent nature of trans-
lating research into impact. We document the feasibility, lessons learned, and chal-
lenges encountered when applying a research impact
matrix to explore how research output from this centre
has influenced healthcare policy and practice. The pri-
mary aim of this paper was to explore the application of a
research impact matrix to assess the impact of cardiovas-
cular outcomes improvement research. Selecting a research impact frameworkh In light of these challenges, we have outlined how we
allocated each measurement and metric to the research
impact matrix categories. We did not take a deductive
approach of pre-specifying metrics; rather an iterative
stance was taken to ensure metrics were contextually
relevant to the specific cardiovascular health research
undertaken. In the early stages of identifying potentially
relevant metrics and measurements of impact, it became
clear that mapping and attributing impacts across various
programmes of research within an umbrella consortium
would be particularly difficult. There were a wide range
of both direct and indirect impacts, and uncoupling the
centre’s activities from those of its component members
or determining the counterfactual of impact that would
have occurred without the existence of the centre pre-
sented unique challenges. To address these challenges,
we attempted to articulate what we considered both
“direct” and “indirect” impacts, which were aligned to
the notion of “soft” and “hard” impacts used in the River
Styles Framework, which is another research impact
framework used in the environment sciences [12]. There is currently little consensus on the most appro-
priate tool to measure research impact. We conducted
a literature review to identify a health-focused research
impact framework that would meet the specific needs of
the key stakeholders, primarily (1) without a requirement
for prospectively applied measures and (2) a simple and
feasible approach to include different health impact cate-
gories and metrics within a single tool. However, we were
unable to identify a unique research impact assessment
framework meeting the full set of requirements. Instead, we took a pragmatic approach and considered
the application of a research impact matrix developed
by Rivera et al. [24]. This research impact matrix was
developed from a systematic review of existing meth-
odological frameworks used to measure research impact,
summarizing common themes and metrics. It allows the
selection of components from existing methodological
frameworks, generating a bespoke tool to understand
and maximize various impact pathways over different
time frames. Rivera et al. identified five major impact cat-
egories, 16 impact subgroups, and 80 different metrics
across 24 existing methodological frameworks [24]. The
five impact categories are (1) primary research-related
impact, (2) influence on policy-making, (3) health and
health systems impact, (4) health-related and societal
impact, and (5) broader economic impact. Case study contexth The process of applying a framework to assess the impact
of cardiovascular outcomes improvement research is
explored through a nationally funded research centre. This centre involved a collaborative team of 10 investi-
gators from multiple academic institutions and health
service organizations across Australia. The consortium
of research-focused clinicians, academics, consumers,
and other stakeholders fostered development of national
capability in cardiovascular comparative effectiveness
and quality of outcomes research, by utilizing established
and developing the footprint of cardiovascular registries. A key aim of the centre was to develop a national plat-
form for encouraging and facilitating excellence in car-
diovascular trials, achieved through the establishment of
the Australian and New Zealand Alliance for Cardiovas-
cular Trials network. Themes of research for the centre
were risk factors, acute cardiovascular disease, coronary
artery revascularization procedures (cardiac percutane-
ous coronary intervention and cardiac surgery), and the
management of heart failure. Details of the seed projects
and scholarships directly funded by the centre are pro-
vided in Additional file 1. Cardiovascular research provides a good case study for
the evaluation of impact, due to the large volume of allo-
cated funding and academic outputs produced. Broadly,
the long-term return from cardiovascular research has
seen substantial improvements in survival of people
affected by cardiovascular disease [22]. Whether new
research findings can continue the success in translat-
ing findings into improved health outcomes remains an
open question. To date, there is a paucity of information Sarkies et al. Health Res Policy Sys (2021) 19:67 Page 4 of 12 Sarkies et al. Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys Selecting a research impact frameworkh Researchers
do not necessarily need to address every aspect of the
methodological framework, as every project is expected
to impact the categories and subgroups differently. The
original authors suggest a multidimensional approach
that adopts narratives, quantitative metrics, and elements
from other frameworks, arguably representing a novel
and more comprehensive method of impact assessment
than reliance on a single tool. Research‑related impact
A
d
i Academic measurements capturing metrics such as
knowledge generation, dissemination, and the develop-
ment of capacity and networks were considered short-
term impacts, as the first evidence of return on research
investment. Direct research-related impacts were those
metrics (e.g. publications) arising from projects funded
by the centre’s grants and scholarships. Indirect impacts
were metrics associated with the centre, for example,
supporting the establishment of a clinical trial network,
which was a joint effort of cardiovascular researchers
both internal and external to the centre. Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi Stage 1: Involved preliminary mapping of the centre
impacts according to the matrix of impact categories and
subgroups. Review of existing internal centre documen-
tation and publicly available information sources (e.g. Google Scholar) was used to allocate known impacts
according to short-, mid- and long-term timelines. Stage
1 was conducted by an independent researcher (MS) who
was not involved in any of the projects or running of the
centre. The initial research impact matrix was then sent
to the centre investigators for their review and amend-
ments, completing the first draft. Over the first four years of the research centre, there
were 13 seed grant projects, seven scholarships, and
three investigator-led projects. Seed grant projects typi-
cally funded early career researcher-led investigations
under the supervision of one or more of the centre’s
investigators. The scholarships were directed towards
PhD candidates who were considered to have high poten-
tial to attract additional sources of funding for their
work. Three investigator-led projects encompassed larger
initiatives, which were part of broader efforts outside the
centre. Scholarship recipients were expected to obtain
further funding from national and other sources to free
up scholarship funding for more researchers, which was
achieved throughout the life of the centre. The research
impact matrix results for the centre’s projects are pre-
sented in Table 1.h ,
p
gi
Stage 2: Informal semi-structured telephone discus-
sions were then conducted between April and June 2019
by the independent researcher (MS) with each of the
centre investigators for every project, grant, and scholar-
ship. These telephone discussions were used to identify
the relevant impacts achieved and which impact category
and subgroup they best aligned with (approximately
20–60 min). The conversation was structured using the
research impact matrix developed by Rivera et al. [24],
and questions were asked about each of the impact cate-
gories and subgroups. Further prompts were provided for
specific example metrics when the centre investigators
were uncertain of how to interpret the impact categories
and subgroups. Notes were taken by the independent
researcher throughout the discussion, which were used
to summarize the research impact matrix results for the
centre’s projects. Iterative discussions were decided as the
best way to elicit different forms of impact, as it allowed
the investigators to explore their projects and clarify
whether certain measures and metrics could be consid-
ered “impact”. Processh The research impact assessment was conducted in two
stages, as described below. Health and health systems impact, health‑related
and societal impact, and broader economic impact Health and health systems impact, health‑related
and societal impact, and broader economic impacth Health and health systems impact, health‑related
and societal impact, and broader economic impacth Health and health systems impact, health‑related
and societal impact, and broader economic impacth discussions with each investigator, additional impacts
were sought by emailing the completed impact matrix
to each of the centre’s grant and scholarship recipients
to confirm the information obtained and add anything
missed during the discussions with centre investiga-
tors. These grant and scholarship recipients were mostly
early career researchers who were able to provide addi-
tional contextual information regarding the projects and
research impact. A manual search of academic outputs
was then performed to obtain citations and impact fac-
tors for the identified publications. These impacts represented a time frame beyond five
years according to the research impact matrix, requir-
ing a mix of ex-post and ex-ante reporting, as the cen-
tre had only been running for four years at the time of
research impact evaluation. However, some of the impact
subgroups had been captured within the four-year time
frame. Influence on policy‑making
h
d h Choosing the measurement approach and metrics
Impact does not occur at single time points. It can be
sporadic or sustained. Rarely will linear pathways ade-
quately capture the complex and contested nature of this
process. Therefore, we must acknowledge both the limi-
tation of categorizing certain types of impact based on
time frames as well as the pragmatic necessity of doing
so. How we represent and measure the impact of cardio-
vascular outcomes research according to short-, mid- and
long-term timelines poses a particular challenge, as in
some instances research has taken 25–50 years to deliver
impact [25–27]. Impactful research can lead to paradigm
shifts that reshape the field and context of application,
framing further phases of research, policy and practice. Capturing the entirety of these processes can be chal-
lenging, if not impossible. Metrics that captured the interaction between academ-
ics and policy-makers to develop and implement pol-
icy were considered mid-term impacts (approximately
1–3 years). These outcomes represented interim impacts
that are reliant upon building an evidence base and pro-
vide a pathway to translating the benefits of this evidence
into practice. Direct influence on policy-making impacts
was articulated as metrics with clear attributable links to
centre-funded activity, such as publications from centre-
funded projects being cited in clinical practice guide-
lines or centre-funded PhD candidates transitioning to
industry, clinical, or academic roles. Indirect impacts
were framed as the involvement of centre investigators in
policy-making (e.g. contributing to the development of a
national cardiovascular registry). Page 5 of 12 Sarkies et al. Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi This predominantly synchronous exchange
was considered a more appropriate approach, as asyn-
chronous communication over email or via a survey was
thought to potentially risk constraining the process and
lead to missing key impacts. Most of the investigators
were located in different states or internationally at the
time of the evaluation. One of the investigators could not
be interviewed, as they passed away shortly after the cen-
tre’s commencement. Upon completion of the telephone The centre covered short-term impacts across research
and innovation outcomes, dissemination and knowledge
transfer, academic collaborations, research networks,
and data sharing. The use of prompts by the independ-
ent researcher elicited previously unreported impact
metrics, allowing quantitative measurement. Mid-term
impacts were captured under one category of influencing
and involvement in policy-making, with three subgroups:
level of policy-making, type and nature of policy impact,
and policy networks. While these impacts were known
to the investigators, they had not been explicitly meas-
ured as research impacts elsewhere. Descriptions of these
impacts were difficult to quantify, such as contributions
to establishment of registries, guideline development,
and Medicare Benefits Scheme reimbursement item
number applications. Long-term impacts were reported
under three categories, across nine subgroups. Impact for
some subgroups were unable to be identified due to the
formative nature and preliminary timing of this impact
evaluation. A mix of descriptive and quantitative meas-
urements were reported for evidence of change in clinical Page 6 of 12 Sarkies et al. Health Res Policy Sys (2021) 19:67 Table 1 The research impact matrix for the Centre for Research Excellence in Cardiovascular Outcomes Improvement projects
Time frame
Impact categories
Impact subgroups
Outputs/outcomes
Short-term
1. Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi Research-related impact
Research and innovation outcomes
Direct
Peer-reviewed publications (n = 41)
Number of citations (n = 87)
Journal impact factor (median 2.843; range 1.248
to 23.239)
Manuscripts under review or development (n = 26)
Indirect
Associated publications (n = 156)
Dissemination and knowledge transfer
Direct
Conference presentations (n = 61)
Total PhD candidacies commenced (n = 7):
PhD candidacies with cross-institutional collabora-
tion (n = 1)
Academic collaborations, research networks and
data sharing
Direct
Total new academic collaborations (n = 5):
International collaborations (n = 3)
New database linkages (n = 6):
Admitted episodes & emergency episode
National Death Index
Ambulance Victoria
Australian and New Zealand Society of Cardiac and
Thoracic Surgeons National database
Combined Australian acute coronary syndrome
registries (n = 16,500)
Development of a multistate linked data platform
for analysis of coronary heart disease in younger
adults
Indirect
Utilization and reinforcement of a national general
practice network to conduct research (> 2000
members)
Establishment of the Australian and New Zealand
Alliance for Cardiovascular Trials network (> 200
members)
Mid-term
2. Policy networks Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi Influencing and involvement in policy-making
Level of policy-making
Indirect
Centre contribution to the development of a
national cardiac data registry
Centre contribution to the development of the
National Heart Foundation guidelines [35-37]
Type and nature of policy impact
Direct
Contribution to Medicare Benefits Schedule reim-
bursement item number application:
Ambulatory blood pressure monitoring
Implementation of patient reported outcome
measures in several data registries:
Coronary Angiogram Database of South Australia
Victorian Cardiac Outcomes Registry
Policy networks
Direct
Establishment of new industry collaborations (n = 9)
Embedded academic and statistician roles in
industry
Western Australian Department of Health
PhD candidate transition to industry role (n = 1) x for the Centre for Research Excellence in Cardiovascular Outcomes Improvement projects
Impact subgroups
Outputs/outcomes
Research and innovation outcomes
Direct
Peer-reviewed publications (n = 41)
Number of citations (n = 87)
Journal impact factor (median 2.843; range 1.248
to 23.239)
Manuscripts under review or development (n = 26)
Indirect
Associated publications (n = 156)
Dissemination and knowledge transfer
Direct
Conference presentations (n = 61)
Total PhD candidacies commenced (n = 7):
PhD candidacies with cross-institutional collabora-
tion (n = 1)
Academic collaborations, research networks and
data sharing
Direct
Total new academic collaborations (n = 5):
International collaborations (n = 3)
New database linkages (n = 6):
Admitted episodes & emergency episode
National Death Index
Ambulance Victoria
Australian and New Zealand Society of Cardiac and
Thoracic Surgeons National database
Combined Australian acute coronary syndrome
registries (n = 16,500)
Development of a multistate linked data platform
for analysis of coronary heart disease in younger
adults
Indirect
Utilization and reinforcement of a national general
practice network to conduct research (> 2000
members)
Establishment of the Australian and New Zealand
Alliance for Cardiovascular Trials network (> 200
members)
t in policy-making
Level of policy-making
Indirect
Centre contribution to the development of a
national cardiac data registry
Centre contribution to the development of the
National Heart Foundation guidelines [35-37]
Type and nature of policy impact
Direct
Contribution to Medicare Benefits Schedule reim-
bursement item number application:
Ambulatory blood pressure monitoring
Implementation of patient reported outcome
measures in several data registries:
Coronary Angiogram Database of South Australia
Victorian Cardiac Outcomes Registry
Policy networks
Direct
Establishment of new industry collaborations (n = 9)
Embedded academic and statistician roles in
industry
Western Australian Department of Health
PhD candidate transition to industry role (n = 1) Table 1 The research impact matrix for the Centre for Research Excellence in Cardiovascular Outcomes Improvement projects
Time frame
Impact categories
Impact subgroups
Outputs/outcomes
Short-term
1. Case study: Centre for Research Excellence
in Cardiovascular Outcomes Improvementi Research-related impact
Research and innovation outcomes
Direct
Peer reviewed publications (n
41) Mid-term
2. Influencing and involvement in policy-making
Level of policy-making Type and nature of policy impact Page 7 of 12 Sarkies et al. Health Res Policy Sys (2021) 19:67 Table 1 (continued)
Time frame
Impact categories
Impact subgroups
Long-term
3. Health and health systems impact
Evidence-based practice Outputs/outcomes Quality of care and service delivery 4. Health-related and societal impacts 4. Health-related and societal impacts Improved social equity, inclusion or cohesion 5. Broader economic impacts The term industry refers to all non-academic organizations, including governmental, non-governmental, and private practice, patient outcomes, consumer involvement, and
further research funding. Cost containment and effectiveness Cost containment and effectiveness Quality of care and service delivery Lessons learned from the application of a research impact
matrix In applying a research impact matrix for a case study in
cardiovascular outcomes improvement it became clear
that there is no one tool (or set of tools) that can cover
the diversity of circumstances in health research. The
complexity of capturing all relevant measures of impact
not only presented itself when trying to choose a frame-
work, but became more apparent when identifying and
capturing potential metrics as well as categorizing these
according to timeframes and domains of impact. On
reflection, it was important to tailor the choice of frame-
work and measures of impact iteratively throughout the
process, particularly given the cyclical nature of inputs,
activities, outputs, and outcomes in research which is
striving to generate new knowledge. Feasibility of the research impact matrix We considered the research impact matrix a feasible
tool to identify evidence of academic and policy impact
across short- and mid-term timeframes, otherwise not Sarkies et al. Health Res Policy Sys (2021) 19:67 Page 8 of 12 documented through traditional research criterion and
project evaluations. We did not identify any types of
impact that could not be categorized into the research
impact matrix domains. For the centre’s projects, the
matrix assisted the investigators in contemplating out-
puts across the range of categories and subgroups that
otherwise would have gone undocumented. Support and
prompting from the independent researcher were crucial
to the identification of these outputs and impact, as well
as describing and quantifying metrics for each domain. Given the importance of this synchronous exchange, we
remain convinced that relying on the centre documenta-
tion and publicly available information alone would not
have been sufficient to capture the full range of impacts. Further, an asynchronous approach using survey or email
exchange would likely not have resulted in the same
depth of exploration with the centre’s investigators. Most
of the reported research impact was captured under the
short-term research domain category, such as scientific
journal publications, citations of published work, dis-
semination of information and knowledge transfer (e.g. conference presentations), and academic collaboration
activity. The most challenging areas of impact to meas-
ure were related to long-term health and health sys-
tems, health-related and societal, and broader economic
outcomes. of the centre’s work. Capturing broader societal changes
in health literacy, knowledge, attitudes, and behaviours
proved beyond much of the data captured by clinical
research translation activities. The paucity of available
data in these areas of research impact indicates that pro-
spective planning and data collection may be warranted
for other projects wishing to capture these categories of
research impact. Cost containment and broader economic impacts rep-
resented another difficult area of impact to measure. The
data needed to model economic returns was not always
adequately captured. Further, input from a health econo-
mist, while available for our work, is not always resourced
in project teams. Strengths and limitations approach exploring the research impact on cardiovascu-
lar outcomes improvement ex-post from the first four
years of the collaborative centre. This was done to ensure
that findings could be used by the investigators to inform
ongoing decisions regarding the investment of research
funding towards implementation and translation activi-
ties, before the end of the funding period. Four years is
a relatively short time period in cardiovascular outcomes
research [16]. However, anecdotal feedback from the cen-
tre’s investigators indicated that exploring their research
impact formatively encouraged prospective investment
of resources in research translation projects and activi-
ties. The centre investigators often articulated how their
research might achieve impact ex-ante, through the
discussions when applying the research impact matrix
to their projects. The formative application of impact
frameworks to encourage research translation has been
proposed by Ramanathan et al., which provides the addi-
tional benefit of facilitating collection of process, output,
and interim outcomes related to research impact [10]. One of the main strengths of this study was the prag-
matic approach to apply a research impact matrix that
summarized common themes and metrics used across
several
existing
methodological
frameworks. This
approach had two main benefits; firstly, it allowed the
sufficient tailoring to the context of application where
specific measures of impact were not collected prospec-
tively, and secondly, provided a simple, contemporane-
ous, and resource-efficient process to identify different
impact categories across the programme of research. The
time and cost involved in applying many research impact
assessment frameworks is an important consideration for
research teams and funding agencies, given the potential
opportunity costs associated with their implementation. Opportunity costs occur because resources spent on
conducting a research impact assessment are the same
resources that can no longer be used to conduct other-
wise valuable research [33]. Therefore, it is important to
ensure the benefits of research impact assessment out-
weigh the costs of engaging in this activity [34]. Given
the pragmatic nature of our approach, it was important
to ensure robustness and trustworthiness. Multiple data
sources, including documentation review, bibliometric
searches, and discussions with the centre investigators,
were used to triangulate information ideally ensuring
multiple accounts pointed to the same result. An inde-
pendent researcher collated the information and engaged
in the discussions with centre investigators, providing a
validating check to ensure suggested outputs and impact
were objective, administratively efficient to apply metrics,
transparent, and comparable. Strengths and limitations Further, claims made by the
centre investigators were confirmed with scholarship and
grant recipients as an additional source of validation.h Challenges encountered when applying the research
impact matrixh The impact categories considered within the long-term
time frame were the most challenging aspects to measure
and report. Measuring health and health system impact
through changes in evidence-based practice would
require fundamentally different study designs to those
typically employed in clinical research projects. Most of
the funded work within the centre was engaged in effec-
tiveness research, focused on translating the benefits of
therapies from efficacy trials to real-world settings. How-
ever, an entirely different set of study designs is required
to enable changes in evidence-based practice, namely
encompassed within the field of implementation science. Implementation studies are positioned at the end of the
research translation pipeline, and typically require the
evidence base for an intervention, programme, or policy
to be established prior to exploring how it may be imple-
mented into practice [28, 29]. The time frames for this
process are typically beyond what would be considered
feasible for an ex post research impact evaluation of this
nature, given it reportedly takes, on average, approxi-
mately 17 years for only 14% of research into practice
[30]. An important lesson to arise from our application of
a research impact framework is the predominantly con-
text-dependent nature of research impact [16, 31]. The
presented case study is situated in a mixed public and
private funded health system from a high-income coun-
try, where impact is typically conceptualized as a direct
and linear process from quantitative findings to relatively
short-term changes one step removed from patient out-
comes [18]. Our case study unsurprisingly favoured a
similar narrative, focusing on potentially high economic
returns without in-depth exploration of the interactions
by which indirect impacts might occur. Methods that
incorporate co-design principles, participatory designs,
and rigorous qualitative approaches might have allowed
us to capture the nature and mechanisms of research
impact, potentially creating a more complete under-
standing of this multidimensional process within com-
plex health systems. Another important learning from this work pertains to
the respective value and benefit of a formative or sum-
mative approach to research impact. We took a formative Changes in health-related societal impacts were also
difficult to measure given the first four-year time frame Sarkies et al. Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys (2021) 19:67 Page 9 of 12 Conclusion
Th
l The application of a bespoke research impact matrix
uncovered the impacts of cardiovascular outcomes
improvement research across and range of domains and
timeframes. We did not identify any types of impact that
could not be categorized into the research impact matrix
domains. Using both synchronous and asynchronous
means of capturing data from multiple sources required
support and prompting from the independent researcher
but led to identification of impact that had not otherwise
been captured via traditional criterion and evaluations. We considered the research impact matrix a feasible tool
to identify evidence of academic and policy impact in
the short- to mid-term; however, we experienced chal-
lenges in capturing long-term impacts of cardiovascular
outcomes improvement research. Cost containment and
broader economic impacts represented another difficult
area of impact to measure. Availability of data and materials Availability of data and materials y
Data are available from the corresponding author on reasonable request. Authors’ contributions MS, SR, SD, and CR contributed to the initial conceptualization and overall
study design. Refinement of project data collection approach, definition of
research impact, and selection of research impact matrix was conducted by
MS, SR, TB, SD, MN, JB, LC, DC, JS, DB, PM, DL, and CR. MS was responsible for
the data collection and descriptive analysis. MS drafted the initial manuscript,
which was modified by SR, TB, SD, MN, JB, LC, DC, JS, DB, PM, DL, and CR. All
authors read and approved the final manuscript. Suggestions for future research impact assessment
in cardiovascular outcomes research Health Res Policy Sys (2021) 19:67 Sarkies et al. Health Res Policy Sys (2021) 19:67 Page 10 of 12 Page 10 of 12 as part of our evaluation due to its formative nature
and limited prospectively collected data regarding cost-
effectiveness. Our limited exploration of the activities
and pathways to research impact constrained the abil-
ity to trace a linear logic from “the bench to bedside”. This was perhaps a result of the research impact matrix
selected and focus of the relevant stakeholders’ needs. Arguably, a more in-depth exploration of the pathways to
impact may have elucidated where to best direct research
translation investment, but this was beyond the scope of
our project. While some efforts were taken to verify the
claimed impacts from the centre’s research, much of the
data collection was reliant on self-reported measures. This reliance brought about a tension between attribu-
tion and contribution, making it difficult to attribute cer-
tain impacts to particular studies, especially when much
of the centre’s work was incremental and collaborative. However, unlike the scientific approach which aims to
produce valid, reliable, and generalizable findings, the
exploration of research impact seeks to understand how
research has led to impact from the perspectives of spe-
cific stakeholders [34]. Acknowledgements The authorship team would also like to acknowledge contributions by Julia
Fallon-Ferguson, who helped coordinate the project. Funding This work was supported by the Australian National Health and Medical
Research Council (NHMRC) Centres of Research Excellence (CRE) commencing
in 2015, grant number 1111170. Declarations Ethics approval and consent to participate Ethics approval and consent to participate Ethics approval and consent to participate is not applicable, as the project is
considered a quality assurance exercise, not research conducted on humans. Consent for publication
Not applicable. Consent for publication
Not applicable. Not applicable. Author details 1 Centre for Healthcare Resilience and Implementation Science, Australian
Institute of Health Innovation, Faculty of Medicine, Health and Human Sci-
ences, Macquarie University, 75 Talavera Road, Sydney, NSW 2109, Australia. 2 Health Systems and Health Economics Group, Health Research and Data
Analytics Hub, School of Public Health, Faculty of Health Sciences, Curtin
University, Perth, Australia. 3 Faculty of Health and Medical Sciences, Popula-
tion and Public Health, The University of Western Australia, Perth, Australia. 4 Department of General Cardiology, Alfred Health, Melbourne, Australia. 5 Department of Epidemiology and Preventative Medicine, Monash University,
Melbourne, Australia. 6 Menzies Institute for Medical Research, University
of Tasmania, Hobart, Australia. 7 Discipline of Medicine, University of Adelaide,
Adelaide, Australia. 8 Cardiology Department, Central Adelaide Local Health
Network, Adelaide, Australia. 9 Cardiology Department, Lyell McEwin Hospital,
Adelaide, Australia. 10 Institute of Health and Biomedical Innovation and School
of Public Health and Social Work, Faculty of Health, Queensland University
of Technology, Brisbane, Australia. 11 Emergency and Trauma Centre, Royal Bris-
bane and Women’s Hospital, Brisbane, Australia. 12 School of Medicine, Faculty
of Health and Behavioural Sciences, The University of Queensland, Brisbane,
Australia. 13 Department of Cardiovascular Medicine, Flinders University, Ade-
laide, Adelaide, Australia. 14 Department of Surgery (School of Clinical Sciences
At Monash Health), Monash University, Melbourne, Australia. 15 Department
of Cardiothoracic Surgery, Monash Health, Melbourne, Australia. 16 Division
of Cardiology, Concord Hospital and University of Sydney, Sydney, Australia. 17 St Vincent’s Hospital, Victor Chang Cardiac Research Institute, University
of New South Wales, Sydney, Australia. 18 NHMRC Centre for Research Excel-
lence in Cardiovascular Outcomes Improvement, Health Research and Data
Analytics Hub, School of Public Health, Faculty of Health Sciences, Curtin
University, Perth, Australia. Abbreviations
FAIT: Framework to Assess the Impact from Translational health research. Supplementary Information
The online version contains supplementary material available at https://doi.
org/10.1186/s12961-021-00710-4. Additional file 1: Appendix S1. Seed grants and scholarships directly
funded by the CRE in cardiovascular outcomes improvement. Abbreviations
FAIT: Framework to Assess the Impact from Translational health research. Received: 10 May 2020 Accepted: 21 March 2021 Suggestions for future research impact assessment
in cardiovascular outcomes research In the presented case study, we applied the research
impact matrix retrospectively to the first four years
of the collaborative centre, identifying mostly the ex-
post impacts of the centre. We propose that a prospec-
tive approach from the beginning of the funding period
(including prospective data collection) may have yielded
more insightful findings, as relevant measurements could
have been preplanned to capture the expected research
impacts over the lifetime of the funded centre. We were
unable to capture many important metrics or the requi-
site data to conduct an economic impact evaluation. Fur-
ther, articulating ex-ante pathways for research impact
at the beginning of the case study projects may have
promoted additional translation- and implementation-
focused designs to be incorporated with the studies on
the effectiveness of different treatment modalities for
cardiovascular outcomes improvement. Future evalu-
ations of the impact of research may provide a more
accurate, nuanced, and useful evaluation if prospective
planning can take place prior to awarding of research
funding. If appropriate measures can be identified and
collected for both formative and summative evaluation,
research activity may be able to be more targeted towards
translation and impact, particularly at the later periods of
funded projects. Research funding agencies may be well
served by requiring reporting of the impact and transla-
tion of funded research projects to ensure future award-
ing decisions are made to groups with a track record of
translating and implementing research into practice [32]. g
There were limitations to conducting the research
impact evaluation before the completion of the cen-
tre’s funding term. The impact of research usually takes
a long time to occur, often well beyond the completion
and dissemination of the findings. The relatively short
time frame of four years since research programme com-
mencement meant that it was difficult to capture meas-
ures of impact beyond short-term academic outputs and
mid-term influence on health policy. Reliance on ret-
rospective, self-reported recall from investigators also
limited the ability to apply quantitative measures and
metrics for several of the reported impacts. This limita-
tion resulted in the reliance on descriptions, which are
difficult to verify. Further, a more robust qualitative
approach could have been used to obtain more trustwor-
thy responses during the semi-structured discussions
with centre investigators. Some research impact evalu-
ations include an exploration of the economic benefits
of the research conducted, but this was not completed Sarkies et al. Abbreviations
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analysis of a single-centre experience. Appl Health Econ Health Pol. 2018;16(5):661–74. surgery versus stenting in high-risk patients: propensity score-matched
analysis of a single-centre experience. Appl Health Econ Health Pol. 2018;16(5):661–74. 49. Ariyaratne TV, Ademi Z, Ofori-Asenso R, Huq MM, Duffy SJ, Yan BP, et al. The cost-effectiveness of guideline-driven use of drug-eluting stents:
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ence. Curr Med Res Opin. 2020;36(3):419–26. 49. Ariyaratne TV, Ademi Z, Ofori-Asenso R, Huq MM, Duffy SJ, Yan BP, et al. The cost-effectiveness of guideline-driven use of drug-eluting stents:
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ence. Curr Med Res Opin. 2020;36(3):419–26. 45. Karim MN, Reid CM, Tran L, Cochrane A, Billah B. Missing Value Imputation
improves mortality risk prediction following cardiac surgery: an investiga-
tion of an australian patient Cohort. Heart Lung Circ. 2017;26(3):301–8.
46. Andrianopoulos N, Dinh D, Duffy SJ, Clark DJ, Brennan AL, Chan W, et al.
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47. Ariyaratne TV, Yap C-H, Ademi Z, Rosenfeldt F, Duffy SJ, Billah B, et al.
A systematic review of cost-effectiveness of percutaneous coronary
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disease in the drug-eluting stent era. Eur Heart J. 2016;2(4):261-70.
48. Ariyaratne TV, Ademi Z, Huq M, Rosenfeldt F, Duffy SJ, Parkinson B,
et al. The real-world cost-effectiveness of coronary artery bypass surgery versus stenting in high-risk patients: propensity score-matched
analysis of a single-centre experience. Appl Health Econ Health Pol.
2018;16(5):661–74. 47. Ariyaratne TV, Yap C-H, Ademi Z, Rosenfeldt F, Duffy SJ, Billah B, et al.
A systematic review of cost-effectiveness of percutaneous coronary
intervention vs. surgery for the treatment of multivessel coronary artery
disease in the drug-eluting stent era. Eur Heart J. 2016;2(4):261-70. 45. Karim MN, Reid CM, Tran L, Cochrane A, Billah B. Missing Value Imputation
improves mortality risk prediction following cardiac surgery: an investiga-
tion of an australian patient Cohort. Heart Lung Circ. 2017;26(3):301–8.f 46. Andrianopoulos N, Dinh D, Duffy SJ, Clark DJ, Brennan AL, Chan W, et al.
Quality control activities associated with registries in interventional
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et al. The real-world cost-effectiveness of coronary artery bypass •
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https://openalex.org/W4388630737
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https://www.nature.com/articles/s41598-023-47022-x.pdf
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English
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Adaptive walking control for quadruped robot by using oscillation patterns
|
Scientific reports
| 2,023
|
cc-by
| 7,164
|
Adaptive walking control
for quadruped robot by using
oscillation patterns
OPEN Yong Zhang 1*, Yijia Qian 1, Yi Ding 1, Beiping Hou 1 & Rongyang Wang 2 To improve the adaptability of quadruped robot in multiple scenarios, an adaptive locomotive system
based on the double-layered central pattern generator (CPG) is proposed. The novel CPG network
consists of double master units and subsets of slave units based on gyroscope signals including yaw
and pitch angle. The response of master units provides the ability to control the 1st joins of quadruped
robot, while slave units can generate the symmetry signals to control the 2nd and 3rd joints. The CPG
network enables the seamless switching of locomotion gaits to stops and starts by using an ultrasonic
sensor. Through adjusting the mutually dependent parameters, joints can generate the joint angles to
achieve steering behavior. For adaptive movement on an irregular surface, stable ranges of the robot
body yaw and pitch angles are proposed by using gyroscope signals. The experimental results verify
that the quadruped robot with the proposed double-layered CPG network can perform stable trot
pattern in a complex environment. Quadruped robots have a more remarkable capability to move with diverse movement patterns than wheeled
robots especially in unstructured terrain1. Numerous outstanding control methods have been developed to
control quadruped robot movements such as walking, running and steering2. These control methods include
model-based control, compliant control and CPG control3. Model-based control is the most widely used method
in the motion control of legged robots4. The calculation of the mechanical characteristics of the robot is an
important task5. The compliant control method can improve the environmental adaptability based on feedback
information6. The virtual model controller was proposed to control the quadruped robot as a PID controller7. However, researchers have consistently focused on the center of gravity using dynamics equations8. When the
road conditions change, it is necessary to recalculate the rigid dynamics. With the rapid development of the
neural control field, quadruped robots have been studied to utilize neural oscillator techniques to achieve the
bionic movement patterns9. p
In biology, the CPG (central pattern generators) unit located in the spinal cord of vertebrates is able to
generate high-dimensional signals for coordinated symmetry movements10. The biological CPG network has
proved to be a multi-layered structure11. Inspired by this method, researchers have developed many important
mathematical models to control the quadruped robot12. www.nature.com/scientificreports www.nature.com/scientificreports Scientific Reports | (2023) 13:19756 Quadruped robot model p
Figure 1a,b present the appearance of the quadruped robot named Standford Pupper, which controlled by 12
degrees of freedom. Each leg has three active joints that provide a total of three degree of freedom: first pitch
joint, second yaw joint and third yaw joint. The second and third joints mostly provide the primary power to
the forward movement of the robot. These joints are driven by a steering actuator. The servomotor of the robot
is Servo CL S6336HV. The communication among the servo motors is serial communication bus. To recognize
obstacles during robot movement, an ultrasonic sensor is installed on the body of the robot. To measure the body
angle, a gyroscope sensor is equipped inside of the body to feedback the yaw, pitch and roll angles. The robot con-
troller installed inside the robot body can generate the signal of each joint. The power is supplied from a battery. The overall dimensions are 20 cm height, 33 cm length, and 1.65 kg total weight. Due to the small size of robot,
the dynamic characteristics will affect the motion stability. The constraint condition of stability is the distances
from the projection point of the COG (center of gravity) to the sides of the supporting polygon. The stability
margin of the trot gaits is always positive in the moving processes. To design the phase of the trot pattern, the
sequence of the leg is defined as Hind-Left (HL) leg → Front-Right (FR) leg → Hind-Right (HR) leg → Front-
Left (FL) leg during movement in the trot pattern, as shown in Fig. 1c. Through the joints control with the trot
walking pattern, the quadruped robot can suitable for complex environments. This mechanical setup is based on
our previous work on the model of Featherstone rigid dynamics28. By using this mechanical structure, the quad-
ruped robot has the ability to move with a trot pattern. The physical parameters of the robot are listed in Table 1. Figure 1a,b present the appearance of the quadruped robot named Standford Pupper, which controlled by 12
degrees of freedom. Each leg has three active joints that provide a total of three degree of freedom: first pitch
joint, second yaw joint and third yaw joint. The second and third joints mostly provide the primary power to
the forward movement of the robot. These joints are driven by a steering actuator. www.nature.com/scientificreports/ under the trot pattern. This kind of controller has the ability to achieve adaptive motion in the quadruped robot
in multiple scenarios27. In this paper, an adaptive locomotive system based on the double-layered central pattern generator (CPG)
is proposed, to improve the adaptability of the quadruped robot in multiple scenarios. The novel CPG network
consists of double master units and subsets of slave units. The response of master units renders them the ability
to control the 1st joins of quadruped robot, while slave units can generate the symmetry signals to control the
2nd and 3rd joints. By implementing this concept, the CPG networks of central pattern generators feature the
capability to generate the symmetry signals for stable movement and steering under the trot pattern. For adap-
tive motion on an irregular surface, a stable range of the robot body yaw and pitch angles are proposed based
on gyroscope signals. The CPG network enables the seamless switching of locomotion gaits to stops and starts
based on an ultrasonic sensor. The experimental results verify that the quadruped robot with the proposed
double-layered CPG network can perform stable trotting in a complex environment.h y
p
g
p
The rest of the paper is organized as follows. In “Quadruped robot model” section, the model of quadruped
robot is presented and the contribution of different body parameters are discussed. “Model of CPG unit” sec-
tion discusses the central pattern generator and formulates a trajectory generator based on different mutually
dependent parameters. In “Model of CPG network” section, the network of this control system is discussed and
verified. In “Experiment” section, the results are further evaluated and compared with the experimental results. In “Conclusions” section the conclusions are presented. Adaptive walking control
for quadruped robot by using
oscillation patterns
OPEN A two-layered CPG network including self-learning
function was proposed for the walking motion control of legged robots on irregular terrain13. The multi-layered
structure allows the biological CPG network to hierarchically process sensory information to control the body
parts to improve environmental adaptability14.f p
p
p
y
As for a multi-layered CPG network, researchers have used the properties of higher-order differential equa-
tions to generate the periodic signals15. Through adjusting the parameters of oscillator units, the CPG network
has the ability to generate a stable rhythm signal16. However, when the robot moves in a diverse environment,
the gait planning becomes single17. Thus, getting the adaptive values of mutually dependent parameters is an
important work in CPG networks18,19. Researchers have proposed to use feedback information to adjust the joints
angles for a diversity of environments20–22.ifh g
y
Diversified movement patterns are the most effective in unstructured environments23. The trot movement
pattern is a gait plan in which the diagonal legs pair up and hit down at separate intervals in animals such as the
horse24. Quadruped robots use the trot pattern to control the center of gravity easily25. Because the double-layered
CPG network consists of higher order differential equations, it is easy to integrate abundant sensing signals26. Through information from the environment, CPG networks have appropriate characteristics for motion control 1School of Automation and Electrical Engineering, Zhejiang University of Science and Technology, Hangzhou,
China. 2Key Laboratory of Robot System Integration and Intelligent Equipment of Huzhou City, Huzhou,
China. *email: zhangy@zust.edu.cn | https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ Model of CPG unit In order to achieve movement in the trot pattern, the model of CPG unit is proposed. There is an excitatory and
an inhibitory unit to generate the periodic signals depending on the coupling parameters. The internal state
of the excitatory unit is ue and the inhibitory unit is ui . The joint angles are generated by mutually dependent
parameters in real time. Figure 2 shows the block diagram of the proposed CPG model. A function of the dynamic parameters is output as a series of periodic signals for controlling the joint motor,
where a represents the intrinsic excitatory coupling parameter, d represents the intrinsic inhibitory coupling
parameter, b represents the inhibitory coupling factor and c is the excitatory coupling factor. To control the joint
angle directly, the motor dynamic parameters are used. Km represents the gain constant of the motor, τm repre-
sents the time constant, Kg represents the gear ratio, and Ka represents the gain of the motor amplifier. Based
on the dynamic parameters of the motor, the model of CPG unit can generate the periodic signals in the robot
joints directly. The parameter sets are shown in Table 2. The dynamic equations of the proposed CPG model are
formulated as follows: (1)
τm
d2ue
dt2 = −due
dt −offsetg −KgKmKaa tan−1 ue + KgKmdP
−KgKmKac tan−1 ui + d tan−1 ue
τm
d2ui
dt2 = −dui
dt −offsetg + KgKmKab tan−1 ue + KgKmdP + d tan−1 ui
offsetg = Kr(θ −θo)
dp=
1
Ui ≥10
−
1
n
i=1
Ui
2
otherwise (1) The gyroscope can detect the body angle to the CPG model in real time, where offsetg represents the param-
eters to feedback this information, and Kr represents the feedback gain. For the first joint angle of the robot, θ
represents the yaw angle measured in real time, and θo represents the stable body yaw angle of the robot. For the
other joint angles of the robot, θ represents the pitch angle measured in real time, and θo represents the stable
body pitch angle of the robot. If the robot approaches an upward or downward inclination road, its yaw and pitch
angle changes quickly. The gyroscope will detect this information and feed it back to the CPG model immedi-
ately. Quadruped robot model The servomotor of the robot
is Servo CL S6336HV. The communication among the servo motors is serial communication bus. To recognize
obstacles during robot movement, an ultrasonic sensor is installed on the body of the robot. To measure the body
angle, a gyroscope sensor is equipped inside of the body to feedback the yaw, pitch and roll angles. The robot con-
troller installed inside the robot body can generate the signal of each joint. The power is supplied from a battery. Th
ll d
h
h
l
h
d
k
l
h
h
ll
f
b y
g
g
jh
p
pp
y
The overall dimensions are 20 cm height, 33 cm length, and 1.65 kg total weight. Due to the small size of robot,
the dynamic characteristics will affect the motion stability. The constraint condition of stability is the distances
from the projection point of the COG (center of gravity) to the sides of the supporting polygon. The stability
margin of the trot gaits is always positive in the moving processes. To design the phase of the trot pattern, the
sequence of the leg is defined as Hind-Left (HL) leg → Front-Right (FR) leg → Hind-Right (HR) leg → Front-
Left (FL) leg during movement in the trot pattern, as shown in Fig. 1c. Through the joints control with the trot
walking pattern, the quadruped robot can suitable for complex environments. This mechanical setup is based on
our previous work on the model of Featherstone rigid dynamics28. By using this mechanical structure, the quad-
ruped robot has the ability to move with a trot pattern. The physical parameters of the robot are listed in Table 1. Figure 1. The quadruped robot platform: (a) mechanical structure of the quadruped robot; (b) structural
sketch of robot; (c) the trot gait. Figure 1. The quadruped robot platform: (a) mechanical structure of the quadruped robot; (b) structural
sketch of robot; (c) the trot gait. Table 1. The dimensions of robot. 1st joint
2nd joint
3th joint
Length (cm)
5
12
15
Width (cm)
7
4
1.5 Table 1. The dimensions of robot. https://doi.org/10.1038/s41598-023-47022-x Scientific Reports | (2023) 13:19756 | www.nature.com/scientificreports/ www.nature.com/scientificreports/ original value again. By means of this concept, the robot can overcome the terrain condition through adaptive
rhythmic joint motion. Here, dP represents feedback parameters for the ultrasonic sensor, Ui represents the value of ultrasonic sensor
in real time, and Ku is the gain constant. Depending on the value of dP , the CPG model will be changed to adjust
the first joints of robot. If there is an obstacle detected by the ultrasonic sensor, the value of dp will change. The
oscillation network can output the signals with higher amplification. The robot will turn and leave the obstacle
until no obstacles are ahead. At this time, dp switches to 1 again. The CPG model can continue to generate peri-
odic signals for the forward movement of the robot. Model of CPG network In order to generate the fundamental gait signals for the quadruped robot, the CPG models are mounted on each
leg, as depicted in Fig. 3. Here, FL, FR, HL, and HR denote the Front-Left leg, Front-Right leg, Hind-Left leg and
Hind-Right leg, respectively. In this research, the CPG network consists of double master units and subsets of
slave units. The response of master units Me1 , Mi1 , Me2 and Mi2 have the ability to control all the 1st joins. The
models are connected to each other by coupling parameters k12 and k21 . The parameter dP feedbacks the signals
of ultrasonic sensor. Moffsetg represents the yaw angles of the robot body. ff
g
y
g
y
Slave units can generate the symmetry signals to control all of the 2nd and 3rd joints of the quadruped robot. The mutually dependent parameters, including kMj and kSj(j = 1 −4) , can be adjusted. Soffsetg represents the
pitch angles of the robot body. Through the mutually dependent parameters, the models of CPG units are con-
nected to control the quadruped robot. The dynamic equations of the CPG network in the Front-Left leg are
expressed as follows: (2)
τm
d2uMe1
dt2
= −duMe1
dt
−Moffsetg −KgKmKaaM1 tan−1 uMe1 + dM1 tan−1 uSe1
−KgKmKacM1 tan−1 uMi1 + KgKmdp + k12 tan−1 uMe2
τm
d2uMi1
dt2
= −duMi1
dt
−Moffsetg + KgKmKabM1 tan−1 uMe1
+ KgKmdi1dp + kM4 tan−1 uSe4
Moffsetg = Kyθyaw (2) (3)
τm
d2uSe1
dt2
= −duSe1
dt
−Soffsetg −KgKmKaaS1 tan−1 uSe1 + dS1 tan−1 uMe1
−KgKmKacS1 tan−1 uSi1 + KgKm
τm
d2uSi1
dt2
= −duSi1
dt
−Soffsetg + KgKmKabS1 tan−1 uSe1 + KgKmdi1
Soffsetg = Kpθpitch (3) Once the CPG network reaches a stable oscillation state, it generates periodic signals whose shapes depend on
the internal parameters, the network topology and interconnection weights, as shown in Fig. 4. Model of CPG unit If the body angle deviates from the stable range, offsetg will rise to a high value to control the CPG model
to generate a high cyclic period until the body angle returns to the stable range. At this time, offsetg becomes the 3
Vol.:(01234
13:19756 |
https://doi.org/10.1038/s41598-023-47022-x
Figure 2. The block diagram of CPG unit. Table 2. CPG parameter sets. Parameters
a
b
c
d
Kg
Ka
Km
Kr
Ku
Value
2.1
17.1
18.1
− 18.1
1.6
4.9
120
14
18 h Figure 2. The block diagram of CPG unit. https://doi.org/10.1038/s41598-023-47022-x Scientific Reports | (2023) 13:19756 | www.nature.com/scientificreports/ Model of CPG network The coefficients
and limits of each polynomial are found experimentally to yield a good fitting with low-order polynomials.i i
In order to create the stable periodic signal of the CPG model, a limit cycle is designed that defines a series
of exact repetitions with a closed trajectory for the trotting motion of the robot. The trajectory of the limit cycle 4
6 |
htt
//d i
/10 1038/ 41598 023 47022
Figure 3. The framework of CPG network. Figure 3. The framework of CPG network. Figure 3. The framework of CPG network. Scientific Reports | (2023) 13:19756 | https://doi.org/10.1038/s41598-023-47022-x https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ Figure 4. Examples of the phase-coordinated CPG network; the relevant parameters are provided in Table 2. (a) The response of CPG network under dP switching; (b) Evolution of the limit cycle during the gait switch. Figure 4. Examples of the phase-coordinated CPG network; the relevant parameters are provided in Table 2
(a) The response of CPG network under dP switching; (b) Evolution of the limit cycle during the gait switch. starts with a fixed point and continues around a nominal orbit swift. Depending on resetting the phase,
oscillation network can generate a series of signals to spin in circles.hih The amplifier and frequency are used to control the quadruped robot. The CPG control system generates the
joint angles with the trot pattern. Through the ultrasonic sensor, the response of uMe1 and uMi1 is based on the
adjustment of dp . At 5.5s, the value of dP become 10, the CPG network can be updated to adjust gait patterns of
output, and the joints stop immediately using the internal feedback signals. By using this way, the CPG network
has ability to generate suitable motions.h y
g
Through setting the mutually dependent parameters, k12 , k21 , kMj and kSj(j = 1 −4) , the joints can generate
the joint angles to achieve steering behavior. The angle of steering behavior is π/2 . Because the robot is steering
right with the trot pattern, the amplitudes for the right swing joints are smaller than those for the left swing joints. The diagonal limbs move out of phase, and the generated trajectories must be in phase. The responses are shown
in Fig. 5. The first joints, second joints and third joints are depicted in blue, yellow and red lines, respectively. Model of CPG network All
of the generated trajectories respect the coordination constraints imposed by the couplings.hf The phase difference between the output signals is determined by the internal parameters of the neurons, the
CPG network topology and the inter-connection weights. These parameters have been experimentally chosen to
yield output signals with a shape resembling a periodic wave as much as possible, given the weights and internal
parameters. By adjusting the value of feedback parameters, the response of uMe1 and uMi1 can reset the amplifier
and frequency of signals. By adjusting the value of feedback parameter, the output of oscillation network can
generate periodic signals to respond to the external stimuli. The parameters uMe1 and uMi1 generate the periodic
signals stably by using mutually dependent parameters. The coefficients of the low-order polynomials and the
corresponding coefficients of determination are given in Table 3. Experimenti p
In order to confirm the validity of the CPG network, two sets of experiments are conducted for the application of
adaptive movement system for quadruped robot control. Firstly, the robot trots forward and steers by using the
ultrasonic sensor. Secondly, the robot trots on an irregular surface by using its gyroscope sensor. The controller
of the robot is Raspberry Pi. To record the data, wireless modules are installed in the robot body. By using the
XBee modules, the controller can send the joint angles to a computer. Scientific Reports | (2023) 13:19756 | https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ Figure 5. The response of CPG network for steering motion under mutually parameters control. The joints
angle of FL, FR, HL, HR legs of robot. Figure 5. The response of CPG network for steering motion under mutually parameters control. The joints
angle of FL, FR, HL, HR legs of robot. k12
k21
kM1
kS1
kM2
kS2
kM3
kS3
kM4
kS4
Walk forward
− 1.8
1.8
1.1
1.15
1.8
− 1.6
− 1.8
1.8
− 1.6
1.6
Steering motion
2.1
2.3
0.8
2
− 1.8
1.6
1.8
− 1
1.6
− 2 Table 3. The mutually parameters sets. In the first experiment, the experimental environment is shown in Fig. 6. The distance of region A is set to 10
cm. Such information is unknown to the quadruped robot. The mutually dependent parameters of CPG networks
are shown in Table 2. The response of each neuron can generate the robot joint based on the stimuli of feedback
parameters. The experimental results demonstrate that the oscillation network can autonomously generate the
periodic signals for the quadruped robot. Figure 7 illustrates the body angle along the X axis, Y axis and Z axis during the whole process. Before 6s, the
robot moves along the road in a trot pattern. Depending on the CPG network, the speed is stable, and the ampli-
fier and frequency of body angle is regular. The quadruped robot is able to trot stably. However, at 6s, the robot
trots into the A area, and the ultrasonic sensor detects the obstacle. The body angles change sharply because of
the parameters dp adjusting. At this time, the master and slave oscillation units adjust the mutually dependent
parameters. The oscillation networks change the amplifier of robot joints to steer for leaving the narrow space. Experimenti At 7.5 s, the robot finishes the steering behavior, the ultrasonic sensor detects the distance of obstacle, and robot
needs to continue to steer. At 9.8 s, there is no obstacle in front of the quadruped robot and it stops steering. The
mutually dependent parameters switch to moving forward. At last, the robot leaves the narrow space in a trot
pattern by using CPG network control. The experiment demonstrates that the robot body angles are stable due
to the adjustment of feedback parameter including the feedback of ultrasonic sensor. Th
f
d
d
b
h
h l
h
d
h f
db
k f l The scenes of quadruped robot in the whole experiment are shown in Fig. 8. Based on the feedback of ultra-
sonic sensor, the quadruped robot can move forward and then stop in front of the obstacle. Through adjusting
the mutually dependent parameters, the double-layered CPG network can set the response for steering behavior. The quadruped robot can move stably in a trot pattern. Figure 6. The map of the first experiment. Figure 6. The map of the first experiment. Figure 6. The map of the first experiment. Scientific Reports | (2023) 13:19756 | https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ Figure 7. The yaw, roll and pitch angles of robot in the first experiment. Figure 7. The yaw, roll and pitch angles of robot in the first experiment. Figure 7. The yaw, roll and pitch angles of robot in the first experiment. In the second experiment, the irregular surface includes an up-down slope, as shown in Fig. 9, with the angle
of slope at 15 degrees. On the up and downward surface, there is a slope with a 10-degree angle and the robot
is unaware of this irregular road condition. Using the gyroscope signals can provide feedback in real time. The
range of the pitch and yaw angle are within ± 8 degrees. If the pitch and yaw angle deviates from this range, the
CPG network will change the parameters for the slope. Figure 10 shows the body angle in the X axis, Y axis and Z axis during the whole process. Before 5 s, the
quadruped robot moves on the flat surface. Because the pitch and yaw angle do not deviate from the stable range,
the robot moves using the parameter set for the flat surface. Experimenti At 6 s, the robot moves on the upward slope, where
the pitch angle deviates from the stable range. The yaw angle also increases suddenly, and the gyroscope detects
Figure 8. The frame of first experiment. Figure 8. The frame of first experiment. Figure 8. The frame of first experiment. In the second experiment, the irregular surface includes an up-down slope, as shown in Fig. 9, with the angle
of slope at 15 degrees. On the up and downward surface, there is a slope with a 10-degree angle and the robot
is unaware of this irregular road condition. Using the gyroscope signals can provide feedback in real time. The
range of the pitch and yaw angle are within ± 8 degrees. If the pitch and yaw angle deviates from this range, the
CPG network will change the parameters for the slope. In the second experiment, the irregular surface includes an up-down slope, as shown in Fig. 9, with the angle
of slope at 15 degrees. On the up and downward surface, there is a slope with a 10-degree angle and the robot
is unaware of this irregular road condition. Using the gyroscope signals can provide feedback in real time. The
range of the pitch and yaw angle are within ± 8 degrees. If the pitch and yaw angle deviates from this range, the
CPG network will change the parameters for the slope. Figure 10 shows the body angle in the X axis Y axis and Z axis during the whole process Before 5 s the In the second experiment, the irregular surface includes an up-down slope, as shown in Fig. 9, with the angle
of slope at 15 degrees. On the up and downward surface, there is a slope with a 10-degree angle and the robot
is unaware of this irregular road condition. Using the gyroscope signals can provide feedback in real time. The
range of the pitch and yaw angle are within ± 8 degrees. If the pitch and yaw angle deviates from this range, the
CPG network will change the parameters for the slope. g
p
p
Figure 10 shows the body angle in the X axis, Y axis and Z axis during the whole process. Before 5 s, the
quadruped robot moves on the flat surface. Experimenti Because the pitch and yaw angle do not deviate from the stable range,
the robot moves using the parameter set for the flat surface. At 6 s, the robot moves on the upward slope, where
the pitch angle deviates from the stable range. The yaw angle also increases suddenly, and the gyroscope detects g
p
p
Figure 10 shows the body angle in the X axis, Y axis and Z axis during the whole process. Before 5 s, the
quadruped robot moves on the flat surface. Because the pitch and yaw angle do not deviate from the stable range,
the robot moves using the parameter set for the flat surface. At 6 s, the robot moves on the upward slope, where
the pitch angle deviates from the stable range. The yaw angle also increases suddenly, and the gyroscope detects Scientific Reports | (2023) 13:19756 | https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ Figure 9. Up-down slope used in experiment. Figure 10. The yaw, roll and pitch angles of robot in the second experiment. Figure 9. Up-down slope used in experiment. Figure 9. Up-down slope used in experiment. Figure 9. Up-down slope used in experiment. Figure 10. The yaw, roll and pitch angles of robot in the second experiment. this information. By changing the parameters of feedback, the first joint angles adjust to keep the pitch angle in
a stable range. The second and third joint angles can generate the appropriate periodic joint motions. At 18 s, the
robot approaches the down-slope, and the yaw and pitch angles change acutely. At this time, the CPG network
generates high cyclic period signals. Figures 11 show the responses of the joint angles. When the robot enters the up-down slope, it detects the
change in the road surface and the internal feedback parameters are adjusted automatically. The results for the
quadruped robot are shown in Fig. 12.h The above experiments show that the proposed CPG control system can allow the robot to move in a complex
environment to avoid abrupt changes, demonstrating improved adaptability in multiple scenarios. This result is
crucial for extending the practical applications. The double-layered CPG network can generate the periodic joint
angle to control the quadruped robot on the irregular terrain. For adaptive movement on an irregular surface, a
stable range of the robot body yaw and pitch angles are proposed based on gyroscope signals. Conclusions The response of each neuron can generate the robot joint based on the stimuli of feedback
parameters. Through adjusting the mutually dependent parameters of CPG networks, the joint angle can be
controlled based on feedback information. For adaptive movement on an irregular surface, a stable range of the
robot body pitch and yaw angle are proposed by using gyroscope signals. To detect the obstacle, the ultrasonic
signals are utilized for adjusting the parameters. The double-layered CPG networks have a capability to generate
the symmetry signals for stable movement on a complex surface. output of each neuron is directly connected to the slave neuron. The response of master units is able to control
the 1st joins of the quadruped robot, while the slave units can generate the symmetry signals to control the
2nd and 3rd joints. The response of each neuron can generate the robot joint based on the stimuli of feedback
parameters. Through adjusting the mutually dependent parameters of CPG networks, the joint angle can be
controlled based on feedback information. For adaptive movement on an irregular surface, a stable range of the
robot body pitch and yaw angle are proposed by using gyroscope signals. To detect the obstacle, the ultrasonic
signals are utilized for adjusting the parameters. The double-layered CPG networks have a capability to generate
the symmetry signals for stable movement on a complex surface. y
y
g
p
By using our proposed concept, the quadruped robot can be controlled by double-layered CPG network, while
generating the symmetry signals periodically depend on feedback from the information of sensors. This realizes
the effective implementation of adaptive motion in the quadruped robot. Two set of experiments confirm the
validity of the proposed control system. Data availability y
All data generated during this study are included in this published article. The datasets used and analyzed du
the current study available from the corresponding author on reasonable request. Received: 3 July 2023; Accepted: 8 November 2023 Received: 3 July 2023; Accepted: 8 November 2023 4. Lewis, M. A., Hartmann, M. J., Cummings, R. E. & Cohen, A. H. Control of a robot leg with an adaptive aVLSI CPG chip. Neuro-
computing 38, 1409–1421 (2001). 3. Zhang, Y., Qiao, G. F., Qi, W., Tian, L. & Liu, D. A novel double-layered central pattern generator-based motion controller for the
hexapod robot. Mathematics 11(617), 1–15 (2023). p
g
(
)
5. Nessler, J. A., Minakata, K., Sharp, K. & Reinkensmeyer, D. J. Robot-assisted hindlimb extension increases the probability of swing
initiation during treadmill walking by spinal cord contused rats. J. Neurosci. Methods 159(1), 66–77 (2007). g
gi
2. Inagaki, S., Yuasa, H. & Arai, K. CPG model for autonomous decentralized multi-legged robot system generation and tran
of oscillation patterns and dynamics of oscillators. Robot. Auton. Syst. 44(3–4), 171–179 (2003). Conclusions In this research, the model of CPG unit including motor dynamics parameters for quadruped robot has been
proposed. An adaptive locomotive system based on the double-layered central pattern generator (CPG) intro-
duced to improve the adaptability of the quadruped robot in multiple scenarios. The novel CPG network consists
of double master units and subsets of slave units based on gyroscope signals, including yaw and pitch angle. To
generate the regular oscillatory signals for the quadruped robot, the master and slave CPG models are mutually
connected to each other to control the joints of each leg. In the master unit, by using coupling parameters, the Scientific Reports | (2023) 13:19756 | https://doi.org/10.1038/s41598-023-47022-x www.nature.com/scientificreports/ output of each neuron is directly connected to the slave neuron. The response of master units is able to control
the 1st joins of the quadruped robot, while the slave units can generate the symmetry signals to control the
2nd and 3rd joints. The response of each neuron can generate the robot joint based on the stimuli of feedback
parameters. Through adjusting the mutually dependent parameters of CPG networks, the joint angle can be
controlled based on feedback information. For adaptive movement on an irregular surface, a stable range of the
robot body pitch and yaw angle are proposed by using gyroscope signals. To detect the obstacle, the ultrasonic
signals are utilized for adjusting the parameters. The double-layered CPG networks have a capability to generate
the symmetry signals for stable movement on a complex surface. By using our proposed concept, the quadruped robot can be controlled by double-layered CPG network, while
Figure 11. The response of FL, FR, HL, HR in the second experiment. Figure 12. The frame of second experiment. Figure 11. The response of FL, FR, HL, HR in the second experiment. Figure 11. The response of FL, FR, HL, HR in the second experiment. Figure 11. The response of FL, FR, HL, HR in the second experiment. Figure 12. The frame of second experiment. Figure 12. The frame of second experiment. Figure 12. The frame of second experiment. output of each neuron is directly connected to the slave neuron. The response of master units is able to control
the 1st joins of the quadruped robot, while the slave units can generate the symmetry signals to control the
2nd and 3rd joints. www.nature.com/scientificreports/ Learning diverse motor patterns with a single multi-layered multi-pattern cpg for a humanoid
obot in 2014 IEEE RAS International Conference on Humanoid Robots 1016 1021 (2014) 20. Khan, M. R., Billah, M. M. CPG-based control system for flexible snake robot locomotion. in 2014 IEEE International Symposium
on Robotics and Manufacturing Automation (ROMA) 254–257 (2014).i f
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ence on Robotics and Mechatronics (ICROM) 210–215 (2015). 23. Teng, L., Wu, X., Chen, W., Wang, J. Center of gravity balance approach based on CPG algorithm for locomotion control of a
quadruped robot. in 2013 IEEE/ASME International Conference on Advanced Intelligent Mechatronics 325–329 2013 (. q
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4. Gui, B., Wang, H., Chen, W. Stability analysis for a hexapod robot walking on slopes. in 2015 IEEE International Conference on
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6. Qin, G., Wang, Z. L., Hu, W. J. & Zhao, L. Y. Gait simulation of snake robot based on CPG method. J Simul 27(6), 1374 (2015). 7. Yu, H. T. et al. Gait generation with smooth transition using CPG-based locomotion control for hexapod walking robot. IEEE
Trans. Ind. Electron. 63(9), 5488–5500 (2016). 27. Yu, H. T. et al. Gait generation with smooth transition using CPG-based locomotion control for hexapod walking robot. IEEE
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The authors declare no competing interests. Funding
d Funding
Funding was provided by Public Welfare Technology Application Research Project of Zhejiang Province grant
number LGF22F030005 and “Pioneer” and “Leading Goose” R&D Program of Zhejiang Province grant number
2022C04012. Author contributions Author contributions
Y.Z. and Y.Q. wrote the main manuscript text; Y.D. prepared the software of programming; B.H. and R.W. reviewed the manuscript. All authors have read and agreed to the published version of the manuscript. Additional information Correspondence and requests for materials should be addressed to Y.Z. Correspondence and requests for materials should be addressed to Y.Z. References References
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An efficient implementation of novel Polar encoder with Wavelet pipelining Architecture for 5G Networks
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Research Square (Research Square)
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cc-by
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Albert Raj A
(
albert@skcet.ac.in
) Sri Krishna College of Engineering and Technology
https://orcid.org/0000-0002-4507-3524
vijila ebenezer Abstract The polar code is one of the error correcting codes which was proposed by Dr. Arıkan It attracts the
attention of researchers due to the capacity achieving algorithms over a wide range of channels. However
polar codes sacrifices encoding complexity and latency to improve error performance. To address this
issue, wave pipelining is proposed in this article. The main advantage of pipelining is parallelism which
leads to the improvement in latency. In addition, the system gets the benefit of the increased computation
rate, or throughput. The absence of registers at the intermediate stages in the wave pipeline makes the
polar code more power efficient and efficient area overheads. It provides a method for significantly
reducing clock by keeping the external functionality and timing of any circuit. This architecture is coded
in VHDL language and the design is synthesized in SYNOPSYS tool and implemented in the Virtex-7 VC
709 FPGA device. The synthesis report proved that 50 % of efficiency in area and timing in the wave
pipelining compared to the conventional methods. The polar code is one of the error correcting codes which was pro
attention of researchers due to the capacity achieving algorithms
polar codes sacrifices encoding complexity and latency to improv
issue, wave pipelining is proposed in this article. The main advant
leads to the improvement in latency. In addition, the system gets t
rate, or throughput. The absence of registers at the intermediate s
polar code more power efficient and efficient area overheads. It pr
reducing clock by keeping the external functionality and timing of
in VHDL language and the design is synthesized in SYNOPSYS to
709 FPGA device. The synthesis report proved that 50 % of efficie
pipelining compared to the conventional methods. Research Article Keywords: Polar codes, Encoder, Wave pipelining, VHDL, FPGA
Posted Date: August 21st, 2023
DOI: https://doi.org/10.21203/rs.3.rs-2234670/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Page 1/15 Page 1/15 1 INTRODUCTION Binary Memoryless Symmetric (BMS) channel otherwise known as Polar Codes [1] has a low-end
complexity in terms of encoding and decoding. Perfect bit or noisy bit channels in a N channel polar code
approaching infinity is based on the polarization phenomena of merging and splitting the channels thus
assembling perfect bit channels of capacity I symmetric to the channels W. The channel W being an
independent channel which is also a Binary Memoryless Symmetric channel, polarization happens on
merging and splitting thereby transmitting data in the form of polar codes. This transmission is made
possible through perfect bit channels that also promotes in working towards fixing frozen bits in
channels that are completely noisy. According to Shannon’s coding theorem, several studies have worked
together in achieving a noiseless channel transmission. Lately, on comparison with existing coding
techniques, an advanced method to construct codes namely channel polarization was proposed [1–4],
which aided to attain a symmetrical capacity of BDMC (Binary to Discrete Memoryless Channel)
specifically BSC(p). Another study [5] has deconstructed the polar codes in BSC. [6–7] has characterized
bounds and exponents in the construction of BSC for polar codes [8] has proposed a decoder based on
LP (Linear Programming) that simulates differentiated decoders to hand out a SC (Successive
Cancellation) Decoder and BEC at the same time. Bakshi et.al [9] has proposed a study to merge a
concatenated RS(Reed – Solomon) code that uses inner codes and outer codes simultaneously. Polar
codes are built to pick particular bit channels from N bits in [1] to [9] studies. Monte –Carlo Algorithms
simulate complex channels [1] iteratively. [2] and [3] studies proposed that Polar codes work towards
convoluting function but its metrics are not precise enough on complex calculations. Telatar et.al [4] has
put forward approximation of bit channel with Nµ log 2 µ, where the user defined parameter, µ controls
the output at an approximation stage. GA (Gaussian Approximation) uses Additive White Gaussian Noise
(AWGN) to build polar codes in those channels proposed in [5–7]. Building Polar Codes on the basis of
Polarization Weight (PW) does approximation of bit channels independently suggested by [8] and [9]. Code rates and code lengths need to be arbitrary which is achieved by the codes that are shortened and Page 2/15 Page 2/15 punctured are put forward in [10] to [17]. 1 INTRODUCTION Puncturing procedure is performed channel independently [10] to
set a stopping point with the minimum bit value. These punctured bits are also known as decoders.[11]
has proposed another puncturing algorithm which known as QUP (Quasi Uniform Puncturing) to puncture
the bits that are in the reverse order from the initial value to P (P is the total number which indicates the
number of bits to be punctured). Re-ordering mechanism followed by puncturing is suggested in [12]
which makes use of GA methodology that punctures bits from positions that are frozen. Tal et.al [13] has
used RCPP which optimizes the code family with unalike code rates. These conventional codes use the
frozen bits that are all zero thus increasing the performance of decoders. Methodology to shorten the
polar codes are suggested by [14] and [15] which generates the weights along the column of the matrices. A unique method that shortens the polar code is suggested in [16] which also punctured by a less complex construction
method. An optimized algorithm with a pattern to shorten polar codes with a set of frozen codes is put
forward in [17]. Nevertheless the pattern of the channels on being punctured and shortened, it is
mandatory for re-arranging the channel bits based on the operations performed. Re-ordering mechanisms
through GA is performed in AWGN channels so as to puncture the bits that are coded or shorten the bits
that are coded. Selected codes that are nevermore in the underlying channel W undergoes puncturing and
shortening that are parallel to the underlying channel. Original channel differ from the bit channel built
from the underlying channel without undergoing the process of being punctured and shortened. Re-
arranging of these bit channels helps to avoid performance distortion. Anyhow, GA is only pertinent to be
used in AWGN channels. Advanced measures need to be performed to shorten the polar codes or to
puncture the polar codes which is one inspiration that this article provides. Punctured or shortened coded
bits aid in the building of polar codes, by considering the underlying channels to generalize the issue in
which the BMS channels need to be independent regardless of the identical ones. The symmetric nature
of polar codes proven in [1] vary the underlying channel in the new environment provided. The
relationship based on Tal–Vardy’s algorithm is found to degrade when operated in such environment. 1 INTRODUCTION By
analyzing a modified version Tal–Vardy’s algorithm [4] theoretically, the new environment becomes
applicable for BMS channel that rearranges the bits in the underlying channels that could be
unconstrained or different. Efficient FPGA Implementation of Chaotic based Communication System with
Polar Encoding is proposed in [18]. In this article the parallel processing is discussed and the author
claimed the latency reduction. Based on the theoretical analysis, a modification to the Tal–Vardy
algorithm [4] that is applicable to any BMS channel is proposed to reorder the bit channels when the
underlying channels are independent BMS channels (which, again, could be different channels). shortens the polar code is suggested in [16] which also punctured by a less complex construction
method. An optimized algorithm with a pattern to shorten polar codes with a set of frozen codes is put
forward in [17]. Nevertheless the pattern of the channels on being punctured and shortened, it is
mandatory for re-arranging the channel bits based on the operations performed. Re-ordering mechanisms
through GA is performed in AWGN channels so as to puncture the bits that are coded or shorten the bits
that are coded. Selected codes that are nevermore in the underlying channel W undergoes puncturing and
shortening that are parallel to the underlying channel. Original channel differ from the bit channel built
from the underlying channel without undergoing the process of being punctured and shortened. Re-
arranging of these bit channels helps to avoid performance distortion. Anyhow, GA is only pertinent to be
used in AWGN channels. Advanced measures need to be performed to shorten the polar codes or to
puncture the polar codes which is one inspiration that this article provides. Punctured or shortened coded
bits aid in the building of polar codes, by considering the underlying channels to generalize the issue in
which the BMS channels need to be independent regardless of the identical ones. The symmetric nature
of polar codes proven in [1] vary the underlying channel in the new environment provided. The
relationship based on Tal–Vardy’s algorithm is found to degrade when operated in such environment. By
analyzing a modified version Tal–Vardy’s algorithm [4] theoretically, the new environment becomes
applicable for BMS channel that rearranges the bits in the underlying channels that could be
unconstrained or different. Efficient FPGA Implementation of Chaotic based Communication System with
Polar Encoding is proposed in [18]. 1 INTRODUCTION In this article the parallel processing is discussed and the author
claimed the latency reduction. Based on the theoretical analysis, a modification to the Tal–Vardy
algorithm [4] that is applicable to any BMS channel is proposed to reorder the bit channels when the
underlying channels are independent BMS channels (which, again, could be different channels). The rest of this paper is organized as follows. In Section 2, we briefly introduce the basics Encoding of
polar codes. The general construction of Wave pipelining encoder procedure is presented in Section 3. The coding is done in VHDL language and the discussion of result is presented in Section 4 and this
article ends with concluding remarks which is given in Section 5. 2 GENERAL ENCODER IMPLEMENTATION Page 3/15 2.1 Encoding of Polar code Polar codes are unique in the way they split the channel as good and bad channels, (during the encoding
the polar code make the channel as reliable and unreliable) and the message bits are transmitted only
through the induced good(reliable) channels, while the information to the unreliable channels are almost
frozen. Let the length of the codeword is N, the messages are transmitted into k reliable channels then and (N − k)
channels are unreliable and they are set to 0 as they are not useful for message transmission. This N-k
bits are called frozen bits. Let W be a binary discrete memoryless channel (B-DMC) with u and x are the input and output
respectively. When two bits (u1, u2) are transmitted, two values (x1, x2) are received (as shown in Fig. 1). The general equation for encoder for 2-bit value is given in (1). Let W be a binary discrete memoryless channel (B-DMC) with u and x are the input and output
respectively. When two bits (u1, u2) are transmitted, two values (x1, x2) are received (as shown in Fig. 1). The general equation for encoder for 2-bit value is given in (1). . -----------------------------------------------------------------------(1)
x2
1 = u2
1G2 . x2
1 = u2
1G2 Where G2 is the generator matrix and its value is Where G2 is the generator matrix and its value is (
)
10
11 (
)
10
11 For encoding 2-bit value (Fig. 1)using the above notation we obtain(2). For encoding 2-bit value (Fig. 1)using the above notation we obtain(2). For encoding 2-bit value (Fig. 1)using the above notation we obtain(2). x1 = (u1 ⊕ u2) and x2 = u2 ---------------------------------------------------(2) Similarly for encoding N = 4 bits (Fig. 2) we need to use the matrix G4. We obtain (3) Similarly for encoding N = 4 bits (Fig. 2) we need to use the matrix G4. We obtain (3) -----------------------------------------------------------------(3)
x4
1 = u4
1G4 -
x4
1 = u4
1G4 --(3) In this case we have x1 = (u1⊕u2⊕u3⊕u4), x2 = (u3⊕u4), x3 = (u2⊕u4) and x4 = u4. In the same way we
can obtain ‘n’ bit value encoder. To encode more bits, this kind of process may sacrifice complexity and latency. That may not be
desirable for a high-speed data network like 5G. 3.2 Wave Pipeline Design for Polar Code A maximum-rate pipeline is not achievable using conventional pipelining so only wave pipleining is
proposed in this article. However, by removing the intermediate registers within a pipeline, a wave pipeline
becomes a close realization of a maximum-rate pipeline. Wave pipelining in Polar encoder can reduce the
clock load of a circuit as well as the associated area and power while maintaining the timing of the
circuit. Another difference between conventional and wave pipelines is the relationship between clock rate
and path delay. In the conventional 4 bit encoding method the system uses 10 intermediate registers. Obviously 10 clock cycle were required to move the inputs to the output. Where as in the wave pipelining
method the number of tasks (xor operation) are executed in parallel (computed concurrently). Thus,
minimum number of clock cycles are expected here for a wave to propagate through the wave pipeline
before being latched by the output register. In addition, by removing intermediate registers in this process
wave pipelining reduced the clock load of a circuit as well as the associated area and power while
maintaining the timing of the circuit. 3.1 Wave Pipelining A fundamental and well explored concept used in the design of digital systems is pipelining. Pipelining is
a popular hardware design technique that takes advantage of parallelism. The key benefit of utilizing a
pipeline design is the increased computation rate, or throughput, available. For a computational task,
throughput is typically increased by reducing the time at which it takes to complete said task. Pipelining Page 4/15 increases throughput by increasing the number of tasks that can be executed in parallel and therefore
increasing the number of tasks that can be computed concurrently, otherwise known as increasing
bandwidth. increases throughput by increasing the number of tasks that can be executed in parallel and therefore
increasing the number of tasks that can be computed concurrently, otherwise known as increasing
bandwidth. The throughput of a pipelined system is determined by the maximum rate at which the pipeline can
operate. In this model, the maximum clock rate is limited by the maximum path delay difference across a
combinational logic rather than the maximum path delay. Six stage pipeline is explained in Fig. 4 there
are 6, tasks processing concurrently in this design. The latency for each task is 6 clock cycles, but as
previously explained, the latency between outputs is only 1 clock cycle. 4. Implementation Results In this proposed research work, the architectural design of Wave pipeline Polar codes is implemented
using Xilinx 9.2i ISE and Model Sim 6.3. The program was written in VHDL coding and the encoded
output is shown Fig 5. The WP – Polar architecture is also synthesized in both Xilinx and Synopsys tools. The above implementation provides us a detailed analysis on area and power consumptions. WP – Polar
reduces the area overheads and reduced power dissipation due to the absence of intermediate registers. In the conventional 4 bit encoding method (Fig 6) the system uses 10 intermediate registers. Obviously 10
clock cycle were required to move the inputs to the output. In the wave pipelining method the number of
tasks (xor operation) were executed in parallel (computed concurrently). Thus, minimum number of clock
cycles were expected here for a wave to propagate through the wave pipeline before being latched by the
output register(fig 7). Due to absence of the intermediate register and pipeline stages the reduce in the static and dynamic
power hence SoC power gets reduced. Here latency is calculated by the time taken by any encoder design
to generate its output after the clock signal is applied. Table 1 provides the device utilization summary of Page 5/15 two, three stage and Wave pipelining is given. As the stages of pipe-line increases, the incremental gate
count and number of flip flops also increases due to the intermediate registers. Gate count and flip flops
have increased from 794 in 2-stage pipeline to 1702 in 3-stage pipeline. where as it has been observed
that there is a significant reduction in number of flip flops and gate count used for wave pipelining. As
the table showcase, efficient utilization of equivalent gate count and the number of slices is achieved by
wave pipelined architecture with a count of 302 and 12 respectively. The gate count increases with the
increase in the number of pipeline stages because of the insertion of additional registers. Table 1: Device Utilization summary(area)
The bar chart (Fig. 8) is plotted considering device utilization without pipeline and with different pipeline
stages. Table 1: Device Utilization summary(area) The bar chart (Fig. 8) is plotted considering device utilization without pipeline and with different pipeline
stages. The bar chart (Fig. 8) is plotted considering device utilization without pipeline and with different pipeline
stages. The summary of timing analysis is given in Table 2. 4. Implementation Results Here the timing analysis is based on the maximum
time required by the output calculated in nanoseconds (ns). The time required by the two stages and
three stage encoders is 4.89 ns and 4.04 ns respectively. The time required by the wave pipelined
architecture is 3.939 ns. In normal pipelining stages, intermediate data are stored in registers, whereas in
wave pipelining the data are handled by delays. Table 2: Summary of Timing Analysis Table 2: Summary of Timing Analysis Table 2: Summary of Timing Analysis Table 2: Summary of Timing Analysis The architecture of wave pipelining was synthesized using Synopsys where utilization of area and power
was obtained. Fig 9 indicates the cell area utilization of pipe-lined and wave pipelined architecture. Due to the absence of intermediate registers in the pipelined stages, Cell area utilized by wave pipelined
Polar encoder is much lesser compared to other pipelined architectures. Fig 10 shows the cell area
utilization of (8,4) Polar Encoder, where the area is measured in μm2 . The total cell area occupied by
normal design, two stage, three stage and wave pipelining are 43,660.715 μm2 The below chart
showcases the power Utilization of different pipelined architecture of Polar encoder. Analysis is made
using Synopsys tool which is measured in milliwatt (mW) (Fig. 10). Page 6/15 The power utilized by normal design, two stage and three stage pipelines are 4.125 mW, 5.05 mW and 5.9
mW respectively, which is effectively reduced by using wave pipelined structure and the power utilized is
3.8 mW. Field-Programmable Gate Array (FPGAs) is explicitly intended to address the issues of high
volume, cost-delicate purchaser electronics applications. The five-part family offers densities going from
100,000 to 1.6 million framework gates. The Spartan-3E family. expands on the accomplishment of the
prior spartan 3E family by expanding the measure of rationale per I/O, essentially reducing the expense
per logic cell. New highlights improve framework execution and diminish the expense of arrangement. These Spartan-3E FPGA improvements, joined with cutting edge 90 nm measure innovation, convey more
usefulness and transfer speed per dollar than already conceivable, setting new guidelines in the
programmable logic industry. The Spartan 3E family is a better option than mask modified ASICs. This
result is obtained from the synthesis report from Synopsys. Declarations Conflicts of interest The first author of the article, on his behalf and that of all the authors, declares that
there is no potential conflict of interest related to the article. Funding: No funding was received Data Availability Statement All data generated or analyzed during this study are included in this
published article Data Availability Statement All data generated or analyzed during this study are included in this
published article 5 CONCLUSIONS In the article, wave pipelined architecture for Polar encoder is introduced. The same is simulated using
Modelsim tool and synthesized using both Synopsys and Xilinx. After the synthesis, the module is
targeted to Virtex-7 VC 709 FPGA device. The test reports of the Synopsys, proved that the power
dissipation area for wave pipelined architecture is more efficient compared to Conventional and other
wave pipelining architectures. The absence of intermediate registers in the wave pipeline made the polar
code more power efficient and efficient area overheads. It provides a method for significantly reducing
clock by keeping the external functionality and timing of any circuit. The synthesis report proved that 50%
of efficiency in area and Latency in the wave pipelining compared to the conventional methods. References 1. Arıkan E. Channel polarization: a method for constructing capacity achieving codes for symmetric
binary-input memory less channels. IEEE Transactions on Information Theory, 2009, 55(7):
3051−3073 2. Arıkan E. A performance comparison of polar codes and Reed-Muller codes.IEEE communications
Letters, 2008, 12(6): 447−449 Page 7/15 Page 7/15 3. Şaşoğlu E, Telatar E, Arikan E. Polarization for arbitrary discrete memoryless channels. Proceedings
of the 2009 IEEE Information Theory Workshop on Networking and Information Theory (ITW’09), Jun
10−12, 2009, Volos, Greece. Piscataway, NJ, USA: IEEE, 2009: 144−148 4. Telatar E. Polar coding: a brief tour. Proceedings of the 2010 International Conference on Signal
Processing and Communications (SPCOM’10), Jul 18−21, 2010, Lausanne, Switzerland. Piscataway,
NJ, USA: IEEE, 2010: 2p 5. Mari R, Tanaka T. Performance and construction of polar codes on symmetric binary-input
memoryless channels. Proceedings of the IEEE International Symposium on Information Theory
(ISIT’09), Jun 28−Jul 3, 2009, Seoul, Republic of Korea. Piscataway, NJ, USA: IEEE, 2009:−1500 6. Korada S B, Şaşoğlu E, Urbanke R. Polar codes: characterization of exponent, bounds, and
constructions. IEEE Transactions on Information Theory, 2010, 56(12): 6253−6264 7. Korada S B. Polar codes for channel and source coding. doctoral dissertation.Ph D Thesis Lausanne,
Switzerland: Ecole Polytechnique Fédérale de Lausanne (EPFL), 2009 8. Goela N, Korada S B, Gastpar M. On LP decoding of polar codes. Proceedings of the 2010 IEEE
Information Theory Workshop on Networking and Information Theory (ITW’10), Aug 30−Sept 3, 2010,
Dublin, Ireland. Piscataway, NJ, USA: IEEE, 2010: 5p 9. Bakshi M, Jaggi S, Effros M. Concatenated polar codes. Proceedings of the IEEE International
Symposium on Information Theory (ISIT’10), Jun 13−18, 2010, Pasadena, CA, USA. Piscataway, NJ,
USA: IEEE, 2010:918−922. 10. E. Arikan, “Channel polarization: A method for constructing capacityachieving codes for symmetric
binary-input memoryless channels,” IEEE Trans. Inf. Theory, vol. 55, no. 7, pp. 3051–3073, Jul. 2009. 11. R. Mori and T. Tanaka, “Performance and construction of polar codes on symmetric binary-input
memoryless channels,” in Proc. IEEE Int. Symp. Inf. Theory, Jun. 2009, pp. 1496–1500. 12. R. Mori and T. Tanaka, “Performance of polar codes with the construction using density evolution,”
IEEE Commun. Lett., vol. 13, no. 7, pp. 519–521, Jul. 2009. 13. I. Tal and A. Vardy, “How to construct polar codes,” IEEE Trans. Inf. Theory, vol. 59, no. 10, pp. 6562–
6582, Oct. 2013. 14. P. Trifonov, “Efficient design and decoding of polar codes,” IEEE Trans. Commun., vol. 60, no. 11, pp. Figures Figures Page 9/15
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Figure 1
Polar encoding for 2-bit data 18. Y. Zhou, R. Li, H. Zhang, H. Luo, and J. Wang, “Polarization weight family methods for polar code
construction,” in Proc. IEEE 87th Veh. Technol. Conf. (VTC Spring), Jun. 2018, pp. 1–5. 19. A. Eslami and H. Pishro-Nik, “A practical approach to polar codes,” in Proc. IEEE Int. Symp. Inf. Theory
Proc., Jul. 2011, pp. 16–20. 20. K. Niu, K. Chen, and J.-R. Lin, “Beyond turbo codes: Rate-compatible punctured polar codes,” in Proc.
IEEE Int. Conf. Commun. (ICC), Jun. 2013, pp. 3423–3427. [12] L. Zhang, Z. Zhang, X. Wang, Q. Yu,
and Y. Chen, “On the puncturing patterns for punctured polar codes,” in Proc. IEEE Int. Symp. Inf.
Theory, Jun. 2014, pp. 121–125. References 3221–3227, Nov. 2012. 15. J. Dai, K. Niu, Z. Si, C. Dong, and J. Lin, “Does Gaussian approximation work well for the long-length
polar code construction?” IEEE Access, vol. 5, pp. 7950–7963, Apr. 2017. 16. D. Wu, Y. Li, and Y. Sun, “Construction and block error rate analysis of polar codes over AWGN
channel based on Gaussian approximation,” IEEE Commun. Lett., vol. 18, no. 7, pp. 1099–1102, Jul. 2014. 17. G. He et al., “Beta-expansion: A theoretical framework for fast and recursive construction of polar
codes,” in Proc. GLOBECOM-IEEE Global Commun. Conf., Dec. 2017, pp. 1–6. Page 8/15 Page 8/15 18. Y. Zhou, R. Li, H. Zhang, H. Luo, and J. Wang, “Polarization weight family methods for polar code
construction,” in Proc. IEEE 87th Veh. Technol. Conf. (VTC Spring), Jun. 2018, pp. 1–5. 19. A. Eslami and H. Pishro-Nik, “A practical approach to polar codes,” in Proc. IEEE Int. Symp. Inf. Theory
Proc., Jul. 2011, pp. 16–20. 20. K. Niu, K. Chen, and J.-R. Lin, “Beyond turbo codes: Rate-compatible punctured polar codes,” in Proc. IEEE Int. Conf. Commun. (ICC), Jun. 2013, pp. 3423–3427. [12] L. Zhang, Z. Zhang, X. Wang, Q. Yu,
and Y. Chen, “On the puncturing patterns for punctured polar codes,” in Proc. IEEE Int. Symp. Inf. Theory, Jun. 2014, pp. 121–125. Figure 1 Polar encoding for 2-bit data Page 9/15 Figure 2
Polar encoding scheme for n=4 Page 10/15
Figure 2
Polar encoding scheme for n=4
Figure 3
General wave pipeline circuit model Figure 2 Polar encoding scheme for n=4 Figure 3 General wave pipeline circuit model General wave pipeline circuit model Page 10/15 Page 11/15
Figure 4
Six stage pipelining Figure 4 Six stage pipelining Six stage pipelining Page 11/15 Figure 5 VHDL Simulation output for Encoder using Modelsim Tool VHDL Simulation output for Encoder using Modelsim Tool Figure 10 Comparative Analysis of Power Dissipation Encoder(8,4)- Synopsis Tool Comparative Analysis of Power Dissipation Encoder(8,4)- Synopsis Tool Comparative Analysis of Power Dissipation Encoder(8,4)- Synopsis Tool Figure 6 Conventional Polar encoding synthesis report Page 12/15 gure 7 Figure 7
Wave pipelined Polar encoding synthesis report Wave pipelined Polar encoding synthesis report Page 13/15 Figure 8
Comparative Analysis of Area Utilization. Figure 9
Cell area utilization of pipe-lined and wave pipelined architecture Figure 8 Comparative Analysis of Area Utilization. Comparative Analysis of Area Utilization. Page 14/15
Figure 9
Cell area utilization of pipe-lined and wave pipelined architecture Cell area utilization of pipe-lined and wave pipelined architecture Figure 10
Comparative Analysis of Power Dissipation Encoder(8,4)- Synopsis Tool
Supplementary Files Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. AuthorsBiography.docx AuthorsBiography.docx Page 15/15
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Economic and other barriers to adopting recommendations to prevent childhood obesity: results of a focus group study with parents
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Open
Research article
Economic and other barriers to adopting recommendations to
prevent childhood obesity: results of a focus group study with
parents
Kendrin R Sonneville*1,2, Nancy La Pelle3, Elsie M Taveras2,4,5,
Matthew W Gillman1,2,4,5 and Lisa A Prosser6 Open Access Address: 1Department of Nutrition, Harvard School of Public Health, Boston, MA, USA, 2Children's Hospital, Boston, Boston, MA, USA,
3Preventive and Behavioral Medicine, University of Massachusetts Medical School, Worcester, MA, USA, 4Obesity Prevention Program,
Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care, Boston, MA, USA, 5Division of General Pediatrics,
Children's Hospital Boston, Boston, MA, USA and 6Child Health Evaluation and Research Unit, Division of General Pediatrics, University of
Michigan Health System, Ann Arbor, MI, USA Email: Kendrin R Sonneville* - ksonnevi@hsph.harvard.edu; Nancy La Pelle - Nancy.LaPelle@umassmed.edu;
Elsie M Taveras - Elsie_Taveras@harvardpilgrim.org; Matthew W Gillman - Matthew_Gillman@harvardpilgrim.org;
Lisa A Prosser - lisapros@med.umich.edu * Corresponding author Received: 5 March 2009
Accepted: 21 December 2009 Published: 21 December 2009
BMC Pediatrics 2009, 9:81
doi:10.1186/1471-2431-9-81 Published: 21 December 2009 BMC Pediatrics 2009, 9:81
doi:10.1186/1471-2431-9-81 This article is available from: http://www.biomedcentral.com/1471-2431/9/81 © 2009 Sonneville et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. © 2009 Sonneville et al; licensee BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creative
which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cit BioMed Central BioMed Central BioMed Central Background weight is linked to mothers entering the workforce, but
only found an effect for upper income families [20]. A
possible explanation for this perplexing result is that
lower income mothers may be too time-constrained to
focus on their child's nutrition and physical activity
whether or not they work outside the home. This supports
the hypothesis that economic constraints (time and dol-
lar) may be especially pertinent to families with children
at higher risk for obesity, those of lower socio-economic
status. g
Childhood obesity is a prominent public health concern
that is associated with an increased risk of cardiovascular
disease, diabetes, some cancers, depression, discrimina-
tion and weight-related bias, and other morbidities [1]. The short- and long-term risks to both physical and psy-
chological health of childhood obesity translate into a
reduced quality of life [2-5]. As such, intervening early
may be necessary to reduce immediate consequences of
childhood obesity and engender healthy behaviors before
obesogenic lifestyle patterns are deeply established [6,7]. Obesity prevention and management recommendations
for children involve changes in parental behavior. As
such, understanding parental decision-making related to
adopting recommendations is critical and could inform
future efforts to reduce childhood obesity. For example,
information about parental barriers and facilitators could
lead to obesity interventions that are tailored to maximize
parental compliance. Parents control many aspects of the nutrition and physical
activity environment that contribute to a child's health-
related behaviors [8-10]. However, our understanding of
the range of barriers parents face when adopting recom-
mendations to prevent childhood obesity, and the relative
importance of these barriers, is incomplete. Focus group
studies with parents have identified barriers to adopting
recommendations to increase physical activity which
include weather, siblings, finances, time, neighborhood
safety, child's preferences for sedentary activities, lack of
affordable and accessible recreation facilities, and low car-
egiver motivation [11-14]. Findings from two focus group
studies suggest that parents believe the external environ-
mental and social barriers hold responsibility for some of
children's unhealthful eating habits, beliefs which may
impact parental receptiveness to interventions aimed at
the family level [15,16]. The objective of this study was to explore, through the use
of qualitative methods, barriers and facilitators that influ-
ence parenting behaviors and decisions that relate to child
food choices, activities, and other behaviors that could
affect a child's risk of obesity. Background We focused especially on
economic barriers, including both time and dollar costs,
an understudied yet potentially salient barrier. Focus
groups are conducive to identifying constructs of potential
interest for future research and in determining whether
non-economic barriers generate as much discussion as
economic ones. Economic considerations, such as the high cost of nutri-
tious foods and affordability of junk foods and fast foods,
are commonly assumed determinants of food choice, in
part because low-income families exhibit among the high-
est prevalence of childhood obesity in the U.S. [17]. In
considering economic barriers, however, it is important to
consider both out-of-pocket dollar costs and time costs. For example, reducing fast food meals could reduce food
costs but would require additional time for food prepara-
tion (a decrease in dollar costs but an increase in time
costs). If a child enrolled in a sports program, a parent
may be required to pay enrollment fees or purchase equip-
ment, as well as invest in additional transportation time
(an increase in both dollar costs and time costs). Page 2 of 7
(page number not for citation purposes) Abstract Background: Parents are integral to the implementation of obesity prevention and management recommendations for
children. Exploration of barriers to and facilitators of parental decisions to adopt obesity prevention recommendations
will inform future efforts to reduce childhood obesity. Methods: We conducted 4 focus groups (2 English, 2 Spanish) among a total of 19 parents of overweight (BMI ≥ 85th
percentile) children aged 5-17 years. The main discussion focused on 7 common obesity prevention recommendations:
reducing television (TV) watching, removing TV from child's bedroom, increasing physically active games, participating in
community or school-based athletics, walking to school, walking more in general, and eating less fast food. Parents were
asked to discuss what factors would make each recommendation more difficult (barriers) or easier (facilitators) to follow. Participants were also asked about the relative importance of economic (time and dollar costs/savings) barriers and
facilitators if these were not brought into the discussion unprompted. Results: Parents identified many barriers but few facilitators to adopting obesity prevention recommendations for their
children. Members of all groups identified economic barriers (time and dollar costs) among a variety of pertinent barriers,
although the discussion of dollar costs often required prompting. Parents cited other barriers including child preference,
difficulty with changing habits, lack of information, lack of transportation, difficulty with monitoring child behavior, need
for assistance from family members, parity with other family members, and neighborhood walking safety. Facilitators
identified included access to physical activity programs, availability of alternatives to fast food and TV which are
acceptable to the child, enlisting outside support, dietary information, involving the child, setting limits, making behavior
changes gradually, and parental change in shopping behaviors and own eating behaviors. Conclusions: Parents identify numerous barriers to adopting obesity prevention recommendations, most notably child
and family preferences and resistance to change, but also economic barriers. Intervention programs should consider the
context of family priorities and how to overcome barriers and make use of relevant facilitators during program
development. Page 1 of 7
(page number not for citation purposes) (page number not for citation purposes) BMC Pediatrics 2009, 9:81 http://www.biomedcentral.com/1471-2431/9/81 Barriers The barriers most frequently voiced regarding reducing
time watching TV related to monitoring/time costs. After
being asked what their children do when they are not
watching TV at home, 2 parents in one focus group
responded "driving me crazy" and one parent responded
"fighting with his little sister". The barriers most fre-
quently voiced regarding removing TVs from a child's bed-
room related to difficulty with changing habits ("They've
had TV since they've had their own room") and parity
with other family members ("For me it is kind of hard for
me to take the TV out of her bedroom when I have one in
my bedroom, you know.") We completed a topic by topic thematic analysis across
focus groups within each population segment, defined as
English-speaking and Spanish-speaking. Comparison
tables with six columns, one for theme code, one for
theme description, and one each for the four focus groups,
were created and notations were made whenever one or
more speakers in each focus group voiced a specific
theme. After completing these notations for both English
and Spanish speaking focus groups, themes were re-
ordered for each focus group major theme in the compar-
ison table such that subthemes that were voiced more fre-
quently occur in an earlier row of the table. For each
theme grouping across the four focus groups, we com-
pleted a comparative analysis and comparative cross-pop-
ulation segment thematic analysis. The barriers most frequently voiced regarding increasing
physical activity related to time costs ("I have a hard time
with extracurricular sports activities and homework,
because I felt like I couldn't do it all"; "I would have to
make compromises in my life, to be able to, say, put him
into lacrosse, which is a fabulous activity and I'd love to
do it, but I just can't figure out how to do that... timewise. http://www.biomedcentral.com/1471-2431/9/81 http://www.biomedcentral.com/1471-2431/9/81 http://www.biomedcentral.com/1471-2431/9/81 http://www.biomedcentral.com/1471-2431/9/81 A professional focus group facilitator (non-physician),
who was bilingual in Spanish and English, conducted all
four focus groups. The group facilitator used a semi-struc-
tured interview guide for the focus groups that began with
an ice-breaker activity and a brief warm-up exercise. The
main discussion focused on common obesity prevention
recommendations selected by the authors: reducing TV
watching time, removing TV from child's bedroom,
increasing time spent playing physically active games, par-
ticipating in community or school-based athletics, walk-
ing to and from school, walking more in general, and
eating fewer fast food meals. Parents were asked to assess
how difficult or easy each type of advice was for them to
follow and to discuss what factors would make each type
of advice more difficult (barriers) or easier (facilitators) to
implement. Participants were also asked about the relative
importance of economic (time and dollar costs/savings)
barriers and facilitators if these were not brought into the
discussion unprompted. During data reduction, a table was created with one col-
umn per each of the four focus groups and one row for
each theme code. In each cell, the number of participants
within each focus group who explicitly mentioned that
particular theme or subtheme in a similar way was
recorded along with the participants' initials so that mul-
tiple similar responses from the same participant were not
overcounted. Themes could then be prioritized by fre-
quency of mentions both within and across focus groups. Results When asked about the importance of healthy weight com-
pared to other childhood health issues during the warm-
up exercise, some parents felt that child safety and aca-
demic performance were of higher priority than obesity
prevention. Parents went on to identify various barriers
and facilitators to adopting obesity prevention recom-
mendations throughout the focus group discussion (Table
1). Although "providing a healthier diet" was not one of
the recommendations posed by the moderator explicitly,
it was raised by participants themselves as advice they
often hear. Barriers and facilitators to providing a health-
ier diet voiced by parents are also included in Table 1. We audiotaped and transcribed all focus groups to facili-
tate analysis and translated Spanish groups into English
during transcription. Data were then transcribed into a
Microsoft Word table with columns for focus group iden-
tifier, theme code, speaker ID, speaker comment and
chronological sequence number [21]. We conducted qual-
itative analysis using the template organizing style [22-
24]. The qualitative research analyst (NL) read all tran-
scripts in detail and constructed a theme codebook that
documented themes and subthemes in a logical hierarchy
and assigned a numerical theme code to each theme and
subtheme to facilitate sorting. Page 3 of 7
(page number not for citation purposes) Methods
f We held four focus groups in Boston, MA, during October
and November 2007: two in English and two in Spanish. We recruited parents of overweight children (BMI-for-age
≥ 85th percentile) aged 5-17 years attending the Preven-
tive Cardiology clinic at Children's Hospital Boston or
one of two weight management clinics at the hospital,
One Step Ahead and Optimal Weight for Life (n = 19). Three pairs of the English-speaking participants in one
focus group were married partners; therefore, data relate
to 16 children. Focus group size ranges from 2 to 7 par-
ents. Additional demographic data about the parent or the
family were not collected at the focus groups. An emerging literature is focusing on the economics of
obesity in adults, but there has been less focus on the eco-
nomics of childhood obesity. MacInnis & Rausser suggest
a role for energy-dense processed foods, which have
become less expensive, in contributing to childhood obes-
ity or risk of obesity [18]. A related theme of the impact of
technological change in food production on adult obesity
has been explored by Cutler et al. [19]. Anderson et al. examined whether the likelihood of a child being over- Focus groups lasted two hours. Parents received a $40 gift
card incentive for participating in the focus groups. Din-
ner was provided at each focus group, as was a parking or
taxi voucher. Participants completed written informed
consent prior to the start of the focus group. The study
protocol was approved by the Institutional Review Boards
of Children's Hospital Boston and Harvard Pilgrim
Health Care. Page 2 of 7
(page number not for citation purposes) Page 2 of 7
(page number not for citation purposes) BMC Pediatrics 2009, 9:81 BMC Pediatrics 2009, 9:81 Barriers The barrier most fre-
quently voiced related to participating in school/commu-
nity-based sports was child preference ("Football, hockey
and baseball are... very popular. He doesn't like them. He
doesn't have an interest in joining a group team."). but all of the equipment involved."), and the need for
assistance from family members (parents lack help from
extended family to get children to locations where they
could engage in physical activity). The barrier most fre-
quently voiced related to participating in school/commu-
nity-based sports was child preference ("Football, hockey
and baseball are... very popular. He doesn't like them. He
doesn't have an interest in joining a group team."). ily members ("Nana is going to give them whatever they
want. Soda. Because I don't give my kids soda... And, I
mean, she sneaks it to them."), child preference ("Going
to McDonalds is like a treat for them. She loves to go to
McDonalds... It's like the most important thing to go to
McDonald."), and time costs ("It is difficult for me to eat
fewer fast food meals because I work two shifts, so it's like
easier for me to buy them something to eat."). The barriers most frequently voiced regarding providing a
healthier diet included parity with other family members
("If I feel like having junk food, she's going to have it too. I can't say that I'm going to have it for myself and not let
her have it"; " For me it is a little difficult because my 19-
year-old daughter is very skinny. So my problem is they
each have their own list. This one wants one thing and the
other wants something else."), dollar costs ("When you
have a large family to feed, you know, doctor's advice is
"eat healthy", but everything that's healthy is very expen-
sive."), and difficulty with changing habits (hard to
change child's whole diet at once). The barriers most frequently voiced regarding walking to
school related to practicality/time cost ("School is about
15 miles away, and the bus stop is only around the corner
from our house"; "His school is actually like 2 minutes
away, for a start. I'm on my way to work and I just drop
him off, so it's not a necessity for him to walk.") and safety
("Going down a busy road is too dangerous for them. Barriers It takes a lot of my time."), lack of information (parents
lack information about locations where they could engage
in physical activity), lack of transportation ("If there was
transportation where I live, I would get on the bus and go
to a playground with my girls."), child preference ("She
doesn't like to play like basketball, nothing like that."),
safety ("If he's home playing video games as opposed to
being out, I almost feel like he's safer even though, prob-
ably, mentally it's not"), dollar costs ("Hockey is very
expensive, football is very expensive, you know, in terms
of the equipment. Maybe not so much in terms of the fee, Validation was done after preliminary coding. All simi-
larly coded text was reviewed to ensure that text that was
not representative of the category definition was not
included. Where errors were detected, the inappropriate
text was recoded as an instance of the more appropriate
theme and regrouped with text representing the corrected
theme for data reduction. Page 3 of 7
(page number not for citation purposes) Page 3 of 7
(page number not for citation purposes) http://www.biomedcentral.com/1471-2431/9/81 BMC Pediatrics 2009, 9:81 BMC Pediatrics 2009, 9:81 Table 1: Barriers and facilitators to adopting obesity prevention recommendations cited by parents
Obesity Prevention Recommendation
Barrier
Facilitator
Reduce time watching TV
Monitoring/Time cost
Availability of acceptable alternatives
Remove TV from child's bedroom
Difficulty with changing habits
Parity with other family members
Early limit setting
Increase physical activity
Time cost
Lack of information
Lack of transportation
Child preference
Safety
Dollar cost
Need assistance from family members
Availability of acceptable alternatives
Enlist outside support
Participate in school/community-based sports
Practicality/Time cost
Child preference
Access
Walk to school
Safety
None identified
Walk more in general
Child preference
None identified
Eat less fast food
Need assistance from family members
Child preference/Convenience
Time cost
Information about dollar costs
Parental behavior change
Provide a healthier diet
Parity with other family members
Dollar cost
Child preference
Difficulty with changing habits
Parental behavior change
Involve the child
Limit setting
Make behavior changes gradually e 1: Barriers and facilitators to adopting obesity prevention recommendations cited by parents but all of the equipment involved."), and the need for
assistance from family members (parents lack help from
extended family to get children to locations where they
could engage in physical activity). Barriers Just
the security, of someone driving by and being able to grab
them, I wouldn't let them do it. And if I have them taking
the bus, I know where they are before and after school."). The barrier most frequently voiced regarding walking
more in general was child preference ("She doesn't like to
walk... She likes her computer."). Facilitators The barriers most frequently voiced regarding eating less
fast food related to the need for assistance from other fam- In general, far fewer facilitators than barriers were identi-
fied for the obesity prevention recommendations. The Page 4 of 7
(page number not for citation purposes) Page 4 of 7
(page number not for citation purposes) BMC Pediatrics 2009, 9:81 http://www.biomedcentral.com/1471-2431/9/81 facilitator most frequently voiced for reducing time watch-
ing TV was the availability of alternative activities. For the
recommendation to remove TV from child's bedroom, the
most frequently voiced facilitator related to early limit set-
ting (tell child they cannot have a TV before they become
teenagers). The facilitators most frequently voiced regard-
ing increasing physical activity included availability of
acceptable alternatives (new active video games that pro-
mote exercise inside; make physical activity inside the
house more fun) and enlisting outside support (connect-
ing children with Big Brothers or Big Sisters who might
role model being physically active). The most frequent
facilitator about increasing participation in school/com-
munity-based sports was access (need more easy-access
community centers/local programs that provide physical
activity opportunities). For reducing fast food, facilitators
most frequently voiced included information about dollar
costs (realizing that it costs less to cook a meal than to go
out to eat) and parental behavior change (parents have to
stop taking kids to fast food restaurants and buying fast
food as takeout). The facilitators related to providing a
healthier diet included parental behavior change ("I try
not to buy like chips and stuff like that, because I know if
it's there she's going to eat it."; "I've had bad eating habits
for some time. I have to change my lifestyle and my way
of eating in order to - and, like I said, I have made some
changes, but there are things that I still need to work
on."), involve the child (explain to child why diet needs
to be changed and present with healthy options), limit
setting ("I don't give them options."), and making behav-
ior changes gradually ("Well they wanted me to stop eve-
rything at once, but I just took it one at a time. The first
step was we stopped all the fried foods. Then we started
eating more vegetables."). conjunction with other barriers ("They recommended a
few [cereals] she should be eating. It's more expensive. My
daughter hates it. She says it's horrible."). Facilitators We asked parents in two focus groups how their lives
would have to change in order to implement nutrition
and physical activity recommendations. Changes that
would necessitate time costs were identified. These
included cutting back on work/study time to allow par-
ents who worked or attended school to be home more to
monitor child eating behaviors and spend more time with
them ("For me, I also was thinking about making change
in my job, so I can be home - to know that I get off at 5
o'clock... So then I can be home to monitor exactly what
they eat. I don't know - if I'm at work until 8 o'clock, I
don't know if they - they could be up eating M & Ms."). Cultural Issues Related to Weight and Food Parents in all groups voiced cultural or inherited family
beliefs/behaviors about food. Parents in the Spanish-
speaking groups indicated that country of origin may
influence food choices. Cultural issues regarding the per-
ceptions of weight were voiced only in the Spanish-speak-
ing groups. These included beliefs that being fat or large is
"pretty" and that thinness is related to sickness. Parents in
the Spanish-speaking groups said that grandparents don't
believe that excess weight is unhealthy ("In my house the
fatter one was the prettier one."). Parents identified time cost barriers such as time required
for transportation, to prepare healthy foods, to allow for
participation in physical activity programs, and for behav-
ior monitoring, more frequently than dollar cost barriers. Although parents identified dollar costs as barriers in all
groups, they were not cited as the most important barriers. This may reflect the relative importance of dollar cost bar-
riers or may have resulted because discussions of finances
may be considered too sensitive or personal to be brought Discussion Parents in this study identified numerous barriers and
some facilitators to adopting obesity prevention recom-
mendations. Barriers such as child resistance due to pref-
erence for existing behaviors and family member-related
barriers were common. Parents acknowledged that expect-
ing all family members to adopt recommendations was a
considerable obstacle. Parents cited difficulties related to
changing their own behaviors (such removing TV from
their bedroom) and expressed ambivalence about enforc-
ing recommendations that they themselves do not follow. Parents within the focus groups acknowledged that suc-
cessful obesity prevention requires making family-based
changes. Parents indicated that other family members
may not support their efforts to adopt changes related to
their child's weight and identified conflicting dietary
needs of other children as a barrier, again highlighting the
importance of the acceptability of behavior change within
the context of the family and household decision-making
model. Parents identified few facilitators to implementing
recommendations. Parents recognized that changing their
own eating habits and shopping habits would help facili-
tate their child's adherence to recommendations and
acknowledged the role of parenting skills such as limit set-
ting. Parents indicated that access to physical activity pro-
grams and the availability of alternatives to fast food and
TV which are acceptable to the child would facilitate
adherence. Economic vs. non-Economic Barriers Economic considerations relating to both dollar and time
costs were voiced as barriers to implementing several
types of advice. However, parents cited non-economic
barriers and time cost barriers more frequently in the
focus group discussion than dollar cost barriers and dollar
cost barriers were sometimes identified only after prompt-
ing. Economic barriers were sometimes cited by parents in Page 5 of 7
(page number not for citation purposes) http://www.biomedcentral.com/1471-2431/9/81 BMC Pediatrics 2009, 9:81 resistance and lack of support from other family mem-
bers. up without prompting. Further, dollar costs are not inte-
gral to some behavior changes such as removing the TV
from the child's bedroom and walking to school so
should not be a universally cited barrier. Additional
research in this area should include individual survey
research in which respondents may feel more comfortable
discussing sensitive topics such as financial considera-
tions. The frequency with which dollar costs are cited may
also suggest that the influence of other barriers, such as
child preference or family member-related barriers, dom-
inate decisions about implementing recommendations. For example, parents may be less willing to make changes
that involve time or dollar costs if their children are highly
resistant to the changes. Acknowledgements We are appreciative of the parents who participated in our focus groups
for their time and for their candid and thoughtful insights. We would also
like to thank Erika Alvarez for moderating the focus groups and Christina
Kara for her assistance in coordinating the focus groups. Authors' contributions KS participated in the design and coordination of the
study and helped to draft the manuscript. NL participated
in the design of the study and conducted all qualitative
analyses. ET and MG helped conceive of the study and
participated in its design. LP conceived of the study, par-
ticipated in its design, and helped to draft the manuscript. All authors read and approved the final manuscript. Competing interests p
g
The authors declare that they have no competing interests. Conclusions The barriers identified in this study were numerous and
varied, suggesting that parents face a unique combination
of barriers when adopting recommendations to reduce
childhood obesity. Economic considerations, especially
time costs, may play a role in parental decisions to imple-
ment obesity-related recommendations and should be
considered in the context of other priorities for the child
and the family. Barriers should be routinely assessed and
addressed when obesity-related recommendations are
offered to enhance parental compliance. Future research
should explore the extent to which identified barriers,
including the needs and preferences of other family mem-
bers, child preference, and economic considerations,
influence parental decision making and should aim to
identify approaches to surmounting these barriers. This study was subject to some limitations. Due to recruit-
ing challenges, the size of the focus groups varied (from 2
to 7 participants), the sample of Spanish-speaking parents
was smaller than the sample of English-speaking parents,
and the groups consisted of parents of children of all ages
(the original study design called for stratifying focus
groups by age). The small sample size limits the analysis
of our findings as they may not be representative of the
barriers/facilitators faced by all parents. Further, detailed
demographic data about the parent and the family such as
parental BMI and family size were not collected. Thus, dif-
ferences in parental response based on parental or family
characteristics were not assessed. Additional research
assessing barriers among a large and varied sample of par-
ents is warranted to explore the relationship between fam-
ily characteristics and barriers faced. In addition, this
study explored barriers and facilitators to implementing 7
specific types of obesity prevention recommendations. Although these represent common recommendations
made by pediatricians, other possible recommendations
related to nutrition and physical activity for overweight
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English
| null |
Efficacy of Combined Therapy with Drug-Eluting Beads-Transcatheter Arterial Chemoembolization Followed by Conventional Transcatheter Arterial Chemoembolization for Unresectable Hepatocellular Carcinoma: A Multi-Center Study
|
Cancers
| 2,021
|
cc-by
| 8,654
|
Citation: Morishita, A.; Tani, J.;
Nomura, T.; Takuma, K.; Nakahara,
M.; Oura, K.; Tadokoro, T.; Fujita, K.;
Shi, T.; Yamana, H.; et al. Efficacy of
Combined Therapy with
Drug-Eluting Beads-Transcatheter
Arterial Chemoembolization
Followed by Conventional
Transcatheter Arterial
Chemoembolization for Unresectable
Hepatocellular Carcinoma: A
Multi-Center Study. Cancers 2021, 13,
4605. https://doi.org/10.3390/
cancers13184605
Academic Editor: Samuel C. Mok
Received: 12 July 2021
Accepted: 9 September 2021
Published: 14 September 2021 Citation: Morishita, A.; Tani, J.;
Nomura, T.; Takuma, K.; Nakahara,
M.; Oura, K.; Tadokoro, T.; Fujita, K.;
Shi, T.; Yamana, H.; et al. Efficacy of
Combined Therapy with
Drug-Eluting Beads-Transcatheter
Arterial Chemoembolization
Followed by Conventional
Transcatheter Arterial
Chemoembolization for Unresectable
Hepatocellular Carcinoma: A
Multi-Center Study. Cancers 2021, 13,
4605. https://doi.org/10.3390/
cancers13184605
Academic Editor: Samuel C. Mok
Received: 12 July 2021
Accepted: 9 September 2021
Published: 14 September 2021 Citation: Morishita, A.; Tani, J.;
Nomura, T.; Takuma, K.; Nakahara,
M.; Oura, K.; Tadokoro, T.; Fujita, K.;
Shi, T.; Yamana, H.; et al. Efficacy of
Combined Therapy with
Drug-Eluting Beads-Transcatheter
Arterial Chemoembolization
Followed by Conventional
Transcatheter Arterial
Chemoembolization for Unresectable
Hepatocellular Carcinoma: A
Multi-Center Study. Cancers 2021, 13,
4605. https://doi.org/10.3390/
cancers13184605 y
g
jp
g
jp
2
Department of Radiology, Kagawa University, Kita-gun 761-0793, Japan;
sanomura@med.kagawa-u.ac.jp (T.S.); nisiyosi@med.kagawa-u.ac.jp (Y.N.)
3
Department of Medical Technology, Kagawa Prefectural University of Health Sciences,
Takamatsu 761-0123, Japan; himoto@chs.pref.kagawa.jp y
g
jp
g
jp
2
Department of Radiology, Kagawa University, Kita-gun 761-0793, Japan;
sanomura@med.kagawa-u.ac.jp (T.S.); nisiyosi@med.kagawa-u.ac.jp (Y.N.)
3
Department of Medical Technology, Kagawa Prefectural University of Health Sciences,
Takamatsu 761-0123, Japan; himoto@chs.pref.kagawa.jp
4
Department of Gastroenterology and Oncology, Institute of Biomedical Sciences, Graduate School of
Medicine, Tokushima University, Tokushima 770-8503, Japan; tetsu.tomonari@gmail.com
5 p
gy,
g
Takamatsu 761-0123, Japan; himoto@chs.pref.kagawa.jp 4
Department of Gastroenterology and Oncology, Institute of Biomedical Sciences, Graduate School of
Medicine, Tokushima University, Tokushima 770-8503, Japan; tetsu.tomonari@gmail.com
5
Department of Gastroenterology, Mitoyo General Hospital, Kanonji 769-1695, Japan; amoriya@mitoyo-hosp.jp
6
Department of Hepatology, Kagawa Prefectural Central Hospital, Takamatsu 760-8557, Japan;
t-senoo@chp-kagawa.jp (T.S.); k.takaguchi@chp-kagawa.jp (K.T.)
d
h
d k
l p
g
jp
g
p
g
jp
*
Correspondence: asahiro@med.kagawa-u.ac.jp; Tel.: +81-87-891-2156; Fax: +81-87-891-2158 p
g
jp
g
p
g
jp
*
Correspondence: asahiro@med.kagawa-u.ac.jp; Tel.: +81-87-891-2156; Fax: +81-87-891-2158 Simple Summary: Drug-eluting beads-transcatheter chemoembolization (DEB-TACE) has recently
been performed. However, local recurrence of HCC at the tumor margins is often observed. cancers cancers cancers cancers Efficacy of Combined Therapy with Drug-Eluting
Beads-Transcatheter Arterial Chemoembolization Followed by
Conventional Transcatheter Arterial Chemoembolization for
Unresectable Hepatocellular Carcinoma: A Multi-Center Study Asahiro Morishita 1,*
, Joji Tani 1
, Takako Nomura 1
, Kei Takuma 1, Mai Nakahara 1
, Kyoko Oura 1
,
Tomoko Tadokoro 1, Koji Fujita 1
, Tingting Shi 1
, Hiroki Yamana 1, Takanori Matsui 1, Tadayuki Takata 1,
Takayuki Sanomura 2, Yoshihiro Nishiyama 2, Takashi Himoto 3, Tetsu Tomonari 4, Akio Moriya 5,
Tomonori Senoo 6, Koichi Takaguchi 6 and Tsutomu Masaki 1 1
Department of Gastroenterology and Neurology, Kagawa University, Kita-gun 761
georget@med.kagawa-u.ac.jp (J.T.); takako-n@med.kagawa-u.ac.jp (T.N.);
k-takuma@med.kagawa-u.ac.jp (K.T.); m-nakahara@med.kagawa-u.ac.jp (M.N.);
kyoko_oura@med.kagawa-u.ac.jp (K.O.); t-nishioka@med.kagawa-u.ac.jp (T.T.);
92m7v9@med.kagawa-u.ac.jp (K.F.); shitingtingc@med.kagawa-u.ac.jp (T.S.);
yamanahiroki@med.kagawa-u.ac.jp (H.Y.); s16d729@stu.kagawa-u.ac.jp (T.M.);
takata.tadayuki@kagawa-u.ac.jp (T.T.); tmasaki@med.kagawa-u.ac.jp (T.M.) 1
Department of Gastroenterology and Neurology, Kagawa University, Kita-gun 761
georget@med.kagawa-u.ac.jp (J.T.); takako-n@med.kagawa-u.ac.jp (T.N.);
k-takuma@med.kagawa-u.ac.jp (K.T.); m-nakahara@med.kagawa-u.ac.jp (M.N.);
kyoko_oura@med.kagawa-u.ac.jp (K.O.); t-nishioka@med.kagawa-u.ac.jp (T.T.);
92m7v9@med.kagawa-u.ac.jp (K.F.); shitingtingc@med.kagawa-u.ac.jp (T.S.);
yamanahiroki@med.kagawa-u.ac.jp (H.Y.); s16d729@stu.kagawa-u.ac.jp (T.M.);
takata.tadayuki@kagawa-u.ac.jp (T.T.); tmasaki@med.kagawa-u.ac.jp (T.M.)
The analysis showed
that the only factor that increased the CR rate in the cTACE group was the total tumor number
(less than four). The OS rate of CR patients was higher than that of non-CR patients in the cTACE
group. Adverse events in the cTACE group included severe thrombocytopenia but only in one of
twenty-seven patients. Conclusions: The combined therapy with DEB-TACE followed by cTACE
may be a new effective therapeutic strategy for the intermediate stage of HCC patients. DEB-TACE and outcomes were analyzed for multiple factors. Results: The complete response rate
was significantly higher in the cTACE group than in the non-TACE group. The analysis showed
that the only factor that increased the CR rate in the cTACE group was the total tumor number
(less than four). The OS rate of CR patients was higher than that of non-CR patients in the cTACE
group. Adverse events in the cTACE group included severe thrombocytopenia but only in one of
twenty-seven patients. Conclusions: The combined therapy with DEB-TACE followed by cTACE
may be a new effective therapeutic strategy for the intermediate stage of HCC patients. Keywords:
DEB-TACE; cTACE; Barcelona Clinic Liver Cancer staging system; combination
therapy; HCC 1. Introduction HCC is the most common cancer [1,2] and the fourth-leading cause of death world-
wide [3–6]. Patient prognosis remains poor due to a lack of effective therapy [7]. While
surgery is the most effective therapy for HCC [8], most patients are diagnosed at advanced
stages precluding surgical therapy. For these patients, the conventional therapies are
cTACE [9], radiofrequency ablation [10], molecular-targeting drugs, or these in combina-
tion therapies [2,11]. The Barcelona Clinic Liver Cancer Staging System [12] is widely used to evaluate
the staging and consequential treatment of HCC. To treat the intermediate stage of HCC,
cTACE is often performed [2,13]. Recently, drug-eluting beads-transcatheter chemoem-
bolization (DEB-TACE) has been recognized as an alternative therapy for patients with
advanced, unresectable liver cancer [14,15]. During DEB-TACE, the patient is injected
with chemotherapy-loaded microbeads which embolize the arteries that feed the tumor;
the drug-loaded beads slowly release a chemotherapeutic agent into the tumor with a
systemic drug concentration peak of less than that in cTACE [16]. DEB-TACE reduces the
risk of drug-related adverse events such as post-embolization syndrome [1,17]. Zhiyi et al. demonstrated that DEB-TACE treatment achieved a 19.9% complete response (CR) rate and
a 79.6% objective response rate [18]. However, after DEB-TACE, residual areas are often
found at the tumor margins, at which increased local recurrence can cause serious damage
to the patient. In other words, this residual area, at which drug-eluting beads cannot reach,
reduces the CR rate. Therefore, cTACE [19], which is effective for this residual region, is
performed as a second line treatment. The aim of our study was to evaluate the efficacy
and safety of combination therapy with DEB-TACE followed by cTACE in a short term for
the treatment of the intermediate stage of unresectable liver cancer.
Con-
ventional transcatheter chemoembolization (cTACE) comprises accumulating lipiodol-containing
anticancer drugs into the drainage area, which is the first invasive site of hepatocellular carcinoma
(HCC). We evaluate the therapeutic effect of DEB-TACE followed by cTACE in patients with inter-
mediate stage HCC. HCC patients were divided into two groups: one group received DEB-TACE
followed by cTACE (cTACE group) and the other group received only DEB-TACE (non-cTACE
group). The complete response (CR) rate was significantly higher in the cTACE group than in the
non-TACE group. The only factor that increased the complete response rate in the cTACE group was
the number of tumors. The overall survival (OS) rate of CR patients was higher than that of non-CR
patients in the cTACE group. cTACE group adverse events included severe thrombocytopenia but
only in one patient. The combined therapy with DEB-TACE followed by cTACE may be useful for
HCC patients. Received: 12 July 2021
Accepted: 9 September 2021
Published: 14 September 2021 Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Abstract: EB-TACE has recently been performed because of its lower hepatotoxicity compared to
cTACE in less advanced HCC. However, local recurrence at the tumor margins is often observed after
DEB-TACE. cTACE involves filling the intratumoral sinusoids with lipiodol-containing anticancer
drugs and accumulating in the drainage area, which is the first site of HCC recurrence. The aim of this
study is to evaluate the therapeutic effect of DEB-TACE followed by cTACE in HCC patients. Between
2014 and 2020, 65 patients with Barcelona clinic liver cancer (BCLC) stage B (intermediate stage)
of HCC were enrolled and divided into two groups: one group received DEB-TACE followed by
cTACE (cTACE group) and the other group received only DEB-TACE (non-cTACE group). Sixty-five
patients were medically followed. The median observation time was 14 ± 13.1 months after the first Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/cancers Cancers 2021, 13, 4605. https://doi.org/10.3390/cancers13184605 Cancers 2021, 13, 4605 2 of 12 DEB-TACE and outcomes were analyzed for multiple factors. Results: The complete response rate
was significantly higher in the cTACE group than in the non-TACE group. 2.1. Patient Selection and Eligibility This multiple-institution retrospective study was approved by the Institutional Ethics
Committee of the Kagawa University, Faculty of Medicine (Kita-gun, Japan), in accordance
with the Declaration of Helsinki (approval number 2019-271, approved on March 31, 2020). Sixty-five patients with HCC who underwent DEB-TACE between 2014 and 2020 at the
Kagawa University Hospital (Kita-gun, Japan), Tokushima University Hospital (Tokushima,
Japan), Mitoyo General Hospital (Mitoyo-shi, Japan), and Kagawa Prefectural Central
Hospital (Takamatsu, Japan) were examined for this retrospective study. The requirement
for informed consent from the participants was waived because of the retrospective nature
of the study. The study inclusion criteria were: (i) patients diagnosed with the intermediate
stage of hepatocellular carcinoma in accordance with the Barcelona Clinic Liver Cancer
Staging System [2]; (ii) patients over 18 years old; and (iii) patients who had received
DEB-TACE treatment. The exclusion criteria were: (i) patients with advanced stage liver
cancer; (ii) patients who were lost to follow-up; (iii) patients with liver or renal failure; and
(iv) patients with an allergy to chemoembolization reagents. The patient data collected in Cancers 2021, 13, 4605 3 of 12 our study also included sex, age, etiology of cirrhosis, the Child-Pugh score, clinical tumor
stage (cStage), macroscopic classification, up-to-7 criteria, alpha fetoprotein (AFP), the third
electrophoretic form of lentil lectin-reactive AFP (AFP-L3) [20], and des-gamma-carboxy
prothrombin (DCP) [21] (Table 1). Table 1. Baseline characteristics of the patients examined in the study. Table 1. Baseline characteristics of the patients examined in the study. Parameters
n = 27, cTACE(+)
n = 38, cTACE(−)
p-Values
Age, median (range)
75 (54–89)
78 (54–90)
0.3286
Sex (male/female)
18/9
31/7
0.1375
Etiology (HBV or HCV/NBNC)
11/16
23/15
0.1155
Child-Pugh score (5, 6/7, or 8)
21/6
23/15
0.1428
cStage (II/III)
8/19
19/19
0.1288
Tumor number (<4/4≤)
20/7
34/4
0.1027
Maximum tumor size (mm),
median (range)
59 (30–131)
69 (12–200)
0.7136
MC (SN or SNE/CMN)
23/4
31/7
0.7024
up-to-7 criteria (IN/OUT)
14/13
26/12
0.1760
AFP (ng/mL), median (range)
9192 (4–149,280)
19,672 (2–250,434)
0.9038
AFP-L3 (%), median (range)
19 (0.1–82)
32 (0.5–86)
0.6389
DCP (mAU/mL), median (range)
9594 (30–68,034)
39,178 (8–816,823)
0.3717
Abbreviations: HBV, hepatitis B virus; HCV, hepatitis C virus; cStage, clinical tumor stage; MC, macroscopic
classification; SN, single nodular type; SNE, single nodular type with extranodular growth; CMN, confluent
multinodular type; AFP, α-fetoprotein; and DCP, des-γcarboxy prothrombin. 2.2. DEB-TACE Procedures After the supernatant was extracted from one bottle of drug-eluting beads (DC beads;
Eisai Co. Ltd., Tokyo, Japan), one vial (2 mL) of drug-eluting beads with diameters of
100–300 µm was loaded with 50 mg of epirubicin (Nippon Kayaku Co. Ltd., Tokyo, Japan)
and diluted 10 times with iopamidol 300 mgI/mL (Iopamiron 300; Bayer Schering Pharma,
Osaka, Japan) [22]. Each drug-eluting bead was transferred to a 20-mL syringe in the
significant diffusion state and injected at 1 mL/min. A microcatheter that was 130 cm
in length (Progreat®; Terumo Co. Ltd., Tokyo, Japan) was used. The outer diameters of
the catheter tip and shaft were 1.7 and 2.8 Fr, and the inner diameters were 0.016 and
0.026 inches. This procedure was conducted at room temperature. Angiography was
performed to detect the tumor-supplying vessels and both the microcatheter and microwire
were super-selectively catheterized into the tumor-supplying vessels for embolization. The
embolization was discontinued after the flow of the contrast agent stopped. Within 5 min
of the chemotherapeutic agent delivery, another angiography was performed to determine
if the [blushed/tinted] tumor was still visible and if so, the embolization procedure was
repeated. One or two vials (maximum two vials) of DC beads were used in all procedures. Gelpart (1 mg; Nippon Kayaku Co. Ltd., Tokyo, Japan) was administered during arterial
embolization if a vascular lake was detected in the tumor. 2.1. Patient Selection and Eligibility Abbreviations: HBV, hepatitis B virus; HCV, hepatitis C virus; cStage, clinical tumor stage; MC, macroscopic
classification; SN, single nodular type; SNE, single nodular type with extranodular growth; CMN, confluent
multinodular type; AFP, α-fetoprotein; and DCP, des-γcarboxy prothrombin. 3.1. Course of Treatment As shown in Figure 1, after seventy-one study participants received their first DEB-
TACE treatment, six patients were excluded from the study due to having the BCLC C stage
of liver cancer or loss to follow-up. The final study population consisted of 65 patients. Of
these, nine patients received a second DEB-TACE treatment. Three patients from this group
of nine received a third cTACE treatment. Twenty-seven patients received a second or
third cTACE treatment: fourteen patients using cisplatin, eleven patients using miriplatin,
and two patients using epirubicin. Thirty-eight patients underwent non-cTACE treatment,
including six patients with a second DEB-TACE treatment. 2.4. Treatment Outcome Assessment Criteria Treatment outcomes were assessed within 1–3 months after the first cycle of DEB-
TACE and again after the second or third cycle of cTACE according to imaging results and
the Response Evaluation Criteria in Cancer of the Liver version 5.0, as follows. (i) A com-
plete response: the loss of any intratumoral arterial enhancement in all target nodules; (ii) a
partial response: at least a 30% decrease in the sum of the diameters of viable (enhancement
in the arterial phase) target nodules relative to the baseline sum of the diameters of target
nodules; (iii) a stable disease: absence of partial response or progressive disease; (iv) a
progressive disease: an increase of at least 20% in the sum of the diameters of viable
(enhancing) target nodules relative to the smallest sum of the diameters of viable (enhanc-
ing) target nodules recorded since treatment started; (v) an objective response rate: the
percentage of patients who achieved a complete response or partial response; and (vi) a
disease control rate: the percentage of patients who achieved a complete response, partial
response, or stable disease [24]. 2.5. Liver Function and Safety Assessment Liver function was assessed using liver function-related laboratory parameters in-
cluding albumin, total bilirubin, alanine aminotransferase, and aspartate aminotransferase. All adverse events including pain, fever, nausea, and vomiting were recorded using the
Common Terminology Criteria for Adverse Events (CTCAE c5.0) [25]. 2.6. Statistical Analyses GraphPad Prism version 8.4.2 (GraphPad Software, San Diego, CA, USA) was used
for the statistical analyses. Data are presented as count (%), mean ± standard deviation,
or median (25–75th). A comparison between the two treatment groups was performed
by the chi-square test. The Student’s t-test was used to compare numerical data for each
group. A value of p < 0.05 was considered significant. Univariate analyses for continuous
variables were undertaken using the Student’s t-test, paired t-test, and one-way ANOVA. For the analysis of categorical variables, the Mann–Whitney U test, Fisher’s exact test, chi-
squared test, proportional hazard model test, and Gray’s test with log-rank test results were
performed. A multivariate analysis was performed using the Cox proportional hazards
model and was applied only to variables that were statistically p < 0.05 in the univariate
analysis. A survival analysis was performed using the Kaplan–Meier method. 2.3. cTACE Procedures and Timing of Additional cTACE Angiography was performed to detect the tumor-supplying vessels and percutaneous
femoral arterial puncture was performed using the Seldinger technique under topical
anesthesia [23]. Subsequently, the microcatheter (1.7Fr; BreakthroughTM, Boston Scientific,
Marlborough, MA, USA) and microwire (0.016 inch; ASAHI Meister, ASAHI INTECC Co.,
ltd., Seto, Japan) were super-selectively catheterized into the tumor-supplying vessels for
the delivery of the chemotherapeutic reagent, namely a solution of cisplatin (Nichi-iko
Pharma Co. Ltd., Toyama, Japan), miriplatin (Dainippon Sumitomo Pharma Co., Ltd.,
Osaka, Japan) or epirubicin and lipiodol (Guerbet Japan Co. Ltd., Tokyo, Japan). Under
radiographic guidance, the infusion was discontinued when the flow of lipiodol stopped. Another angiography was performed to ensure that lipiodol had been deposited and
to confirm adequate infusion. Gelpart (1 mg; Nippon Kayaku Co. Ltd., Tokyo, Japan) Cancers 2021, 13, 4605 4 of 12 was administered after the transarterial infusion of lipiodol with the chemotherapeutic
reagents until adequate embolization. Second or third cTACE was performed in 2 months
after DEB-TACE. was administered after the transarterial infusion of lipiodol with the chemotherapeutic
reagents until adequate embolization. Second or third cTACE was performed in 2 months
after DEB-TACE. g
3.3. Treatment Responses 3.2. Patient Characteristics
The baseline characteristics of the patients with HCC are summarized in T
There were no significant differences between the cTACE and non-cTACE grou
respect to gender, age, etiology (HBV or HCV/NBNC), Child-Pugh score (5 or 6/
clinical stage (II or III/IVA or IVB), tumor number (<4/4≤), maximum tumor size, M
or SNE/CMN), up-to-7 criteria (IN/OUT), AFP, AFP-L3, or DCP. The cTACE gro
sisted of eighteen male and nine female patients with a median age of seventy-five
In the cTACE group, after the first cycle of DEB-TACE, no patient and 26 patients
(96.3%) achieved a complete response and partial response (Figure 2a–c), respectively,
resulting in an overall response rate of 96.3% and a disease control rate of 100% (Table 2). In the non-cTACE group, the numbers of patients who achieved a complete response
and partial response were 1 (2.6%) and 32 (84.2%), respectively, resulting in an overall
response rate of 86.8% and a disease control rate of 86.8% (Table 2). No statistically
significant difference was detected between the cTACE and non-cTACE groups after the
first DEB-TACE. 54–89) years. The non-cTACE group consisted of thirty-one male and seven fem
tients with a median age of seventy-eight (range: 54–90) years (Table 1). The num
patients with tumors <4 cm and ≥4 cm in size were twenty (74.1%) and seven (25
the cTACE group, respectively, and thirty-four (89.5%) and four (10.5%) in the non
group, respectively (Table 1). The median tumor size was 59 mm (range: 30–131
cTACE group and 69 mm (range: 12–200) in the non-cTACE group. In the cTACE
twenty-three patients (85.2%) had single nodular-type lesions or those with extran
growth and four patients (14.8%) had confluent multinodular-type lesions. In t
TACE
hi
i
(81 6%) h d i
l
d l
l
i
i h
We also examined the effect of additional cTACE on the treatment outcome of the first
DEB-TACE or second DEB-TACE. In the non-cTACE group, four patients (10.5%) achieved
a complete response and twenty-four patients (63.2%) achieved a partial response after the
first DEB-TACE or second DEB-TACE, while fourteen patients (51.9%) and eight patients
(29.6%) achieved a complete response (Figure 2d,e,f) and partial response, respectively,
in the cTACE group (Table 3). Interestingly, the complete response rate in the cTACE
group was significantly higher than that in the non-cTACE group (p = 0.0002). 3.2. Patient Characteristics The baseline characteristics of the patients with HCC are summarized in Table 1. There were no significant differences between the cTACE and non-cTACE groups with
respect to gender, age, etiology (HBV or HCV/NBNC), Child-Pugh score (5 or 6/7 or
8), clinical stage (II or III/IVA or IVB), tumor number (<4/4≤), maximum tumor size, Cancers 2021, 13, 4605
Cancers 2021, 13, x FOR 5 of 12 MC (SN or SNE/CMN), up-to-7 criteria (IN/OUT), AFP, AFP-L3, or DCP. The cTACE
group consisted of eighteen male and nine female patients with a median age of seventy-
five (range: 54–89) years. The non-cTACE group consisted of thirty-one male and seven
female patients with a median age of seventy-eight (range: 54–90) years (Table 1). The
number of patients with tumors <4 cm and ≥4 cm in size were twenty (74.1%) and seven
(25.9%) in the cTACE group, respectively, and thirty-four (89.5%) and four (10.5%) in the
non-cTACE group, respectively (Table 1). The median tumor size was 59 mm (range:
30–131) in the cTACE group and 69 mm (range: 12–200) in the non-cTACE group. In the
cTACE group, twenty-three patients (85.2%) had single nodular-type lesions or those with
extranodular growth and four patients (14.8%) had confluent multinodular-type lesions. In
the non-cTACE group, thirty-one patients (81.6%) had single nodular-type lesions with or
without extranodular growth and seven patients (18.4%) had confluent multinodular-type
lesions (Table 1). 3. Results
3.1. Course of Treatment
As shown in Figure 1, after seventy-one study participants received their fir
TACE treatment, six patients were excluded from the study due to having the B
stage of liver cancer or loss to follow-up. The final study population consisted o
tients. Of these, nine patients received a second DEB-TACE treatment. Three patien
this group of nine received a third cTACE treatment. Twenty-seven patients rec
second or third cTACE treatment: fourteen patients using cisplatin, eleven patien
miriplatin, and two patients using epirubicin. Thirty-eight patients underwe
cTACE treatment, including six patients with a second DEB-TACE treatment. MC (SN or SNE/CMN), up-to-7 criteria (IN/OUT), AFP, AFP-L3, or DCP. The cTACE
group consisted of eighteen male and nine female patients with a median age of seventy-
five (range: 54–89) years. The non-cTACE group consisted of thirty-one male and seven
female patients with a median age of seventy-eight (range: 54–90) years (Table 1). 3.2. Patient Characteristics The
number of patients with tumors <4 cm and ≥4 cm in size were twenty (74.1%) and seven
(25.9%) in the cTACE group, respectively, and thirty-four (89.5%) and four (10.5%) in the
non-cTACE group, respectively (Table 1). The median tumor size was 59 mm (range:
30–131) in the cTACE group and 69 mm (range: 12–200) in the non-cTACE group. In the
cTACE group, twenty-three patients (85.2%) had single nodular-type lesions or those with
extranodular growth and four patients (14.8%) had confluent multinodular-type lesions. In
the non-cTACE group, thirty-one patients (81.6%) had single nodular-type lesions with or
without extranodular growth and seven patients (18.4%) had confluent multinodular-type
lesions (Table 1). 3. Results
3.1. Course of Treatment
As shown in Figure 1, after seventy-one study participants received their fir
TACE treatment, six patients were excluded from the study due to having the B
stage of liver cancer or loss to follow-up. The final study population consisted o
tients. Of these, nine patients received a second DEB-TACE treatment. Three patien
this group of nine received a third cTACE treatment. Twenty-seven patients rec
second or third cTACE treatment: fourteen patients using cisplatin, eleven patien
miriplatin, and two patients using epirubicin. Thirty-eight patients underwe
cTACE treatment, including six patients with a second DEB-TACE treatment. Figure 1 Flow chart of treatment received by the 65 patients enrolled in our study
Figure 1. Flow chart of treatment received by the 65 patients enrolled in our study. Figure 1 Flow chart of treatment received by the 65 patients enrolled in our
Figure 1. Flow chart of treatment received by the 65 patients enrolled in our study. g
3.3. Treatment Responses Radiographic images showing progress of treatment in 54-year-old female study participant with hepato-
cellular carcinoma: (a) dynamic computer tomography image from early treatment phase before transcatheter arterial
chemoembolization (TACE) procedures; (b) angiographic image taken during the first drug-eluting beads-transcatheter
chemoembolization (DEB-TACE) procedure; (c) dynamic computer tomography image from the early treatment phase a
month after the first DEB-TACE procedure; (d) angiographic image taken during the second conventional TACE (cTACE)
procedure; (e) regular computer tomography image taken immediately after the second cTACE procedure; and (f) dynamic
computer tomography image taken a month after the second cTACE procedure. Table 2. Treatment response to first DEB-TACE. Parameters
cTACE(+), n = 27
cTACE(−), n = 38
p-Values
Complete response (CR)
0 (0)
1 (2.6)
0.3959
Partial response (PR)
26 (96.3)
32 (84.2)
0.1214
Stable disease (SD)
1 (0)
0 (0)
0.2319
Progressive disease (PD)
0 (0)
5 (13.2)
0.0500
Overall response rate (ORR)
26 (96.3)
33 (86.8)
0.1944
Disease control rate (DCR)
27 (100)
33 (86.8)
0.0500
Data are presented as count n (%). Table 2. Treatment response to first DEB-TACE. Table 2. Treatment response to first DEB-TACE. Parameters
cTACE(+), n = 27
cTACE(−), n = 38
p-Values
Complete response (CR)
0 (0)
1 (2.6)
0.3959
Partial response (PR)
26 (96.3)
32 (84.2)
0.1214
Stable disease (SD)
1 (0)
0 (0)
0.2319
Progressive disease (PD)
0 (0)
5 (13.2)
0.0500
Overall response rate (ORR)
26 (96.3)
33 (86.8)
0.1944
Disease control rate (DCR)
27 (100)
33 (86.8)
0.0500
Data are presented as count n (%). Table 3. Treatment response to additional cTACE. Parameters
cTACE(+), n = 27
cTACE(−), n = 38
p-Values
Complete response (CR)
14 (51.9)
4 (10.5)
* 0.0002
Partial response (PR)
8 (29.6)
24 (63.2)
* 0.0077
Stable disease (SD)
1 (3.7)
2 (5.3)
0.7678
Progressive disease (PD)
4 (14.8)
8 (21.1)
0.5230
Overall response rate (ORR)
22 (81.5)
28 (73.7)
0.4622
Disease control rate (DCR)
23 (85.2)
30 (78.9)
0.5230
Data are presented as count n (%). cTACE(−) excluded second DEB-TACE (* p < 0.05). Table 3. Treatment response to additional cTACE. Table 3. Treatment response to additional cTACE. g
3.3. Treatment Responses The overall
response rate and disease control rate were not significantly different between the groups
(both p > 0.05; Table 3). 6 of 12 Cancers 2021, 13, 4605 gure 2. Radiographic images showing progress of treatment in 54-year-old female study participant with hepatocellular
rcinoma: (a) dynamic computer tomography image from early treatment phase before transcatheter arterial chemoem-
lization (TACE) procedures; (b) angiographic image taken during the first drug-eluting beads-transcatheter chemoem-
lization (DEB-TACE) procedure; (c) dynamic computer tomography image from the early treatment phase a month
er the first DEB-TACE procedure; (d) angiographic image taken during the second conventional TACE (cTACE) proce-
re; (e) regular computer tomography image taken immediately after the second cTACE procedure; and (f) dynamic
mputer tomography image taken a month after the second cTACE procedure. Figure 2. Radiographic images showing progress of treatment in 54-year-old female study participant with hepato-
cellular carcinoma: (a) dynamic computer tomography image from early treatment phase before transcatheter arterial
chemoembolization (TACE) procedures; (b) angiographic image taken during the first drug-eluting beads-transcatheter
chemoembolization (DEB-TACE) procedure; (c) dynamic computer tomography image from the early treatment phase a
month after the first DEB-TACE procedure; (d) angiographic image taken during the second conventional TACE (cTACE)
procedure; (e) regular computer tomography image taken immediately after the second cTACE procedure; and (f) dynamic
computer tomography image taken a month after the second cTACE procedure. ure 2. Radiographic images showing progress of treatment in 54-year-old female study participant with hepatocellular
cinoma: (a) dynamic computer tomography image from early treatment phase before transcatheter arterial chemoem-
ization (TACE) procedures; (b) angiographic image taken during the first drug-eluting beads-transcatheter chemoem-
ization (DEB-TACE) procedure; (c) dynamic computer tomography image from the early treatment phase a month
er the first DEB-TACE procedure; (d) angiographic image taken during the second conventional TACE (cTACE) proce-
re; (e) regular computer tomography image taken immediately after the second cTACE procedure; and (f) dynamic
mputer tomography image taken a month after the second cTACE procedure. Figure 2. 3.4. Factors Contributing to Complete Response to DEB-TACE Followed by cTACE Our analysis of various factors related to the complete response to DEB-TACE followed
by cTACE is shown in Table 4. Based on our analysis, the following factors did not
contribute: age, Child-Pugh score, etiology, tumor size, MC, AFP, AFP-L3, and DCP. No
difference between cTACE with cisplatin and that with miriplatin/epirubicin contributed
to the complete response. Remarkably, tumor number alone (<4/≥4) contributed to the
CR rate, in contrast to non-CR [partial response (PR), stable disease (SD), and progressive
disease (PD)] rate (Table 4). These results suggest that DEB-TACE followed by cTACE is
highly effective for HCC patients with less than four liver tumors. Table 4. Factors contributing to CR by DEB-TACE following cTACE (CR vs. non-CR). Uni-Variate Analysis
Multi-Variate Analysis
Parameters
OR
95% CI
p-Values
OR
95% CI
p-Values
Age (<80/80≤)
0.00772
−0.01404
0.02948
0.4717
0.01196
−0.01671
0.04064
0.3896
Child-Pugh (A/B)
0.02381
−0.47115
0.51876
0.92187
0.10314
−0.59448
0.80076
0.758
Etiology
(HBVorHCV/NBNC)
0.04546
−0.373
0.46391
0.82479
0.05984
−0.45035
0.57003
0.8068
Tumor number (<4/4≤)
0.50714
0.08651
0.92777
* 0.02009
0.69165
0.08865
1.29464
* 0.02716
Tumor size (<75/75≤)
0.12143
−0.34555
0.58841
0.59701
0.28535
−0.31613
0.88683
0.32953
MC (SN+SNE/CMN)
−0.27174
−0.84018
0.2967
0.33428
0.06001
−0.72434
0.84435
0.8732
AFP (ng/mL) (<9/9≤)
0.1
−0.4282
0.6282
0.69992
−0.81159
−3.33532
1.71213
0.50516
AFP-L3 (%) (<11/11≤)
0.10989
−0.29952
0.51930
0.58531
0.08614
−0.37755
0.54983
0.6989
DCP (mAU/mL)
(<3700/3700≤)
0.18681
−0.21784
0.59147
0.35081
0.23685
−0.32434
0.79804
0.3842
cTACE (Cisplatin or
Miriplatin/Epirubicin)
−0.03846
−0.45007
0.37314
0.84894
0.08178
−0.41276
0.57632
0.7305
Odds-ratios for continuous variables were calculated for one unit. (* p < 0.05). Table 4. Factors contributing to CR by DEB-TACE following cTACE (CR vs. non-CR). 3.5. Comparison of Overall Survival Time between CR and Non-CR (PR + SD + PD) Patients in
the cTACE Group 3.5. Comparison of Overall Survival Time between CR and Non-CR (PR + SD + PD) Patients in
the cTACE Group The comparison of the overall survival time between CR and non-CR (PR+SD+PD) pa-
tients in the cTACE group were analyzed. The median observation time was 14 ± 13.1 months
after the first DEB-TACE. During the follow-up period, twenty-six patients (96.3%) died
and one patient (3.7%) was still alive at the end of the observation. Among the patients
with CR, thirteen patients (92.9%) died and one patient (7.1%) was still alive; among the
cases with non-CR, thirteen patients (100%) died (Figure 3). 3.4. Factors Contributing to Complete Response to DEB-TACE Followed by cTACE Furthermore, there was a
significant difference in the overall survival (OS) between CR and non-CR patients in the
cTACE group (* p = 0.0403, Figure 3). g
3.3. Treatment Responses Parameters
cTACE(+), n = 27
cTACE(−), n = 38
p-Values
Complete response (CR)
14 (51.9)
4 (10.5)
* 0.0002
Partial response (PR)
8 (29.6)
24 (63.2)
* 0.0077
Stable disease (SD)
1 (3.7)
2 (5.3)
0.7678
Progressive disease (PD)
4 (14.8)
8 (21.1)
0.5230
Overall response rate (ORR)
22 (81.5)
28 (73.7)
0.4622
Disease control rate (DCR)
23 (85.2)
30 (78.9)
0.5230
Data are presented as count n (%). cTACE(−) excluded second DEB-TACE (* p < 0.05). Cancers 2021, 13, 4605 7 of 12 3.6. Complications and Adverse Events One week after the additional cTACE, nine patients (33.3%) experienced general
fatigue, nine (33.3%) experienced appetite loss, twelve (44.4%) experienced fever, eight
(29.6%) experienced pain, two (7.4%) had ascites, three (11.1%) had anemia, five (18.5%)
had thrombocytopenia, four (14.8%) had hyperbilirubinemia, and twenty-seven (100%)
had liver dysfunction, while only one (3.7%) patient had severe thrombocytopenia (grade 3)
(Table 5). One month after the additional cTACE, two patients (7.4%) had ascites and no
other adverse events were observed. 8 of 12
tients Cancers 2021, 13, 4605 . Figure 3. Cumulative rates of overall survival: the Kaplan–Meier method and log-rank test were
used to assess the cumulative rates of overall survival. The black line indicates patients within the
Figure 3. Cumulative rates of overall survival: the Kaplan–Meier method and log-rank test were
used to assess the cumulative rates of overall survival. The black line indicates patients within the
cTACE group and the red line indicates patients within the non-cTACE group (* p < 0.05). . Figure 3. Cumulative rates of overall survival: the Kaplan–Meier method and log-rank test were
used to assess the cumulative rates of overall survival The black line indicates patients within the
Figure 3. Cumulative rates of overall survival: the Kaplan–Meier method and log-rank test were
used to assess the cumulative rates of overall survival. The black line indicates patients within the
cTACE group and the red line indicates patients within the non-cTACE group (* p < 0.05). cTACE group and the red line indicates patients within the non-cTACE group. (* p < 0.05)
3.6. Complications and Adverse Events
One week after the additional cTACE, nine patients (33.3%) experienced general fa-
tigue, nine (33.3%) experienced appetite loss, twelve (44.4%) experienced fever, eight
(29.6%) experienced pain, two (7.4%) had ascites, three (11.1%) had anemia, five (18.5%)
had thrombocytopenia, four (14.8%) had hyperbilirubinemia, and twenty-seven (100%)
had liver dysfunction, while only one (3.7%) patient had severe thrombocytopenia (grade
3) (Table 5). One month after the additional cTACE, two patients (7.4%) had ascites and
no other adverse events were observed. Table 5. Safety profile following the additional cTACE (n = 27). CTCAE v5.0
All Grades n(%)
Grade3 n(%)
Table 5. Safety profile following the additional cTACE (n = 27). 3.6. Complications and Adverse Events CTCAE v5.0
All Grades n (%)
Grade3 n (%)
General fatigue
9 (33.3)
0
Appetite loss
9 (33.3)
0
Fever
12 (44.4)
0
Pain
8 (29.6)
0
Ascites
2 (7.4)
0
Anemia
3 (11.1)
0
Thrombocytopenia
5 (18.5)
1 (3.7)
Hyperbilirubinemia
4 (14.8)
0
Liver Dysfunction
27(100)
0
Data are presented as count n (%). Abbreviation: CTCAE v5.0, Common Terminology Criteria for Adverse
Events version 5.0. cTACE group and the red line indicates patients within the non-c
Table 5. Safety profile following the additional cTACE (n = 27). Gener
4. Discussion This
drainage area around the tumor is the first metastatic route of hepatocellular carcinoma and
micrometastasis is detected at a high rate, and treatment similar to that of the cancerous
part is desired [32]. In contrast, in cTACE, lipiodol injected from the hepatic artery fills the
intratumoral sinus according to hemodyamics and accumulates in the drainage area [19]. We addressed that issue by performing an additional cTACE procedure by passing lipiodol
through the vasculature to be accumulated in the tumor’s drainage area (Figure 2f), which
in turn might lead to an accumulation of lipiodol in the non-tumorous hepatic parenchyma
around the liver tumor [19,33–36]. Our results demonstrated that DEB-TACE remarkably
increased the complete response rate among the intermediate stage HCC patients (Table 3). Extrapolating from that finding, combined therapy with DEB-TACE followed by cTACE
might also induce necrosis in the intermediate stage of HCC in a complementary manner. g
g
p
y
Our data demonstrated that DEB-TACE followed by cTACE may be promising in
the treatment of the intermediate stage of HCC, as it achieves a higher complete response
rate and induces major tumor necrosis, while reducing the side effects of chemotherapy
(Table 5). Additionally, the OS rate of CR patients was higher than that of non-CR patients
in the cTACE group (Figure 3). In our study, we chose DEB-TACE as the first of two
combined therapies because it is associated with less liver toxicity and fewer drug-related
adverse events than cTACE, even though its therapeutic effect may be insufficient. In
fact, Kalayci et al. showed that the area under the curve and peak concentration levels
were the same between systemic chemotherapy and cTACE; thus, the value of cTACE is
complicated by the side effects of chemotherapy [37]. With DEB-TACE, a lower amount of
chemotherapeutic drugs pass through the patient’s circulatory system, even when these
drugs are locally injected in very high doses. Our study confirmed that the area under the
curve and the peak concentration values produced by DEB-TACE were significantly lower
than those produced by cTACE. A therapeutic limitation of DEB-TACE concerns its possible insufficient embolization
of the liver tumor. Drug-eluting beads are loaded into the peribiliary plexus, the main
feeder of the bile duct wall. This could damage the area by decreasing arterial blood
flow or by chemical insult to the vessel walls caused by highly concentrated antitumor
drugs [32]. Gener
4. Discussion g
(
)
Appetite loss
9 (33.3)
0
Fever
12 (44.4)
0
Pain
8 (29.6)
0
Ascites
2 (7.4)
0
Several clinical trials have demonstrated the efficacy and safety of DEB-TACE. A
multicenter phase 2 randomized trial using DEB-TACE with doxorubicin-eluting beads
(PRECISION V) showed a marked reduction in liver toxicity and drug-related adverse
events as compared to that using cTACE with doxorubicin [16,26,27]. Our study also
showed that DEB-TACE was efficient and safe (Table 2). Lammer et al. have also demon-
strated that in patients with liver cancer, the tumor response is greater after DEB-TACE
than cTACE [26,28]. Golfieri and colleagues conducted a randomized trial of DEB-TACE
vs. cTACE in 177 patients with HCC. DEB-TACE and cTACE were found to be equally
effective and safe, with the only advantage of DEB-TACE concerning the fact that it in-
duced less postoperative abdominal pain [29]. The rationale behind DEB-TACE is that
drug-loaded embolic microspheres help expose the target tumor to the antineoplastic
drug for an extended period of time, while reducing the systemic circulation of the drug,
resulting in lower toxicity for the patient [16]. Existing data therefore support our finding
that DEB-TACE is useful for treating the intermediate stage of HCC. Nevertheless, there
is no clinical evidence of DEB-TACE’s possible advantage over cTACE. A randomized
control study on this topic failed to show that DEB-TACE was superior to cTACE, with Cancers 2021, 13, 4605 9 of 12 the two-year survival rates being 56.8% and 55.4%, respectively [29]. Conversely, the CR
rate of DEB-TACE was higher than that of cTACE, but the PR rate also remained high [30]. In addition, OS with DEB-TACE was not prolonged compared to OS with cTACE [31]. In our study, when we performed cTACE 2 months after DEB-TACE, the CR rate was
clearly increased. Therefore, we hypothesized that the embolization sites of DEB-TACE
and cTACE might be different, and this combination might be effective for the treatment
of unresectable hepatocellular carcinoma. In fact, among several cases of liver tumor of
the single or multiple nodular type, viable parts of the tumor are often detected after DEB-
TACE (Figure 2b). The remaining viable parts are due to the characteristics of DEB-TACE,
regarding the fact that no drug-eluting beads reach the peribiliary vascular plexus [32]. 5. Conclusions DEB-TACE has recently been performed for intermediate stage HCC. However, the
residual viable lesion located in the drainage area is often observed after DEB-TACE. cTACE
involves accumulating lipiodol-containing anticancer drugs in the drainage area, which is
the first site of HCC recurrence. Therefore, in our present study, DEB-TACE DEB-TACE
followed by cTACE was able to reduce the side effects of chemotherapy while increasing
the CR rate, which is only affected by the total number of tumors, and prolonge the OS of
HCC patients who reached CR. This combination therapy appears to be promising for the
treatment of the intermediate stage of HCC. Author Contributions: A.M. (Asahiro Morishita) and T.N. conceived and designed the study. J.T.,
K.T. (Kei Takuma), M.N. (Mai Nakahara), K.O., T.T. (Tomoko Tadokoro), K.F. (Koji Fujita), T.S. (Tingting Shi), H.Y., T.M. (Takanori Matsui), T.T. (Tadayuki Takata), T.S. (Takayuki Sanomura), Y.N.,
T.H., T.T. (Tetsu Tomonari), A.M. (Akio Moriya), T.S. (Tomonori Senoo), and K.T. (Koichi Takaguchi). performed the data collection and analyzed the data. A.M. (Asahiro Morishita) and T.M. (Tsutomu
Masaki) wrote the paper. All authors read and agreed to the published version of the manuscript. Funding: No funding was received. Institutional Review Board Statement: The present study conformed to the Clinical Research Guide-
lines and was approved by the ethical committee of Kagawa University, Faculty of Medicine (2019-271). Informed Consent Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: The data used in the present study are available from the corresponding
author upon reasonable request. Data Availability Statement: The data used in the present study are available from the corresponding
author upon reasonable request. Data Availability Statement: The data used in the present study are available from the corresponding
author upon reasonable request. Conflicts of Interest: All authors declare no conflict of interest. Gener
4. Discussion However, no drug-eluting beads accumulate in the tumor’s drainage area,
including non-tumorous hepatic parenchyma around the HCC. Therefore, cTACE may
be critical for the treatment of the intermediate stage of HCC considering lipiodol in the
non-tumorous liver adjacent to the tumor may correspond to the drainage area. j
y
p
g
The present study has some limitations. The number of patients enrolled was limited
and the follow-up duration was short. However, our findings concerning DEB-TACE
followed by cTACE, which achieved a high CR rate and prolonged OS for CR patients as
compared to non-CR patients in the cTACE group, are noteworthy. Therefore, our new
combination therapy might be quite valuable for the treatment of the intermediate stage of
HCC. Further research for the long-term outcomes with many participants might enable us
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Role of Inflammation in Diabetic Retinopathy
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International journal of molecular sciences
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cc-by
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Received: 15 February 2018; Accepted: 17 March 2018; Published: 22 March 2018 Received: 15 February 2018; Accepted: 17 March 2018; Published: 22 March 2018 Abstract: Diabetic retinopathy is a common complication of diabetes and remains the leading cause
of blindness among the working-age population. For decades, diabetic retinopathy was considered
only a microvascular complication, but the retinal microvasculature is intimately associated with
and governed by neurons and glia, which are affected even prior to clinically detectable vascular
lesions. While progress has been made to improve the vascular alterations, there is still no treatment to
counteract the early neuro-glial perturbations in diabetic retinopathy. Diabetes is a complex metabolic
disorder, characterized by chronic hyperglycemia along with dyslipidemia, hypoinsulinemia and
hypertension. Increasing evidence points to inflammation as one key player in diabetes-associated
retinal perturbations, however, the exact underlying molecular mechanisms are not yet fully
understood. Interlinked molecular pathways, such as oxidative stress, formation of advanced
glycation end-products and increased expression of vascular endothelial growth factor have received
a lot of attention as they all contribute to the inflammatory response. In the current review, we focus
on the involvement of inflammation in the pathophysiology of diabetic retinopathy with special
emphasis on the functional relationships between glial cells and neurons. Finally, we summarize
recent advances using novel targets to inhibit inflammation in diabetic retinopathy. Keywords: diabetic retinopathy; neuroprotection; inflammation; neurodegeneration; pathophysiology;
microglia; astrocytes; Müller glial cells; crystallins Anne Rübsam 1, Sonia Parikh 1 and Patrice E. Fort 1,2,* Anne Rübsam 1, Sonia Parikh 1 and Patrice E. Fort 1,2,*
1
Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA;
aruebsam@med.umich.edu (A.R.); soniapar@umich.edu (S.P.)
2
Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48105, USA
*
Correspondence: patricef@med.umich.edu; Tel.: +01-734-232-8225 ,
1
Department of Ophthalmology and Visual Sciences, University of Michigan, Ann Arbor, MI 48105, USA;
aruebsam@med.umich.edu (A.R.); soniapar@umich.edu (S.P.)
2
Department of Molecular and Integrative Physiology, University of Michigan, Ann Arbor, MI 48105, USA
*
Correspondence: patricef@med.umich.edu; Tel.: +01-734-232-8225 International Journal of
Molecular Sciences Role of Inflammation in Diabetic Retinopathy Anne Rübsam 1, Sonia Parikh 1 and Patrice E. Fort 1,2,* 1. Introduction Diabetic retinopathy (DR) is the primary cause of visual impairment in the working-age
population of the Western world [1]. Among microvascular complications related to diabetes mellitus
such as nephropathy and neuropathy, DR is the most common. The prevalence rate for DR for all adults
with diabetes aged 40 and older is 28.5% in the United States (4.2 million people) while estimated
at 34.6% worldwide (93 million people) [2,3]. With the prevalence of diabetes expected to continue
to rise, the prevalence of DR in the United States by year 2020 is expected to be 6 million persons with
1.34 million persons having vision-threatening disease [4]. The substantial worldwide public health
burden of DR highlights the importance of continuously searching for new approaches beyond current
standards of diabetes care. Diabetic retinopathy is categorized based on the presence of ophthalmoscopically visible vascular
(and closely associated) lesions. It is staged into a non-proliferative stage, characterized by vascular
tortuosity, retinal hemorrhages, microaneurysms and lipid exudates; and a proliferative stage,
where fragile new aberrant vessels develop (Figure 1). An important additional categorization in
DR is diabetic macular edema (DME), a fluid accumulation into the neural retina, which leads to
abnormal retinal thickening and often cystoid edema of the macula. DME could occur across all
DR severity levels, of both NPDR and PDR and represents the most common cause of vision loss in Int. J. Mol. Sci. 2018, 19, 942; doi:10.3390/ijms19040942 www.mdpi.com/journal/ijms www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2018, 19, 942 2 of 31 patients with DR. While for diabetes the breakdown of the inner blood retinal barrier (BRB) is believed
to play a dominant role in vascular leakage [5,6], an important role of the outer BRB has recently
gained momentum (for review [7]). Int. J. Mol. Sci. 2018, 19, x FOR PEER REVIEW
2 of 30
patients with DR. While for diabetes the breakdown of the inner blood retinal barrier (BRB) is
belie ed to
lay a do
i a t ole i
a
ula leaka e [5 6] a
i
o ta t ole of the oute BRB ha Clinical evidence indicates that there is a combination of capillary occlusion and an increased
capillary permeability. The ability of vascular endothelial growth factor (VEGF) to promote both
vascular permeability and angiogenesis made it a likely contributor to the vascular dysfunctions
observed in severe DR [8,9]. 1. Introduction In the past decade, a variety of
physiologic and molecular changes consistent with a role of inflammation have been found in the
retinas or vitreous humor of diabetic animals and patients [12–18]. While the detailed mechanisms
remain to be specified, these inflammatory changes seems to play a key role important in the
development of DR as their inhibition has been shown to impact the development of retinal
alterations in animal models of diabetes [19]. Studies using anti-inflammatory agents such as
salicylates or minocycline in patients with DR gave further evidence that regulating the inflammatory
response can be beneficial to prevent irreversible vascular and neuronal perturbations over time
[20 21] In this review, we analyze evidence that supports the hypothesis, that inflammatory-like processes
play a critical role in the development of the early and late stages of the retinopathy with special
emphasis on the role of inflammation in the impaired neuro-glial crosstalk in DR. [20,21]. In this review, we analyze evidence that supports the hypothesis, that inflammatory-like
processes play a critical role in the development of the early and late stages of the retinopathy with
special emphasis on the role of inflammation in the impaired neuro-glial crosstalk in DR. Figure 1. Clinical features of diabetic retinopathy and causative pro-inflammatory chemokines. (A) A
fundus photograph shows the right eye of a 57-year-old man with 20/80 visual acuity and signs of
severe non-proliferative diabetic retinopathy with non-significant macular edema (the region of
macular edema is indicated by the bracket). Vascular pathologies are depicted in blue, whereas
neurodegenerative features are black. Notable features include dot blot hemorrhages, DH; hard
exudates, HE; cotton-wool spots, CWS. Each are associated with the upregulation of certain
chemokines; (B) Optical coherence tomography with a horizontal scan through the central fovea
reveals moderate thickening and edema of the macula with cysts; (C) Ang: Angiopoietin; IL:
interleukin; TNF: Tumor Necrosis Factor; NO: nitric oxide; MCP: Monocyte Chemoattractant Protein. Figure 1. Clinical features of diabetic retinopathy and causative pro-inflammatory chemokines. (A) A fundus photograph shows the right eye of a 57-year-old man with 20/80 visual acuity
and signs of severe non-proliferative diabetic retinopathy with non-significant macular edema
(the region of macular edema is indicated by the bracket). Vascular pathologies are depicted in blue,
whereas neurodegenerative features are black. Notable features include dot blot hemorrhages, DH;
hard exudates, HE; cotton-wool spots, CWS. 1. Introduction Although significant success could be demonstrated with anti-VEGF
therapy, a number of limitations exist ranging from the need for repeated intraocular injections, its
efficacy only for late stages of the diseases, and most importantly the fact that only approximately half
of the patients respond to the treatment [10]. believed to play a dominant role in vascular leakage [5,6], an important role of the outer BRB has
recently gained momentum (for review [7]). Clinical evidence indicates that there is a combination of capillary occlusion and an increased
capillary permeability. The ability of vascular endothelial growth factor (VEGF) to promote both
vascular permeability and angiogenesis made it a likely contributor to the vascular dysfunctions
observed in severe DR [8,9]. Although significant success could be demonstrated with anti-VEGF
therapy, a number of limitations exist ranging from the need for repeated intraocular injections, its
efficacy only for late stages of the diseases, and most importantly the fact that only approximately
h lf f h
d
h With advancement in diagnostic tools, it has been demonstrated that patients with diabetes exhibit
early signs of altered neuroretinal function even before the appearance of microvascular lesions [11]. Currently, there are still no therapies targeting these early stages of the disease to prevent alterations
of the neuroretina and thereby preserve visual function. In the past decade, a variety of physiologic
and molecular changes consistent with a role of inflammation have been found in the retinas or
vitreous humor of diabetic animals and patients [12–18]. While the detailed mechanisms remain to be
specified, these inflammatory changes seems to play a key role important in the development of DR as
their inhibition has been shown to impact the development of retinal alterations in animal models of
diabetes [19]. Studies using anti-inflammatory agents such as salicylates or minocycline in patients
with DR gave further evidence that regulating the inflammatory response can be beneficial to prevent
irreversible vascular and neuronal perturbations over time [20,21]. half of the patients respond to the treatment [10]. With advancement in diagnostic tools, it has been demonstrated that patients with diabetes
exhibit early signs of altered neuroretinal function even before the appearance of microvascular
lesions [11]. Currently, there are still no therapies targeting these early stages of the disease to prevent
alterations of the neuroretina and thereby preserve visual function. 2. Emergence of the Neurovascular Unit and Implications for Early DR Many DR studies, both clinical and using animal models focused on vascular dysfunction, such as
impaired endothelial cells, death of pericytes, thickening of retina capillary basement membrane and
altered tight junctions. However, diabetic microvasculopathy does not explain the susceptibility of
peripheral nerves, cerebral complications or the early loss of retinal function. Beginning in the late
1990s, the concept of the neurodegenerative aspect of DR started to emerge. Several excellent reviews
published in the last decade have summarized the evidence that neurons are vulnerable and die early in
diabetic retinopathy, however, the pathophysiological mechanisms underlying this neurodegenerative
process remain to be clearly elucidated [22,23]. While retinal ganglion cells (RGCs) are the earliest cells
affected and have the highest rate of apoptosis [24,25]. An elevated rate of apoptosis has been also
observed in the outer nuclear layer, with a reduction in photoreceptors seen between 4 and 24 weeks
after diabetes onset [26,27]. Consistent with this, molecular analyses revealed that proteins important
for photoreceptor function, such as rhodopsin, were affected before the appearance of microangiopathy
in diabetes [28]. In addition to neuronal cell death, another early feature of diabetic-induced retinal neurodegeneration
that has recently gained traction is glial cell activation and dysfunction. Müller glial cells (MGCs),
the main glial cells of the retina, play a central role in retinal metabolism, making them highly
sensitive to metabolic alterations such as those associated with diabetes. One of the early signs
of retinal metabolic stress is the upregulation of glial fibrillary acidic protein (GFAP) by MGCs,
an observation classically reported in animal models as well as in tissues from diabetic patients with
no to mild NPDR [29,30]. Consequently, the resident immune cells in the retina, called microglia,
also become activated and start to produce pro-inflammatory mediators, exacerbating neuro-glial and
vascular dysfunction [31]. Those retinal abnormalities in neurons and glial cells are believed to drive a variety of
functional changes that often precede clinically visible vascular lesions in DR. Among those functional
changes are deficits pointing to ganglion cells such as the pattern electroretinogram (ERG), altered
microperimetric [32] and perimetric testing [11]; or more generally the inner retina such as increased
implicit times and reduction in oscillatory potentials in the multifocal ERG (mfERG) [33]. Other less
cellular specific alterations have also been reported including abnormal dark adaptation, contrast
sensitivity [34] and color vision [35]. 1. Introduction Each are associated with the upregulation of certain
chemokines; (B) Optical coherence tomography with a horizontal scan through the central fovea reveals
moderate thickening and edema of the macula with cysts; (C) Ang: Angiopoietin; IL: interleukin; TNF:
Tumor Necrosis Factor; NO: nitric oxide; MCP: Monocyte Chemoattractant Protein. Figure 1. Clinical features of diabetic retinopathy and causative pro-inflammatory chemokines. (A) A
fundus photograph shows the right eye of a 57-year-old man with 20/80 visual acuity and signs of
severe non-proliferative diabetic retinopathy with non-significant macular edema (the region of
macular edema is indicated by the bracket). Vascular pathologies are depicted in blue, whereas
neurodegenerative features are black. Notable features include dot blot hemorrhages, DH; hard
exudates, HE; cotton-wool spots, CWS. Each are associated with the upregulation of certain
chemokines; (B) Optical coherence tomography with a horizontal scan through the central fovea
reveals moderate thickening and edema of the macula with cysts; (C) Ang: Angiopoietin; IL:
interleukin; TNF: Tumor Necrosis Factor; NO: nitric oxide; MCP: Monocyte Chemoattractant Protein. Figure 1. Clinical features of diabetic retinopathy and causative pro-inflammatory chemokines. (A) A fundus photograph shows the right eye of a 57-year-old man with 20/80 visual acuity
and signs of severe non-proliferative diabetic retinopathy with non-significant macular edema
(the region of macular edema is indicated by the bracket). Vascular pathologies are depicted in blue,
whereas neurodegenerative features are black. Notable features include dot blot hemorrhages, DH;
hard exudates, HE; cotton-wool spots, CWS. Each are associated with the upregulation of certain
chemokines; (B) Optical coherence tomography with a horizontal scan through the central fovea reveals
moderate thickening and edema of the macula with cysts; (C) Ang: Angiopoietin; IL: interleukin; TNF:
Tumor Necrosis Factor; NO: nitric oxide; MCP: Monocyte Chemoattractant Protein. Int. J. Mol. Sci. 2018, 19, 942 3 of 31 2. Emergence of the Neurovascular Unit and Implications for Early DR Optical coherence tomography (OCT) is a widely utilized method
for imaging the individual neural layers of the retina in many ophthalmic conditions. Several measures
associated with OCT imaging are being explored as potential neuroretinal biomarkers of visual defects
in eyes with DME and NPDR. Among those that are currently being assessed are ganglion cell/nerve
fiber layer thinning, disorganization of the retinal inner layers, and photoreceptor disruption [36–38]. The latest progress in this domain is the technique of OCT angiography, which permits to combine with
the anatomical observation the non-invasive study of the different layers of retinal microvasculature
and choroid circulation via motion contrast imaging [39]. All these observations strongly suggest
that diabetes directly affects the neuroretina rather than being solely secondary to the breakdown
of the blood-retinal barrier (BRB). Several interconnected biochemical pathways, activated during
diabetes, increase the expression of angiogenic and inflammatory mediators and induce aberrant
growth factor signaling, all of which have been directly linked to neurodegeneration and vascular
dysfunction (Figure 2). Altogether these new insights into retinal physiology have led to the emergence of the concept
that the retinal dysfunction associated with diabetes may be viewed as a change in the retinal
neurovascular unit [40]. This concept of the neurovascular unit really emphasizes the intimate
relationship between retinal neurons, (photoreceptors, horizontal and bipolar cells, amacrine and
ganglion cells), their supporting cells (astrocytes and Müller glial cells), and the vascular beds
(endothelial cells and pericytes). Proper function of all the elements of this unit is essential for normal
retinal function as it allows the neural retina to adapt to varying physiological conditions, therefore,
new therapeutic approaches promoting a “healthy” unit should be targeted. 4 of 31
4 of 30 Int. J. Mol. Sci. 2018, 19, 942
Int J Mol Sci 2018 19 x FOR Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints
of diabetic retinopathy (DR): proliferative DR (PDR) and diabetic macular edema (DME). Metabolic
alterations are first sensed by glial cells resulting in glial dysfunction, which induces inflammation,
aberrant signaling of trophic factors and metabolic dysregulation all leading to neuronal apoptosis. Neurodegeneration also participate in blood–retinal barrier (BRB) breakdown, vasoregression and
consecutive hypoxia, the main features of early microvascular abnormalities and the end stage
neovascularization. According to the vascular lesions DR is staged by ophthalmoscopy in several
stages of severity. 2. Emergence of the Neurovascular Unit and Implications for Early DR AGE, advanced glycation end-products; PKC, protein kinase C; RAS, renin–angiotensin
system, ROS, reactive oxygen species; NADPH, Nicotinamide adenine dinucleotide phosphate; mETC,
mitochondrial electron transport chain; NPDR, non-proliferative DR. 2. Emergence of the Neurovascular Unit and Implications for Early DR AGE, advanced glycation end-products; PKC, protein kinase C; RAS, renin–
angiotensin system, ROS, reactive oxygen species; NADPH, Nicotinamide adenine dinucleotide
phosphate; mETC, mitochondrial electron transport chain; NPDR, non-proliferative DR. Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints
of diabetic retinopathy (DR): proliferative DR (PDR) and diabetic macular edema (DME). Metabolic
alterations are first sensed by glial cells resulting in glial dysfunction, which induces inflammation,
aberrant signaling of trophic factors and metabolic dysregulation all leading to neuronal apoptosis. Neurodegeneration also participate in blood–retinal barrier (BRB) breakdown, vasoregression and
consecutive hypoxia, the main features of early microvascular abnormalities and the end stage
neovascularization. According to the vascular lesions DR is staged by ophthalmoscopy in several stages
of severity. AGE, advanced glycation end-products; PKC, protein kinase C; RAS, renin–angiotensin
system, ROS, reactive oxygen species; NADPH, Nicotinamide adenine dinucleotide phosphate; mETC,
mitochondrial electron transport chain; NPDR, non-proliferative DR. Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints
f di b i
i
h
(DR)
lif
i
DR (PDR)
d di b i
l
d
(DME) M
b li
Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints
of diabetic retinopathy (DR): proliferative DR (PDR) and diabetic macular edema (DME). Metabolic
alterations are first sensed by glial cells resulting in glial dysfunction, which induces inflammation,
aberrant signaling of trophic factors and metabolic dysregulation all leading to neuronal apoptosis. Neurodegeneration also participate in blood–retinal barrier (BRB) breakdown, vasoregression and
consecutive hypoxia, the main features of early microvascular abnormalities and the end stage
neovascularization. According to the vascular lesions DR is staged by ophthalmoscopy in several
stages of severity. AGE, advanced glycation end-products; PKC, protein kinase C; RAS, renin–
angiotensin system, ROS, reactive oxygen species; NADPH, Nicotinamide adenine dinucleotide
phosphate; mETC, mitochondrial electron transport chain; NPDR, non-proliferative DR. Figure 2. Schematic representation of pathogenic mechanisms leading to sight-threatening endpoints
of diabetic retinopathy (DR): proliferative DR (PDR) and diabetic macular edema (DME). Metabolic
alterations are first sensed by glial cells resulting in glial dysfunction, which induces inflammation,
aberrant signaling of trophic factors and metabolic dysregulation all leading to neuronal apoptosis. Neurodegeneration also participate in blood–retinal barrier (BRB) breakdown, vasoregression and
consecutive hypoxia, the main features of early microvascular abnormalities and the end stage
neovascularization. According to the vascular lesions DR is staged by ophthalmoscopy in several stages
of severity. 3.1. Inflammation
3.1. Inflammation Inflammation is a non-specific response to injury or stress that includes a variety of functional
and molecular mediators. When invading pathogens are involved, they are recognized by pattern
recognition receptors, such as Toll-like receptors (TLRs) and the receptor of advanced glycation end
products [36]. The molecules of the pathogens that bind to these receptors are called pathogen-
associated molecular patterns (PAMPs) [41]. TLR activation or, in absence of pathogens, tissue stress
alone, can lead to de-inhibition of the transcription factor Nuclear factor kappa B (NF-κB), which
translocates into the nucleus to stimulate transcription of pro-inflammatory cytokines, acute phase
proteins and chemokines, such as IL-6, TNF-α, IL-1β, and monocyte chemoattractant protein-1 (MCP-
1). All these pro-inflammatory chemokines play a major role in the recruitment and activation of
monocytes and leukocytes and the subsequent inflammatory responses. Inflammation normally
resolves promptly through a coordinated program that includes resolvins, lipoxins and protectins
[42]. When not resolved in a timely fashion the typically beneficial effect of inflammation is lost and
dramatic consequences ensues [43]. Inflammation is a non-specific response to injury or stress that includes a variety of functional
and molecular mediators. When invading pathogens are involved, they are recognized by pattern
recognition receptors, such as Toll-like receptors (TLRs) and the receptor of advanced glycation end
products [36]. The molecules of the pathogens that bind to these receptors are called pathogen-associated
molecular patterns (PAMPs) [41]. TLR activation or, in absence of pathogens, tissue stress alone, can
lead to de-inhibition of the transcription factor Nuclear factor kappa B (NF-κB), which translocates
into the nucleus to stimulate transcription of pro-inflammatory cytokines, acute phase proteins and
chemokines, such as IL-6, TNF-α, IL-1β, and monocyte chemoattractant protein-1 (MCP-1). All these
pro-inflammatory chemokines play a major role in the recruitment and activation of monocytes and
leukocytes and the subsequent inflammatory responses. Inflammation normally resolves promptly
through a coordinated program that includes resolvins, lipoxins and protectins [42]. When not
resolved in a timely fashion the typically beneficial effect of inflammation is lost and dramatic
consequences ensues [43]. 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis Increasing evidence points to inflammation as a critical contributor to the development of DR
[44–46]. Many inflammatory cytokines and chemokines are increased in serum and ocular samples
(vitreous and aqueous humor) from diabetic patients with DR (Table 1). Gli l
i
i
li
i h
b
d
h
i
i
i h
li i
l i
f DR
Increasing evidence points to inflammation as a critical contributor to the development of DR [44–46]. Many inflammatory cytokines and chemokines are increased in serum and ocular samples (vitreous
and aqueous humor) from diabetic patients with DR (Table 1). 5 of 31 Int. J. Mol. Sci. 2018, 19, 942 Glial activation, or gliosis has been suggested to happen in patients with no clinical signs of
DR. Increased levels of GFAP has indeed been reported in the aqueous humor of such patients [47]. DR. Increased levels of GFAP has indeed been reported in the aqueous humor of such patients [47]. Since Müller glial cells are a significant source of numerous factors including inflammatory modulators,
this suggests that retinal glial cell activation might play an early role in the onset of the inflammatory
process responsible for retinal damage at later stages of the disease. This hypothesis is further supported
by the reported elevated levels at this stage of the disease of the adhesion molecules ICAM-1 and
the neutrophil chemotactic MCP-2, molecules also produced by MGCs and involved in leukostasis,
another phenomenon observed early in DR pathology and associated with inflammation [48–50]. Various inflammatory cytokines—IL-1β, IL-6, IL-8, TNF-α and MCP-1—have been reported
elevated in ocular tissues from non-proliferative DR (NPDR) patients. One study detected even higher
levels of IL-8 and TNF-α in diabetic eyes with NPDR than with active PDR [51]. The increase in
these cytokines produced by activated microglia, endothelial cells, macroglia, and later even neurons,
highlight the increased activity of these inflammatory cytokines in the early stages of DR and the
progression of the inflammatory response throughout all cell types of the retina [52]. The accumulation
of these inflammatory mediators has been proposed to contribute to early neuronal cell death in the
retina in DM. 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis Some of the cytokines identified, such as MIP-1, IL-1 and IL-3, are thought to also
have a role in angiogenesis, as established in experimental ischemic mouse models suggesting that
inflammation also contributes and precedes the development of neovascularization in PDR [21,53,54]. Significantly higher vitreous levels of neurotrophins (NTs), a group of specific growth factors, such as
nerve growth factor (NGF), brain-derived neurotrophic factor (BNDF), NT-3, NT-4, ciliary neurotrophic
factor (CNTF) and glial cell line-derived neurotrophic factor (GNDF) could be detected in DR patients,
with even higher levels in NPDR compared to PDR [51]. This might be an attempt by glial cells such
as MGCs to rescue compromised neurons during this early stage of DR. In patients with PDR, increased vitreous concentrations of the aforementioned cytokines and
neurotrophins along with other growth factors such as VEGF, platelet-derived growth factor (PDGF),
insulin-like growth factor (IGF-1), basic fibroblast growth factor (bFGF) and hepatocyte growth factor
(HGF) have been reported [55]. Of note, analysis of vitreous samples from PDR patients also revealed
increased levels of soluble cytokine receptors, such as sIL-2R [56]. This increase constitutes a known
negative regulatory mechanism of cytokine signaling, suggesting that counter-regulatory mechanisms
of angiogenesis and inflammation exist within the eye. The development of PDR is a multistage
event, including angiogenesis, in which basement membrane degradation, endothelial cell migration
and proliferation, followed by capillary tube formation, occur. Matrix metalloproteinases (MMPs),
which are important regulators of those migratory and tissue remodeling events, have been reported
to be upregulated in PDR as well [57]. In patients with DME, levels of angiopoietin-2 (Ang-2), an important modulator of angiogenesis,
are significantly elevated along with inflammatory cytokines and VEGF [12,58]. Currently there are no
widely accepted valid biomarkers to monitor DR severity or efficiently classify patients for optimal
assessment of treatment efficacy, but reports indicate, that VEGF, HGF, IL-6 and MCP-1 intravitreal
concentration increase with the progression of DR from the non-proliferative form to active PDR [55,56]. Furthermore, IL-6 levels have been shown to positively correlate with retinal macular thickness [59]. A variety of the inflammatory mediators mentioned in the previous paragraphs are activated
in DR, but the signaling involved in initiating this response is less clear. One of the caveats of using
vitreous or aqueous humor levels to assess the expression of proteins associated with diabetes and DR,
is the notion that the changes observed might just represent changes in circulating serum levels. 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis Of note, it has been demonstrated, that the total vitreous protein content does not differ between
NPDR and PDR patients [51], suggesting that increased vitreous protein levels present a real increase
in secretion rather than just leakage of serum proteins into the vitreous because of a disrupted BRB. Nevertheless, many features of inflammation including leukostasis, neutrophil and macrophage
infiltration, complement and microglial activation, upregulation of cytokines, increased blood
flow, vascular permeability and tissue edema have been described in animal models and human 6 of 31 Int. J. Mol. Sci. 2018, 19, 942 patients with DR [49,60–64]. Furthermore, inhibition or deletion of pro-inflammatory molecules
has been demonstrated to dampen diabetes-induced vascular and neurodegenerative pathology in
animal models of DR [65–67]. Thus, in the next sections we breakdown the specific contribution of
inflammation to the main hallmarks of DR: angiogenesis and neurodegeneration. Table 1. Overview over levels of inflammation-related cytokines, chemokines and growth factors in
the vitreous or aqueous humor of human diabetic patients with different stages of diabetic retinopathy
(DR). If only information on serum levels were available, it is mentioned specifically. ↑upregulation,
↓downregulation, ↔no change Table 1. Overview over levels of inflammation-related cytokines, chemokines and growth factors in
the vitreous or aqueous humor of human diabetic patients with different stages of diabetic retinopathy
(DR). If only information on serum levels were available, it is mentioned specifically. 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis ↑upregulation,
↓downregulation, ↔no change Factors
Diabetic Retinopathy Stage
References
Diabetics
without DR
NPDR
PDR
DME
AQP4
↑
↑
not known
not known
[47]
GFAP
↑
↑
not known
not known
[47]
VEGF
↑serum
↔vitreous
↑
↑
↑
[68–70]
IFN-γ
↑
↑
↑
↑
[49,52,71,72]
IL-1α
↑
↑
↑
↑
[49,69]
IL-3
↑vitreous
↓serum
↓vitreous &
serum
↓serum
↑aqueous
no change vitreous
[49,73–75]
s-IL2R
↑
↑
↑
not known
[56,73]
MCP-2
↑
↑
not known
not known
[49]
ICAM-1
↑serum
↑serum
↑
↑
[68,70,71]
IL-1β
no
↑
↑
↑
[52,76]
IL-6
no
↑
↑
↑
[52,69,70,77]
IL-8
no
↑↑
↑
↑
[51,69,77,78]
IL-2
no
↑
↑
not known
[52,79]
IL-4
no
↑
↑
not known
[52,80]
IL-5
no
↑
↑
not known
[52]
MCP-1
no
↑
↑
↑
[49,77]
TNF-α
no
↑↑
↑
↑
[51,52,70]
sTNF-R
no
↑
↑
not known
[49]
RANTES
no
↑
↑
↑
[49,81]
IP-10
no
↑
↑
↑
[49,77,82]
GM-CSF
no
↑
↑
not known
[49,69]
PEDF
↔vitreous
↔serum
↑active PDR
↓inactive PDR
↓vitreous
[12,83–86]
IGF-1
no
conflicting
results
↑
not known
[87–89]
PlGF
no
no
↑
↑
[90]
IL-10
no
no
↑
↑
[52,69,76]
Complement factors
no
no
↑
↑
[17,63]
bFGF
not known
not known
conflicting
results
conflicting results
[89,91]
CD40
no
↑
↑
not known
[92]
HIF-1α
not known
↑
↑
not known
[93,94]
3.3. 3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis
3.2. Evidences of Inflammation in Diabetic Retinopathy Pathogenesis Contribution to Vascular Pathology Factors
Diabetic Retinopathy Stage
References
Diabetics
without DR
NPDR
PDR
DME
AQP4
↑
↑
not known
not known
[47]
GFAP
↑
↑
not known
not known
[47]
VEGF
↑serum
↔vitreous
↑
↑
↑
[68–70]
IFN-γ
↑
↑
↑
↑
[49,52,71,72]
IL-1α
↑
↑
↑
↑
[49,69]
IL-3
↑vitreous
↓serum
↓vitreous &
serum
↓serum
↑aqueous
no change vitreous
[49,73–75]
s-IL2R
↑
↑
↑
not known
[56,73]
MCP-2
↑
↑
not known
not known
[49]
ICAM-1
↑serum
↑serum
↑
↑
[68,70,71]
IL-1β
no
↑
↑
↑
[52,76]
IL-6
no
↑
↑
↑
[52,69,70,77]
IL-8
no
↑↑
↑
↑
[51,69,77,78]
IL-2
no
↑
↑
not known
[52,79]
IL-4
no
↑
↑
not known
[52,80]
IL-5
no
↑
↑
not known
[52]
MCP-1
no
↑
↑
↑
[49,77]
TNF-α
no
↑↑
↑
↑
[51,52,70]
sTNF-R
no
↑
↑
not known
[49]
RANTES
no
↑
↑
↑
[49,81]
IP-10
no
↑
↑
↑
[49,77,82]
GM-CSF
no
↑
↑
not known
[49,69]
PEDF
↔vitreous
↔serum
↑active PDR
↓inactive PDR
↓vitreous
[12,83–86]
IGF-1
no
conflicting
results
↑
not known
[87–89]
PlGF
no
no
↑
↑
[90]
IL-10
no
no
↑
↑
[52,69,76]
Complement factors
no
no
↑
↑
[17,63]
bFGF
not known
not known
conflicting
results
conflicting results
[89,91]
CD40
no
↑
↑
not known
[92]
HIF-1α
not known
↑
↑
not known
[93,94]
3.3. Contribution to Vascular Pathology 3.3. Contribution to Vascular Pathology 3.3. Contribution to Vascular Pathology Evidence of a chronic low-grade inflammation of the retina of patients with advanced DR raised
the question of its involvement in the development of edema and pathogenic vascularization [95,96]. Evidence of a chronic low-grade inflammation of the retina of patients with advanced DR raised
the question of its involvement in the development of edema and pathogenic vascularization [95,96]. 7 of 31 Int. J. Mol. Sci. 2018, 19, 942 Upregulated pro-inflammatory cytokines in the diabetic environment may directly induce vessel
formation via engagement of target endothelial cells and indirectly, by inducing endothelial cells to
produce pro-angiogenic mediators [97–99]. Endothelial cells are extremely susceptible to cytokines,
especially IL-1β, TNF-α, and IFN-γ, which then induce production of endothelial cell–derived
cytokines IL-8, MCP-1, and Regulated and normal T cell expressed and Secreted (RANTES). In vitro
studies demonstrated that endothelial cells respond to cytokines rather than high glucose for induction
of inflammatory pathways and apoptotic changes, suggesting that diabetes–related endothelial injury
is primarily due to glucose-induced cytokine released by neighboring cells rather than a direct effect
of hyperglycemia on endothelial cells themselves [100]. Upon cytokine stimulation they also secrete
intracellular adhesion molecules such as ICAM-1 and VCAM-1, resulting in attraction of leukocytes,
a process called leukostasis [101]. Indeed, animal studies have shown that 4 weeks after diabetes
induction by streptozotocin-injection, before any vascular defects can be recorded, leukocytes start to
adhere to the retinal capillaries with subsequent migration into the retina [102,103]. As a result, it has
been proposed that the vascular wall integrity diminishes leading to increased vascular permeability. This allows extravasation of vascular fluid and migration of additional immune cells (neutrophils,
monocytes) into the tissue. Concurrently, loss of capillary pericytes causes endothelial cell degeneration,
which has been associated with accumulation of vacuoles and debris in the basement membrane
resulting in its thickening, and ultimately vascular lumen occlusion [104–107]. The resulting retinal ischemia and hypoxia are strong stimulus for endothelial and glial cells to
promote the expression of VEGF and other pro-inflammatory cytokines such as TNF-α, IL-6, and IL-1β,
an effect which is in part mediated trough activation of the transcription factor hypoxia-inducible
factor 1 (HIF-1) in the cells [108,109]. As inflammation increases in the diabetic retina it does so in
a self-propagating manner. Indeed, among the ischemia-induced factors are chemokines such as
MCP-1, responsible for attracting macrophages into less perfused areas [110]. 3.4. Contribution to Neurodegeneration In addition to the vascular perturbations, the neurosensory retina is profoundly altered in diabetes. An emerging issue in DR research is the focus on the precise relationship between inflammatory
alterations and the loss of neuronal function. VEGF, which is a mediator of inflammation and angiogenesis, positively affects neuronal growth,
differentiation and survival [122]. In vitro VEGF stimulates axonal outgrowth, improves the survival
of ganglion neurons, and can rescue cerebral neurons from apoptosis induced by serum withdrawal. In vivo VEGF coordinates migration of motor neuron soma and local delivery of VEGF prolongs motor
neuron survival [123]. The receptors for VEGF are present in normal retinal neuronal cells, indicating
a possible functional role for VEGF in the neural retina [124]. Gene expression studies in the brain and
retina also suggest that VEGF is upregulated by hypoxia preconditioning, a brief ischemic episode that
protects neurons, against subsequent prolonged ischemia-reperfusion-related damage [123]. Aside
from VEGF, insulin is another obvious pro-survival factor involved in diabetes and an interesting target
to promote retinal neuron survival. Indeed, several groups have demonstrated that systemic and local
administration of insulin can rescue retinal neurons from cell death in the diabetic rat retina [24,125]. Other neuroprotective factors include neuroprotectin D1 (NPD1) [126], brain-derived neurotrophic
factor (BDNF) [127], GDNF [128], CNTF [129] and NGF [130], all of which have been suggested to be
involved in the neurodegenerative and inflammatory process that occurs in DR. Early on, increased
cytokine/growth factor expression may serve an adaptive function to maintain neuronal function but,
over time, becomes maladaptive, at which point the role of VEGF and other factors is impaired and
can lead to alteration of the BRB and induction of inflammatory responses. Evidence further indicates that inflammatory processes themselves are activated in retinal
neurons in response to diabetes. Hyperglycemia has been demonstrated to induce a pro-inflammatory
phenotype in retinal neurons and their supporting glia in vitro [131,132]. While cytotoxic effects of
high glucose treatment itself cannot be completely excluded, it has been demonstrated, that also
in vivo hyperglycemia increased circulating cytokine concentrations by an oxidative mechanism
in diabetic patients [133]. This suggests a causal role for hyperglycemia in the immune response
associated with diabetes. In addition, immunohistochemical studies demonstrated translocation
of NF-κB subunits into nuclei of retinal neurons in STZ-induced diabetic rats, suggesting that this
pro-inflammatory transcription factor is also activated in neurons during diabetes [134]. 3.3. Contribution to Vascular Pathology Hypoxia-activated
macrophages, glial cells and microglia cells produce TNF-α and IL-6 and other inflammatory cytokines
and growth factors, which in turn stimulate further release of MCP-1, IL-6 and VEGF by endothelial
cells, potentially resulting in increased vascular permeability as seen in NPDR and DME [21,110]. Angiogenic responses of endothelial cells are regulated by inflammatory cytokines and growth
factors as well, resulting in the development of new vessel in PDR. The importance of inflammation
for this phenomenon has been demonstrated by the fact that blocking inflammation reduces
neovascularization. In a murine model of choroidal neovascularization, inhibition of monocyte
recruitment by deleting MCP-1 [111] or deletion of ICAM-1 or CD18 led to significant inhibition of
neovascularization [112]. Similarly, inhibition of Cyclooxygenase-2 (COX-2), which normally generates
prostanoids, reduced the production of VEGF and subsequently vascular leakage in an animal
model of DR. It also reduced retinal neovascularization in rodent models of ischemic proliferative
retinopathy [113,114]. In addition, High-mobility group box-1 (HMGB1), a DNA-binding protein which
facilitates gene transcription and which can be actively secreted by activated monocytes, macrophages
and retinal endothelial cells has been linked to inflammation and angiogenesis in DR [115]. Extracellular
HMGB1 functions as a pro-inflammatory cytokine and induces the expression of adhesion molecules
and other cytokines and chemokines [116,117]. It also directly induces vessel formation by targeting
endothelial cells or indirectly by induction of pro-angiogenic factors in endothelial cells and
leukocytes [115]. Furthermore, VEGF itself also serves as pro-inflammatory molecule by promoting the
expression of other pro-inflammatory cytokines such as I-CAM, MIP-1α, MCP-1 and IL-8 [60,118–120]. A role for inflammation in the development of pathological retinal neovascularization in DR was
also seen in the rat model of oxygen-induced retinopathy (OIR), which utilizes hypoxia to generate
neovascularization and capillary non-perfusion, thus mimicking what it seen in human patients with
PDR. Gene expression of NF-κB and protein expression of IL-6 and TNF-α were significantly increased
in the retinas of OIR rats compared to controls [121]. Taken together, studies in the OIR models strongly
support an interconnection between vascular alterations and inflammation, not only in the early stages
of DR, but also in later stages of the disease, including neovascularization and edema. Int. J. Mol. Sci. 2018, 19, 942 8 of 31 3.4. Contribution to Neurodegeneration Recent reports
further provided evidence, that photoreceptors contribute to the inflammatory response in DR [135]. They are highly oxygen demanding cells and hence have shown to be the main sources oxidative stress
in the retina in DR [136]. Moreover, it has been demonstrated, that photoreceptors themselves produce
inflammatory cytokines such as ICAM-1, COX-2 and iNOS in experimental diabetes. They further
release soluble factors in vitro that stimulate TNF-α production in leukocytes and endothelial cells,
contributing to the vascular cell death in DR [137]. Consequently, pharmacologic interventions specifically targeting inflammation have been
shown to reduce diabetes-induced neurodegeneration in animals studies and patients with DR. Yang et al., demonstrated that treatment with baicalein, a herbal medicine compound, suppressed
diabetes-induced inflammatory cytokine upregulation, leading to reduced vascular leakage and
ganglion cell loss in the retinas of diabetic rats [138]. The neuroprotective actions of the tetracycline
derivative minocycline are mediated by the inhibition of microglial activation and of caspase-3
activation in diabetic rats [21]. Furthermore, doxycycline, another tetracycline derivative was able to
prevent neuronal function loss, assessed by frequency doubling perimetry, in patients with NPDR [139]. Despite the above success, other studies have demonstrated that diabetes associated
neurodegeneration is not exclusively due to inflammation. Cluster of differentiation (CD) 40, a TNF
receptor, which is expressed on various hematopoietic and non-hematopoietic cells, is expressed
by MGCs in the retina [140]. Interaction of CD40 with his ligand CD154 not only regulates cellular
and humoral immunity [141], but also activates inflammation by activating microglial cells [142]. Of note, inhibition of microglial activation in diabetic CD40 knockout (KO) mice prevented capillary 9 of 31 Int. J. Mol. Sci. 2018, 19, 942 degeneration, but despite a suppressed inflammatory response, the mice maintained ERG b-wave
defects [143]. Similarly, diabetic mice deficient in nitric oxide generating inducible nitric oxide synthase
(iNOS) did not develop the expected degeneration of retinal capillaries, leukostasis as well as ganglion
cells loss, however they still presented with retinal functional impairment recorded by ERG [144]. More recently, inhibition of the receptor for advanced glycation end products [36] signaling pathway,
which has been demonstrated to induce inflammatory changes in DR [145], did not protect from vision
loss in diabetic animals [146]. These studies strongly support the notion, that inflammatory processes
contribute, but not cause the development of DR. 4. Role of Glial Cells in Diabetic Retinopathy The two main retinal glial cells are Müller glial cells (MGCs) and astrocytes. Each cell type differs
markedly in distribution, morphology, and function. Together with microglia, the main resident
immune cells in the retina, they not only provide structural support, but they are also involved in
maintaining the complex homeostasis of the retina by regulating the metabolism, the phagocytosis of
debris and the cycling of neurotransmitters and trophic factors (Figure 3). One of the first signs of inflammation in DR is the activation of glial and microglial cells. The conventional view is that microglia are the first responders, initiating an inflammatory response
that participates to triggering MGCs gliosis [148]. Early histopathological studies reported that both
macroglial and microglia cells show early structural changes after 4 weeks of experimental diabetes
in rats. These studies originally suggested that diabetes affected the density of microglia and MGCs
and that all glial cells sense metabolic changes similarly and at the same time [61]. However, most
recently, several studies in animal models and post-mortem human tissues have suggested that the
rapid microglial activation and its typical morphological changes can be detected prior to macroglial
activation [149]. This notion is also supported by additional histopathologic studies showing that many
inflammatory molecules, such as TNF-α, can be detected early in the diabetic retina, often in association
with microglia [138]. However, using mice with CD40 expression restricted to MGCs, Portillo et al.,
showed that CD40 in MGCs is sufficient to upregulate retinal inflammatory markers by microglia
in experimental diabetes [142], supporting that the activation of microglial cells is, at least in part,
dependent on other cell types of the retina. Alternatively to the CD40 dependent activation pathway,
factors such as free fatty acids that are released by compromised neurons represent another mean for
initial microglial activation [149]. Of note, other retinal cell types such as endothelial cells, astrocytes
and neurons can respond to the initial activation of microglial cells by themselves participating
and amplifying the inflammatory response. A support for this theory comes from the observation,
that in vitro astrocytes require microglial presence to respond to inflammatory stimuli [150]. Early glial cell activation benefits the stressed retina, since activated glia phagocytose apoptotic
cells, clear debris and cytotoxins, and secrete neurotrophic factors [151]. However, chronic gliosis in
DR is detrimental, as activated glia may not properly regulate retinal blood flow or maintain the BRB. 3.4. Contribution to Neurodegeneration In this context other pathways such as oxidative
stress have been shown to be important in the development of DR [147]. Furthermore, the initiation and regulation of inflammation is a considerably complex mechanism, e.g.,
many cytokines are known to activate NF-κB and other pro-inflammatory mediators; thus, inhibiting one
component of this cascade will only be partially effective. Nevertheless, from a therapeutic point, it is likely that identifying and halting key steps of the
inflammatory process contributing to tissue destruction will help to control retinopathy. A more in-depth
analysis of the role of inflammation in the neuro-glial crosstalk in DR will be discussed thereafter. 4.1. Microglia
4.1. Microglia Microglia cells are the resident immunocompetent cells in the central nervous system. The most
reliable characteristics differentiating microglia from invading monocytes are a low CD45 expression
and a highly ramified, dendritic morphology [152]. In the developing retina, microglia are involved
in the pruning of neuronal and vascular networks through the phagocytic removal of apoptotic cell
debris [31,153]. In the adult retina, ramified (‘‘resting”) microglia reside in the inner and outer
plexiform layers and they are an important source of neurotrophic factors that support neuronal
survival. Resting microglia continuously monitor their environment and when activated, they shift
towards an amoeboid morphology [154]. Microglia cells are the resident immunocompetent cells in the central nervous system. The most
reliable characteristics differentiating microglia from invading monocytes are a low CD45 expression
and a highly ramified, dendritic morphology [152]. In the developing retina, microglia are involved
in the pruning of neuronal and vascular networks through the phagocytic removal of apoptotic
cell debris [31,153]. In the adult retina, ramified (“resting”) microglia reside in the inner and outer
plexiform layers and they are an important source of neurotrophic factors that support neuronal
survival. Resting microglia continuously monitor their environment and when activated, they shift
towards an amoeboid morphology [154]. o
a
a
a
oe oi
o p o ogy [
]
Although the precise mechanisms of glial activation in DR are not yet fully understood, it is
likely that both genotypic variations and genetic susceptibility regulate individual microglial
response in the course of DR [148]. Microglia, with their highly motile processes extending into the
capillary wall, are assumed to be, together with Müller glia, the first detector of metabolic changes in
diabetes [155]. They sense dyslipidemia, increases in ROS and cytokines, and the accumulation of
AGEs. Amadori-glycated albumin, an AGE, was shown to specifically stimulate microglia to produce
TNF-α in early stages of DR [156]. Once activated, microglia become mobile and migrate to the site
of inflammation and will produce a wide range of pro-inflammatory cytokines, glutamate, ROS,
nitrous oxide (NO) and proteases. Under chronic activation conditions, this cocktail can be extremely
toxic to retinal ganglion cells, greatly exacerbating neuronal cell dysfunction [138,149]. 4. Role of Glial Cells in Diabetic Retinopathy Moreover, gliotic cells secrete inflammatory cytokines, cytotoxic molecules and VEGF perpetuating
both, vascular dysfunction and neurodegeneration [151]. 10 of 31
10 of 30 Int. J. Mol. Sci. 2018, 19, 942
Int. J. Mol. Sci. 2018, 19, x FO Figure 3. Schematic of a mammalian retina depicting the interactions between glia, neurons and
endothelial cells with special regard to the inflammatory chemokines involved. Blood vessels and
endothelial cells in pink (9), leukocytes in purple (5), macroglial cells in green (7,8), microglia in brown
(2,3) and neurons in blue (6a–c). Scheme showing kalium homeostasis, glutamate metabolism and the
secretion of trophic factors, chemokines and interleukins. AGEs, advanced glycation end products. Figure 3. Schematic of a mammalian retina depicting the interactions between glia, neurons and
endothelial cells with special regard to the inflammatory chemokines involved. Blood vessels and
endothelial cells in pink (9), leukocytes in purple (5), macroglial cells in green (7,8), microglia in brown
(2,3) and neurons in blue (6a–c). Scheme showing kalium homeostasis, glutamate metabolism and the
secretion of trophic factors, chemokines and interleukins. AGEs, advanced glycation end products. Figure 3. Schematic of a mammalian retina depicting the interactions between glia, neurons and
endothelial cells with special regard to the inflammatory chemokines involved. Blood vessels and
endothelial cells in pink (9), leukocytes in purple (5), macroglial cells in green (7,8), microglia in brown
(2,3) and neurons in blue (6a–c). Scheme showing kalium homeostasis, glutamate metabolism and the
secretion of trophic factors, chemokines and interleukins. AGEs, advanced glycation end products. Figure 3. Schematic of a mammalian retina depicting the interactions between glia, neurons and
endothelial cells with special regard to the inflammatory chemokines involved. Blood vessels and
endothelial cells in pink (9), leukocytes in purple (5), macroglial cells in green (7,8), microglia in brown
(2,3) and neurons in blue (6a–c). Scheme showing kalium homeostasis, glutamate metabolism and the
secretion of trophic factors, chemokines and interleukins. AGEs, advanced glycation end products. 4.2. Müller Glial Cells Müller glial cells are the major glial cell type in the mammalian retina, representing 90% of the
retinal glia. They form the supporting architectural structure radially stretching across the entire
thickness of the neuroretina and participate in forming the outer and inner limiting membranes [159]. Müller glial cells also strongly link with retinal vessels and with the RPE, which establish connections
to the subretinal space and choroidal vasculature [160]. Since Müller cells have contact to virtually
every cell type in the retina they are uniquely positioned to perform a wide variety of functions
necessary to maintaining retinal homeostasis. In the healthy retina, they recycle neurotransmitters,
including glutamate thus preventing excitotoxicity; redistribute ions by spatial buffering, participate in
the retinoid cycle, and regulate nutrient supplies [160,161]. Any disturbance to the retinal environment
will influence Müller cells, which in turn will affect the entire retina [29]. Müller glia cells are deeply involved in DR, showing morphological and functional alterations
from the early phases of the disease. The most striking example being that their size significantly
increases in rodent models of diabetes, while a progressive increased expression of the stress marker
GFAP becomes prominent in tissues from both animal models and diabetic donors [61]. In addition to GFAP upregulation, Müller cells acquire a complex and specific reactive phenotype,
which is also characterized by induction of acute-phase response proteins and other inflammatory
related genes [22]. In vitro studies have provided compelling evidence that Müller cells are a significant
source for many growth factors and cytokines, when stimulated with stress conditions, including
elevated glucose levels [132]. Considering that most of the growth factors, cytokines, and chemokines
released by Müller cells have been identified in the vitreous of diabetic patients, it has led to
the hypothesis that Müller cells contribute to the overall synthesis of these factors in vivo [162]. Non-targeted discovery approaches assessing the gene expression profile of Müller cells after 6 months
of STZ induced diabetes, revealed that among 78 altered genes, one third are associated with
inflammation, including complement factors, VEGF, ICAM-1 and IL-1β [163]. Of note, some of these
cytokines in turn have been shown in other studies to stimulate production of other cytokines by
Müller glia, suggesting a possible amplification effect. [164]. 4.2. Müller Glial Cells Taking into account their central role in maintaining the homeostasis in the retina and their
contribution to the inflammatory response in DR, understanding Müller cell functions within the retina
and restoring such function in DR could become a cornerstone for developing effective therapies to
treat diabetic retinopathy. 4.1. Microglia
4.1. Microglia Indeed,
prolonged activation of microglia is associated with high levels of glutamate, iNOS and pro-
Although the precise mechanisms of glial activation in DR are not yet fully understood, it is likely
that both genotypic variations and genetic susceptibility regulate individual microglial response in
the course of DR [148]. Microglia, with their highly motile processes extending into the capillary
wall, are assumed to be, together with Müller glia, the first detector of metabolic changes in
diabetes [155]. They sense dyslipidemia, increases in ROS and cytokines, and the accumulation of
AGEs. Amadori-glycated albumin, an AGE, was shown to specifically stimulate microglia to produce
TNF-α in early stages of DR [156]. Once activated, microglia become mobile and migrate to the site of
inflammation and will produce a wide range of pro-inflammatory cytokines, glutamate, ROS, nitrous
oxide (NO) and proteases. Under chronic activation conditions, this cocktail can be extremely toxic
to retinal ganglion cells, greatly exacerbating neuronal cell dysfunction [138,149]. Indeed, prolonged
activation of microglia is associated with high levels of glutamate, iNOS and pro-inflammatory cytokines Int. J. Mol. Sci. 2018, 19, 942 11 of 31 such as IL-1β, IL-6, IL-12 and TNF-α which can culminate in the activation of caspases, exacerbating
retinal neuron cell death retina [157]. Case studies exclusively using histological techniques on retinal cross-sections revealed increas
numbers of moderately hypertrophic microglial cells in the plexiform layers of NPDR patients [1 Case studies exclusively using histological techniques on retinal cross-sections revealed increasing
numbers of moderately hypertrophic microglial cells in the plexiform layers of NPDR patients [158]. They further showed that in tissues from PDR patients, clusters of microglial cells could be found
surrounding ischemic areas and new vessels, while suggesting an even more significant rise in their
total number [149]. 4.4. Role of Inflammation in the Neuro-Glial Crosstalk in DR Glial cells and neurons are intimately associated to make-up the neuro-glial unit. Glial cells
are the interface between the neurons and the vasculature and are thus key regulators of neuronal
function. Müller glial cells convey circulating glucose into the retina for ATP production and provide
intermediary compounds such as lactate to neurons [64]. They play multiple key roles for retinal tissue
homeostasis, from storing glycogen for conversion to lactate, to synthesizing retinoic acid from retinol,
regulating extracellular ion concentrations to modulate plasma membrane polarization/depolarization,
participating with neurons in the glutamate/glutamine cycle to control neurotransmission, and protect
neurons from glutamate excitotoxicity [171]. Another important function of macroglial cells is to
redistribute the neuronal metabolic by-products such as carbon dioxide and water from glucose
metabolism, but also potassium and neurotransmitters associated with neuronal activity, into the
blood and vitreous [161]. MGCs maintain proper retinal function by participating in a process known
as “potassium spatial buffering”, a process that redistributes and normalizes K+ in the surrounding
microenvironment to avoid prolonged accumulation of K+ [172]. This response is coupled to the
regulation of water homeostasis by the glial water channels aquaporins (AQP) such as AQP4 [173]. Macroglial cells, besides supporting the synaptic activity, maintain the integrity of the BRB and
regulate the vasoconstriction related to neuronal activity, a process named neurovascular coupling by
the release of neuroactive and vasoactive substances [174]. Macroglial and microglial cells also regulate
the survival of neurons by a molecular network made up of several neurotrophic factors (BNDF, CNTF,
GDNF; NGF, NT-3, and bFGF) [148]. Microglial and macroglial cells are further responsible for
cellular debris phagocytosis and response to immunological damage [175]. They also play an active
role engulfing synaptic material in a process termed synaptic pruning and referred to as the innate
surveillance function of resident microglia [176,177]. Diabetes also affects the neuro-glial unit by disrupting the communication between neurons
and glia. In DR, accumulating evidence over the past decades have revealed that dysfunctional
neuro-glial crosstalk, in part associated with inflammation, plays a critical role in the early course of
the disease [138,178]. One of the first altered structural alterations in experimental and human DR
is reactive gliosis of macroglial cells, mostly in the initial stages of DM [61]. Reactive gliosis may be
interpreted as an effort to limit the extension of tissue damage but sustained inflammation in DR
lead to the more severe forms of reactive gliosis [179]. 4.3. Astrocytes Like Müller cells, astrocytes are connected to retinal blood vessels and neurons and play a critical
role in maintenance of the BRB, including regulation of blood flow [165]. Astrocytes also provide energy
substrates to neurons and regulate the production of trophic factors and antioxidants. In contrast to
Müller cells, they are largely restricted to the nerve fiber layer and ganglion cell layer. The distribution
of retinal astrocytes is strikingly correlated with the presence and distribution of retina blood vessels,
so vascularized areas of the retina are rich in astrocytes, while avascular zones such as the fovea,
contain no astrocytes [166]. In response to injury or disease, they have been shown to upregulate
the expression of various genes encoding cytokines, chemokines and elements of the complement Int. J. Mol. Sci. 2018, 19, 942 12 of 31 cascade. Such response has been suggested to participate in compromising the integrity of the BRB
and promoting retinal degeneration [167]. In response to the dysmetabolic and hypoxic diabetic environment, astrocytes become activated, also
called reactive, and produce a variety of pro-inflammatory cytokines, such as IL-6, IL1β, IL-8, COX-2,
transforming growth factor-α (TGF-α), epidermal growth factor (EGF), macrophage inflammatory
protein 2α (MIP-2α) and VEGF [168,169]. Apart from inflammatory cytokines reactive astrocytes can
secrete chemokines, including MCP-1, C-C motif chemokine ligand (CCL) 5, CCL20, C-X-C motif
chemokine ligand (CXCL) 10, CXCL12, CXCL1, CXCL2, and CX3CL1 [170]. These chemokines
are involved in the recruitment of microglia, monocytes/macrophages, T-cells, and dendritic cells,
amplifying the inflammatory response. Over time astrocyte number seem to decrease in DR patients,
as demonstrated by decreased GFAP expression, which then disrupts the inner BRB, contributing to
vascular leakage in the retina [61]. 4.4. Role of Inflammation in the Neuro-Glial Crosstalk in DR Macroglial cells undergo further hypertrophy,
lose their functionality, ultimately forming glial scars that are inhibitory to axonal regeneration and
neuronal survival [162,180]. Microglial activation is the main mechanism by which neuroinflammation starts in response to
nervous tissue perturbations [15]. Microglial activation in DR acts as a double-edged sword, as its primary
function is neuroprotection. On the other hand, activated microglia produce pro-inflammatory mediators
such as IL-1β, IL-3, IL-6, TNF-α, VEGF, lymphotoxin, MIP-1α, MMPs, NO, ROS and complement
factors, primarily promoting neuronal cell death when sustained. [138,149,157]. The mechanism by 13 of 31 Int. J. Mol. Sci. 2018, 19, 942 which cytokines contribute to neural apoptosis is not clear but may involve the induction of
excitotoxicity, oxidative stress or mitochondrial dysfunction [181–183]. A representative example of a
neuron-microglia interaction is the FKN/CX3CR1 system, which provides a mechanism to modulate
microglial activation by neurons. Fractalkine (CX3CL1 or FKN) exists on neuronal membranes and
functions by signaling through its unique receptor CX3CR1 present on microglia. Several reports
support the notion that FKN exerts an inhibitory signal on microglia [184]. It has been demonstrated,
that increased inflammatory microglial responses in absence of the fractalkine receptor contribute
to inflammatory-mediated damage to neurons in the diabetic retina [65]. Accordingly, microglial
receptor proteins appear as important targets for the development of drugs to prevent or manage
retinal neuroinflammation. Next to microglia, astrocytes react becoming activated during diabetes and undergo a series of
changes as mentioned earlier such as secretion various cytokines, chemokines, MMPs and elements of
the complement cascade, contributing to neuronal degeneration [138,167,168]. Notably, Müller cells exposed to hyperglycemic conditions also produce increased levels of
pro-inflammatory molecules such as IL-1β and TNF-α, which then induce expression of pro-death
cytokine IL-8 [164]. Similar mechanisms have been proposed for other cytokines secreted by Müller
cells such as IL-6, NO and COX-2 [132]. Water accumulation in retinal neurons and glial cells is another pathogenic factor involved
in retinal degeneration during DR. Müller cells adapt their morphology to the increased size of
activated retinal neurons by extending and thinning the inner stem process. The water flux through
AQP4 is involved in the rapid volume regulation of retinal Müller cells in response to osmotic stress. Diabetes is known to enhance the amount of retinal expression of AQP4 and down-regulation of
AQP4 exacerbated experimental DR through increased expression of pro-inflammatory factors [185]. 5.1. Alpha-Crystallins The two small heat shock proteins α-crystallins, αA and αB, [193,194] have been widely studied for
their roles in the lens, but we are just starting to understand their function in the retina. Recent studies
revealed that α-crystallins are rapidly upregulated in models of acute retinal injury, including light
toxicity and trauma, suggesting that α-crystallins play a role in the retina’s response to cellular stress and
damage [195–197]. We recently demonstrated that these chaperones were highly expressed in both RGCs
and Müller glial cells of diabetic animals and human patients with DR [198]. Of note, αA-crystallins not
only inhibit pro-apoptotic pathways in retinal neurons, but also act as a secreted pro-survival factor [198]
and modulator of the expression of inflammatory molecules by glial cells (unpublished data), for the
first time establishing a direct link between α-crystallins and neuro-inflammation. Consistent with a
critical role in glial cells, α-crystallins have been reported to be upregulated in astrocytes of patients
with Alexander disease and microglial cells of patients with Alzheimer’s disease [199–201]. It has
been hypothesized that the increased expression of αB-crystallin is part of the normal stress response to
regulate aberrant protein aggregation and may prevent apoptosis in the face of the increased phagocytosis
and protein aggregate load [202]. Overall, α-crystallin chaperones affect microglial and astrocytic
activation in an anti-inflammatory manner resulting in decreased cytokine production and tempering of
the innate immune response. Further research, on the protective function of αA-crystallin should govern
the development of specifically engineered crystallin proteins, which could be applied to the treatment
of diabetic retinopathy and other neurodegenerative conditions. 5.2. Matrix Metalloproteinases Matrix metalloproteinases constitute a large family of secreted and membrane associated
zinc-dependent proteinases that degrade at least one component of the extracellular matrix (ECM). They are known to execute functions in motility, cell growth, injury response, and remodeling of the
ECM by both, degrading it and controlling proteolysis of specific targets including cytokines, growth
factors and adhesion molecules [203,204]. MMPs are highly sensitive to oxidative stress in the diabetic
environment, with MMP-2 and MMP-9 being induced by increased ROS [57,205,206]. It has been
suggested that these MMPs, especially MMP-9, can increase the inflammatory response by degrading
some of the major components of the basement membrane, enabling invasion of the injured tissue by
circulating immune cells. MMP-9 knockout-mice indeed showed significant reductions in the expression
of inflammatory markers such as MIP-1α, MIP-1β, and MCPs after spinal cord injury [207]. In addition,
activated MMPs also contribute directly to angiogenesis and the increase in vascular permeability in DR
by proteolytic degradation of occludin, disruption of the tight junction complex [57,208], and increased
tissue levels of VEGF [209], making them interesting potential therapeutic targets. 4.4. Role of Inflammation in the Neuro-Glial Crosstalk in DR Therefore, regulation of retinal function by AQP4 may attenuate diabetic retinopathy, offering a
promising therapeutic strategy for diabetic retinopathy [185]. Neurodegeneration leads to the alteration of expression of growth factors (e.g., VEGF) by
glial cells [186]. The release of VEGF by Müller cells under conditions stimulating gliosis is
especially interesting, as it acts in two directions. VEGF signaling in Müller cells may represent
a stress-responsive neuroprotective mechanism, particularly under hypoxic conditions. VEGF receptor
2 (VEGFR2)-mediated signaling in MGCs has been also shown to stimulate the production of BDNF
and GDNF [178]. As a result, the loss of VEGFR2-mediated signaling in MGCs caused a significant
elevation of apoptotic MGCs and neurons during experimental DR [178]. On the other hand sustained
VEGF release also acts as a pro-inflammatory molecule by inducing the expression of other cytokines,
thus exacerbating retinal neurodegeneration [187]. Conversely a growing body of evidence indicates that hyperglycemia-induced downregulation of
a number of important neurotrophic factors, such as NGF, Pigment epithelium-derived factor (PEDF),
CNTF, interphotoreceptor retinoid-binding protein (IRBP) and somatostatin, the loss of which may have
a direct impact on neuronal survival [188]. Factors, such as PEDF, functions as an anti-inflammatory
and anti-oxidative agent by inhibiting the activation of the NF-kB and Extracellular signal-regulated
kinase 1 (ERK1) pathways. When secreted by Müller cells, this factor acts directly on PEDF receptors at
the surface of RGCs [189,190]. PEDF levels were found to be decreased in cultured MGCs subjected
to hyperglycemia and mild hypoxia [191,192]. However, under severe hypoxic conditions, PEDF was
upregulated, potentially reflecting an attempt to rescue retinal neurons [192]. Why this observation does
not translate in vivo, where decreased vitreous levels of PEDF are demonstrated also at later stages of
DR such as PDR is not clear yet [83]. CNTF has been shown to directly prevent photoreceptor apoptosis
and indirectly rescue neurons by stimulation of Müller cells to produce photoreceptor survival factors. Altogether, studies clearly show how modulation of the inflammatory response by glial cells
might act as an important target to prevent early neuronal damage in DR. Int. J. Mol. Sci. 2018, 19, 942 14 of 31 6.2.1. Nonsteroidal Anti-Inflammatory Drugs (NSAID) Clinically the beneficial effect of NSAIDs, that inhibit COX enzyme-mediated ICAM-1 expression
and leukostasis [222,223], has been suggested in a study reporting reduced incidence of DR in
patients taking salicylates for the treatment of rheumatoid arthritis [20]. This finding encouraged
the launch of clinical trials, which showed the development of retinal microaneurysms is only
significantly attenuated in patients with early stage of DR when treated with high dose of aspirin
(900 mg/day) [224,225]. Alternatively, while systemic administration of specific COX-2 inhibitors is
made impossible by increased incidence of heart attacks and strokes [226], preclinical studies with
topical administration were shown to reduce signs of DR [227,228]. 5.3. Toll-Like Receptors Toll-like receptors are pathogen-associated molecular pattern receptors that have been found
on the surface of all cell types in the retina. Their activation results in the production of
cytokines/chemokines in an NF-κB dependent manner [210]. Among the various TLRs, TLR-2 and
TLR-4 have been most consistently associated with type 1 and type 2 diabetes. For example, genetic
polymorphism in the TLR-4 gene is strongly associated with insulin resistance levels in patients
with type 2 diabetes [211]. Additionally, TLRs also promoted the secretion of angiogenic growth
factors in arterial endothelial cells [212] and led to choroidal neovascularization in vivo [213]. Human
microvascular retinal endothelial cells demonstrated increased TLR-2 and TLR-4 expression when
exposed to high glucose, an observation also associated with increased expression of pro-inflammatory
molecules. Supporting a regulatory role of TLRs in this process, this effect was blunted by using a
TLR4/2 inhibitory peptide or antioxidant treatment [214]. Int. J. Mol. Sci. 2018, 19, 942 15 of 31 15 of 31 5.4. Complement System While diabetes is not considered a complement-mediated disease, some data suggest a link
between DR progression and complement dysregulation. Evidence for such a link comes from the
observation of increased expression of several complement factors in the vitreous of patients with DR. Among over 30 small proteins and protein fragments identified as part of the complement pathway,
some of the key regulators have been reported increased in PDR patients: C3, C4b, C9, and factor
B (CFB) [215,216]. C5 cleavage, along with C3, is considered one of the two critical steps for the
full activation of the complement pathways. A fully activated complement system results in the
formation of the membrane attack complex (MAC or C5b-9) that can kill pathogens but also under
certain conditions host cells, thus could play a role in neurodegeneration and vascular permeability. Additionally, cleavage products C3a and C5a have a chemotactic effect on neutrophils, mast cells,
and lymphocytes, potentially exacerbating the inflammatory response. Finally, Müller glial cells
constitutively express C5aR, the expression of which is further increased by high glucose exposure,
and associated with release of IL-6 and VEGF by these cells, a mechanisms that could be involved in
promoting the overt-inflammatory response observed in diabetes [217]. 6.1. Current Therapies Several therapeutic approaches are in use clinically to inhibit the development or progression
of DR. Metabolic control (tight glycemic control, regulation of blood pressure and hyperlipidemia) is
associated with a lower risk of retinopathy [218,219]. Specific therapeutic options for DR include laser
coagulation, surgery and intravitreal injection of anti-VEGF agents. Alternatively, intravitreal injections
of steroids have been shown to reduce vascular permeability, reduce the breakdown of the BRB, inhibit
leukostasis, inhibit VEGF gene transcription and translation [220]. Because of an increased rate of
elevated IOP and cataract formation with steroids, the use of intravitreal steroids in clinical practice is
currently reserved as the second-line treatment in patients with previous cataract surgery [221]. Unfortunately, all these therapeutic interventions have significant side effects and are only
useful for patients with more advanced stages of DR, when vision is already compromised,
and neurodegeneration already occurred. Considering the role of inflammation in the pathogenesis
of DR, inhibiting the inflammatory pathway has been an appealing treatment option for DR in
future practices. 6.2. Inflammation-Targeting Therapies under Development and Validation 6.2.4. The Renin-Angiotensin System (RAS) Specific blockade of the RAS with the Angiotensin II receptor type 1 (AT1R) blocker (Losartan,
Candesartan) and angiotensin-converting enzyme inhibitor (Enalapril) has been shown to reduce the
risk of onset and the progression of retinopathy in patients with type 1 and 2 diabetes [44,237,238]. In another clinical trial involving 285 type 1 diabetic patients with normotensive and normoalbuminuria,
blockade of RAS with Losartan or Enalapril significantly reduced the progression of retinopathy by
70% and 65% respectively [238]. However, the Diabetic Retinopathy Candesartan Trials which enrolled
3326 patients with type 1 diabetes and 1905 patients with type 2 diabetes, did not observe such a
dramatic effect. It has been demonstrated, that Candesartan treatment reduced the incidence of DR but
did not prevent progression of DR [237]. Further studies are needed to resolve the discrepancy between
the above trials and to fully evaluate the beneficial effect of RAS blockade before its clinical usefulness
is fully demonstrated. 6.2.3. Inflammatory Growth Factors Angiopoietins represent a family of inflammatory growth factors that bind to the receptor
tyrosine kinase Tie2 and are important modulators of angiogenesis. A recent study also reported that
Ang-2 promotes adhesion of monocytes and the subsequent tissue inflammation by modulating the
TNF-α-induced expression of ICAM-1 [235]. Thus, the Ang-2 pathway is currently being targeted in a
recent ongoing clinical trial with a Tie-2 activator (AKB-9778, Aerpio Therapeutics, Cincinnati, OH, USA)
in patients with NPDR, where improvements in DR severity will be evaluated. A previous study already
demonstrated a significant benefit of AKB-9778 combined with anti-VEGF therapy over anti-VEGF
monotherapy in the reduction of DME with a trend toward improved visual acuity [236]. 6.2.2. Blocking Inflammatory Molecules The effect of anti-TNFα therapy has been studied in a few clinical cases. Patients with refractory
DME treated with intravitreal Etanercept (TNFα inhibitor) showed no statistically significant
improvement [229]. Infliximab, a TNFα neutralizing antibody on the other hand improved visual
acuity and reduced macular thickness in 4 patients who failed to improve in response to laser Int. J. Mol. Sci. 2018, 19, 942 16 of 31 photocoagulation treatment [230]. Larger trials are needed to determine the efficacy of these drugs in
DME patients. Alternatively, a pilot study on the efficacy and safety of a selective IL-1β antibody, Canakinumab
(Novartis, Basel, Switzerland), for the treatment of patients with proliferative DR showed stabilization
but no regression of retinal neovascularizations, along with promising effects on diabetic macular
edema reduction [231]. Similarly, a clinical trial in DME patients comparing an oral inhibitor targeting
the receptors for MCP-1, CCR2/CCR5 (Pfizer, New York, NY, USA) to intravitreal anti-VEGF therapy
showed non-inferiority of the study drug regarding gain in visual acuity and reduction in central
retinal thickness [232]. Leukostasis, one of the early steps of inflammation, is dependent on specific integrins on the
endothelium to trigger leukocyte adhesion and infiltration [233]. The DEL MAR Phase 2b trial using
an integrin antagonist, Luminate, ALG-1001 (Allegro Ophthalmics, San Juan Capistrano, CA, USA)
as sequential therapy to a single anti-VEGF injections in DME patients compared to anti-VEGF
monotherapy reported sustained and equal visual acuity gains for both treatments [234]. 6.2.6. Photobiomodulation Photobiomodulation (PBM), also known as low level laser therapy or far-red to near-infrared
(FR/NIR) light therapy, consists of series of brief illumination with specific wavelengths of light
(600–1000 nm) from a laser or a light emitting diode [243] and results in the activation of signalling
pathways within the cell. It has been demonstrated, that it effectively inhibits diabetes induced increase
in superoxide production, leukostasis and ICAM-1 expression in STZ induced rats, which resulted
in a significant reduction in ganglion cell death and improvement of the photopic b wave ERG
amplitude [244]. A subsequent case series by the same group including 4 patients with type 2 diabetes
with non-center-involving DME underwent treatment with PBM twice a day for 2–9 months,
demonstrated statistically significant decrease in macular thickness by an average of 20%, while the
non-treated eye of the same patients featured a slight increase in thickness [245]. Further investigations,
using larger patient populations, will be necessary to confirm the efficacy, establish the optimal
treatment dose and duration, as well as identify and address potential safety concerns. 6.2.5. Tetracyclines In addition to their antimicrobial activity, minocycline and doxycycline are known to possess several
immunomodulatory and neuroprotective properties [239,240], such as inhibiting the production of NO,
cyclooxygenases, prostaglandins, IL-1β and TNF-α and caspases [21,241]. A single-center phase I/II
clinical trial in 5 patients with DME showed that minocycline as primary treatment was associated with
improved visual function, reduced central macular edema, and vascular leakage [242]. Another clinical
trial demonstrated an improvement of perimetric parameters in patients with severe non-proliferative
or non-high-risk proliferative DR treated with doxycycline compared to patients who received placebo. Of note, visual acuity and anatomical parameters (such as DR severity levels) were equal among both
groups, which may relate to a differential effect of tetracyclines on different stages of DR dysfunction [139]. Int. J. Mol. Sci. 2018, 19, 942 17 of 31 17 of 31 7. Conclusions This review summarizes recent clinical and laboratory findings suggesting a pivotal role of
inflammation in the pathophysiology of early DR. Many studies carried out in diabetic patients and
diabetic animal models have shown that the diabetic milieu provoke increased local expression
of inflammatory molecules, such as cytokines, chemokines, and growth factors involved in the
development of DR. Glial cells are critically located between vasculature and neurons of the retina,
having a key role in closely regulating the retinal microenvironment, which is often responsible for
early harm of neuroretina in the beginning stages of DR. Recent findings implicate that these cells also
initiate the inflammatory cascade. New technologies able to detect early alterations of the neuroglial
unit support the idea that changes in the metabolism of glia cells and subsequent damages of retinal
neurons precede microvascular impairment. Additional work has now been performed that suggests
that in this manner anti-inflammatory drugs are promising future therapies to address both, vascular
alterations and neurodegeneration. However, studies are still needed to better understand the exact
molecular mechanisms underlying ocular inflammation in patients with DR. Acknowledgments:
This project and its authors were supported by a fellowship from the Deutsche
Forschungsgemeinschaft RU 2020/2-1 (Anne Rübsam), Fight for Sight Grant-in-Aid, and NIH EY020895
(Patrice E. Fort). Patrice E. Fort is the guarantor of this work. We thank David Murrel for his assistance with
the illustration. Author Contributions: Anne Rübsam and Sonia Parikh wrote the manuscript. Patrice E. Fort obtained funding,
wrote and edited the manuscript. Conflicts of Interest: The authors declare no conflict of interest. References 1. Klein, B.E. Overview of epidemiologic studies of diabetic retinopathy. Ophthalmic Epidemiol. 2007, 14,
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diabetic macular edema. Abbreviations AGE
Advanced Glycation End-product
AH
Aqueous Humor
Ang
Angiopoietin
AT1R
Angiotensin II Receptor Type 1
AQP
Aquaporin
BDNF
Brain-derived Neurotrophic factor
bFGF
Basic Fibroblast Growth Factor
BRB
Blood-retinal Barrier
CCL
C-C motif ligand
CCR
C-C receptor
CD
Cluster of differentiation
CNS
Central Nervous System
CNTF
Ciliary Neurotrophic Factor
COX
Cyclooxygenase 18 of 31 Int. J. Mol. Sci. 2018, 19, 942 CRP
C-reactive Protein
CXCL
C-X-C motif ligand
DR
Diabetic Retinopathy
DCCT
Diabetes Control and Complications Trial
DME
Diabetic Macular Edema
EGF
Epidermal Growth factor
ERG
Electroretinogram
ERK
Extracellular Signal-Regulated Kinase
FDA
US Food and Drug Administration
GDNF
Glial-derived Neurotrophic factor
GFAP
Glial Fibrillary Acidic Protein
GM-CSF
Granulocyte Macrophage Colony-Stimulating Factor
HGF
Hepatocyte Growth Factor
HIF
Hypoxia-inducible Factor
HMGB
High Mobility Group Box
ICAM
Intracellular Adhesion Molecule
IGF
Insulin-like Growth Factor
IFN
Interferon
IL
Interleukin
iNOS
Inducible Nitrous Oxide Synthetase
IP
Interferon γ-induced Protein
IRBP
Interphotoreceptor Retinoid Binding Protein
IRMA
Intraretinal Microvascular Abnormality
IVTA
Intravitreal Triamcinolone Acetonide
LIF
Leukemia inhibitory factor
LPS
Lipopolysaccharide
MCP
Monocyte Chemoattractant Protein
MIP
Macrophage Inflammatory Protein
MMP
Matrix Metalloproteinase
NFG
Nerve Growth Factor
NF-κB
Nuclear factor kappa-light-chain-enhancer of activated B cells
NO
Nitric Oxide
NPDR
Non-proliferative Diabetic Retinopathy
NSAID
Nonsteroidal Anti-Inflammatory Drug
PAMP
Pathogen-associated Molecular Pattern
PDGF
Platelet-derived Growth Factor
PDR
Proliferative Diabetic Retinopathy
PEDF
Pigment Epithelium-derived Factor
PGE
Prostaglandin
PGF
Placental growth factor
PKC
Protein Kinase C
PPAR
Peroxisome Proliferator-Activated Receptor
PPV
Pars Plana Vitrectomy
RAS
Renin-Angiotensin System
RAGE
Receptor for Advanced Glycation End-product
RANTES
Regulated and normal T cell expressed and secreted
RGC
Retinal Ganglion Cell
ROS
Reactive Oxygen Species
RPE
Retinal Pigment Epithelium
SDF
Stromal-derived Factor
sTNF-R
Soluble Tumor Necrosis Factor-Receptor
STZ
Streptozotocin
TGF
Transforming Growth Factor
TLR
Toll-like Receptor
TNF
Tumor Necrosis Factor
UKPDS
United Kingdom Prospective Diabetes Study
VEGF
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Rosseau, S.; Suttorp, N.; et al. Angiopoietin-2 sensitizes endothelial cells to tnf-alpha and has a crucial role in
the induction of inflammation. Nat. Med. 2006, 12, 235–239. [CrossRef] [PubMed] 236. The Time-2b Study: A Study of Akb-9778, a Novel Tie 2 Activator, in Patients with Non-Proliferative Diabetic
Retinopathy (NPDR) (Time-2b). Available online: https://clinicaltrials.gov/ct2/show/NCT03197870
(accessed on 30 October 2017). 237. Sjolie, A.K.; Klein, R.; Porta, M.; Orchard, T.; Fuller, J.; Parving, H.H.; Bilous, R.; Chaturvedi, N.;
DIRECT Programme Study Group. Effect of candesartan on progression and regression of retinopathy
in type 2 diabetes (direct-protect 2): A randomised placebo-controlled trial. Lancet 2008, 372, 1385–1393. [CrossRef] 238. Mauer, M.; Zinman, B.; Gardiner, R.; Suissa, S.; Sinaiko, A.; Strand, T.; Drummond, K.; Donnelly, S.;
Goodyer, P.; Gubler, M.C.; et al. Renal and retinal effects of enalapril and losartan in type 1 diabetes. N. Engl. J. Med. 2009, 361, 40–51. [CrossRef] [PubMed] 239. Garrido-Mesa, N.; Zarzuelo, A.; Galvez, J. Minocycline: Far beyond an antibiotic. Br. J. Pharmacol. 2013, 169,
337–352. [CrossRef] [PubMed] Int. J. Mol. Sci. 2018, 19, 942 31 of 31 31 of 31 240. Domercq, M.; Matute, C. Neuroprotection by tetracyclines. Trends Pharmacol. Sci. 2004, 25, 609–612. [CrossRef] [PubMed] 241. Bernardino, A.L.; Kaushal, D.; Philipp, M.T. The antibiotics doxycycline and minocycline inhibit the
inflammatory responses to the lyme disease spirochete borrelia burgdorferi. J. Infect. Dis. 2009, 199,
1379–1388. [CrossRef] [PubMed] 242. Cukras, C.A.; Petrou, P.; Chew, E.Y.; Meyerle, C.B.; Wong, W.T. Oral minocycline for the treatment of diabetic
macular edema (DME): Results of a phase I/II clinical study. Investig. Ophthalmol. Vis. Sci. 2012, 53,
3865–3874. [CrossRef] [PubMed] 243. Lachin, J.M.; Genuth, S.; Nathan, D.M.; Zinman, B.; Rutledge, B.N.; Group, D.E.R. Effect of glycemic exposure
on the risk of microvascular complications in the diabetes control and complications trial—Revisited. Diabetes
2008, 57, 995–1001. [CrossRef] [PubMed] 244. Tang, J.; Du, Y.; Lee, C.A.; Talahalli, R.; Eells, J.T.; Kern, T.S. Low-intensity far-red light inhibits early lesions
that contribute to diabetic retinopathy: In vivo and in vitro. Investig. Ophthalmol. Vis. Sci. 2013, 54, 3681–3690. [CrossRef] [PubMed] 245. Tang, J.; Herda, A.A.; Kern, T.S. Photobiomodulation in the treatment of patients with non-center-involving
diabetic macular oedema. Br. J. Ophthalmol. 2014, 98, 1013–1015. [CrossRef] [PubMed] © 2018 by the authors. Licensee MDPI, Basel, Switzerland. References This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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Expression of Concern: The Role of the RACK1 Ortholog Cpc2p in Modulating Pheromone-Induced Cell Cycle Arrest in Fission Yeast
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EXPRESSION OF CONCERN a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS The authors apologize for the Fig 5 issues and noted that they were due to figure preparation
errors. They commented that the image of JY948(cyr1-, sxa2-, pmp1-) cells in Fig 5B was placed
on a black background in preparing the figure, but that the cell image accurately reflects data
from the original slide. The incorrect data were included in Fig 5B, JY1716(sxa2-, pmp1-) panel,
and in Fig 5D, JY710(sxa2-, pyp2-) and JY1717(sxa2-, pyp2-, cpc2+) panels. In the updated Fig 5,
these panels are replaced with the correct images from the original experiments. The underlying
raw image for the original Fig 5B, 1716(sxa2-, pmp1-) panel is included in S2 File. Citation: The PLOS ONE Editors (2019) Expression
of Concern: The Role of the RACK1 Ortholog Cpc2p
in Modulating Pheromone-Induced Cell Cycle
Arrest in Fission Yeast. PLoS ONE 14(11):
e0225013. https://doi.org/10.1371/journal. pone.0225013 The PLOS ONE Editors After this article [1] was published, concerns were raised about the following calcofluor white
staining results reported in Figs 1, 2 and 5: • In the 8h, 16h, and 32h panels for JY546(cyr1-, sxa2-) in Fig 2A, and the 8h panel for JY1628
(cyr1-, sxa2-, cpc2-) in Fig 2B, there appear to be discontinuities in the background image
when levels are adjusted. • In the 8h, 16h, and 32h panels for JY546(cyr1-, sxa2-) in Fig 2A, and the 8h panel for JY1628
(cyr1-, sxa2-, cpc2-) in Fig 2B, there appear to be discontinuities in the background image
when levels are adjusted. • In the JY1578(cyr1-, sxa2-, oe-cpc2+) panels shown in Fig 2C, when levels are adjusted it
appears that contrast levels differ between the cells and the background in the 0 hour, 8 hour
and 16 hour panels. There is also a rectangle in the 0h panel and an area where background
appears discontinuous with surrounding area in the 8h panel. • In Fig 5B, the image for JY948(cyr1-, sxa2-, pmp1-) appears to have different contrast levels
between the cells and surrounding background. • The image for strain JY1716(sxa2-, pmp1-) in Fig 5B shows a strong similarity to the 16h
panel in Fig 2C for strain JY1711(sxa2-,oe-cpc2+). • The image for strain JY710(sxa2-, pyp2-) in Fig 5D shows a strong similarity to the panel in
Fig 1C for strain JY1711(sxa2-,oe-cpc2+). a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 The authors are unable to clarify the concerns raised about background irregularities in Fig
2A–2C but acknowledge the apparent discontinuities. The authors noted that in preparing Fig
2C the cell images were mounted on black backgrounds and a cell which was out of focus in
the 0h panel was covered with an overlying rectangle. According to the authors, except for this
instance, no cells were obscured or cropped out of the images. In the updated figure, the panels
in question in Fig 2C have been replaced with alternative images from the original experi-
ments; Fig 2A and 2B are unchanged. The underlying raw image for Fig 2A, JY546(cyr1-,
sxa2-), 16h panel is provided in S1 File. PLOS ONE | https://doi.org/10.1371/journal.pone.0225013
November 25, 2019 Fig 2. Cpc2p has profound morphological effects upon pheromone-stimulated cells. The strains (A) JY448 (h−,
sxa2−) and JY546 (h−, cyr1−, sxa2>lacZ); (B) JY1712 (h−, sxa2−, cpc2−) and JY1628 (h−, cyr1−, sxa2>lacZ, cpc2−); (C)
JY1711 (h−, sxa2−+oe-cpc2+), JY1578 (h−, cyr1−, sxa2>lacZ+oe-cpc2+), were grown to mid-exponential phase over 32
h in minimal media. Cells were then imaged using bright field microscopy on pads containing 10 μM of pheromone
(see methods). Cells were also stained with calcofluor white (lower panels A-C) to visualize septation. Scale bars 10 μm.
Prolonged exposure to pheromone for cells overexpressing Cpc2p (oe-cpc2+) results in multiple projection tips and a
failure to undergo cytokinesis. Cells lacking Cpc2p fail to generate the classical shmoo formation as observed for
control cells. Published: November 25, 2019 Copyright: © 2019 The PLOS ONE Editors. This is
an open access article distributed under the terms
of the Creative Commons Attribution License,
which permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Original data are no longer available for the other figure panels discussed above and other
results reported in the article. Due to the nature and extent of image issues and lack of underlying
image data for the figures in question, the PLOS ONE Editors issue this Expression of Concern. Some of the above concerns were raised in 2014. The PLOS ONE Editors apologize for our
delay in resolving this matter and thank the authors for replying promptly to journal queries. PLOS ONE | https://doi.org/10.1371/journal.pone.0225013
November 25, 2019 1 / 5 2 / 5 PLOS ONE | https://doi.org/10.1371/journal.pone.0225013
November 25, 2019 Fig 2. Cpc2p has profound morphological effects upon pheromone-stimulated cells. The strains (A) JY448 (h−,
sxa2−) and JY546 (h−, cyr1−, sxa2>lacZ); (B) JY1712 (h−, sxa2−, cpc2−) and JY1628 (h−, cyr1−, sxa2>lacZ, cpc2−); (C)
JY1711 (h−, sxa2−+oe-cpc2+), JY1578 (h−, cyr1−, sxa2>lacZ+oe-cpc2+), were grown to mid-exponential phase over 32
h in minimal media. Cells were then imaged using bright field microscopy on pads containing 10 μM of pheromone
(see methods). Cells were also stained with calcofluor white (lower panels A-C) to visualize septation. Scale bars 10 μm. Prolonged exposure to pheromone for cells overexpressing Cpc2p (oe-cpc2+) results in multiple projection tips and a
failure to undergo cytokinesis. Cells lacking Cpc2p fail to generate the classical shmoo formation as observed for
control cells. Fig 2. Cpc2p has profound morphological effects upon pheromone-stimulated cells. The strains (A) JY448 (h−,
sxa2−) and JY546 (h−, cyr1−, sxa2>lacZ); (B) JY1712 (h−, sxa2−, cpc2−) and JY1628 (h−, cyr1−, sxa2>lacZ, cpc2−); (C)
JY1711 (h−, sxa2−+oe-cpc2+), JY1578 (h−, cyr1−, sxa2>lacZ+oe-cpc2+), were grown to mid-exponential phase over 32
h in minimal media. Cells were then imaged using bright field microscopy on pads containing 10 μM of pheromone
(see methods). Cells were also stained with calcofluor white (lower panels A-C) to visualize septation. Scale bars 10 μm. Prolonged exposure to pheromone for cells overexpressing Cpc2p (oe-cpc2+) results in multiple projection tips and a
failure to undergo cytokinesis. Cells lacking Cpc2p fail to generate the classical shmoo formation as observed for
control cells. Supporting information S1 File. Underlying image for Fig 2A, JY546(cyr1-, sxa2-), 16h panel. (PDF) S2 File. Underlying image for Fig 5B, 1716(sxa2-, pmp1-) panel. (PDF) PLOS ONE | https://doi.org/10.1371/journal.pone.0225013
November 25, 2019 1.
Mos M, Esparza-Franco MA, Godfrey EL, Richardson K, Davey J, Ladds G (2013) The Role of the
RACK1 Ortholog Cpc2p in Modulating Pheromone-Induced Cell Cycle Arrest in Fission Yeast. PLoS
ONE 8(7): e65927. https://doi.org/10.1371/journal.pone.0065927 PMID: 23843946 Published: November 25, 2019 https://doi.org/10.1371/journal.pone.0225013.g001 3 / 5 ps://doi.org/10.1371/journal.pone.0225013
November 25, 2019
4 / PLOS ONE | https://doi.org/10.1371/journal.pone.0225013
November 25, 2019 4 / 5 Fig 5. Overexpression of Cpc2 in pheromone stimulated cells mimics prolonged pheromone stimulation. (A) Cell morphology and size,
at division (micrometers ± S.D.) for the strains JY1716 (h−, sxa2−, pmp1−) and JY948 (h−, cyr1−, sxa2>lacZ, pmp1−) grown in minimal
medium at 29˚C and stained with calcofluor white. (B) Strains from A strains were exposure to 10 μM of pheromone for 32 h and stained
with calcofluor white. (C) The percentage of cells containing a 1C content (arrested in G1) for the strains JY448, JY1716, JY546 and JY948 as
determined using flow cytometry. Cells lacking Pmp1p show a failure to exit from a G1 arrest analogous to strains where the cpc2 ORF has
been deleted. (D) Cell morphology and size, at division (micrometers ± S.D.) for strains JY710 (h−, sxa2−pyp2−) and JY1717 (h−, sxa2−,
pyp2−+oe-cpc2+) grown in minimal medium at 29˚C and stained with calcofluor white (top panel). Cell morphology and size at division
(micrometers ± S.D.) for the strains JY709 (h−, cyr1−, sxa2>lacZ, pyp2−) and JY1661 (h−, cyr1−, sxa2>lacZ, pyp2−+oe-cpc2+) grown in
minimal medium at 29˚C and stained with calcofluor white (bottom panel). (E) Numbers of non-septated, septated and multiple septa
containing cells for the strains JY448, JY1714, JY1715, JY546, JY987 and JY1661 were determined from 400 individual cells. Values shown
correspond to the percentages of the total population. Cells were stained with calcofluor white, to enable visualization of septum material. (F)
Pheromone-dependent transcription for the strains JY546, JY709, JY1661 and JY948 was determined using the sxa2>lacZ reporter. Cells
were stimulated with pheromone for 16 h in minimal media and assayed for β-galactosidase production using ONPG. Activity is expressed as
OD420 units per 106 cells. Values are means of triplicate determinations ± S.E.M. (G) The strains JY709 and JY1661 were grown in minimal
medium containing 10 μM of pheromone for the times indicated. Cells were harvested and fixed prior to staining with propidium iodide
prior to analysis using flow cytometry (see methods). The proportion of cells exhibiting 1C or 2C DNA content was determined using
FACSDiva v4.1 software for the assigned gates indicated by the blue and red shapes. (H) The percentage of cells containing a 1C content
(arrested in G1) as determined for the strains JY448, JY546, JY710, JY1717, JY709 and JY1661. https://doi.org/10.1371/journal.pone.0225013.g002 Reference 1. Mos M, Esparza-Franco MA, Godfrey EL, Richardson K, Davey J, Ladds G (2013) The Role of the
RACK1 Ortholog Cpc2p in Modulating Pheromone-Induced Cell Cycle Arrest in Fission Yeast. PLoS
ONE 8(7): e65927. https://doi.org/10.1371/journal.pone.0065927 PMID: 23843946 5 / 5
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Inform@Risk. The Development of a Prototype for an Integrated
Landslide Early Warning System in an Informal Settlement: the
Case of Bello Oriente in Medellín, Colombia
5 Christian Werthmann1, Marta Sapena2, Marlene Kühnl3, John Singer4, Carolina Garcia1, Bettina
Menschik5, Heike Schäfer1, Sebastian Schröck6, Lisa Seiler1, Kurosch Thuro5, Hannes Taubenböck2
1Leibniz Universität Hannover, Institut für Landschaftsarchitektur, Herrenhäuserstrasse 2a, 30419 Hannover, Germany
2Deutsches Zentrum für Luft- und Raumfahrt (DLR), Deutsches Fernerkundungsdatenzentrum (DFD), Münchner Str. 20, 82234 Wessling & Universität Würzburg, Institut für Geographie und Geologie, Am Hubland, 97074 Würzburg, Germany
10
3Company for Remote Sensing and Environmental Research (SLU), Kohlsteiner Str. 5, 81243 München, Germany
4AlpGeorisk, Lorenz-Hübner-Str. 15, 86609 Donauwörth, Germany
5Technische Universität München, Lehrstuhl für Ingenieurgeologie, Arcisstraße 21, 80333 München, Germany
6Technische Hochschule Deggendorf (THD), Technologie Campus Freyung (TCF), Institut für Angewandte Informatik, Grafenauerstr. 22, D-94078 Freyung, Germany
15
Correspondence to: Christian Werthmann (werthmann@ila.uni-hannover.de)
ORCID ID: 0000-0002-8275-1558 Correspondence to: Christian Werthmann (werthmann@ila.uni-hannover.de)
ORCID ID: 0000-0002-8275-1558 20
Abstract. The global number of vulnerable citizens in areas of landslide risk is expected to increase due to the twin forces of
climate change and growing urbanization. Self-constructed or informal settlements are, due to shortage of urban
land, frequently built in hazardous terrain such as landslide-prone slopes. They are characterized by high dynamics of growth,
simple construction methods, strong social dynamics, and are exposed to unsteady political approaches. Landslide Early 20 20
Abstract. The global number of vulnerable citizens in areas of landslide risk is expected to increase due to the twin forces of
climate change and growing urbanization. Self-constructed or informal settlements are, due to shortage of urban
land, frequently built in hazardous terrain such as landslide-prone slopes. They are characterized by high dynamics of growth,
simple construction methods, strong social dynamics, and are exposed to unsteady political approaches. Landslide Early 20
Abstract. The global number of vulnerable citizens in areas of landslide risk is expected to increase due to the twin forces of
climate change and growing urbanization. Self-constructed or informal settlements are, due to shortage of urban
land, frequently built in hazardous terrain such as landslide-prone slopes. They are characterized by high dynamics of growth,
simple construction methods, strong social dynamics, and are exposed to unsteady political approaches. Landslide Early Warning Systems (LEWS) can contribute to decrease their vulnerability, but precise, affordable and culturally integrated
25
LEWS need to be further developed. In this paper, we present a four-year living lab research project that aimed to design,
implement, and evaluate a LEWS in the neighborhood of Bello Oriente, located in the urban-rural border of Medellín,
Colombia. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Inform@Risk. The Development of a Prototype for an Integrated
Landslide Early Warning System in an Informal Settlement: the
Case of Bello Oriente in Medellín, Colombia
5 Its research team is composed of landscape architects, geo-engineers, remote sensing and geo-informatic experts. The research team collaborated with a multitude of stakeholders: civil society, private enterprises, non-governmental agencies Warning Systems (LEWS) can contribute to decrease their vulnerability, but precise, affordable and culturally integrated
25
LEWS need to be further developed. In this paper, we present a four-year living lab research project that aimed to design,
implement, and evaluate a LEWS in the neighborhood of Bello Oriente, located in the urban-rural border of Medellín,
Colombia. Its research team is composed of landscape architects, geo-engineers, remote sensing and geo-informatic experts. The research team collaborated with a multitude of stakeholders: civil society, private enterprises, non-governmental agencies and various branches of government. A prototypical LEWS has been designed, implemented and handed over to the
30
government. It has entered a test and calibration phase. First findings indicate that the integrative development of technical
aspects of a LEWS in informal settlements can be challenging, but manageable; whereas, the social and political support can
vary and be beyond the control of the designer. It can be concluded that a resilient LEWS for informal settlements has to
achieve sufficient social and technical redundancy to maintain basic functionality even in a reduced support scenario. and various branches of government. A prototypical LEWS has been designed, implemented and handed over to the
30
government. It has entered a test and calibration phase. First findings indicate that the integrative development of technical
aspects of a LEWS in informal settlements can be challenging, but manageable; whereas, the social and political support can
vary and be beyond the control of the designer. It can be concluded that a resilient LEWS for informal settlements has to
achieve sufficient social and technical redundancy to maintain basic functionality even in a reduced support scenario. and various branches of government. A prototypical LEWS has been designed, implemented and handed over to the
30
government. It has entered a test and calibration phase. First findings indicate that the integrative development of technical
aspects of a LEWS in informal settlements can be challenging, but manageable; whereas, the social and political support can
vary and be beyond the control of the designer. It can be concluded that a resilient LEWS for informal settlements has to
achieve sufficient social and technical redundancy to maintain basic functionality even in a reduced support scenario. Inform@Risk. The Development of a Prototype for an Integrated
Landslide Early Warning System in an Informal Settlement: the
Case of Bello Oriente in Medellín, Colombia
5 Keywords: landslides, early warning systems, risk, natural hazard, informal settlements, living lab
35 1 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 1 Introduction The global number of vulnerable people in areas of landslide risk is expected to increase due to the twin forces of climate
change (IPCC, 2023) and rising urbanization rates (Taubenböck et al., 2012). For example, in the Andes region, about 1.4
million households are exposed to natural hazards (Peduzzi et al., 2009; UN-Habitat, 2015; UN-Habitat, 2016). Citizens living
40
in informal settlements (neighborhoods that are constructed outside of governmental planning regulations) are
disproportionally affected. Alone in the Colombian city of Medellín, 81% of the 290,000 residents exposed to landslide hazard
dwell in substandard housing areas (Kühnl et al., 2021). And this is not only true for the Medellín example: Müller et al. (2020)
showed that informal settlers tend to settle or have to settle in highly exposed landslide-prone locations. This exposure follows The global number of vulnerable people in areas of landslide risk is expected to increase due to the twin forces of climate
change (IPCC, 2023) and rising urbanization rates (Taubenböck et al., 2012). For example, in the Andes region, about 1.4
million households are exposed to natural hazards (Peduzzi et al., 2009; UN-Habitat, 2015; UN-Habitat, 2016). Citizens living
40
in informal settlements (neighborhoods that are constructed outside of governmental planning regulations) are
disproportionally affected. Alone in the Colombian city of Medellín, 81% of the 290,000 residents exposed to landslide hazard
dwell in substandard housing areas (Kühnl et al., 2021). And this is not only true for the Medellín example: Müller et al. (2020)
showed that informal settlers tend to settle or have to settle in highly exposed landslide-prone locations. This exposure follows 40 the global trend of socioeconomically vulnerable populations being disproportionally affected by the effects of climate change. 45
Therefore, the sixth IPCC AR6 Synthesis Report (2023) stresses the urgency to prioritize issues of equity, climate justice,
social justice, and inclusion when it comes to mitigation and climate resilient development. The fundamental goal of risk reduction, as for example articulated in the Sendai Framework for Disaster Risk Reduction 2015-
2030 (UNISDR, 2015), is for instance to be achieved by means of EWSs, in our case against landslide hazards. This is a
50
scientific and technical challenge on the one hand and a social challenge on the other. 1 Introduction In this paper, the goals, the technical-
social challenges and experiences with the implementation of a LEWS are presented - a possible way between abstract goals
and local implementation in the field of risk reduction is to be shown. The city of Medellín was chosen as a case study, because
of a large number of residents (over 230,000) living in landslide-prone informal settlements (Kühnl et al., 2021), a pro-active 2030 (UNISDR, 2015), is for instance to be achieved by means of EWSs, in our case against landslide hazards. This is a
50
scientific and technical challenge on the one hand and a social challenge on the other. In this paper, the goals, the technical-
social challenges and experiences with the implementation of a LEWS are presented - a possible way between abstract goals
and local implementation in the field of risk reduction is to be shown. The city of Medellín was chosen as a case study, because
of a large number of residents (over 230,000) living in landslide-prone informal settlements (Kühnl et al., 2021), a pro-active 2030 (UNISDR, 2015), is for instance to be achieved by means of EWSs, in our case against landslide hazards. This is a
50
scientific and technical challenge on the one hand and a social challenge on the other. In this paper, the goals, the technical-
social challenges and experiences with the implementation of a LEWS are presented - a possible way between abstract goals
and local implementation in the field of risk reduction is to be shown. The city of Medellín was chosen as a case study, because
of a large number of residents (over 230,000) living in landslide-prone informal settlements (Kühnl et al., 2021), a pro-active government with a tracking history of innovative urban improvement (Drummond et al., 2012), and the existence of a unique
55
early warning agency in Latin America (SIATA: Sistema de Alerta Temprana del Valle de Aburrá). In Medellín, a resettlement
of citizens out of landslide hazard zones is infeasible given the large numbers of people at-risk and lack of urban land in low
hazard areas in the city. government with a tracking history of innovative urban improvement (Drummond et al., 2012), and the existence of a unique
55
early warning agency in Latin America (SIATA: Sistema de Alerta Temprana del Valle de Aburrá). 1 Introduction In Medellín, a resettlement
of citizens out of landslide hazard zones is infeasible given the large numbers of people at-risk and lack of urban land in low
hazard areas in the city. In cases where resettlement or landslide mitigation efforts are infeasible or only partially effective, Landslide Early Warning
60
Systems (LEWS) can decrease human vulnerability, especially in informal settlements characterized by informal governance,
insecure tenure, substandard housing and infrastructure conditions. This is one of the reasons why Early Warning Systems
(EWS) are considered key tools for reducing disaster risks and supporting climate adaptation (UNFCCC, 2022). Consequently,
several integrated LEWS have been implemented throughout the world in recent years (Fathani et al., 2016, Fathani et al., In cases where resettlement or landslide mitigation efforts are infeasible or only partially effective, Landslide Early Warning
60
Systems (LEWS) can decrease human vulnerability, especially in informal settlements characterized by informal governance,
insecure tenure, substandard housing and infrastructure conditions. This is one of the reasons why Early Warning Systems
(EWS) are considered key tools for reducing disaster risks and supporting climate adaptation (UNFCCC, 2022). Consequently,
several integrated LEWS have been implemented throughout the world in recent years (Fathani et al., 2016, Fathani et al., In cases where resettlement or landslide mitigation efforts are infeasible or only partially effective, Landslide Early Warning
60
Systems (LEWS) can decrease human vulnerability, especially in informal settlements characterized by informal governance,
insecure tenure, substandard housing and infrastructure conditions. This is one of the reasons why Early Warning Systems
(EWS) are considered key tools for reducing disaster risks and supporting climate adaptation (UNFCCC, 2022). Consequently,
several integrated LEWS have been implemented throughout the world in recent years (Fathani et al., 2016, Fathani et al., 2023; Peters et al., 2022). Based on these experiences the international standard ISO 22327 (2018), which provides a
65
framework for the implementation of community-based LEWS, has been developed. This general framework however needs
to be tailored to the specific situation of informal settlements. 2 2 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. The research project Inform@Risk sought to develop an integrated LEWS in informal settlements with a socio-technical
approach following a living lab approach. 1 Introduction As a learning and test case, an informal neighborhood exposed to landslides at the
70
fringes of the Colombian city of Medellín was selected. The goal was to develop an integrated LEWS that is 1) precise 2)
affordable 3) socially integrated 4) multi-sectoral 5) spatially integrated 6) multi-scalar and 7) replicable. In detail, these goals
mean: 1) precise
75
Existing LEWSs in the Andes region rely on calculated probabilities based on the amount of rainfall in relation to previous
events (Sirangelo and Versace, 1996; Segoni et al., 2009). In several cities, including Medellín, geosensors that allow a precise
monitoring of earth movements are placed in active mass movements (Michoud et al., 2013), especially in areas with critical
infrastructure. In contrast, we seek to develop a self-learning automatic monitoring system also in non-active mass movement
zones The system should consist of sensors monitoring soil movement and water pressure and use neuronal networks to
80 zones. The system should consist of sensors monitoring soil movement and water pressure, and use neuronal networks to
80
increase the specificity of warnings and warning times. 2) affordable
Precise landslide monitoring systems are available, but they can be cost-intensive. Therefore, the goal is to develop a LEWS
that increases affordability in materials, installation and maintenance using a cost-effective Internet of Things solution for the
85
sensor system (e.g. Prakasam et al., 2021; Esposito et al., 2022). 2) affordable
Precise landslide monitoring systems are available, but they can be cost-intensive. Therefore, the goal is to develop a LEWS
that increases affordability in materials, installation and maintenance using a cost-effective Internet of Things solution for the
85
sensor system (e.g. Prakasam et al., 2021; Esposito et al., 2022). )
Precise landslide monitoring systems are available, but they can be cost-intensive. Therefore, the goal is to develop a LEWS
that increases affordability in materials, installation and maintenance using a cost-effective Internet of Things solution for the
85
sensor system (e.g. Prakasam et al., 2021; Esposito et al., 2022). 3) socially integrated An integrated LEWS needs to be accepted, jointly developed with and supported by the residents of vulnerable areas (Baudoin
et al., 2016; Marchezini et al., 2018). Within the setting of the living lab, we seek to actively engage at-risk residents of the
90
informal settlement in the design of the LEWS and its training activities. 1 Introduction 7) replicable
Direct transference of a successful approach from one informal settlement to another can be counterproductive as individual
conditions in informal settlements do vary widely (Perlman, 2010). The gained knowledge in the development of the LEWS
15
should yield process knowledge (not what-to, but how-to) that can be adapted to other locations with similar challenges. )
p
Direct transference of a successful approach from one informal settlement to another can be counterproductive as individual
conditions in informal settlements do vary widely (Perlman, 2010). The gained knowledge in the development of the LEWS
115
should yield process knowledge (not what-to, but how-to) that can be adapted to other locations with similar challenges. as follows: In section 2 the methodology is introduced, followed in section 3 by findings that are considered preliminary as
120
the socio-technical LEWS is running in a test phase for a year now, but has to prove its durability over longer time periods. In
section 4 conclusions are drawn and section 5 ends this paper with a final statement. 1 Introduction An integrated LEWS needs to be accepted, jointly developed with and supported by the residents of vulnerable areas (Baudoin
et al., 2016; Marchezini et al., 2018). Within the setting of the living lab, we seek to actively engage at-risk residents of the
90
informal settlement in the design of the LEWS and its training activities. 4) multi-sectoral
An integrated LEWS relies on the successful collaboration of a variety of actors: residents, authorities, academic researchers, An integrated LEWS relies on the successful collaboration of a variety of actors: residents, authorities, academic researchers,
social organizations, entrepreneurs and non-governmental agencies (UNEP, 2012; García and Fearnley, 2012; Thapa and
95
Adhikari, 2019). Thus, the design seeks the eye-to-eye collaboration with the identified actors in order to develop a fully
integrated LEWS. It specifically tries to connect the civil society organizations and the residents of the informal neighborhood
with the responsible risk management authorities. social organizations, entrepreneurs and non-governmental agencies (UNEP, 2012; García and Fearnley, 2012; Thapa and
95
Adhikari, 2019). Thus, the design seeks the eye-to-eye collaboration with the identified actors in order to develop a fully
integrated LEWS. It specifically tries to connect the civil society organizations and the residents of the informal neighborhood
with the responsible risk management authorities. 5) socio-spatial integrated
100 3 3 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. The socio-spatial integration of a LEWS is especially relevant for informal neighborhoods characterized by strong social
dynamics and alternative governance models (Brillembourg et al., 2005; Padilla et al., 2009). The constructed technical
components of the LEWS should not be incomprehensible by solely installing foreign objects in the neighborhood, but should
through a co-creative development process be familiar and comprehensible to the residents, serve as a natural reminder of
landslide risk, increase the quality of public spaces in their daily use, the acceptance of the technical system and decrease
105
vandalism. The socio-spatial integration of a LEWS is especially relevant for informal neighborhoods characterized by strong social
dynamics and alternative governance models (Brillembourg et al., 2005; Padilla et al., 2009). 1 Introduction The constructed technical
components of the LEWS should not be incomprehensible by solely installing foreign objects in the neighborhood, but should
through a co-creative development process be familiar and comprehensible to the residents, serve as a natural reminder of landslide risk, increase the quality of public spaces in their daily use, the acceptance of the technical system and decrease
105
vandalism. 105 6) multi-scalar
The research aims to gain and connect the knowledge of risk management on the scale of the neighborhood, the district lev
and the whole city. The consideration of these three scales should combine the specific situation of the particular neighborhoo
110
with the more general situation of the district and the whole city. 7) replicable
Direct transference of a successful approach from one informal settlement to another can be counterproductive as individu
conditions in informal settlements do vary widely (Perlman, 2010). The gained knowledge in the development of the LEW
115
should yield process knowledge (not what-to, but how-to) that can be adapted to other locations with similar challenges. This paper aims to show one of many possible paths from global risk reduction goals to local implementation. It shows th
developed socio-technical implementation path and reflects on the experiences made. The remainder of this paper is organize
as follows: In section 2 the methodology is introduced, followed in section 3 by findings that are considered preliminary
120
the socio-technical LEWS is running in a test phase for a year now, but has to prove its durability over longer time periods. section 4 conclusions are drawn and section 5 ends this paper with a final statement. The research aims to gain and connect the knowledge of risk management on the scale of the neighborhood, the district level
and the whole city. The consideration of these three scales should combine the specific situation of the particular neighborhood
110
with the more general situation of the district and the whole city. The research aims to gain and connect the knowledge of risk management on the scale of the neighborhood, the district level
and the whole city. The consideration of these three scales should combine the specific situation of the particular neighborhood
110
with the more general situation of the district and the whole city. 2 Methodology and Process The living lab approach in this study integrates the following basic stakeholders: 1) scientific institutions, 2) residents, 3)
140
governmental agencies, 4) local civil-society and non-governmental organizations (CBO’s and NGO’s) and 5) private
companies (Fig. 1). 5
Figure 1. Capacities of actors in the living lab approach. The living lab was structured into three phases: 1) investigation, 2) transformation and 3) implementation (Fig. 2). In order
45
gain an understanding of the goals of the actors, the instruments of action, the technical, social and political preconditions
well as the interfaces between the multi- and transdisciplinary actors, intensive communication is required. Throughou
monthly meetings of all stakeholders in Medellín, quarterly progress meetings of the scientific teams, as well
numerous workshops with residents and local experts were held. Extensive field work was pursued in form of physic Figure 1. Capacities of actors in the living lab approach. 2 Methodology and Process The research project follows a living lab methodology, which has been applied in many d The research project follows a living lab methodology, which has been applied in many different research contexts, but has
internationally gained increasing relevance for research in the sustainable transformation of cities (Hossain et al., 2019; von
125
Wirth et al., 2019). As the profound understanding of complex socio-technical processes plays a key role, the living lab
methodology has been chosen for the development of an integrated LEWS in an informal settlement. There is no uniform definition of living labs, because all have different goals and ways of working. However, a common
characteristic is the horizontal partnership between scientists, various institutions and citizens, working together in a bounded
130
space for intentional collaborative experience for a study case (Voytenco et al., 2015). Living Labs promise to produce a
broader diversity of solutions as unexpected results are integral to the method (Schneidewind, 2014). Thereby, the living lab characteristic is the horizontal partnership between scientists, various institutions and citizens, working together in a bounded
130
space for intentional collaborative experience for a study case (Voytenco et al., 2015). Living Labs promise to produce a
broader diversity of solutions as unexpected results are integral to the method (Schneidewind, 2014). Thereby, the living lab 4 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. methodology is understood as a learning process, where all stakeholders are actively involved from the initial stage to jointly
identify challenges and different mind-sets. Transformation can be co-created and prototypes can be developed, which are then
tested and improved in a real live environment. While the methodology can produce tailored innovation for social systems and
135
governmental structures (Yasuoka et al., 2018), the transferability of its gained knowledge is context specific and varies. The
more the living lab is dependent from its specific physical, social and political context, the lesser are its results transferable. In
some cases, only patterns that might serve as useful guides for similar cases can be deduced (Schneidewind, 2014). The living lab approach in this study integrates the following basic stakeholders: 1) scientific institutions, 2) residents, 3)
140
governmental agencies, 4) local civil-society and non-governmental organizations (CBO’s and NGO’s) and 5) private
companies (Fig. 1). Figure 1. Capacities of actors in the living lab approach. 5
The living lab was structured into three phases: 1) investigation, 2) transformation and 3) implementation (Fig. 2). In order to
145
gain an understanding of the goals of the actors, the instruments of action, the technical, social and political preconditions as
well as the interfaces between the multi- and transdisciplinary actors, intensive communication is required. Throughout,
monthly meetings of all stakeholders in Medellín, quarterly progress meetings of the scientific teams, as well as
numerous workshops with residents and local experts were held. Extensive field work was pursued in form of physical, 5
The living lab was structured into three phases: 1) investigation, 2) transformation and 3) implementation (Fig. 2). In order to
145
gain an understanding of the goals of the actors, the instruments of action, the technical, social and political preconditions as
well as the interfaces between the multi- and transdisciplinary actors, intensive communication is required. Throughout,
monthly meetings of all stakeholders in Medellín, quarterly progress meetings of the scientific teams, as well as
numerous workshops with residents and local experts were held. Extensive field work was pursued in form of physical, 5 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. geological and geo-electric surveys, drillings, drone flights, community and expert workshops, meetings, interviews,
150
questionnaires and two representative surveys. External as internal events shaped the individual outcome of the study. Figure
2 gives a detailed overview of the research process in chronological order. Figure 2. Time line of the living lab approach in relation to external and internal events that impacted the research. 5 Figure 2. Time line of the living lab approach in relation to external and internal events that impacted the research. 155 Figure 2. Time line of the living lab approach in relation to external and internal events that impacted the research. 155
In the first investigative phase, hazard and vulnerability assessments to landslides were conducted on the city, district and
neighborhood level of Medellín. For the selection of a pilot-neighborhood, 16 informal settlements with high landslide risk
were examined based on 20 qualitative and quantitative technical, social and administrative parameters, such as risk, type of
past mass movements or willingness of the community to participate. Finally, the informal neighborhood of Bello Oriente on
the northeastern fringe of Medellín (Fig 3) was selected as case study based on several factors being the four most critical:
160 Figure 2. Figure 1. Capacities of actors in the living lab approach. Time line of the living lab approach in relation to external and internal events that impacted the research. 155
In the first investigative phase, hazard and vulnerability assessments to landslides were conducted on the city, district and
neighborhood level of Medellín. For the selection of a pilot-neighborhood, 16 informal settlements with high landslide risk
were examined based on 20 qualitative and quantitative technical, social and administrative parameters, such as risk, type of
past mass movements or willingness of the community to participate. Finally, the informal neighborhood of Bello Oriente on
the northeastern fringe of Medellín (Fig. 3) was selected as case study based on several factors, being the four most critical:
160 Figure 2. Time line of the living lab approach in relation to external and internal events that impacted the research. 155
In the first investigative phase, hazard and vulnerability assessments to landslides were conducted on the city, district and
neighborhood level of Medellín. For the selection of a pilot-neighborhood, 16 informal settlements with high landslide risk
were examined based on 20 qualitative and quantitative technical, social and administrative parameters, such as risk, type of
past mass movements or willingness of the community to participate. Finally, the informal neighborhood of Bello Oriente on the northeastern fringe of Medellín (Fig. 3) was selected as case study based on several factors, being the four most critic
160 1. landslides have recently occurred in the neighborhood with a consequent risk awareness of the population
2. the community voluntarily embraces the pilot project 1. landslides have recently occurred in the neighborhood with a consequent risk awareness of 1. landslides have recently occurred in the neighborhood with a consequent risk awareness of the population
2. the community voluntarily embraces the pilot project 6 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3. the community is well organized and has experience in working with non-profit organizations
4. field work can be performed in an acceptably safe environment 3. the community is well organized and has experience in working with non-profit organizations 165 Figure 3 illustrates the pilot-neighborhood. It shows the steep terrain in the upper reaches of Bello Oriente as well as the
location of buildings and their usages as recorded based on drone data. 170
Figure 3. 3D model of Bello Oriente based on a 2021 drone flight. Figure 1. Capacities of actors in the living lab approach. The second transformative phase was characterized by the design of the LEWS and its subsequent installation in Bello Oriente. A two-pronged approach of landslide monitoring by a technical sensor system and residents was developed leading to multiple
warning and dissemination options that will be explained in more detail later (Fig. 4). In general, both warning chains report
to the risk management authority of the city of Medellín. There, the information is processed to different warning types and
175 170 Figure 3. 3D model of Bello Oriente based on a 2021 drone flight. The second transformative phase was characterized by the design of the LEWS and its subsequent The second transformative phase was characterized by the design of the LEWS and its subsequent installation in Bello Oriente. A two-pronged approach of landslide monitoring by a technical sensor system and residents was developed leading to multiple
warning and dissemination options that will be explained in more detail later (Fig. 4). In general, both warning chains report
to the risk management authority of the city of Medellín. There, the information is processed to different warning types and
75
communicated via various channels. p
y
g
q
A two-pronged approach of landslide monitoring by a technical sensor system and residents was developed leading to multiple
warning and dissemination options that will be explained in more detail later (Fig. 4). In general, both warning chains report to the risk management authority of the city of Medellín. There, the information is processed to different warning types and
175
communicated via various channels. 7 Figure 4. Landslide monitoring and warning design. The implementation, the third phase, was characterized by community training and technical improvement. It concluded with
0
the handover of a preliminary and prototypical LEWS to the disaster risk management authorities of Medellín at the end of
2022. After the handover, a reduced research team continues in 2023 with the calibration of the sensor components and the
further development of a mobile application as part of a one-year test and training phase to include the prototype into the
disaster risk management practices of the municipality and further evaluate its usefulness. Figure 4. Landslide monitoring and warning design. Figure 4. Landslide monitoring and warning design. The implementation, the third phase, was characterized by community training and technical improvement. It concluded with
180
the handover of a preliminary and prototypical LEWS to the disaster risk management authorities of Medellín at the end of
2022. After the handover, a reduced research team continues in 2023 with the calibration of the sensor components and the
further development of a mobile application as part of a one-year test and training phase to include the prototype into the
disaster risk management practices of the municipality and further evaluate its usefulness. The implementation, the third phase, was characterized by community training and technical improvement. It concluded with
180
the handover of a preliminary and prototypical LEWS to the disaster risk management authorities of Medellín at the end of
2022. After the handover, a reduced research team continues in 2023 with the calibration of the sensor components and the
further development of a mobile application as part of a one-year test and training phase to include the prototype into the
disaster risk management practices of the municipality and further evaluate its usefulness. 8 8 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.1.1 Landslide Risk at City Scale The city of Medellín is located in the Aburrá valley with steep slopes on both sides. By combining heterogeneous geodata
sources - official geodata of the city and remote sensing - it becomes possible to map and analyze both, the topography and the exposed landslide zones as well as the settlement structures, their development, and the amount of people living in specific
190
parts of the city. This topographical situation in combination with heavy rain fall events and the increasing population numbers
makes many of the 2.32 million inhabitants of Medellín exposed to landslide hazards due to their residential location. On the
one hand, the available landslide hazard map (Plan de ordenamiento territorial, POT 2014), which includes the zoning of
landslide hazards (Alcaldía de Medellín, 2014), was used to map landslide susceptibility areas across entire Medellín. These the exposed landslide zones as well as the settlement structures, their development, and the amount of people living in specific
190
parts of the city. This topographical situation in combination with heavy rain fall events and the increasing population numbers
makes many of the 2.32 million inhabitants of Medellín exposed to landslide hazards due to their residential location. On the
one hand, the available landslide hazard map (Plan de ordenamiento territorial, POT 2014), which includes the zoning of
landslide hazards (Alcaldía de Medellín, 2014), was used to map landslide susceptibility areas across entire Medellín. These are areas of slopes mostly steeper than 17° predominantly formed by debris flow deposits and Medellín Dunite. On the other
195
hand, census data from 2018 was used for a very-high-resolution disaggregation of the population on a three-dimensional
building model (cf. for methodological details, see Sapena et al., 2022). Beyond, the building morphologies and patterns were
used to assess the character of the neighborhood into precarious or non-precarious settlements (Kühnl et al., 2021) – a physical
approach that is capable to proxy the social group of deprived populations to a certain degree (Wurm and Taubenböck, 2018). are areas of slopes mostly steeper than 17° predominantly formed by debris flow deposits and Medellín Dunite. On the other
195
hand, census data from 2018 was used for a very-high-resolution disaggregation of the population on a three-dimensional
building model (cf. for methodological details, see Sapena et al., 2022). 3.1.1 Landslide Risk at City Scale Beyond, the building morphologies and patterns were
used to assess the character of the neighborhood into precarious or non-precarious settlements (Kühnl et al., 2021) – a physical
approach that is capable to proxy the social group of deprived populations to a certain degree (Wurm and Taubenböck, 2018). are areas of slopes mostly steeper than 17° predominantly formed by debris flow deposits and Medellín Dunite. On the other
195
hand, census data from 2018 was used for a very-high-resolution disaggregation of the population on a three-dimensional
building model (cf. for methodological details, see Sapena et al., 2022). Beyond, the building morphologies and patterns were
used to assess the character of the neighborhood into precarious or non-precarious settlements (Kühnl et al., 2021) – a physical
approach that is capable to proxy the social group of deprived populations to a certain degree (Wurm and Taubenböck, 2018). Various characteristics such as small building sizes, low building heights, complex, dense and organic patterns were used for
200
classification of precarious settlements (see Kühnl et al., 2021; Taubenböck et al., 2018). Lastly, medium and high-resolution
satellite data was used to monitor the development of Medellín and with it the increase of landslide exposure figures. Overall,
more than 87,000 inhabitants (about 4%) were found to live in high risk landslide hazard zones in Medellín. Interestingly, around 70,000 of them are precarious dwellers (Fig. 5). This reveals inequality for this social group due to Various characteristics such as small building sizes, low building heights, complex, dense and organic patterns were used for
200
classification of precarious settlements (see Kühnl et al., 2021; Taubenböck et al., 2018). Lastly, medium and high-resolution
satellite data was used to monitor the development of Medellín and with it the increase of landslide exposure figures. Overall,
more than 87,000 inhabitants (about 4%) were found to live in high risk landslide hazard zones in Medellín. Interestingly, around 70,000 of them are precarious dwellers (Fig. 5). This reveals inequality for this social group due to residential locations, as for the entire city only 38% of the population are classified precarious, while in landslide prone areas
205
it is more than 80%. These findings are particularly relevant since we measured an annual growth of 150 built-up hectares per
year since 2016, mainly taking place in precarious neighborhoods, which resulted in an increase of 1% of exposed areas in a
period of only five years. 3.1.1 Landslide Risk at City Scale residential locations, as for the entire city only 38% of the population are classified precarious, while in landslide prone areas
205
it is more than 80%. These findings are particularly relevant since we measured an annual growth of 150 built-up hectares per
year since 2016, mainly taking place in precarious neighborhoods, which resulted in an increase of 1% of exposed areas in a
period of only five years. 9 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 5. Exposure of built-up areas in Medellin with the location of precarious settlements (in yellow), as well as areas at high ris
10
of landslides (in red). In the background, a hill shade map displays the topography. Using remote sensing methods, census, and official data sets, it thus becomes possible to locate landslide-exposed areas an Figure 5. Exposure of built-up areas in Medellin with the location of precarious settlements (in yellow), as well as areas at high risk
210
of landslides (in red). In the background, a hill shade map displays the topography. Using remote sensing methods, census, and official data sets, it thus becomes possible to locate landslide-exposed areas and
quantify the exposed population and social groups. This large-scale approach allows for an approximation, but locally very
specific conditions arise, for which higher resolutions of data are needed. Figure 5. Exposure of built-up areas in Medellin with the location of precarious settlements (in yellow), as well as areas at high risk
210
of landslides (in red). In the background, a hill shade map displays the topography. Figure 5. Exposure of built-up areas in Medellin with the location of precarious settlements (in yellow), as well as areas at high risk
210
of landslides (in red). In the background, a hill shade map displays the topography. Using remote sensing methods, census, and official data sets, it thus becomes possible to locate landslide-exposed areas and
quantify the exposed population and social groups. This large-scale approach allows for an approximation, but locally very
specific conditions arise, for which higher resolutions of data are needed. 10 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.1.2 Landslide Hazard at Pilot-Neighborhood The official data used in the city-wide analysis are highly relevant; however, their aggregated The official data used in the city-wide analysis are highly relevant; however, their aggregated information often does not satisfy
the local specifics, thus a higher level of spatial and thematic detail and accuracy is required. This can be achieved by field
220
investigations. A detailed geological map of Bello Oriente and its vicinity has firstly been generated in 2020 and was re-
evaluated in 2022. Additionally, several electrical resistivity tomography (ERT) profiles as well as four exploratory drillings
were conducted to achieve a better understanding of the geological conditions. As Fig. 6 shows, a major part of the pilot-
neighborhood is composed of colluvium material (green and turquoise colors), which is prone to landslide activity. The bedrock the local specifics, thus a higher level of spatial and thematic detail and accuracy is required. This can be achieved by field
220
investigations. A detailed geological map of Bello Oriente and its vicinity has firstly been generated in 2020 and was re-
evaluated in 2022. Additionally, several electrical resistivity tomography (ERT) profiles as well as four exploratory drillings
were conducted to achieve a better understanding of the geological conditions. As Fig. 6 shows, a major part of the pilot-
neighborhood is composed of colluvium material (green and turquoise colors), which is prone to landslide activity. The bedrock consists of the Medellín Dunite Formation. Parts of the rock mass which are in-situ weathered and not dislocated due to
225
landslide processes can be named as Saprolite. According to earlier studies (Tobón-Hincapié et al., 2011) and as was confirmed
by the geological investigations carried out in this project, the Medellín Dunite shows signs of so called pseudokarst processes. The dissolution processes taking place in the rock mass go back to weathering, generating a strongly indented relief of dunite
top, caves and joints filled with clay material of up to 1.0 m width, which reach a depth of up to about 60 m (Rendón-Giraldo, consists of the Medellín Dunite Formation. Parts of the rock mass which are in-situ weathered and not dislocated due to
225
landslide processes can be named as Saprolite. According to earlier studies (Tobón-Hincapié et al., 2011) and as was confirmed
by the geological investigations carried out in this project, the Medellín Dunite shows signs of so called pseudokarst processes. 3.1.2 Landslide Hazard at Pilot-Neighborhood The dissolution processes taking place in the rock mass go back to weathering, generating a strongly indented relief of dunite
top, caves and joints filled with clay material of up to 1.0 m width, which reach a depth of up to about 60 m (Rendón-Giraldo,
2020; Breuninger et al 2021)
230 11 11 Figure 6. Geological Map of the pilot-neighborhood. The major part above the settlement of Bello Oriente is composed of colluvium
material (green and turquoise colors), which is prone to landslides (Breuninger et al., 2021). https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 6. Geological Map of the pilot-neighborhood. The major part above the settlement of Bello Oriente is composed of colluvium
material (green and turquoise colors), which is prone to landslides (Breuninger et al., 2021). The combination of weathering processes and tectonics has a major influence on the landslide haz 7 shows the tectonic setting of Bello Oriente and its near vicinity. The map was compiled by combining the results of hillshade
235
analyses and structural information collected during detailed field investigations and scanline analyses. The orange-colored
joints (E-W strike) belong to a fault system which, based on the ERT profiles, seems to create a graben-structure in the region
between the drillings B2 and A1. Due to this graben-structure, a slight increase in the colluvium thickness (up to 10 m) at the
center of this structure can be recognized. The green-colored joint set (NNE-SSW strike) is oriented roughly perpendicular to 7 shows the tectonic setting of Bello Oriente and its near vicinity. The map was compiled by combining the results of hillshade
235
analyses and structural information collected during detailed field investigations and scanline analyses. The orange-colored
joints (E-W strike) belong to a fault system which, based on the ERT profiles, seems to create a graben-structure in the region
between the drillings B2 and A1. Due to this graben-structure, a slight increase in the colluvium thickness (up to 10 m) at the
center of this structure can be recognized. The green-colored joint set (NNE-SSW strike) is oriented roughly perpendicular to the E-W striking fault set and runs nearly parallel to the slope. 3.1.2 Landslide Hazard at Pilot-Neighborhood This joint set could promote landslides as it might act as a zone
240
of weakness in the rock mass, favoring water infiltration and possibly back scarps. the E-W striking fault set and runs nearly parallel to the slope. This joint set could promote landslides as it might act as a zone
240
of weakness in the rock mass, favoring water infiltration and possibly back scarps. 12 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 7. Tectonic map at the neighborhood scale of Bello Oriente. The E-W as well as the NNE-SSW striking fault systems ar
suggested to influence the rock mass mechanics and thus the landslide hazard in the current project area. Figure 7. Tectonic map at the neighborhood scale of Bello Oriente. The E-W as well as the NNE-SSW striking fault systems are
suggested to influence the rock mass mechanics and thus the landslide hazard in the current project area. Figure 7. Tectonic map at the neighborhood scale of Bello Oriente. The E-W as well as the NNE-SSW striking fault systems are
suggested to influence the rock mass mechanics and thus the landslide hazard in the current project area. Figure 7. Tectonic map at the neighborhood scale of Bello Oriente. The E-W as well as the NNE-SSW striking fault systems are
suggested to influence the rock mass mechanics and thus the landslide hazard in the current project area. The most relevant landslide process has been identified as rotational slides of different sizes in the soil cover above the dunite. 245
Thereby in general, the depth of the soil cover controls the size of the probable landslide events. As rainfall is the most
important trigger for landslides in the region, the hydrogeological conditions are key to understand where future landslides are
likely to occur. Due to the high heterogeneity of the subsurface it however is impossible to gain detailed local knowledge of
the subsurface water flow. The most relevant landslide process has been identified as rotational slides of different sizes in the soil cover above the dunite. 245
Thereby in general, the depth of the soil cover controls the size of the probable landslide events. As rainfall is the most
important trigger for landslides in the region, the hydrogeological conditions are key to understand where future landslides are
likely to occur. 250
The hazard map for Bello Oriente was established by combining the information of the geological investigation with mapped
landslide processes on-site and the recognized events of the SIMMA database, which contains landslide events in the Aburrá
Valley, classified according to their type of process, their location, and the event date. The analysis showed, that the frequency
- magnitude distribution of landslides in the region of Bello Oriente can be characterized by three scenarios:
255 3.1.2 Landslide Hazard at Pilot-Neighborhood Due to the high heterogeneity of the subsurface it however is impossible to gain detailed local knowledge of
the subsurface water flow. The most relevant landslide process has been identified as rotational slides of different sizes in the soil cover above the dunite. 245
Thereby in general, the depth of the soil cover controls the size of the probable landslide events. As rainfall is the most
important trigger for landslides in the region, the hydrogeological conditions are key to understand where future landslides are
likely to occur. Due to the high heterogeneity of the subsurface it however is impossible to gain detailed local knowledge of
the subsurface water flow. 250
The hazard map for Bello Oriente was established by combining the information of the geological investigation with mapped
landslide processes on-site and the recognized events of the SIMMA database, which contains landslide events in the Aburrá
Valley, classified according to their type of process, their location, and the event date. The analysis showed, that the frequency
- magnitude distribution of landslides in the region of Bello Oriente can be characterized by three scenarios:
255 250 13 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. •
small landslides (annuality of 30 years), an area of up to 4000 m2 and a depth of 5-10 m,
•
medium landslides (annuality of 100 years) with areas of 4000-15000 m2 and depths of 20-30 m and
•
large landslides (annuality of 300 years or more) with areas of more than 100000 m2 and depths of up to 30 m. The areas, where these scenarios might occur within the project area were determined based on the existing landslide
260
phenomena, information of the soil cover thickness and a critical slope angle for landslides. The latter was determined by 2D
limit equilibrium analyses using the code SLIDE-2D (Rocscience) and shear tests on soil samples. Both indicate that the critical
slope angle for landslides varies between 22° and 24° depending on the water saturation. Using the “Fahrböschung” approach
with an approximated worst-case runout angle of 20°, the potential runout of the landslides was estimated. The areas, where these scenarios might occur within the project area were determined based on the existing landslide
260
phenomena, information of the soil cover thickness and a critical slope angle for landslides. •
small landslides (annuality of 30 years), an area of up to 4000 m2 and a depth of 5-10 m,
•
medium landslides (annuality of 100 years) with areas of 4000-15000 m2 and depths of 20-30 m and
•
large landslides (annuality of 300 years or more) with areas of more than 100000 m2 and depths of up to 30 m. 3.1.2 Landslide Hazard at Pilot-Neighborhood The grey shaded overlays represent
landslides, which were mapped in the field and are suggested to belong to the 30-year event-category. It was estimated that 72% of the population of the pilot-neighborhood are exposed to some landslide hazard. This finding
280
roughly correlates with the hazard perception of the residents of Bello Oriente. In a representative survey in 2020 (259
participants) over 60% of the interviewees rated the likelihood of a landslide nearby their home as high to very high and 65%
of participants were very concerned about it. It was estimated that 72% of the population of the pilot-neighborhood are exposed to some landslide hazard. This finding
280
roughly correlates with the hazard perception of the residents of Bello Oriente. In a representative survey in 2020 (259
participants) over 60% of the interviewees rated the likelihood of a landslide nearby their home as high to very high and 65%
of participants were very concerned about it. 3.1.2 Landslide Hazard at Pilot-Neighborhood The latter was determined by 2D
limit equilibrium analyses using the code SLIDE-2D (Rocscience) and shear tests on soil samples. Both indicate that the critical
slope angle for landslides varies between 22° and 24° depending on the water saturation. Using the “Fahrböschung” approach
with an approximated worst-case runout angle of 20°, the potential runout of the landslides was estimated. Figure 8 shows the hazard map for the most frequent 30-year event. The map contains not only the information about the
hazard and the run-out area, but also the location and dimensions of the mapped landslides in Bello Oriente. Figure 8 shows the hazard map for the most frequent 30-year event. The map contains not only the information about the
hazard and the run-out area, but also the location and dimensions of the mapped landslides in Bello Oriente. The local-level analysis revealed a high vulnerability in Bello Oriente, particularly in the LEWS pilot-
neighborhood (38ha), where 49% of the roughly 4,600 residents (in 2021) live in an area with a “high” landslide hazard, 23 %
270
in the “residual hazard” area and 28 % in an area, where up to now no landslide risk could be detected (Table 1) Landslide Hazard
Number of buildings
Population (%)
category “high”
680
49
category “residual”
258
23
no hazard/risk
347
28 Table 1: Statistics summary of the vulnerability analysis for the LEWS pilot-neighborhood including the exposed buildings and the
population in %. 275 Table 1: Statistics summary of the vulnerability analysis for the LEWS pilot-neighborhood including the exposed buildings and the
population in %. 275 275 14 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 8. Hazard map (30-year event) of Bello Oriente and its vicinity at the neighborhood scale. The orange area marks the hazard
area, where scarps could occur, the red shaded area represents the potential runout areas. The grey shaded overlays represent
landslides, which were mapped in the field and are suggested to belong to the 30-year event-category. Figure 8. Hazard map (30-year event) of Bello Oriente and its vicinity at the neighborhood scale. The orange area marks the hazard
area, where scarps could occur, the red shaded area represents the potential runout areas. 3.2 Landslide Monitoring While the results of the detailed landslide hazard and risk analysis characterizes the causes for likelihood of initiation and the
285
effect of a landslide at any point in the area of the test-site, they do not allow to make a prediction where and when the next
landslide will occur. To achieve this, the slope needs to be continuously monitored. Two complementary monitoring concepts
were pursued in the living lab approach: automatic sensor-based monitoring and manual community monitoring. While the results of the detailed landslide hazard and risk analysis characterizes the causes for likelihood of initiation and the
285
effect of a landslide at any point in the area of the test-site, they do not allow to make a prediction where and when the next
landslide will occur. To achieve this, the slope needs to be continuously monitored. Two complementary monitoring concepts
were pursued in the living lab approach: automatic sensor-based monitoring and manual community monitoring. 15 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.2.1 Automatic Sensor-Based Monitoring While the CSM and wire-exten-
305
someter systems provide continuous, spatially highly resolved deformation observations along measurement profiles, the
wireless sensor nodes add punctual observations of deformation and triggering mechanisms based on the integrated MEMS
sensors and other external geotechnical and hydrological sensors (e.g. piezometers). implemented in Bello Oriente (check Fig. A1, Gamperl et al., 2021; Gamperl et al., 2023). While the CSM and wire-exten-
305
someter systems provide continuous, spatially highly resolved deformation observations along measurement profiles, the
wireless sensor nodes add punctual observations of deformation and triggering mechanisms based on the integrated MEMS
sensors and other external geotechnical and hydrological sensors (e.g. piezometers). The Measurement Nodes (Fig. 9a and b) are based on a newly developed sensor PCB and the Arduino MKR1310
310
microcontroller, which provides a LoRa® (Long Range) radio transmission link. The new LoRa® wireless technology allows
the transmission of small data packets across large distances of several kilometers while only requiring very little power. This
makes the development of sensor networks possible, which can be distributed in a wide area with little additional infrastructure
required. The nodes can be operated with six standard AA batteries for a very long period (up to about 2 years) and by using The Measurement Nodes (Fig. 9a and b) are based on a newly developed sensor PCB and the Arduino MKR1310
310
microcontroller, which provides a LoRa® (Long Range) radio transmission link. The new LoRa® wireless technology allows
the transmission of small data packets across large distances of several kilometers while only requiring very little power. This
makes the development of sensor networks possible, which can be distributed in a wide area with little additional infrastructure
required. The nodes can be operated with six standard AA batteries for a very long period (up to about 2 years) and by using The Measurement Nodes (Fig. 9a and b) are based on a newly developed sensor PCB and the Arduino MKR1310
310
microcontroller, which provides a LoRa® (Long Range) radio transmission link. The new LoRa® wireless technology allows
the transmission of small data packets across large distances of several kilometers while only requiring very little power. This
makes the development of sensor networks possible, which can be distributed in a wide area with little additional infrastructure
required. 3.2.1 Automatic Sensor-Based Monitoring The general concept of the sensor-based monitoring system is to predict the future behavior of the observed landslide prone
290
area. This is achieved based on detailed hydrogeological and geotechnical models, which have been calibrated by observational
data from hydrogeological field tests, geotechnical laboratory tests and a dense low-cost geosensor network. By including the
triggering process in the models (e.g. intense precipitation leading to high ground water levels), it is feasible to issue first
general notifications several days to hours in advance of a critical phase concerning the stability of the slope. When the onset of slow, but increasing movement is detected, spatially precise early warnings can be issued. In case of further or sudden strong
295
acceleration of the slope, (evacuation-)alarms can be disseminated at least hours to minutes prior to a catastrophic event,
allowing people to leave the endangered area in time. of slow, but increasing movement is detected, spatially precise early warnings can be issued. In case of further or sudden strong
295
acceleration of the slope, (evacuation-)alarms can be disseminated at least hours to minutes prior to a catastrophic event,
allowing people to leave the endangered area in time. In order to reliably detect the initiation of landslides – especially in the “small” scenario within a 30-years repeat period
described above (rotational slides, usually 10–100 m wide) – without previous knowledge of the exact location, area-wide
300
spatially and temporally highly resolved and accurate deformation observations are required. To achieve this high measure-
ment density at an affordable cost, a new geosensor network consisting of a combination of horizontally installed Continuous
Shear Monitor (CSM) (Singer et al., 2009) and wire-extensometer measurement systems combined with low cost wireless
sensor nodes (Inform@Risk Measurement Nodes) based on Internet of Things technology has been developed and implemented in Bello Oriente (check Fig. A1, Gamperl et al., 2021; Gamperl et al., 2023). While the CSM and wire-exten-
305
someter systems provide continuous, spatially highly resolved deformation observations along measurement profiles, the
wireless sensor nodes add punctual observations of deformation and triggering mechanisms based on the integrated MEMS
sensors and other external geotechnical and hydrological sensors (e.g. piezometers). implemented in Bello Oriente (check Fig. A1, Gamperl et al., 2021; Gamperl et al., 2023). 3.2.1 Automatic Sensor-Based Monitoring The nodes can be operated with six standard AA batteries for a very long period (up to about 2 years) and by using small solar panels continuous operation is possible. By using affordable hardware and materials and utilizing simple
315
manufacturing and installation techniques (e.g. 3D printing), the cost of the complete system is comparably low. small solar panels continuous operation is possible. By using affordable hardware and materials and utilizing simple
315
manufacturing and installation techniques (e.g. 3D printing), the cost of the complete system is comparably low. While the Measurement Node already has a suite of MEMS sensors on-board (high-quality tilt sensor, thermometer and baro-
meter), additional analog and digital sensors can be connected via the onboard 24 bit A/D converter and several digital
interfaces. 320 16 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Above fallows the first inclination sensor (orange), which - when installed - is followed by another ball joint (2nd reference point
35
located exactly 1 m above first joint). If required, further inclination sensors can be added. (b) installation of subsurface probe into
a brick seating cube. Figure 10. (a) Sensor Probes ready for installation. The piezometer (blue) is located at the bottom of the probe. Above follows a ball
joint (black) which exactly fits into the used installation pipes and functions as reference points for the inclination measurements. Above fallows the first inclination sensor (orange), which - when installed - is followed by another ball joint (2nd reference point
5
located exactly 1 m above first joint). If required, further inclination sensors can be added. (b) installation of subsurface probe into
a brick seating cube. 335 The Measurement Node and the Subsurface Probe have been developed as open source. Details on the sensor system can be
found on the Inform@Risk Wiki page (www.informatrisk.com). The Measurement Node and the Subsurface Probe have been developed as open source. Details on the sensor system can be
found on the Inform@Risk Wiki page (www.informatrisk.com). In total 115 measurement nodes, of which 45 have a subsurface probe attached to them, as well as about 1 km of CSM/EXT
340
measurement lines have been installed in the project area (check Fig. A2). The sensor system is operational since fall 2022
and has been in operation without major complications. q
y
g
y
g
the pilot-neighborhood. These via internet connected gateways receive the LoRa® transmissions of the measurement nodes
345
and the data of the CSM/EXT system on site and transmit the data to the data cloud. In the living lab approach the AlpGeorisk
ONLINE (www.alpgeorisk.com) data management platform is used to manage the large amounts of data (several GB per
month) which are generated by the geosensor network. This platform is responsible for data quality management, calibration,
storage, analysis and visualization via web-portal as well as system management and control and notifications. In order to achieve an optimal effectiveness of the system in terms of risk reduction, the density of the observations was varied
350
throughout the project area based on the results of the risk assessment. In less risk prone areas, the sensor density is significantly
reduced. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 9. (a) Sensor Node with mounted solar panel for autarkic operation (b) Inside view on four sensor nodes. The Arduino
microprocessor MKR WAN 1310 (blue PCB) is connected to the Inform@Risk sensor PCB (large green PCB), which contains a
suite of different sensors including a thermometer, barometer, 4-channel 24 bit ADC and an accurate tiltmeter, which is mounted
on an orange rotatable base to make leveling of the sensor independent of the box orientation possible. Figure 9. (a) Sensor Node with mounted solar panel for autarkic operation (b) Inside view on four sensor nodes. The Arduino
microprocessor MKR WAN 1310 (blue PCB) is connected to the Inform@Risk sensor PCB (large green PCB), which contains a
suite of different sensors including a thermometer, barometer, 4-channel 24 bit ADC and an accurate tiltmeter, which is mounted
on an orange rotatable base to make leveling of the sensor independent of the box orientation possible. 325 One example of an external sensor is the Subsurface Probe (Fig.10a and b), which consists of a combination of one or more
inclination sensors and a water pressure sensor. The subsurface probe is installed into a small diameter borehole (1 1/4 inch)
and can function either as a chain inclinometer system (multiple inclination sensors) or as a simple motion detection system
(one inclination sensor). The water pressure sensor gives information on the ground water conditions at installation depth. 30 17 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 10. (a) Sensor Probes ready for installation. The piezometer (blue) is located at the bottom of the probe. Above follows a ball
joint (black) which exactly fits into the used installation pipes and functions as reference points for the inclination measurements. Above fallows the first inclination sensor (orange), which - when installed - is followed by another ball joint (2nd reference point
35
located exactly 1 m above first joint). If required, further inclination sensors can be added. (b) installation of subsurface probe into
a brick seating cube. Figure 10. (a) Sensor Probes ready for installation. The piezometer (blue) is located at the bottom of the probe. Above follows a ball
joint (black) which exactly fits into the used installation pipes and functions as reference points for the inclination measurements. 3.2.3 Socio-spatial Integration of Monitoring System
370 3.2.3 Socio-spatial Integration of Monitoring System
370
In order to be accepted, any spatial intervention in informal settlements has to be developed together with residents (Imparato
et al., 2003; Werthmann, 2021). This is especially true for Bello Oriente, as many of the 4,600 residents display a fundamental
distrust against the government due to feared resettlement measures. A main objective of the socio-spatial integration of the
technical elements of the LEWS was to serve as a natural reminder of landslide risk, while increasing the quality of public 3.2.3 Socio-spatial Integration of Monitoring System
370
In order to be accepted, any spatial intervention in informal settlements has to be developed together with residents (Imparato
et al., 2003; Werthmann, 2021). This is especially true for Bello Oriente, as many of the 4,600 residents display a fundamental
distrust against the government due to feared resettlement measures. A main objective of the socio-spatial integration of the
technical elements of the LEWS was to serve as a natural reminder of landslide risk, while increasing the quality of public spaces in their daily use, the acceptance of the technical system and decrease vandalism (goal 5). Accordingly, particular
375
attention was paid to involve the residents right from the beginning and develop trust through transparent communication,
while gradually building up risk awareness and monitoring skills by joint activities on site. From 2019 to 2022 over 40
workshops and community meetings with over 1,000 participants and 19 organizations (NGO’, CBO’s) were held (an example
for one typical workshop setting can be seen in Fig. 11a). Different types of designs for the sensor locations were developed, spaces in their daily use, the acceptance of the technical system and decrease vandalism (goal 5). Accordingly, particular
375
attention was paid to involve the residents right from the beginning and develop trust through transparent communication,
while gradually building up risk awareness and monitoring skills by joint activities on site. From 2019 to 2022 over 40
workshops and community meetings with over 1,000 participants and 19 organizations (NGO’, CBO’s) were held (an example
for one typical workshop setting can be seen in Fig. 11a). Different types of designs for the sensor locations were developed, ranging from simple sensor covers and markers in remote areas to painted cube seats and benches with information boards in
380
the public spaces, which can be used as meeting places and recreational spaces. 3.2.2 Manual and People-Based Monitoring
355 3.2.2 Manual and People-Based Monitoring
355
The inhabitants of Bello Oriente have a good empiric knowledge of the different landslide signs. During a landslide in 2017
for example, residents detected changes in the slope such as cracks, water ponds, new bumps in the road, tilted trees, among
others. After monitoring the evolution of those signs over the course of a week, people of the community alerted the neighbors
who were able to evacuate just in time. The inhabitants of Bello Oriente have a good empiric knowledge of the different landslide signs. During a landslide in 2017
for example, residents detected changes in the slope such as cracks, water ponds, new bumps in the road, tilted trees, among
others. After monitoring the evolution of those signs over the course of a week, people of the community alerted the neighbors
who were able to evacuate just in time. Therefore, it is a fact that the inhabitants of the high hazard areas, especially those who have lived there the longest,
360
perform visual monitoring of their surroundings. The community also looks for water pipe leaking, which is one of the main
anthropic landslide triggers, together with informal house, road and path construction. The importance of visual monitoring was discussed and preliminary experiences were exchanged in numerous workshops with
the community. Moreover, some manual instruments with recycled materials were constructed (Fig. 11b shows a simple Therefore, it is a fact that the inhabitants of the high hazard areas, especially those who have lived there the longest,
360
perform visual monitoring of their surroundings. The community also looks for water pipe leaking, which is one of the main
anthropic landslide triggers, together with informal house, road and path construction. The importance of visual monitoring was discussed and preliminary experiences were exchanged in numerous workshops with
the community. Moreover, some manual instruments with recycled materials were constructed (Fig. 11b shows a simple Therefore, it is a fact that the inhabitants of the high hazard areas, especially those who have lived there the longest,
360
perform visual monitoring of their surroundings. The community also looks for water pipe leaking, which is one of the main
anthropic landslide triggers, together with informal house, road and path construction. The importance of visual monitoring was discussed and preliminary experiences were exchanged in numerous workshops with
the community. Moreover, some manual instruments with recycled materials were constructed (Fig. 3.2.2 Manual and People-Based Monitoring
355 11b shows a simple inclinometer) in order to show that it is possible to manually monitor and measure deformations (UNGRD, 2013), equivalent
365
to the functionality of automatic sensors. In deviation of the international standard ISO 22327 (2018), community leaders of the pilot-neighborhood opted against the
creation of a specific landslide monitoring group, and preferred a decentralized integration of monitoring activities in existing
community groups. inclinometer) in order to show that it is possible to manually monitor and measure deformations (UNGRD, 2013), equivalent
365
to the functionality of automatic sensors. In deviation of the international standard ISO 22327 (2018), community leaders of the pilot-neighborhood opted against the
creation of a specific landslide monitoring group, and preferred a decentralized integration of monitoring activities in existing
community groups. https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. While this approach ensures an optimal cost-benefit ratio of the entire system, it must be emphasized that especially 18 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. small low intensity and very unlikely events might not be detected. To fill these gaps, the sensor-based monitoring was
complemented with people-based monitoring. small low intensity and very unlikely events might not be detected. To fill these gaps, the sensor-based monitoring was
complemented with people-based monitoring. 3.2.3 Socio-spatial Integration of Monitoring System
370 Tree plantings and micro gardens were co-
created to support the self-proclaimed goal of the pilot-neighborhood to transform into an ‘eco-barrio’. 19 Figure 11. (a) Typical community workshop setting and (b) manual monitoring installation of a simple inclination meter by
residents. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 11. (a) Typical community workshop setting and (b) manual monitoring installation of a simple inclination meter by
residents. Figure 11. (a) Typical community workshop setting and (b) manual monitoring installation of a simple inclination meter by
residents. 385 Prototypes of cubes and benches were tested on site with different materials which are weather resistant and have low
susceptibility to vandalism and theft. Finally, because of its low cost, local availability, and its familiarity to local craftsmen,
brick was chosen (Fig.12a, b). In addition, an overall signage and information system was developed to explain landslide risk
and the LEWS (Fig. 12c). Continuous information campaigns were organized using a graphic language with comic characters that provide easy to understand information and allow for emotional attachment (Fig. 12d). 390
Sensor locations were discussed and continuously adjusted in joint field walks with the residents. Although the sites are located
in public spaces, the permission of landowners and neighboring residents was considered of importance to gain acceptance
and avoid future conflicts. Thereby, the local expertise on the territory was essential to cope with complicated landownership
and criminal activities of gangs controlling parts of the informal settlement. Before the construction works were carried out by professional firms, tree plantings were organized with the community to
395
mark the sensor locations. Moreover, a concept of sensor ‘godparents’ was established, where nearby residents agreed to care
for the sites. Some bench locations were refused by the residents, being concerned that members of criminal groups would use
them as meeting places. Finally, 15 cube seats, six brick benches, nine information boards, and two murals painted by local
artists (Fig. 12e) were installed in the upper part of the pilot-neighborhood by mid 2022 (Fig. A3 shows all locations in plan). Before the construction works were carried out by professional firms, tree plantings were organized with the community to
395
mark the sensor locations. Moreover, a concept of sensor ‘godparents’ was established, where nearby residents agreed to care
for the sites. knowledge about its function.
410 28) living nearby the enclosures have been conducted shortly after installation. It was found that the degree of socio-spatial
405
integration of the LEWS varies. In the survey, 50% of the residents were not even aware of the enclosures. This can be partly
explained by the fact that the installations are located in the upper half of the pilot-neighborhood and that the survey was done
shortly after completion of installation. 28% liked the new elements while only 17% of the residents knew about their special
function. The interviewed residents living near the enclosures generally liked them, but many also displayed only rudimentary
knowledge about its function.
410 3.2.3 Socio-spatial Integration of Monitoring System
370 Some bench locations were refused by the residents, being concerned that members of criminal groups would use
them as meeting places. Finally, 15 cube seats, six brick benches, nine information boards, and two murals painted by local
artists (Fig. 12e) were installed in the upper part of the pilot-neighborhood by mid 2022 (Fig. A3 shows all locations in plan). 20 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 12. (a) Collaborative painting of a brick seating cube with a subsurface probe inside (b) a micro garden next to a brick bench
sheltering a Subsurface Probe (c) Brick bench housing the central monitoring station and an information board (d) Inclination
sensor on a private home with the Inform@Risk mascot “Lora” (e) murals painted by local artists with the help of children. 400 Figure 12. (a) Collaborative painting of a brick seating cube with a subsurface probe inside (b) a micro garden next to a brick bench
sheltering a Subsurface Probe (c) Brick bench housing the central monitoring station and an information board (d) Inclination
sensor on a private home with the Inform@Risk mascot “Lora” (e) murals painted by local artists with the help of children. Figure 12. (a) Collaborative painting of a brick seating cube with a subsurface probe inside (b) a micro garden next to a brick bench
sheltering a Subsurface Probe (c) Brick bench housing the central monitoring station and an information board (d) Inclination
sensor on a private home with the Inform@Risk mascot “Lora” (e) murals painted by local artists with the help of children. 28) living nearby the enclosures have been conducted shortly after installation. It was found that the degree of socio-spatial
405
integration of the LEWS varies. In the survey, 50% of the residents were not even aware of the enclosures. This can be partly
explained by the fact that the installations are located in the upper half of the pilot-neighborhood and that the survey was done
shortly after completion of installation. 28% liked the new elements while only 17% of the residents knew about their special
function. The interviewed residents living near the enclosures generally liked them, but many also displayed only rudimentary 21 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.2.3 Socio-spatial Integration of Monitoring System
370 A different indicator of socio-spatial integration is the degree of vandalism. Here, also a mixed picture emerges. After six
months of use, most of the communal tree plantings were cut. In contrast, the micro-gardens are actively tended to and the
cubes and benches reveal only minor traces of damage (mostly caused by children). 3.3.1 Warning Levels
415 In the first quarter of 2023, the LEWS is still in a “learning phase”, where the sensor data, on site observations, and numerical
modeling results are used to define the warning thresholds for the different individual sensors and sensor combinations. In the first quarter of 2023, the LEWS is still in a “learning phase”, where the sensor data, on site observations, and numerical
modeling results are used to define the warning thresholds for the different individual sensors and sensor combinations. In order to assess the short- to medium-term hazard level, mainly the triggering factors rainfall and groundwater height are
considered. On the one hand, as soon as enough data is gathered time series analyses will be performed to identify causal and considered. On the one hand, as soon as enough data is gathered time series analyses will be performed to identify causal and
temporal relationships between short-, medium- and long-term rainfall and groundwater levels. On the other hand, the hazard
420
level is determined using groundwater level thresholds at e.g. 50, 75 and 90 percent of the critical water table derived from the
geological/geomechanical models created during the hazard analysis. The threshold values thereby are determined individually
for different geological homogeneous zones throughout the pilot-neighborhood and are applied to the according sensors in this
area. temporal relationships between short-, medium- and long-term rainfall and groundwater levels. On the other hand, the hazard
420
level is determined using groundwater level thresholds at e.g. 50, 75 and 90 percent of the critical water table derived from the
geological/geomechanical models created during the hazard analysis. The threshold values thereby are determined individually
for different geological homogeneous zones throughout the pilot-neighborhood and are applied to the according sensors in this
area. 425
Four basic warning levels have been developed in collaboration with the Medellín risk management agency DAGRD and the
civil society organizations, combining both qualitative and quantitative thresholds (see table 2). As an augmentation to the
three proposed warning levels of the international standard ISO 22327 (2018), a first level (green) has been added, in order to
promote constant monitoring and to avoid increasing risk activities such as incorrect construction practices and leaking water 425
Four basic warning levels have been developed in collaboration with the Medellín risk management agency DAGRD and the
civil society organizations, combining both qualitative and quantitative thresholds (see table 2). 3.3.1 Warning Levels
415 As an augmentation to the
three proposed warning levels of the international standard ISO 22327 (2018), a first level (green) has been added, in order to
promote constant monitoring and to avoid increasing risk activities such as incorrect construction practices and leaking water pipes. The second level (yellow) promotes more detailed monitoring, when any changes in weather conditions and/or soil
430
movement are detected. The third level (orange) promotes to prepare for evacuation. The fourth level (red) means
immediate evacuation. The third and fourth level are critical warning levels that are only reached when significant
deformation is detected. pipes. The second level (yellow) promotes more detailed monitoring, when any changes in weather conditions and/or soil
430
movement are detected. The third level (orange) promotes to prepare for evacuation. The fourth level (red) means
immediate evacuation. The third and fourth level are critical warning levels that are only reached when significant
deformation is detected. Based on how many and which neighboring sensor nodes show deformation, the affected area and landslide mass are estimated
435
and reported to the risk management authorities. If a further or sudden strong acceleration is detected, it is planned that the
system can issue an immediate (evacuation)-alarm using acoustic signals. Based on how many and which neighboring sensor nodes show deformation, the affected area and landslide mass are estimated
435
and reported to the risk management authorities. If a further or sudden strong acceleration is detected, it is planned that the
system can issue an immediate (evacuation)-alarm using acoustic signals. Based on how many and which neighboring sensor nodes show deformation, the affected area and landslide mass are estimated
435
and reported to the risk management authorities. If a further or sudden strong acceleration is detected, it is planned that the
system can issue an immediate (evacuation)-alarm using acoustic signals. Depending on the exposed population, deformation rate and the affected area, different actors (experts, trained community
members, first responders, whole population) are informed. Usually, warnings will be checked by an expert before they are
440
sent to the inhabitants. Only when at least two neighboring sensor nodes show strong acceleration in similar direction and at
the same time the warnings are issued without review. Depending on the exposed population, deformation rate and the affected area, different actors (experts, trained community
members, first responders, whole population) are informed. 3.3.2 Warning Dissemination channels Several channels are used to assure that the warnings reach the people at risk. First, direct communication via a WhatsApp
group with members of the community and representatives of governmental risk management organizations has been installed. Photos, written and audio messages are shared in the group to describe the situation and alert in case of a possible emergency. Second, in the framework of the project two instruments were installed to send alert messages and alarm sounds when needed. 450
They consist in one sound system with eight speakers and one siren, both with solar panels to avoid disruption in case of failure
in the cable energy grid Fig.13a). The third alert channel is the Inform@Risk App. Second, in the framework of the project two instruments were installed to send alert messages and alarm sounds when needed. 450
They consist in one sound system with eight speakers and one siren, both with solar panels to avoid disruption in case of failure
in the cable energy grid Fig.13a). The third alert channel is the Inform@Risk App. 3.3.1 Warning Levels
415 Usually, warnings will be checked by an expert before they are
440
sent to the inhabitants. Only when at least two neighboring sensor nodes show strong acceleration in similar direction and at
the same time the warnings are issued without review. 22 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.3.3 Warning App
455 Smart phone use is limited and most inhabitants do not have access to reliable internet; therefore, there
is greater need than usual for the app’s functionality to be available offline. Smart phones in use have limited memory space
465
and processing power, imposing challenges for interactive content like large dynamic maps. In addition, inhabitants are worried
about tracking through personal data. The app is currently in a testing phase. 460 3.3.4 Alert Network The landslide that occurred in 2017 is strongly present in the memory of the inhabitants of The landslide that occurred in 2017 is strongly present in the memory of the inhabitants of Bello Oriente. Having caused no The landslide that occurred in 2017 is strongly present in the memory of the inhabitants of Bello Oriente. Having caused no
casualties due to the timely alert disseminated by the community itself and an evacuation just seconds before the landslide,
470
this event serves as a baseline for future landslides. However, future events might not show preliminary signs and might
happen at night, when it is more difficult to visually identify the movement, therefore increasing the risk of having
casualties. Considering that the population is highly dynamic, with constant new incomers in the pilot-neighborhood, the residents of g
p p
g y
y
,
p
g
,
Bello Oriente decided not to create specific alert networks but to promote for every neighbor to be responsible to disseminate
475
the alert among the closest neighbors. In order to achieve redundancy, other alert methods were suggested as using WhatsApp
groups, the sound and siren system, the mobile App, and also to involve the Local Community Council and local civil society
organizations in the alert dissemination. The effectiveness of this alert network has to be evaluated through regular emergency
drills in the future. Bello Oriente decided not to create specific alert networks but to promote for every neighbor to be responsible to disseminate
475
the alert among the closest neighbors. In order to achieve redundancy, other alert methods were suggested as using WhatsApp
groups, the sound and siren system, the mobile App, and also to involve the Local Community Council and local civil society
organizations in the alert dissemination. The effectiveness of this alert network has to be evaluated through regular emergency
drills in the future. Bello Oriente decided not to create specific alert networks but to promote for every neighbor to be responsible to disseminate
475
the alert among the closest neighbors. In order to achieve redundancy, other alert methods were suggested as using WhatsApp
groups, the sound and siren system, the mobile App, and also to involve the Local Community Council and local civil society
organizations in the alert dissemination. The effectiveness of this alert network has to be evaluated through regular emergency
drills in the future. 3.3.3 Warning App
455 The Inform@Risk Smartphone App serves as a hub of both general and immediate information concerning the current state of
landslide risk. It displays a range of relevant information for inhabitants of the study area like the currently active warning
level as defined by the LEWS, status and data of individual sensors in the project area and pre-defined meeting points in case 23 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. of alert. In case of emergency, users of the app receive push notifications and detailed information about spatial constraints of
the ongoing event. The app also encourages users to participate in the warning dissemination and decision-making process by
460
enabling them to upload reports containing photos and descriptions of local developments (e.g. new sinkholes or cracks in
infrastructure) to notify authorities directly (Fig. A4). of alert. In case of emergency, users of the app receive push notifications and detailed information about spatial constraints of
the ongoing event. The app also encourages users to participate in the warning dissemination and decision-making process by
460
enabling them to upload reports containing photos and descriptions of local developments (e.g. new sinkholes or cracks in
infrastructure) to notify authorities directly (Fig. A4). Additional challenges for the development of the smart phone app were added due to the location of the pilot-neighborhood in
an informal settlement. Smart phone use is limited and most inhabitants do not have access to reliable internet; therefore, there
is greater need than usual for the app’s functionality to be available offline. Smart phones in use have limited memory space
465
and processing power, imposing challenges for interactive content like large dynamic maps. In addition, inhabitants are worried
about tracking through personal data. The app is currently in a testing phase. of alert. In case of emergency, users of the app receive push notifications and detailed information about spatial constraints of
the ongoing event. The app also encourages users to participate in the warning dissemination and decision-making process by
460
enabling them to upload reports containing photos and descriptions of local developments (e.g. new sinkholes or cracks in
infrastructure) to notify authorities directly (Fig. A4). Additional challenges for the development of the smart phone app were added due to the location of the pilot-neighborhood in
an informal settlement. 3.4.1 Evacuation Planning In Bello Oriente, the first respondents are the community members themselves, which is fairly common for informal
settlements in fringe areas (Heffer and ELLA Brazil, 2013). Bello Oriente, which is located in the upper hills of Medellín, can settlements in fringe areas (Heffer and ELLA Brazil, 2013). Bello Oriente, which is located in the upper hills of Medellín, can
only be reached through steep and heavily trafficked narrow streets. It is almost impossible for the emergency response teams
490
of the nearest firefighter station to swiftly reach the area (in one emergency drill, it took the firefighters 40 minutes to
arrive). Therefore, the training of residents for a rapid evacuation scenario is crucial. Accordingly, several community
workshops have been held to identify best evacuation routes and meeting points. The evacuation strategy was designed for
different scenarios of day/night time and weather conditions. Basic evacuation actions were established for each warning level. Afterwards, the participants of the workshops were asked to share the gained knowledge with the other inhabitants of the pilot-
495
neighborhood. Afterwards, the participants of the workshops were asked to share the gained knowledge with the other inhabitants of the pilot-
495
neighborhood. 3.4 Response Capacity
480 According to the risk management Colombian Law 1523 of 2012, risk management is the responsibility of every inhabitant of
Colombia. Before, all the responsibility was with the government. Following this concept, the Inform@risk project has been
working on strengthening the risk management capacities of the community and the local organizations, regarding risk
knowledge, basic risk reduction and mitigation measures, as well as capacity reaction. Despite the expected increase in
monitoring and dissemination capacities of the LEWS prototype there remains the possibility of a fast onset landslide with
485 According to the risk management Colombian Law 1523 of 2012, risk management is the responsibility of every inhabitant of
Colombia. Before, all the responsibility was with the government. Following this concept, the Inform@risk project has been
working on strengthening the risk management capacities of the community and the local organizations, regarding risk
knowledge, basic risk reduction and mitigation measures, as well as capacity reaction. Despite the expected increase in
monitoring and dissemination capacities of the LEWS prototype, there remains the possibility of a fast-onset landslide with
485 monitoring and dissemination capacities of the LEWS prototype, there remains the possibility of a fast-onset landslide with
485
just minutes of warning time. 24 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3.4.2 Evacuation Training The first two community landslide evacuation drills ever held in Medellín have been performed in 2022 with about 100
participants each in Bello Oriente (Fig. 13b). They were developed with the support of the local risk management authority,
firefighters and volunteers from different organizations, together with volunteers of the community. In order to execute the
00
drill, the area was divided into several sub-sectors, where the evacuation was led by the volunteers, who were promoting the
evacuation door to door Afterwards participants evaluated the drills and identified various improvements For example The first two community landslide evacuation drills ever held in Medellín have been performed in 2022 with about 100
participants each in Bello Oriente (Fig. 13b). They were developed with the support of the local risk management authority, y
p
participants each in Bello Oriente (Fig. 13b). They were developed with the support of the local risk management authority,
firefighters and volunteers from different organizations, together with volunteers of the community. In order to execute the
500
drill, the area was divided into several sub-sectors, where the evacuation was led by the volunteers, who were promoting the
evacuation door to door. Afterwards, participants evaluated the drills and identified various improvements. For example,
residents with permanent and temporary disabilities need to be identified in order to assign neighbors, who could assist them
in case of an emergency; or additional sound systems and megaphones are needed to reach all residents. firefighters and volunteers from different organizations, together with volunteers of the community. In order to execute the
500
drill, the area was divided into several sub-sectors, where the evacuation was led by the volunteers, who were promoting the
evacuation door to door. Afterwards, participants evaluated the drills and identified various improvements. For example,
residents with permanent and temporary disabilities need to be identified in order to assign neighbors, who could assist them
in case of an emergency; or additional sound systems and megaphones are needed to reach all residents. g
y
y
g p
505
Overall, it became clear that the participation of civil society organizations needs to be strengthened and the numbers of
participating residents increased. The risk management authorities need to continue regular emergency trainings and biannual
drills in order to establish a familiar routine for the residents at risk. As these drills are a novelty for the risk management
authorities, proper protocols need to be further developed. 3.4.2 Evacuation Training Overall, it became clear that the participation of civil society organizations needs to be strengthened and the numbers of
participating residents increased. The risk management authorities need to continue regular emergency trainings and biannual
drills in order to establish a familiar routine for the residents at risk. As these drills are a novelty for the risk management
authorities, proper protocols need to be further developed. 510
One of the unresolved challenges that remains is the best timing of evacuation, when a landslide is imminent. Landslides in
the pilot-neighborhood usually take days, or weeks, to completely move after first signs have been detected. This makes the
evacuation timing problematic as populations in densely populated informal areas rarely have private options (neighbors or
friends) to evacuate to for longer periods, and public agencies are not allowed to build temporary shelters before a landslide
has occurred. Therefore, better evacuation procedures and shelter options still need to be developed. 515 One of the unresolved challenges that remains is the best timing of evacuation, when a landslide is imminent. Landslides in
the pilot-neighborhood usually take days, or weeks, to completely move after first signs have been detected. This makes the
evacuation timing problematic as populations in densely populated informal areas rarely have private options (neighbors or
friends) to evacuate to for longer periods, and public agencies are not allowed to build temporary shelters before a landslide
has occurred. Therefore, better evacuation procedures and shelter options still need to be developed. 515 25 Figure 13. (a) siren system that can be manually operated and (b) residents congregate at one of the meeting points after an
emergency drill. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure 13. (a) siren system that can be manually operated and (b) residents congregate at one of the meeting points after an
emergency drill. Figure 13. (a) siren system that can be manually operated and (b) residents congregate at one of the meeting points after an
emergency drill. 4 Living Lab Experiences and Conclusions
520 The following conclusions have been drawn from
the four-year research and development phase with the addition of some cautious prognostic statements: firm understanding of its usefulness and potential replicability. The following conclusions have been drawn from
the four-year research and development phase with the addition of some cautious prognostic statements: firm understanding of its usefulness and potential replicability. The following conclusions have been drawn from
the four-year research and development phase with the addition of some cautious prognostic statements: 1) precise
540
The automatic sensor-based monitoring system delivers temporally and spatially very dense data on deformation
and trigger process activity. Based on the collected data, we believe that it will be possible to generate landslide
activity warnings with to date unparalleled precision in terms of location and level of hazard. As even small
movements in the range of millimeters can be detected by the sensor system, landslides can be identified and 1) precise
540
The automatic sensor-based monitoring system delivers temporally and spatially very dense data on deformation
and trigger process activity. Based on the collected data, we believe that it will be possible to generate landslide
activity warnings with to date unparalleled precision in terms of location and level of hazard. As even small
movements in the range of millimeters can be detected by the sensor system, landslides can be identified and monitored at a very early stage of development. This allows to detect critical changes in the landslide activity early
545
on giving more time to react appropriately. Based on the experiences made from past landslides in the region it is
believed that an early warning (without certainty of critical failure) can be issued several days in advance, an alert
(with near certainty of critical failure) hours in advance to the event. Currently, the warning generation procedure
is in development and still has to prove its capability in the coming months and years. It also has to be noted that monitored at a very early stage of development. This allows to detect critical changes in the landslide activity early
545
on giving more time to react appropriately. Based on the experiences made from past landslides in the region it is
believed that an early warning (without certainty of critical failure) can be issued several days in advance, an alert
(with near certainty of critical failure) hours in advance to the event. 4 Living Lab Experiences and Conclusions
520 The development of an LEWS is a socio-technical challenge. The living lab approach revealed one possible
pathway to integrate the multiple objectives of stakeholders, as well as the technical, scientific, and social and
planning expertise, in such a way that the risk of a precarious settlement to landslides could be addressed. It is
precisely the integration of such diverse issues as scientific concept, data and results, technical implementation, social acceptance, and political will that has to align. As the gained knowledge of living labs is generally context
525
specific and not universally transferable to other cases (Schneidewind et al., 2014), we will critically reflect on the
findings in the specific context of the study and try to deduct useful patterns for the development of LEWS in
informal urbanization: social acceptance, and political will that has to align. As the gained knowledge of living labs is generally context
525
specific and not universally transferable to other cases (Schneidewind et al., 2014), we will critically reflect on the
findings in the specific context of the study and try to deduct useful patterns for the development of LEWS in
informal urbanization: In the presented living lab approach seven goals for an integrated LEWS against landslides in informal
530
settlements have been formulated at the outset. The LEWS has to be 1) precise, 2) affordable, 3) socially integrated,
4) multi-sectoral, 5) spatially integrated, 6) multi-scalar and 7) replicable. In the course of the research an eighth
goal was found to be of high relevance and was thus added: 8) redundant. A prototype of a LEWS has been
developed and handed over to the responsible risk management agency of Medellín (DAGRD), at the end of 2022. This prototype is not yet a fully functioning warning system; it has entered a test and calibration phase. It needs to
535
be further refined and integrated into the disaster prevention procedures of the city of Medellín in order to get a 26 firm understanding of its usefulness and potential replicability. The following conclusions have been drawn from
the four-year research and development phase with the addition of some cautious prognostic statements:
https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. firm understanding of its usefulness and potential replicability. 4 Living Lab Experiences and Conclusions
520 Currently, the warning generation procedure
is in development and still has to prove its capability in the coming months and years. It also has to be noted that the automatic sensor-based monitoring system can despite increased accuracies only sense deformation, where a
550
sensor is actually located. It is designed for medium to large landslides with potential catastrophic impact. Smaller
landslides (smaller than about 30m) cannot be detected and community-based monitoring remains essential (also
in case of technical failure). the automatic sensor-based monitoring system can despite increased accuracies only sense deformation, where a
550
sensor is actually located. It is designed for medium to large landslides with potential catastrophic impact. Smaller
landslides (smaller than about 30m) cannot be detected and community-based monitoring remains essential (also
in case of technical failure). 2) affordable
555
The low-cost technologies used to build up the sensor-based monitoring system and the risk-based sensor placement
strategy lead to an overall very efficient system with comparably low installation cost (about € 5 to €41 per
protected inhabitant, Sapena et al., 2023). This provides a basis for installing such a system in other areas as well. Nevertheless, the political will and thus also the financing must first be given. 2) affordable
555
The low-cost technologies used to build up the sensor-based monitoring system and the risk-based sensor placement
strategy lead to an overall very efficient system with comparably low installation cost (about € 5 to €41 per
protected inhabitant, Sapena et al., 2023). This provides a basis for installing such a system in other areas as well. Nevertheless, the political will and thus also the financing must first be given. 2) affordable
555
The low-cost technologies used to build up the sensor-based monitoring system and the risk-based sensor placement
strategy lead to an overall very efficient system with comparably low installation cost (about € 5 to €41 per
protected inhabitant, Sapena et al., 2023). This provides a basis for installing such a system in other areas as well. Nevertheless, the political will and thus also the financing must first be given. Installation costs can be de- or increased by choosing the density of the sensors depending on the desired monitoring
560
precision. 4 Living Lab Experiences and Conclusions
520 The pilot installation in Bello Oriente will expose the medium to long-term running costs (maintenance,
operation and community training) and direct benefits in terms of avoided costs (protection of life and assets in
case of an event) of the implemented system. Considering also the indirect benefits, which include the increase in
hazard knowledge, awareness, response capability and reduced anxiety levels, and community bonding of the
i h bit
t
th l
t
t t b
fit
ti i
t d t b
iti
565 Installation costs can be de- or increased by choosing the density of the sensors depending on the desired monitoring
560
precision. The pilot installation in Bello Oriente will expose the medium to long-term running costs (maintenance,
operation and community training) and direct benefits in terms of avoided costs (protection of life and assets in
case of an event) of the implemented system. Considering also the indirect benefits, which include the increase in
hazard knowledge, awareness, response capability and reduced anxiety levels, and community bonding of the
inhabitants, the long-term cost to benefit ratio is expected to be very positive. 565 27 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. 3) socially integrated
The living lab approach reached about 12% of the population in about 40 workshops and community meetings in
the course of four years. A low vandalism rate (after six months) indicates a satisfactory level of social acceptance. the course of four years. A low vandalism rate (after six months) indicates a satisfactory level of social acceptance. However, a representative survey conducted in 2022 showed that only about half of the residents have even heard
570
of the project. Given the intense community outreach and prominent installations in public space, this number
seems low at first glance. However, in low-income neighborhoods, other more acute life risks (sudden income loss,
bad health, gang activity, etc.) do command more attention than preparing for an eventual landslide that might
never happen. Additionally, a high fluctuation of residents and the Corona pandemic during the research phase further aggravated community outreach. Regular community training and information campaigns by experienced
575
social workers are further needed to sustain the LEWS and maintain its acceptance in the community. The long-
term success of the LEWS will depend on the sufficient funding of governmental agencies to maintain community
training. 4 Living Lab Experiences and Conclusions
520 A further critical issue for the future acceptance of the LEWS in Bello Oriente is, how well in the perception of residents, the risk management agencies will handle evacuation and eviction of households threatened by an
580
imminent landslide. Current governmental options for the evacuated families (which usually only includes low
economic support for 3-6 months of rent with no housing replacement options) are perceived as not satisfactory up
to the point that residents have reacted negatively in the past to DAGRD personnel entering the pilot-neighborhood
(the research project has improved that bias). Therefore, the concern that better landslide monitoring and reaction residents, the risk management agencies will handle evacuation and eviction of households threatened by an
580
imminent landslide. Current governmental options for the evacuated families (which usually only includes low
economic support for 3-6 months of rent with no housing replacement options) are perceived as not satisfactory up
to the point that residents have reacted negatively in the past to DAGRD personnel entering the pilot-neighborhood
(the research project has improved that bias). Therefore, the concern that better landslide monitoring and reaction capacities will result in more evictions has been voiced quite frequently by local committees. If better shelter and
585
housing solutions are not found, residents might perceive the LEWS as an enabler of eviction and reject it in the
future. capacities will result in more evictions has been voiced quite frequently by local committees. If better shelter and
585
housing solutions are not found, residents might perceive the LEWS as an enabler of eviction and reject it in the
future. 4) multi-sectoral )
The living lab approach developed the LEWS with five stakeholder groups: residents, academics, government, civil
590
society organizations and private companies. A substantial amount of time and effort (about 200 coordination
meetings) was spent to engage the various stakeholders in a collaborative process. While collaboration and outreach
efforts with the community at risk (40 workshops, 2 emergency drills) were expected to be resource intensive, the
collaboration with governmental stakeholders bound more challenges than expected due to frequent leadership The living lab approach developed the LEWS with five stakeholder groups: residents, academics, government, civil
590
society organizations and private companies. A substantial amount of time and effort (about 200 coordination
meetings) was spent to engage the various stakeholders in a collaborative process. While collaboration and outreach
efforts with the community at risk (40 workshops, 2 emergency drills) were expected to be resource intensive, the
collaboration with governmental stakeholders bound more challenges than expected due to frequent leadership changes, bureaucratic and legal hindrances and not formally allocated budgets to the project. While the voluntary
595
collaboration and perseverance of Medellín’s municipal agencies, especially of the municipal risk management
agency DAGRD, was exceptional, the continuation of the prototype beyond the research phase was for the longest 28 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. time not assured. As a bad coincidence, Medellín’s premier agency responsible for early warnings (SIATA) was
heavily impaired by political infighting shortly after the research commenced. While this incapacitation was even
exceptional for Medellín’s dynamic political landscape, these unforeseen events are the most important lessons of
600
the living lab methodology. It forced the research team to think about a LEWS that still can offer benefits even
under a reduced government support scenario, which can be often the case for municipalities with a high rate of
informal settlements (Werthmann, 2021; Perlman, 2010). In the end, the experimental operation of the LEWS prototype beyond the research phase has been confirmed by 600 In the end, the experimental operation of the LEWS prototype beyond the research phase has been confirmed by
the city of Medellín. The strong will of the Colombian partners to support the project throughout all phases was
605
decisive and grounded its design deeper into the political and social realities. However, a funding situation where
Colombian and German partners are equally financed from the beginning would be strongly preferable. 5) spatially integrated 5) spatially integrated The living lab approach integrated the sensor system of the LEWS as miniature public spaces in form of
610
individually painted brick benches and brick cubes, tree plantings, ground markers and information signs. In a
representative survey only 17% of the residents were aware that these elements housed the sensors of the LEWS. About 19% actively used and liked them as recreational spaces. These relatively low numbers can be partially
explained by the fact that the installations can only be enjoyed in the upper half of the settlement. Overall, the The living lab approach integrated the sensor system of the LEWS as miniature public spaces in form of
610
individually painted brick benches and brick cubes, tree plantings, ground markers and information signs. In a
representative survey only 17% of the residents were aware that these elements housed the sensors of the LEWS. About 19% actively used and liked them as recreational spaces. These relatively low numbers can be partially
explained by the fact that the installations can only be enjoyed in the upper half of the settlement. Overall, the public installations are well used and only in a few cases, the installation of the benches is perceived by some
615
residents as problematic as they can be used by criminal gangs to execute territorial control. Vandalism of the
miniature public spaces is low. These assessments are preliminary and further evaluation is needed to assess the
long-term impact of spatial integration. public installations are well used and only in a few cases, the installation of the benches is perceived by some
615
residents as problematic as they can be used by criminal gangs to execute territorial control. Vandalism of the
miniature public spaces is low. These assessments are preliminary and further evaluation is needed to assess the
long-term impact of spatial integration. 6) multi-scalar
620
Remote sensing data with spatial resolutions of around 10cm allow to localize the exposed buildings with high
precision and indirectly the exposed population. Thus, these data provide crucial quantitative and spatio-temporal
information to support the planning of the LEWS. 4) multi-sectoral the city of Medellín. The strong will of the Colombian partners to support the project throughout all phases was
605
decisive and grounded its design deeper into the political and social realities. However, a funding situation where
Colombian and German partners are equally financed from the beginning would be strongly preferable. 5) spatially integrated 7) replicable
630
The living lab developed a prototype of a LEWS which relies on 1) the precise analysis of landslide risk by
academic researchers or specialized firms, 2) the risk monitoring through observation by residents and through
ground sensors monitored by experts 24/7, 3) the warning dissemination and 4) response by residents and
governmental authorities. About 32 sites have been identified in Medellín, where variations of the LEWS could be 7) replicable
630
The living lab developed a prototype of a LEWS which relies on 1) the precise analysis of landslide risk by
academic researchers or specialized firms, 2) the risk monitoring through observation by residents and through
ground sensors monitored by experts 24/7, 3) the warning dissemination and 4) response by residents and
governmental authorities. About 32 sites have been identified in Medellín, where variations of the LEWS could be useful (cf. Sapena et al., 2023). In the moment, a test and calibration phase is conducted in order to investigate the
635
practicability and subsequently the replicability potential of the prototype. As a first insight, it can be stated that
this type of LEWS is confined to urban areas where there is sufficient technical expertise to operate the complex
sensor-based instrumentation. Secondly, the whole system requires increased political will to expand the capacities
and funding of local risk management authorities for the construction, operation and maintenance of the LEWS. Thirdly, risk management authorities will have to find better procedures for housing evacuees. If not, informal
640
residents will reject the LEWS out of fear of eviction. )
Redundancy has not been listed as a specific goal at the outset of the research as it is a commonly acknowledged
strategy for achieving greater resilience in systems especially EWS (Michoud et al., 2013). During the course of
645
the Inform@Risk project, it was necessary to increase aspects of redundancy to maintain basic functions of the
LEWS in case of wavering government support or infrastructure failure. Therefore, the low-tech, self-help
capacities regarding landslide monitoring, warning dissemination and response capacity of the at-risk community
came to the foreground as the first line of defense in case everything else fails; even if budgets are low, community
capacity needs to be still fostered as the most relevant ingredient and expense of any LEWS. 650 650 5) spatially integrated However, these high-resolution data from drones, flight
campaigns or now even satellites are very costly in time and resources and thus are not yet an option for large area 6) multi-scalar
620
Remote sensing data with spatial resolutions of around 10cm allow to localize the exposed buildings with high
precision and indirectly the exposed population. Thus, these data provide crucial quantitative and spatio-temporal
information to support the planning of the LEWS. However, these high-resolution data from drones, flight
campaigns or now even satellites are very costly in time and resources and thus are not yet an option for large area 6) multi-scalar
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Remote sensing data with spatial resolutions of around 10cm allow to localize the exposed buildings with high
precision and indirectly the exposed population. Thus, these data provide crucial quantitative and spatio-temporal
information to support the planning of the LEWS. However, these high-resolution data from drones, flight
campaigns or now even satellites are very costly in time and resources and thus are not yet an option for large area or even global applications. However, beyond this capability on local levels (i.e. to work on individual building
625
level) lower resolution data free of cost are available globally. They allow - although thematically less detailed and 29 less accurate - to locate exposed areas in terms of topography or built environments or indirectly also population. This enables a city-wide approach to assess where further LEWS can be deployed most effectively, if desired. https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. less accurate - to locate exposed areas in terms of topography or built environments or indirectly also population. This enables a city-wide approach to assess where further LEWS can be deployed most effectively, if desired. https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. less accurate - to locate exposed areas in terms of topography or built environments or indirectly also population. This enables a city-wide approach to assess where further LEWS can be deployed most effectively, if desired. less accurate - to locate exposed areas in terms of topography or built environments or indirectly also population. This enables a city-wide approach to assess where further LEWS can be deployed most effectively, if desired. 5 Final Statement The research has shown that precise, affordable and socially integrated LEWS in informal settlements are not out
of reach. Based on the preliminary experiences with the LEWS in Bello Oriente, an adaptation of the system to
other locations with different conditions is conceivable as the modular technical components of the LEWS can be
down or upgraded as needed. As a first-time project, the technical aspects of the LEWS in Bello Oriente were more
655 655 30 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. time and cost intensive than an off-the-shelf application. While the cost for technical equipment will decrease with
more wide-spread application, the effort for social outreach, collaboration and training of residents will not. As the
LEWS is both, a technical and a social enterprise, the two elements need constant care by trained personnel. Based on these preliminary findings, four fundamental prerequisites for a municipality to start an LEWS in an
660
informal settlement can be formulated: Based on these preliminary findings, four fundamental prerequisites for a municipality to start an LEWS in an
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informal settlement can be formulated: 1) LEWS make only sense in areas where the resettlement of vulnerable residents is infeasible or will last for
decades. 2) government authorities and its representatives need to already have or regain the trust of the residents of
665
landslide-prone informal settlements. Trust can be achieved through consistency of policies, steady social
engagement over longer time periods or during implementation of an LEWS. 3) the government has to keep a constant open and honest interaction with the civil organizations of the
territory since they are key to understand and solve challenges and conflicts with the community 3) the government has to keep a constant open and honest interaction with the civil organizations of the
territory since they are key to understand and solve challenges and conflicts with the community 3) government authorities have to have a long-term commitment independent of election cycles to support an
670
LEWS in informal settlements. Financial allowances and personnel to socially and technically sustain the LEWS
have to be allocated long-term in the governmental budget. The sustenance and expansion of low-tech, self-help
capacities of the at-risk community has to be an inherent part of this budget. LEWS in informal settlements. 5 Final Statement The understanding that the
physical presence of an LEWS is more than just an assemblage of black boxes only begins (Mazereeuw and Yarina,
2017). In our case its usefulness needs to be further evaluated in the coming years. If successful, the deliberate
design of risk technology in public spaces could become a further design parameter for LEWS in urban areas. can contribute to the risk awareness of affected residents while improving livelihood. The understanding that the
physical presence of an LEWS is more than just an assemblage of black boxes only begins (Mazereeuw and Yarina,
2017). In our case its usefulness needs to be further evaluated in the coming years. If successful, the deliberate
design of risk technology in public spaces could become a further design parameter for LEWS in urban areas. 690 A second aspect of innovation of the developed LEWS is the technical monitoring of not-yet-active ground
movements in an informal settlement. In Medellín, ground sensors are usually placed only in an active landslide or
near critical infrastructure. The preemptive placement of sensors promises to give more precise monitoring
capacities, but is also more maintenance intensive and needs a refined process of data interpretation in order not to A second aspect of innovation of the developed LEWS is the technical monitoring of not-yet-active ground
movements in an informal settlement. In Medellín, ground sensors are usually placed only in an active landslide or
near critical infrastructure. The preemptive placement of sensors promises to give more precise monitoring
capacities, but is also more maintenance intensive and needs a refined process of data interpretation in order not to cause false alarms. Through the connection of the sensors with the app, residents will be able to see the status of
695
sensors in their neighborhood in the future. Therefore, the correct interpretation of the sensor readings and its
continuous surveillance is the most important task of the ensuing calibration phase of the system. 695 cause false alarms. Through the connection of the sensors with the app, residents will be able to see the status of
695
sensors in their neighborhood in the future. Therefore, the correct interpretation of the sensor readings and its
continuous surveillance is the most important task of the ensuing calibration phase of the system. 5 Final Statement Financial allowances and personnel to socially and technically sustain the LEWS
have to be allocated long-term in the governmental budget. The sustenance and expansion of low-tech, self-help
capacities of the at-risk community has to be an inherent part of this budget. 4) a commonly accepted process of community resettlement in case of imminent landslide threat has to be in place. 675
The presented living lab approach is not the first LEWS to be installed in an informal settlement; other attempts
have been made, for example in Rio de Janeiro (Heffer and ELLA, 2013), Honduras (Peters et al.; 2022), or in
Nepal (Thapa and Adhikari, 2019). The interim results of the living lab confirm the common notion that an LEWS
is a predominantly social system with embedded technical elements, even more so in an informal settlement with
its strong social and political dynamics (Kelman and Glantz, 2014). 680 4) a commonly accepted process of community resettlement in case of imminent landslide threat has to be in place. 675
The presented living lab approach is not the first LEWS to be installed in an informal settlement; other attempts 4) a commonly accepted process of community resettlement in case of imminent landslide threat has to be in place. 675 The presented living lab approach is not the first LEWS to be installed in an informal settlement; other attempts
have been made, for example in Rio de Janeiro (Heffer and ELLA, 2013), Honduras (Peters et al.; 2022), or in
Nepal (Thapa and Adhikari, 2019). The interim results of the living lab confirm the common notion that an LEWS
is a predominantly social system with embedded technical elements, even more so in an informal settlement with
its strong social and political dynamics (Kelman and Glantz, 2014). 680 The presented living lab approach expands this socio-technical understanding by a spatial component. The
interaction between the technology of the monitoring system (the technical) and the residents and social
organizations of the informal neighborhood (the social) has deliberately transformed the physical space of the
neighborhood (the spatial). The new miniature public spaces test the notion that the spatial dimension of an LEWS
685 31 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. can contribute to the risk awareness of affected residents while improving livelihood. 5 Final Statement As the living lab approach developed a prototype of an integrative and participatory LEWS that introduces novel
technology, additional time for calibration, development and adjustment is needed in order to reach a certain level
700
of functionality. Its usefulness is not yet proven. The continued operation and further development of the system
by the risk management agencies of Medellín is therefore crucial in order to obtain more knowledge in the future 32 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Appendices Figure A1. Schematic layout of the Inform@Risk sensor based monitoring system. The system achieves a
05
observations by combining linear deformation measurements (Continuous Shear Monitor and Extensometer
detection based on tilt measurements (wireless (LoRa(R)) measurement nodes). Additionally the landslide tr
and groundwater table are monitored. The acquired data is processed in a cloud system utilizing methods of s
the reliability of the system (e.g. only if several sensors indicate a landslide (red dots), an automated public wa
et al., 2020, copyright Ernst & Sohn GmbH. Reproduced with permission)
0 Figure A1. Schematic layout of the Inform@Risk sensor based monitoring system. The system achieves a high spatial density of
705
observations by combining linear deformation measurements (Continuous Shear Monitor and Extensometers) with punctual motion
detection based on tilt measurements (wireless (LoRa(R)) measurement nodes). Additionally the landslide triggering factors rainfall
and groundwater table are monitored. The acquired data is processed in a cloud system utilizing methods of sensor fusion to improve
the reliability of the system (e.g. only if several sensors indicate a landslide (red dots), an automated public warning is issued). (Thuro
et al., 2020, copyright Ernst & Sohn GmbH. Reproduced with permission)
710 33 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. gure A2. Map showing the spatial distribution of the elements of the sensor system in the project area. Red lines indicate landslide
enomena. Background: orthomosaic of drone images acquired in Nov. 2019. Figure A2. Map showing the spatial distribution of the elements of the sensor system in the project area. Red lines indicate landslide
phenomena. Background: orthomosaic of drone images acquired in Nov. 2019. 34 https://doi.org/10.5194/nhess-2023-53
Preprint. Discussion started: 17 April 2023
c⃝Author(s) 2023. CC BY 4.0 License. Figure A3. Map with location of LEWS elements in public space. 715 Figure A3. Map with location of LEWS elements in public space. 35 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. Figure A4. Interfaces of the warning app (from left to right): main menu of the App, map of sensor distribution, and information
provided by sensor. Figure A4. Interfaces of the warning app (from left to right): main menu of the App, map of sensor distribution, and information
provided by sensor. Competing Interests Dr. John Singer (AlpGeorisk) has concluded a contract with the municipal risk management agency of Medellín, DAGRD to
continue the development and testing of the sensor system in future. The used data management and analysis platform
(AlpGeorisk ONLINE) is developed and commercially distributed by AlpGeorisk. 735 The other authors have no relevant financial or non-financial interests to disclose. Author Contributions
720 All authors contributed to the study conception and design. The first outline and final version of the manuscript was developed
by Christian Werthmann. In the section “3 Preliminary Findings”, the following authors were mainly responsible for the
research and content of: the section “3.1.1 Landslide Risk at City Scale” by Marta Sapena and Marlene Kühnl, “3.1.2
Landslide Hazard at Pilot-Neighborhood” by Bettina Menschik and Kurosch Thuro. “3.2.1 Automatic Sensor-Based All authors contributed to the study conception and design. The first outline and final version of the manuscript was developed
by Christian Werthmann. In the section “3 Preliminary Findings”, the following authors were mainly responsible for the
research and content of: the section “3.1.1 Landslide Risk at City Scale” by Marta Sapena and Marlene Kühnl, “3.1.2
Landslide Hazard at Pilot-Neighborhood” by Bettina Menschik and Kurosch Thuro. “3.2.1 Automatic Sensor-Based Monitoring” by John Singer, 3.2.2 Manual and People-Based Monitoring by Carolina Garcia, and “3.2.3 Socio-spatial
725
Integration of Monitoring System” by Christian Werthmann and Heike Schäfer. “3.3.1 Warning Levels”, “3.3.2 Warning
Dissemination channels”, “3.3.4 Alert Network” and 3.4 Response Capacity by Carolina Garcia, the “3.3.3 Warning App” by
Sebastian Schröck. The abstract and the section “4 Living Lab Experiences and Conclusions” was a joint effort. All other
sections were written by Christian Werthmann. All authors commented on previous versions of the manuscript and all authors 36 https://doi.org/10.5194/nhess-2023-53
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c⃝Author(s) 2023. CC BY 4.0 License. Acknowledgements Living Lab Participants:
German partners: Leibniz Universität Hannover (Coordinator), Technische Hochschule Deggendorf, Technische Universität München, Deutsches Zentrum für Luft- und Raumfahrt e.V., AlpGeorisk, Sachverständigenbüro für Luftbildauswertung und
750
Umweltfragen;
Colombian partners: EAFIT University - urbam, Departamento , Administrativo de Gestión de Riesgos – DAGRD, Alcaldía
de Medellín, Área Metropolitana del Valle de Aburrá, Departamento Administrativo de Planeación, Secretaría de Medio
Ambiente, Secretaría de Infraestructura Física, Sistema de Alerta Temprana del Valle de Aburrá, Sociedad Colombiana de München, Deutsches Zentrum für Luft- und Raumfahrt e.V., AlpGeorisk, Sachverständigenbüro für Luftbildauswertung und
750
Umweltfragen;
Colombian partners: EAFIT University - urbam, Departamento , Administrativo de Gestión de Riesgos – DAGRD, Alcaldía
de Medellín, Área Metropolitana del Valle de Aburrá, Departamento Administrativo de Planeación, Secretaría de Medio
Ambiente, Secretaría de Infraestructura Física, Sistema de Alerta Temprana del Valle de Aburrá, Sociedad Colombiana de
Geología Colectivo Tejearañas Corporación Convivamos Fundación Palomá Red Barrial Bello Oriente Residents of Bello
755 Geología, Colectivo Tejearañas, Corporación Convivamos, Fundación Palomá, Red Barrial Bello Oriente, Residents of Bello
755
Oriente. Geología, Colectivo Tejearañas, Corporación Convivamos, Fundación Palomá, Red Barrial Bello Oriente, Residents of Bello
755
Oriente. Acknowledgements This research was funded by the German Federal Ministry of Education and Research as part of the FONA Client II initiative,
740
grant number 03G0883A-F, Inform@Risk – Strengthening the Resilience of Informal Settlements against Slope Movements. Many thanks go to Ms. Fretzdorff and Ms. Putbrese from Project Management Jülich for their great support and guidance. The Departamento Administrativo de Gestión del Riesgo de Desastres of Medellín (DAGRD) provided funding for several
on-site installations. All the listed Colombian partners volunteered to invest time and effort. Special thanks go to Alejandro This research was funded by the German Federal Ministry of Education and Research as part of the FONA Client II initiative,
740
grant number 03G0883A-F, Inform@Risk – Strengthening the Resilience of Informal Settlements against Slope Movements. Many thanks go to Ms. Fretzdorff and Ms. Putbrese from Project Management Jülich for their great support and guidance. The Departamento Administrativo de Gestión del Riesgo de Desastres of Medellín (DAGRD) provided funding for several
on-site installations. All the listed Colombian partners volunteered to invest time and effort. Special thanks go to Alejandro This research was funded by the German Federal Ministry of Education and Research as part of the FONA Client II initiative,
740
grant number 03G0883A-F, Inform@Risk – Strengthening the Resilience of Informal Settlements against Slope Movements. Many thanks go to Ms. Fretzdorff and Ms. Putbrese from Project Management Jülich for their great support and guidance. The Departamento Administrativo de Gestión del Riesgo de Desastres of Medellín (DAGRD) provided funding for several
on-site installations. All the listed Colombian partners volunteered to invest time and effort. Special thanks go to Alejandro Echeverrri, director from urbam at EAFIT university and Laura Duarte director from DAGRD for their continuous support of
745
the project. Many thanks go to the residents of Bello Oriente for their support and collaboration. Echeverrri, director from urbam at EAFIT university and Laura Duarte director from DAGRD for their continuous support of
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English
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The Delivery of Service in Forming the Image of the Hospital and Patients Satisfaction to Gain Patients Loyality in Kajuruhan Kepanjen Hospital Malang Regency
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Global Journal of Business & Social Review/Global Journal of Business & Social Science Review
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Journal of Health, Medicine and Nursing
ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 Journal of Health, Medicine and Nursing
ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 1. INTRODUCTION 1.1. Background of The Problem The industry of hospital service is basically socioeconomic, i.e. in addition to emphasizing the application of
social values; it must also consider economic principles in carrying out its activities. This is clearly shown in in a
private hospital in which the financial resources or the funding come from donors or investors who expect that
their investment can be returned, and possibly it is expected to gain profits. The success go a hospital is
determined by the service provided mainly tools quality, means, and resources. When the quality of treatment
and professional human resources is better, the hospital utilization tends to increase (Health Profile of Malang
Regency, 2005-2007) Preliminary results of a survey on patients who seek treatment in Kanjuruhan Kepanjen Hospital
Malang Regency, which is determined at the beginning of treatment, was received by the clerk at the front lines
until completed and allowed to go home or otherwise to be hospitalized, show that only 50% of respondents
stated that the hospital cares about the society. This means that patients/ the society perceive that the image of
the hospital is not good. This shows that the service delivery system which includes physical support and contact
personnel influence the company’s image. The quality of doctors, nursing facilities and technology, diagnostics
facilities, the overall quality of care, interpersonal attention, awareness of staff to the personal needs of the
patient and the hospital experience, location and cost, and also ease of location, influence the image of the
hospital, the patient's satisfaction and loyalty. 1.2. Limitations of The Problem 1. Does the delivery of service which consists of physical support and contact personnel influence t
of Kajuruhan Kepanjen Hospital Malang Regency? 2. Does the delivery of service which consists of physical support and contact personnel influence th
satisfaction of Kajuruhan Kepanjen Hospital Malang Regency? 3. Does the image of the hospital influence the patients satisfaction of Kajuruhan Kepanjen Hospital Malang
Regency? 4. Does the image of the hospital influence the patients loyalty of Kajuruhan Kepanjen Hospital Malang
Regency? g
y
5. Does the patients satisfaction influence the patients loyalty of Kajuruhan Kepanjen Hospital Malang
Regency? The Delivery of Service in Forming the Image of the Hospital and
Patients Satisfaction to Gain Patients Loyality in Kajuruhan
Kepanjen Hospital Malang Regency Mamik Ferry Kriswandana Umi Rahayu
Department of Environmental Health, Health Polytechnic of Surabaya, Indonesia Abstract Kajuruhan Kepanjen Hospital Malang Regency is the only hospital possessed by Malang Regency. The
competition among hospitals is getting tighter along with the appearance of private hospitals. The success of
hospitals is caused mainly by the delivery of service, especially the service, tolls, and personals because hospitals
as service industries have given good services for their patients so that the patients will be loyal. Data collecting
method is by a field observation, i.e. distributing the questionnaires and interviewing 210 respondents (patients
of Kajuruhan Kepanjen Hospital Malang Regency). Then the data was processed and analyzed by using
Structural Equation Modeling (SEM) method, with AMOS software. The result of data analysis shows that the
delivery of service has positive and significant influence to the image of the hospital but it does not have
significant influence to patients satisfaction. The image of Kajuruhan Kepanjen Hospital Malang Regency has
positive and significant influence to patients satisfaction and loyalty. Patients satisfaction has positive and
significant influence to patients loyalty. Keywords: Delivery of Service, Image, Satisfaction, Loyalty. 1.3. Study Objectives The objectives of the study are to identify and review the influence of the delivery of service to the image of the
hospital and patients satisfaction, the influence of the hospital image to patients satisfaction, and also the
influence of the hospital image and patients loyalty of Kajuruhan Kepanjen Hospital Malang Regency. 13 Journal of Health, Medicine and Nursing Journal of Health, Medicine and Nursing ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 2.3. Customer Satisfaction Customer satisfaction depends on the estimate product performance in giving the grade, relatively to the
customer expectation. The customer is satisfied when the performance meets the expectation. The customer is
dissatisfied when the product performance is much lower than what is expected (Kotler and Armstrong, 2009). The satisfaction felt by the customer consists of satisfaction of the product and satisfaction to the information
used to choose the product. Each form is called satisfaction indicator and information satisfaction that influence
the customer loyalty ( Spreng et al., 1996). 2. 1. Service Delivery System According to Lovelock and Wright (2007), a service business is viewed as a service operation system and a
service delivery system. A service operation system is a component which is included in the whole service
business system, where the inputs are processed and the service product elements are created by human
resources component and physical component. The important components of service marketing namely people, process, and physical evidence are
important elements in delivering the service offered and play a significant role in doing “tangibilize in the
intangible”. The service quality in a hospital service outside the related competences that forms the patients
experience in health care is by giving service excellence, i.e. an attitude or a way of an employee or a health
worker in serving the patients satisfactorily in line with the goals and benefits of service results i.e. Speed,
accuracy, hospitality, and comfort. 2.2. Image
Keller (1993) defined a company image as a perception of a company as a company picture restrained in the
customer’s memory. The image and awareness are directed to two components of image knowledge. The whole
formed perception (the conclusion of the image/ brand) in the customer’s mind are caused by brand physic, name,
symbol, display, and reputation for bank service. The factors of company image variable according to Keller
(1993) are three factors namely corporate image, user image, and product image. 2. Theoretical Review 2. 1. Service Delivery System .
3. RESEARCH METHODS The population of this study is all patients of Kanjuruhan Kepanjen Malang Regency. The number of samples is
based on Hair et al. (2010) who stated that the minimum data for multi-variant analysis technique is at least 100
samples. Thus, the samples used in this study are 210 patients. The determination of samples in this study is
purposive sampling i.e. The researcher uses his/her own consideration (using adequate knowledge of population)
to choose the samples. The analysis data technique used is Structural Equation Modeling (SEM). 2.4. Loyalty Customer loyalty is a concept that is studied more in customer behavior study. Customer loyalty has two
elements namely behavior element and attitude. In the approach of behavior element, the definition of loyalty
becomes shallow. Loyalty is is based on buying pattern only, and this approach defines loyalty in accordance
with buying level of certain product or brand in a period. Moven and Minor (2007) defined brand loyalty as how
far a customer shows a positive attitude toward a brand, has a commitment to a brand, and wants to keep buying
in the future. Brand loyalty is influenced directly by the satisfaction or dissatisfaction to a product which is
accumulated in a period as the perception of a product quality. 2.5. Study Model
The proposed study model is shown in Picture 1. Picture 1. Study Model
Patients
satisfaction
Hospital
image
Patients
loyalty
Service delivery
system 2.5. Study Model
The proposed study model is shown in Picture 1. Patients
satisfaction Service delivery
system Patients
loyalty Hospital
image Picture 1. Study Model 2.6. Study Hypothesis
H1 : the delivery service system has significant influence to the hospital image of Kanjuruhan Kepanjen
Hospital Malang Regency. H2 : the delivery service system has significant influence to patients satisfaction of Kanjuruhan Kepanjen
Hospital Malang Regency. H3 : the hospital image has significant influence to patients satisfaction of Kanjuruhan Kepanjen Hospital 14 Journal of Health, Medicine and Nursing Journal of Health, Medicine and Nursing www.iiste.org iste.org ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 Malang Regency. H4 : the hospital image has significant influence to patients loyalty of Kanjuruhan Kepanjen Hospit
Malang Regency. g
g
y
the hospital image has significant influence to patients loyalty of Kanjuruhan Kepanjen Hospital
Malang Regency. H4 : the hospital image has significant influence to patients loyalty of Kanjuruhan Kepanjen Hospital
Malang Regency. H5 : the patients satisfaction has significant influence to patients loyalty of Kanjuruhan Kepanjen Hospital
Malang Regency H5 : the patients satisfaction has significant influence to patients loyalty of Kanjuruhan Kepanjen Hospital
Malang Regency 4. 3. Hypothesis Test Result 4. 3. Hypothesis Test Result yp
The hypothesis test is done by comparing probability grade (p) of each latent variable with 0,05 (α = significant)
in which it is stated as significant if pv latent variable is smaller or the same with 0,05 (p ≤ 0,05). Table 3 shows:
1. Service delivery system variable (X) has positive and significant influence to hospital image (Y1), with PV
grade = 0,000 < 0,05 (α), and has a path coefficient 0,968. yp
The hypothesis test is done by comparing probability grade (p) of each latent variable with 0,05 (α = significant)
in which it is stated as significant if pv latent variable is smaller or the same with 0,05 (p ≤ 0,05). Table 3 shows: The hypothesis test is done by comparing probability grade (p) of each latent variable with 0,05 (α = significant)
in which it is stated as significant if pv latent variable is smaller or the same with 0,05 (p ≤ 0,05). Table 3 shows:
1. Service delivery system variable (X) has positive and significant influence to hospital image (Y1), with PV
grade = 0,000 < 0,05 (α), and has a path coefficient 0,968. 1. Service delivery system variable (X) has positive and significant influence to hospital image (Y1), with PV
grade = 0,000 < 0,05 (α), and has a path coefficient 0,968. g
,
,
( ),
p
,
2. Service delivery system variable (X) has positive but not significant influence to patients satisfaction (Y2),
with PV grade = 0,378 > 0,05 (α), and has a path coefficient -0,732. g
( )
p
2. Service delivery system variable (X) has positive but not significant influence to patients satisfaction (Y2),
with PV grade = 0,378 > 0,05 (α), and has a path coefficient -0,732. 3. Hospital Image variable (Y1)has positive and significant influence to patients satisfaction (Y2), with PV
grade = 0,05 ≤ 0,05 (α), and has a regression coefficient 1,679. 3. Hospital Image variable (Y1)has positive and significant influence to patients satisfaction (Y2), with PV
grade = 0,05 ≤ 0,05 (α), and has a regression coefficient 1,679. i l i
i bl (
) h
i i
d i
ifi
i fl
i
l
l
(
)
i h
d 4. Hospital image variable (Y1) has positive and significant influence to patients loyalty (Y3), with
= 0,047 < 0,05 (α), and has a regression coefficient 1,379. 4. RESULTS AND DISCUSSION 4. 1. Model Analysis Result
This study applies Structural Equation Modeling (SEM) analysis. The analysis results are shown in Picture 1 and
Table 1. 4. 1. Model Analysis Result
This study applies Structural Equation Modeling (SEM) analysis. The analysis results are shown in Picture 1 and
Table 1. y
This study applies Structural Equation Modeling (SEM) analysis. The analysis results are shown in Picture 1 and
Table 1 Picture 1. SEM Beginning Step
Y2
Y2.1
e15
1
1
Y2.2
e1 61
Y2.3
e171
Y1
Y1.3
e14
1
1
Y1.2
e13
1
Y1.1
e12
1
ey11
ey2
1
Y3
Y3.1
e18
1
1
Y3.2
e19
1
Y3.4
e21
1
Y3.5
e22
1
ey3
1
X1
X1.11
e11
1
1
X1.10
e10 1
X1.9
e9 1
X1.8
e8 1
X1.7
e7 1
X1.4
e4 1
X1.2
e2 1
X1.1
e1 1
ex1
1 Picture 1. SEM Beginning Step X1 Table 1. Goodness of Fit Beginning Model Test
Criteria
Cut-of Value
Model Result
Information
Chi-Square
Expected low
299,207
Not accepted
Probability
≥0.05
0,000
Not accepted
RMSEA
≤0.08
0,079
Accepted
GFI
≥0.90
0,865
Not accepted
AGFI
≥0.90
0,823
Not accepted
CFI
≥0.95
0,901
Not accepted
Source: analysis result SEM (2012) The analysis result of SEM early step shows that the beginning model is proposed based on the
unacceptable theory, because there is only one good requirement (not supported by empirical data in the field) so
the result is not fit. Then, the beginning model is modified with a guidance of modification indices which must
be supported by relevant theory. The result is shown in Picture 2 Table 2. 15 Journal of Health, Medicine and Nursing g ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 Picture 2. SEM Modification Step
Y2
Y2.1
e15
1
1
Y2.2
e1 61
Y2.3
e171
Y1
Y1.3
e14
1
1
Y1.2
e13
1
Y1.1
e12
1
ey1
1
ey2
1
Y3
Y3.1
e18
1
1
Y3.2
e19
1
Y3.4
e21
1
Y3.5
e22
1
ey3
1
X1
X1.11
e11
1
1
X1.10
e10 1
X1.9
e9 1
X1.8
e8 1
X1.7
e7 1
X1.4
e4 1
X1.2
e2 1
X1.1
e1 1
ex1
1 Picture 2. SEM Modification Step Picture 2. 4. RESULTS AND DISCUSSION SEM Modification Step
Y2
Y2.1
e15
1
1
Y2.2
e1 61
Y2.3
e171
Y1
Y1.3
e14
1
1
Y1.2
e13
1
Y1.1
e12
1
ey1
1
ey2
1
Y3
Y3.1
e18
1
1
Y3.2
e19
1
Y3.4
e21
1
Y3.5
e22
1
ey3
1
X1
X1.11
e11
1
1
X1.10
e10 1
X1.9
e9 1
X1.8
e8 1
X1.7
e7 1
X1.4
e4 1
X1.2
e2 1
X1.1
e1 1
ex1
1 Picture 2. SEM Modification Step Table 2. Goodness of Fit Modification Model Test
Criteria
Cut-of Value
Model Result
Information
Chi-Square
Expected low
179,651
Accepted
Probability
≥0.05
0,000
Not accepted
RMSEA
≤0.08
0,048
Accepted
GFI
≥0.90
0,917
Accepted
AGFI
≥0.90
0,882
Quite Accepted
CFI
≥0.95
0,966
Accepted
Source: analysis result SEM (2012) Table 2. Goodness of Fit Modification Model Test Table 2 shows that six criteria used to assess whether a model is fit or not, only one criteria that is quite
adequate. This can be said that the model can be accepted, meaning that there is suitability between the model
and the data. 4.2. Causal Relationship between Latent Variables
T bl 3 C
l R l ti 4.2. Causal Relationship between Latent Variables
Table 3. Causal Relationship between Latents Variables
Causal Relationship
P value Loading Factor
Hospital Image
<--- Service Delivery
0,000
0.968
Patients Satisfaction <--- Hospital Image
0,050
1.679
Patients Satisfaction <--- Service Delivery
0,378
-0.732
Patients Loyalty
<--- Hospital Image
0.047
1.379
Patients Loyalty
<--- Patients Satisfaction
0,004
2.148
Source: Analysis Result SEM (2012) Source: Analysis Result SEM (2012) 5. Discussion 1. The Influence of Service Delivery to Hospital Image (H1) The first hypothesis is proven that the service delivery system with room design, waiting room comfort, ease of
being informed, service tools, other supporting means (public telephone, ATM, Bank) indicators, and the
availability of parking area, timeliness of service, patient acceptance procedure, and the communication between
the health workers and the patients has significant influence to hospital image of Kanjuruhan Kepanjen Hospital
Malang Regency. Tis conclusion is based on the grade of PV = 0,000 < 0,05 (significant level α = 0,05), with
path coefficient 0, 968. p
This is in accordance with Nguyen and Leblanc (2002) that the service delivery system which includes
physical support and contact personnel has influence to company image. In addition, this is also in line with
Cooper (1994), where doctor quality, care and technology facilities, diagnostics facilities, whole care qualities,
interpersonal attention, staff awareness to patients personal needs and hospital experience, location, costs, ease
of patient location influence the hospital image. The service delivery system is a communication system formed by physical support dimension and
contact personnel dimension. Both physical support and contact personnel become very important in supporting
the formation of hospital image. The service quality of hospital service outside the related competences that
forms the patient experience in health care is by giving service excellence, i.e. an attitude or way of an employee
in giving service to patients satisfactorily, according to the goals and benefits of the service results namely speed,
accuracy, hospitality, and comfort. The four basic elements are a unit of integrated service, meaning that a
service becomes imperfect if there is one of elements that is ignored. p
g
luence of Service Delivery to Patients Satisfaction (H2) p
g
. The Influence of Service Delivery to Patients Satisfaction (H2) The second hypothesis is not proven that the service delivery system does not have significant influence to
patients satisfaction of Kanjuruhan Kepanjen Hospital Malang Regency. This conclusion is based on the grade of
PV = 0,378 > 0,05 (significant level α = 0,05), with path coefficient -0,732. This result is not in line with
Shamdasani and Balakrishnan (2000), who concluded that physical support and contact personnel influence the
customer satisfaction. 4. 3. Hypothesis Test Result ( )
g
5. Patients satisfaction variable (Y2) has positive and significant influence to patients loyalty (Y3), with PV
grade 0,004 < 0,05 (α), and has a regression coefficient 2,148. 5. Patients satisfaction variable (Y2) has positive and significant influence to patients loyalty (Y3), with PV
grade 0,004 < 0,05 (α), and has a regression coefficient 2,148. 16 Journal of Health, Medicine and Nursing www.iiste.org 4. 4. Indirect Influence Analysis
Table 4. Indirect Influence of Latent Variables
Latent Variable
Patients Satisfaction (Y2)
Patients Loyalty (Y3)
1. X Y2 (via Y1)
2. X Y3 (via Y1)
3. X Y3 (via Y1 & Y2)
0,968 x 1,679 = 1,625 (S)
-
-
-
0,968 x 1,379 = 1,335 (S)
0,968 x 1,679 x 2,148 = 3,491 (S)
Th
l
i
f i di
i fl
f l
i bl
f ll 4. 4. Indirect Influence Analysis 0,968 x 1,379 = 1,335 (S)
0,968 x 1,679 x 2,148 = 3,491 (S) The explanation of indirect influence of latent variables are as follows: p
1. The indirect effect of service delivery system (X) to patients satisfaction (Y2) via hospital image (Y1) has
indirect positive and significant influence 1, 625 (0,968 x 1,697). This shows that the service delivery
system variable (X) indirectly (via hospital image) has significant influence to patients satisfaction of
Kanjuruhan Kepanjen Hospital Malang Regency (Y2) whereas the direct influence is not significant. 2. The indirect effect of service delivery system (X) to patients loyalty (Y3) via hospital image (Y1) has
indirectly positive and significant influence that is 1, 335 (0, 968 x 1, 379) y
( )
y (
p
g )
g
p
Kanjuruhan Kepanjen Hospital Malang Regency (Y2) whereas the direct influence is not significant. 2. The indirect effect of service delivery system (X) to patients loyalty (Y3) via hospital image (Y1) has
indirectly positive and significant influence that is 1, 335 (0, 968 x 1, 379) Kanjuruhan Kepanjen Hospital Malang Regency (Y2) whereas the direct influence is not significant. 2. 4. 3. Hypothesis Test Result The indirect effect of service delivery system (X) to patients loyalty (Y3) via hospital image (Y1) has
indirectly positive and significant influence that is 1, 335 (0, 968 x 1, 379) y p
g
(
)
The indirect effect of service delivery system (X) to patients loyalty (Y3) via hospital image (Y1) and
patients satisfaction (Y2) has indirectly positive and significant influence that is 3, 491 (0, 968 x 1, 679 x 2, 148). 5. Discussion This study result indicates the support to the theories which stated that there is a significant influence of
image to patients loyalty. Patients will be loyal if the patients view a hospital as a good hospital. The influence of
company image to the patients which is shown in Bloemer et al. (2002) who concluded that an image does not
have direct influence to customers loyalty, but it is only a moderator variable between quality and customers. This study shows that a company image has direct influence to customers loyalty and also acts as a
moderator variable between service delivery system and customers loyalty, meaning that image variable can be
either endogenous variable or exogenous variable. This study is also in line with Nguyen and Leblanc (2002)
who stated that a company image has positive influence to customers loyalty in three sectors (telecommunication,
retail, and education). )
fluence of Patients Satisfaction to Patients Loyalty (H5) )
5. The Influence of Patients Satisfaction to Patients Loyalty (H5) y
y (
)
The fifth hypothesis is proven that patients satisfaction has significant influence to patients loyalty of
Kanjuruhan Kepenjen Hospital Malang Regency. This conclusion is based on the grade of PV = 0,004 ≤ 0,50
(significant level α = 0,05), with path coefficient 2,148. Athis study is in line with Bloemer et al. (2002) and
Spreng et al. (1996). Bloemer et al. (2002) concluded that image influences customers satisfaction, satisfaction influences
trust, and trust influences customers commitment (loyalty). Spreng et al. (1996) stated that overall customers
satisfaction consists of the satisfaction to the product itself and the satisfaction to the information used to choose
the product. Each form is named satisfaction indicator and information satisfaction which influence customers
loyalty. Customer satisfaction is a key for business profit and customers loyalty is a key for continuing
satisfaction. The satisfied customers tend to be loyal. This is also applied in health agency. The patients who are
satisfied with the hospital service will tend to be loyal to the hospital. Based on the result of this study, patients
loyalty is much influenced by patients satisfaction. Besides the direct influence of patients satisfaction, patients
loyalty is also influenced directly by image and indirectly by service delivery system through image as a
moderator variable. 5. Discussion In this study, physical support owned by the hospital less influence the forming of hospital
service delivery system, meaning that the patients think that reliability is more important than facilities and
infrastructures owned by the hospital. The same opinion is also put forward by Lupiyoadi (2006) that in hospital
service, the reliability and responsiveness of the health workers are much more dominant that the hospital
interiors. 3. The Influence of Hospital Image to Patients Satisfaction (H3) 3. The Influence of Hospital Image to Patients Satisfaction (H3) 3. The Influence of Hospital Image to Patients Satisfaction (H3) The third hypothesis is proven that the hospital image- with the indicators of patients impressions to the hospital,
the patients trust to the hospital, and the health workers ability - has significant influence to the satisfaction of
patients of Kanjuruhan Kepanjen Hospital Malang Regency. This conclusion is based on the grade of PV =
0,050 ≤ 0,50 (significant level α = 0,05), with path coefficient 1,679. The study result is in line with the result of
the research done by Selnes (1993) and Bloemer et al. (2002). Selnes (1993) concluded that a company image influences the customer satisfaction and loyalty. Bloemer et al. (2002) stated that an image influences customer satisfaction. Besides, this study also supports Mc
Daniel et al. (2007) who stated that the purchase of a brand results in satisfaction for a customer, that is
compared to the expectation of a brand strength potential. Also the expectation becomes the foundation which
underlies the first decision made by a customer. 17 Journal of Health, Medicine and Nursing www.iiste.org iste.org ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 4. The Influence of Hospital Image to Patients Loyalty (H4) 4. The Influence of Hospital Image to Patients Loyalty (H4) The fourth hypothesis is proven that hospital image has significant influence to patients loyalty of Kanjuruhan
Kepanjen Hospital Malang Regency. This conclusion is based on the grade of PV = 0,047 ≤ 0,50 (significant
level α = 0,05), with path coefficient 1,379. The study result is in line with the result of the research done by
Selnes (1993) and Bloemer et al. (2002). Selnes (1993) showed that a company image influences the customers
satisfaction and loyalty, meaning that the company (Kanjuruhan Kepanjen Hospital Malang Regency) influences
the patients loyalty. 6.
CONCLUSION The image of Kajuruhan Kepanjen Hospital Malang Regency has positive and significant influence to patients
satisfaction and loyalty. Patients satisfaction has positive and significant influence to patients loyalty. 7. SUGGESTION
Physical support owned by the hospital can change patients orientation about reliability hospital than facilities
and infrastructures owned by the hospital. 7. SUGGESTION
Physical support owned by the hospital can change patients orientation about reliability hospital than facilities
and infrastructures owned by the hospital. 5. Discussion Patients loyalty is a point which is expected by service company because customers loyalty
is a benchmark of the success of service delivery system and company image. ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 red, 1993, An Examination of The Effect of Product Performance on Brand Reputaion, Satisfaction and
lt
E
J
l f M
k ti
V l 27 (M
)
19 36 f
g
(
) pp
Richard A., Scott B. MacKenzie, and Richard W. Olshavsky, 1996, A Reexamination of the
Determinants of Customer Satisfaction, Journal of Marketing, Vol. 9 (July), pp. 15-32. y
y
p
f
g
(
y) pp
ani, Prem N., and Audrey A. Balakrishnan, 2000, Determinants of Relatioship Quality and Loyalty in
rsonalized Services, Journal of Marketing, Vol. 6 (June) pp.390-407. ,
,
p
,
yalty, European Journal of Marketing, Vol. 27 (May) pp.19-36. Journal of Health, Medicine and Nursing An Investigating in Financial Service. The International Journal Marketing. Vol. 16. pp 52-74. g
g
g
pp
, 1993, An Examination of The Effect of Product Performance on Brand Reputaion, Satisfaction and
ty, European Journal of Marketing, Vol. 27 (May) pp.19-36. An Investigating in Financial Service. The International Journal Marketing. Vol. 16. pp 52-74.
Selnes, Fred, 1993, An Examination of The Effect of Product Performance on Brand Reputaion, Satisfaction and
Loyalty, European Journal of Marketing, Vol. 27 (May) pp.19-36.
Shamdasani, Prem N., and Audrey A. Balakrishnan, 2000, Determinants of Relatioship Quality and Loyalty in
Personalized Services, Journal of Marketing, Vol. 6 (June) pp.390-407.
Spreng, Richard A., Scott B. MacKenzie, and Richard W. Olshavsky, 1996, A Reexamination of the
Determinants of Customer Satisfaction, Journal of Marketing, Vol. 9 (July), pp. 15-32. ISSN 2422-8419 An International Peer-reviewed Journal Loyalty, European Journal of Marketing, Vol. 27 (May) pp.19 36.
Shamdasani, Prem N., and Audrey A. Balakrishnan, 2000, Determinants of Relatioship Quality and Loyalty in
Personalized Services, Journal of Marketing, Vol. 6 (June) pp.390-407.
Spreng, Richard A., Scott B. MacKenzie, and Richard W. Olshavsky, 1996, A Reexamination of the
Determinants of Customer Satisfaction Journal of Marketing Vol 9 (July) pp 15 32 Journal of Health, Medicine and Nursing Selnes, Fred, 1993, An Examination of The Effect of Product Performance on Brand Reputaion, Satisfa Journal of Health, Medicine and Nursing
ISSN 2422-8419 An International Peer-reviewed Journal
Vol.29, 2016 REFERENCES Bloemer, Ruyter, and Peter, 2002, Investigating Drivers of Bank Loyalty: the Complex Relationship between
Image, Service Quality and Satisfaction, Journal of Marketing, Vol. 9, No.3, pp. 23-42. Bloemer, Ruyter, and Peter, 2002, Investigating Drivers of Bank Loyalty: the Complex Relationship between
Image, Service Quality and Satisfaction, Journal of Marketing, Vol. 9, No.3, pp. 23-42. Cooper, Joseph, 1994, Measuring Service Quality: A Reexamination and Extension. Journal of Marketing, Vol. Cooper, Joseph, 1994, Measuring Service Quality: A Reexamination and Extension. Journal of Ma
56 (July), pp. 55-68. Hair, J.F., Anderson R.E., Tatham R.L., and Black W.C., 2010, Multivariate Data Analysis, Seventh Edition,
Pearson Prentice-Hall International Inc., New Jersey. Keller, K. L., 1993, A Conceptualizing, Measuring, and Managing Customer-Based Brand Equity, Journal of
Marketing Research, Vol. 29, pp.1-22. r, Philip, and Gary Armstrong, 2009, Prinsip-Prinsip Pemasaran, Edisi Terjemahan, Erlangga, Jakarta. p
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p
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Lovelock, Christopher H., and Lauren K. Wright, 2007, Manajemen Pemasaran Jasa, Cetakan Kedua, Indeks,
Jakarta. Lupiyoadi, Rambat, 2006, Manajemen Pemasaran Jasa, Edisi Kedua, Penerbit Salemba Empat, Jakarta. aran Jasa, Edisi Kedua, Penerbit Salemba Empat, Jak McDaniel C., Hair J.F., dan Lamb C.W. Jr, 2007, Pemasaran, Edisi Terbatas (Terjemahan). Prentice H
york. Mowen, John C., dan Michael Minor, 2007, Customer Loyalty, Edisi Ketiga, Erlangga, Jakarta. Nguyen, N., and Leblanc G., 2002, The Mediating Role of Corporate Image on Customers’ Retention Decisions: 18 www.iiste.org 19
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https://figshare.com/articles/conference_contribution/Beauty_leaf_Calophyllum_inophyllum_L_tree_a_tree_with_great_economic_potential/13423097/1/files/25827437.pdf
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en
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Beauty Leaf (Calophyllum inophyllum L.), tree: a tree with great economic potential
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Proceedings of the International Forestry and Enviroment symposium
| 2,012
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cc-by
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Session II - Forest Resources Utilization
207
Beauty Leaf (Calophyllum inophyllum L.), tree: a tree with great
economic potential
Subhash Hathurusingha and N. Ashwath
Centre for Plant and Water Sciences, Central Queensland University, Rockhampton QLD 4702,
Australia
Calophyllum inophyllum L. (Clusiaceae) commonly known as Alexandrian laurel or beauty leaf or Domba (in Sri
Lanka) is essentially a littoral tree of the tropics, occurring above the high-tide mark along sea coasts of northern
Australia and extending throughout Southeast Asia and southern India (Agroforesrey Database 2007).The tree
is native to both Australia and Sri Lanka. For many years it has been used by indigenous communities and
alternative medicine practitioners. It also has a high demand for its seed oil from cosmetics and pharmaceutical
industries.
It is a high potential bio-diesel plant. Seed yields 65% oil from its dry weight 3744 kg/ha from 400 trees (Azam et
al. 2005). It has the highest per tree oil yield from 75 plant species tested so far. It can be used in conventional
diesel engines (without any alterations) in its pure form or as a blend with mineral oil (Agarwal 2006).
It is also a durable multi-purpose timber (density 560-900kg/m3) (Timber Species Notes, DPI Queensland 2007). With
recently discovered plant properties (anti-HIV and anti-cancer active compounds), Calophyllum inophyllum
can be placed amongst the most important multi-purpose trees.
This paper reviews various economically important uses and services of Calophyllum inophyllum L. and areas
for future research. This also outlines an ongoing research project "Provenance variations in ecophysioIogy,
growth, performance, seed oil and Calocoumarin-A (anti-cancer agent) content ofCalophyllum inophyllum L."
that is being carried out in Queensland, Australia and in Sri Lanka.
208
Sustainable Management of Forest Resources in India Through Criteria
and Indicator AlJproach
G M Devagiri, T Nethravathi, Sathish and H S Vasudev
University of Agricultural Sciences, Bangalore, India
College of Forestry, Ponnampet, Kodagu, Karnataka, India
The concept of Sustainable Forest Management (SFM) is not new, but has become popular in recent years. SFM
encompasses environmental dimension relating to maintenance of the natural resources in perpetuity, economic
dimensions for production of goods and services and social dimensions describing involvement of people in
decision-making process and equitable benefit sharing. For operationalising SFM it is imperative to have assessment system such that deviations towards or away from sustainability can be ascertained and corrective actions
can be taken. The system should evaluate the two main conditions i.e., maintenance of ecosystem integrity and
maintenance and enhancement of well being of people.
Criteria and indicators (C & I) are the tools for assessing the magnitude and the direction of change in a given
forestry situations and provide a forest management information system, which is important for forest managers
and other actors for forestry related decision making. C & I can be used to encourage more holistic thinking when
planning forest management activities, and to bring about greater vigor, openness, transparency and accountability in forest management planning, monitoring and reporting. The important eight criteria adopted in some
forest divisions of India includes increase in the extent of forest and tree cover, maintenance, conservation and
enhancement of biodiversity, maintenance and enhancement of ecosystem function and vitality, conservation
and maintenance of soil and water resources, maintenance and enhancement of forest resource productivity,
optimization offorest resource utilization, maintenance and enhancement of social, cultural and spiritual benefits
and adequacy of policy, legal and institutional framework. Under each of these criteria such as for example under
ecosystem function and vitality, the status of natural regeneration is used as an indicator.
Mishra et al. (2004) observed that the people are mostly dependent on trees outside forest, hence reducing the
pressure on the natural forest. The sustainability index shows comprehensive impact of various indicators on
,
Proceedings of the International Forestry and Environment Symposium 2007 of the Department
Forestry and Environmental Science, University of Sri Jayewardenepura, Sri Lanka.
of
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https://openalex.org/W2906060991
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https://cdr.lib.unc.edu/downloads/js956n16m
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English
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Longitudinal patterns of unmet need for contraception among women living with HIV on antiretroviral therapy in South Africa
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PloS one
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cc-by
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RESEARCH ARTICLE Editor: Rena C. Patel, University of Washington,
UNITED STATES Received: September 12, 2018
Accepted: November 29, 2018
Published: December 20, 2018
Copyright: © 2018 Rucinski et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Received: September 12, 2018
Accepted: November 29, 2018
Published: December 20, 2018 Abstract Citation: Rucinski KB, Powers KA, Schwartz SR,
Pence BW, Chi BH, Black V, et al. (2018)
Longitudinal patterns of unmet need for
contraception among women living with HIV on
antiretroviral therapy in South Africa. PLoS ONE 13
(12): e0209114. https://doi.org/10.1371/journal. pone.0209114 Objectives Fertility intentions and contraceptive use are often not assessed in the context of clinical HIV
care, representing a possible programming gap if women’s family planning needs change
over time. We aimed to identify longitudinal patterns of unmet need for contraception over a
12-month period among women living with HIV taking antiretroviral therapy (ART). Editor: Rena C. Patel, University of Washington,
UNITED STATES Study design 850 non-pregnant, HIV-positive women aged 18–35 on or initiating ART in Johannesburg,
South Africa, were enrolled into a prospective cohort study in 2009–2010. Fertility intentions
and contraceptive use were assessed during routine HIV care visits via an interviewer-
administered questionnaire, and women were referred for on-site contraceptive counseling. We used group-based trajectory modeling to identify patterns of unmet need for contracep-
tion over 12 months, first in the entire population and then in a subset of recent ART
initiators. Copyright: © 2018 Rucinski et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
available from within the manuscript as well as a
supplemental information file. Longitudinal patterns of unmet need for
contraception among women living with HIV
on antiretroviral therapy in South Africa Katherine B. RucinskiID1,2¤*, Kimberly A. Powers1, Sheree R. Schwartz2,3, Brian
W. Pence1, Benjamin H. Chi4, Vivian Black2,5, Helen Rees2, Audrey E. Pettifor1 1 Department of Epidemiology, University of North Carolina Gillings School of Global Public Health, Chapel
Hill, NC, United States of America, 2 Wits Reproductive Health and HIV Institute, University of the
Witwatersrand, Johannesburg, South Africa, 3 Department of Epidemiology, Johns Hopkins Bloomberg
School of Public Health, Baltimore, MD, United States of America, 4 Department of Obstetrics and
Gynecology, University of North Carolina School of Medicine, Chapel Hill, NC, United States of America,
5 Clinical Microbiology and Infectious Diseases, Faculty of Health Sciences, University of the Witwatersrand,
Johannesburg, South Africa a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ¤ Current address: Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health,
Baltimore, MD, United States of America
* rucinski@jhu.edu ¤ Current address: Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health,
Baltimore, MD, United States of America
* rucinski@jhu.edu Conclusions SRS. KBR was supported by an award through the
Society of Family Planning Research Fund
(SFPRF11-T8) and through NIH/NIAID T32
AI102623. BHC was supported through NIH/NIAID
(K24 AI120796). The funders had no role in study
design, data collection and analysis, decision to
publish, or preparation of the manuscript. Half of women were estimated to have a high probability of unmet need that persisted over
time, and more than a quarter were estimated to experience patterns of changing unmet
need over 12 months. Family planning needs should be assessed more regularly in HIV-
positive women to prevent unintended pregnancies and support safer conception among
women trying to conceive. Competing interests: The authors have declared
that no competing interests exist. Longitudinal patterns of unmet need for contraception Introduction Prevention of unintended pregnancy through reliable contraceptive methods improves wom-
en’s health and reduces both maternal and infant mortality among women living with HIV
[1,2]. Prevention of unintended pregnancy is also an effective strategy to reduce mother-to-
child HIV transmission [3], and is the second prong of WHO’s four-pronged framework for
prevention of mother-to-child transmission (PMTCT) [4]. For these reasons and to ensure
women’s reproductive rights, South African national contraception and family planning
guidelines promote the availability of accessible and comprehensive contraceptive services to
meet the family planning needs of women living with HIV [5]. In practice, however, women
living with HIV in South Africa still experience tremendous difficulties meeting their family
planning needs [6–9]. Family planning needs of women living with HIV are likely to change over time, yet these
changes may go undetected due to facility- and provider-level factors that preclude providers
from routinely assessing fertility preferences and contraceptive use in the context of HIV clini-
cal care. Comprehensive programs to reduce unmet need for contraception in HIV-positive
women, broadly defined as a discrepancy between expressed fertility preferences and con-
traceptive use [10], have traditionally focused on improving availability of services, increasing
education and information dissemination around contraceptive use, and strengthening con-
traceptive counseling at the provider level [7,11–16]. However, even in settings where these
enhanced family planning services are offered within HIV clinics, women may be reluctant to
seek contraceptive counseling, and health-facility factors such as high patient volume and lim-
ited number of providers can affect patient-provider interaction time and quality of care [17–
19]. To the extent that fertility intentions and contraceptive use are dynamic, this presents a
missed opportunity for intervention. Delineating patterns of unmet contraceptive need among women living with HIV could
help providers better understand the extent to which the risk for unintended pregnancy is
likely to change over time. Furthermore, characterization of temporal trends or predictors of
unmet need for contraception could inform more targeted screening practices within inte-
grated reproductive health and antiretroviral therapy (ART) services, including both contra-
ception provision and safer conception interventions. We assessed longitudinal patterns of
unmet need for contraception over a 12-month period within a cohort of women living with
HIV taking ART in South Africa. Results In the full population we identified four patterns of unmet need for contraception over one
year. Half of the enrolled women were predicted to have a consistently high probability of
unmet need, 22.9% a consistently low probability, 16.7% a decreasing probability, and
10.4% an increasing probability over time. Contraceptive method discontinuation and rap-
idly changing fertility intentions were the primary drivers of changing (increasing or decreas-
ing) unmet need over follow-up. Results were similar in recent ART initiators. Funding: This research was conducted in clinics
supported by PEPFAR (President’s Emergency
Plan For AIDS Relief) and the United States Agency
for International Development. The original parent
study received funding from the United States
Centers for Disease Control and Prevention (CDC)
public health dissertation grant R36 PS001584 to PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 1 / 14 Study setting, population and design Data were prospectively collected from four public-sector HIV outpatient clinics in inner city
Johannesburg between 2009 and 2011 as part of a larger study to estimate the 12-month 2 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Longitudinal patterns of unmet need for contraception incidence of pregnancy among women living with HIV on ART. Full study procedures and eli-
gibility criteria have been previously described [8,17,20]. In brief, all HIV-positive, non-preg-
nant, sexually active women between the ages of 18–35 on or initiating ART were eligible for
participation if they had not given birth in the last three months, were not breastfeeding, had
not had a previous tubal ligation, hysterectomy, bi-lateral oophorectomy, and had not received
a diagnosis of permanent infertility. Pregnancy was determined using urine-based tests admin-
istered by study staff (One Step hCG Urine Pregnancy Test, Atlas Link Technology, Beijing)
and confirmed through repeat testing. ART regimen information, CD4 cell count and viral
load data were confirmed through medical record review and pharmacy and laboratory rec-
ords. After providing written informed consent, women meeting eligibility criteria completed
an interviewer-administered questionnaire to assess demographic and behavioral characteris-
tics including sexual risk behaviors, fertility history and intentions, and contraceptive use. Women were referred for antenatal care, on-site contraceptive counseling, or other services as
needed. Outcome definition Our outcome of interest was unmet need for contraception (yes/no), which we assessed at the
time of each routine HIV care visit. Our assessment was guided by the algorithm for popula-
tion-level unmet need for contraception as proposed by Bradley et al. [21], which we used as a
framework for determining each woman’s individual-level unmet need during study visits (see
S1 Questionnaire). Specifically, women were considered to have unmet need for contraception
at a given study visit if they reported 1) being married, living with a partner, or being sexually
active in the three months preceding study enrollment; 2) not currently trying to become preg-
nant (at time of interview); and 3) not currently using oral contraceptives, injectable, a hor-
monal implant or an intrauterine device. Women who met the first two criteria and reported
condom use as their primary family planning method were considered to have unmet need, as
rates of unintended pregnancy are comparable among women who do not use family planning
methods and among those who report condom use alone [8,22]. We assessed unmet need for contraception at monthly intervals after enrollment, corre-
sponding to the routine care visits, for a total of 12 time points. In cases where a woman had
two routine care visits within a given month, we employed a two-stage process for measure-
ment selection. If another visit occurred in the subsequent interval, we retained only the first
measurement for the month in question. If, however, no visit occurred in the next interval, we
retained both measurements for the month in question provided they occurred at least 21 days
apart, and assigned the second value forward to the next interval. This process accounted for
the heterogeneity in clinic visit frequency among women, minimized missing data, and
reflected any conflicting, individual measurement within a given interval. Women were cen-
sored at pregnancy, loss to follow-up, death, or the completion of 12 months of follow-up. The original study protocol was approved by the University of the Witwatersrand Human
Research Ethics Committee, Johannesburg, South Africa. Written informed consent was
obtained from all participants. The University of North Carolina at Chapel Hill Institutional
Review Board also approved the secondary analysis presented here. Statistical analysis We used group-based trajectory modeling to identify distinct longitudinal patterns of unmet
need for contraception over the 12-month period [23,24]. Group-based trajectory modeling is
an application of finite mixture modeling designed to identify clusters of individuals who fol-
low a similar trajectory for a given outcome over time [24]. We first fit a series of predictor- 3 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Longitudinal patterns of unmet need for contraception free trajectory models to identify the optimal number of trajectories describing the population
patterns of unmet need for contraception, fitting models with 2, 3, 4, or 5 trajectory groups to
allow for heterogeneity while ensuring interpretability. Given the dichotomous nature of the
outcome, we specified a logit link and binomial distribution, and we decided a priori to con-
sider both quadratic and cubic specifications of each model to enable flexible trajectory shapes. We chose the optimal model based on optimum Bayesian information criterion (BIC) using
Jeffreys’s scale of evidence for Bayes factors [25,26]. As unmet need for contraception is a function of both fertility intentions and contraceptive
use, changes in unmet need may reflect changes in fertility intentions, contraceptive use, or
both. Therefore, to delineate changes in the separate phenomena contributing to the compos-
ite outcome of unmet need for contraception, we conducted a descriptive analysis in which we
graphically characterized both fertility intentions and contraceptive use over the study period. At each interval we assigned women to one of four mutually exclusive categories:1) those who
had unmet need according to the definition above; 2) those who were married, living with a
partner, or sexually active and using a reliable method of contraception to prevent pregnancy;
3) those who were married, living with a partner, or sexually active and trying to conceive, and
4) those who were not married, living with a partner, or sexually active. We conducted this
descriptive analysis overall and by trajectory group (assigned on the basis of the maximum
posterior probability of group membership [23,24]). To identify predictors of trajectory group membership, we first constructed a categorical mea-
sure for group membership based on the final predictor-free model, assigning each woman to a
group based on her maximum posterior membership probability in each model [23,24]. After
assigning women to groups, we conducted descriptive, within-group analyses of clinical and
behavioral features assessed at enrollment. Statistical analysis These features, which we identified through a literature
review of factors associated with unmet need for contraception, were related to demographics,
measures of fertility history and contraceptive use, partner-associated characteristics, measures of
patient/provider interaction and HIV-related clinical outcomes. We then fit a multinomial logistic
regression model with the categorical measure for group membership as the outcome and the
aforementioned predictors of interest as explanatory variables. In a second stage of the predictor analysis, we constructed a new group-based trajectory
model for unmet need for contraception, retaining all predictors that were found to be signifi-
cant (α = 0.1) for at least one trajectory group comparison in the first stage [23]. We included
this second stage to ensure that our coefficients and standard errors properly accounted for
covariance between parameter estimates and the probabilities of membership in each trajec-
tory group [23]. We conducted all analyses in the full cohort and repeated them in a subgroup of women ini-
tiating ART within 3 months of enrollment, given the likelihood that fertility intentions may
change rapidly immediately after ART initiation [27–29], as well as the distinctness of ART ini-
tiation as a clearly identifiable developmental origin and intervention point. In sensitivity anal-
yses for both the full cohort and recent initiators, we re-estimated trajectories using quarterly
interval assessments (every three months). All models were fit using Proc Traj (https://www. andrew.cmu.edu/user/bjones/index.htm), a free downloadable SAS add-on package (SAS, ver-
sion 9.4, Cary, NC). Longitudinal patterns of unmet need for contraception Table 1. Characteristics at enrollment of 850 women living with HIV taking ART in Johannesburg by ART initiation status, 2009–2011. Overall
N = 850
ART Experienced
N = 693
Recent ART Initiators†
N = 157
Median
IQR
Median
IQR
Median
IQR
Age (years)
30.4
27–33
30.5
28–33
30.0
26–32
Monthly income (ZAR)
2000.0
1000–3480
2000.0
1000–3500
1700.0
1000–3000
No. living children
1.0
1–2
1.0
1–2
1.0
0–2
Months since last pregnancy
48.0
20–96
48.0
18–84
72.0
26–96
Months since HIV diagnosis
24.0
12–48
28.0
15–48
11.0
3–24
CD4 count at enrollment (cells/μl)
312.0
178–462
356.0
242–510
149.0
87–179
Months on ART
13.0
5–24
16.0
9–29
1.0
0–2
n
%
n
%
n
%
Education completed
None-Grade 10
55
6.5
44
6.4
11
7.0
Grade 11-Grade 12
671
78.9
542
78.2
129
82.2
Post-grad degree or certificate
124
14.6
107
15.4
17
10.8
Employed
510
60.0
427
61.6
83
52.9
Married/cohabitating with a partner
378
44.5
300
43.3
78
49.7
In a relationship
789
92.8
655
94.5
134
85.4
Sexually active, last three months
754
89.4
627
91.0
127
82.5
Partner HIV status‡
Negative
200
25.3
165
25.2
35
25.7
Positive
312
39.4
260
39.7
52
38.2
Unknown
279
35.3
230
35.1
49
36.0
Ever pregnant
760
89.4
630
90.9
130
82.8
Pregnant at HIV diagnosis
271
31.9
248
35.8
23
14.7
Trying to conceive, currently
105
12.4
83
12.0
22
14.0
Trying to conceive, next year
396
46.6
299
43.2
97
61.8
Taking hormonal contraception
224
26.4
203
29.3
21
13.4
Using condoms for family planning
410
48.2
325
46.9
85
54.1
Unmet need for contraception
500
58.8
415
59.9
85
54.1
Abb
i i
IQR I
il R
ART A
i
i
l h nrollment of 850 women living with HIV taking ART in Johannesburg by ART initiation status, 2009–2011. Table 1. Characteristics at enrollment of 850 women living with HIV taking ART in Johannesburg by ART initiation sta 9) of follow-up before they were censored at time of pregnancy. Among the 701 women who
did not become pregnant, median follow-up time was 11.4 months (IQR 9, 12), with 28 (4.0%)
not returning to care after their initial study visit. Median time between follow-up visits was
1.7 months (IQR 1, 2) for women who became pregnant and 1.8 months (IQR 1, 2) for those
who did not. Study population characteristics A total of 850 women were enrolled and followed for up to 12 months. Over the 12-month
period, 149 women (17.5%) became pregnant and contributed a median of 6.2 months (IQR 4, 4 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 No deaths were reported over the study period. Women were on average 30 years of age (IQR 27, 33), and the majority were in a relation-
ship (789/850, 92.8%) (Table 1). Most women (760/850, 89.4%) had previously been pregnant,
with a median time since last pregnancy of 48 months (IQR 20, 96). The median time since
HIV diagnosis was 24 months (IQR 12, 48), and median time since ART initiation was 13
months (IQR 5, 24). Of the 850 women in the full cohort, 157 (18.5%) had initiated ART within three months of
study enrollment (“recent initiators”) and 693 (81.5%) had initiated ART more than three 5 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Longitudinal patterns of unmet need for contraception months prior to study enrollment (“ART experienced”). Demographics, behavioral character-
istics and clinical characteristics differed by ART experience. Compared to ART-experienced
women, a larger proportion of recent initiators reported at enrollment that they planned to
become pregnant in the next 12 months (97/157 (61.8%) vs. 299/693 (43.2%)) and a smaller
proportion were using hormonal contraception (21/157 (13.4%) vs. 203/693 (29.3%)) to pre-
vent pregnancy. Unmet need was assessed at study enrollment in both the full cohort and in recent ART ini-
tiators. Of the 850 women included in the full cohort, 500 (58.8%) had unmet need. The pro-
portion of women with unmet need was similar among recent initiators of ART compared to
women who were ART experienced (54.1% vs. 59.9%). Longitudinal assessment of unmet need for contraception A four-group quadratic model was selected as the optimal predictor-free model to identify pat-
terns of unmet need over 12 months (Fig 1). Half (50.0%) of the cohort was predicted to have a
consistently high probability of unmet need (predicted probability of unmet need between
79.0% and 98.0%) over the study period. Nearly a quarter (22.9%) were predicted to have a
consistently low probability of unmet need (1.2%-8.0% probability of unmet need over time). Additionally, 16.7% had a steadily decreasing probability of unmet need (from 86.9% at month
0 to 30.8% at month 9) and 10.4% exhibited a sharp increase in this probability (from 6.0% at
month 0 to 81.4% at month 12). Based on these trends for unmet need, we qualitatively
described these groups as “consistently high,” “consistently low,” “decreasing,” and “increas-
ing,” respectively. In the sub-analysis of recent ART initiators (n = 157), a four-group, predictor-free cubic
model was selected to identify patterns of unmet need (Fig 1). Similar to the model selected for
the full cohort, nearly half (40.8%) of recent initiators were predicted to have a consistently
high probability of unmet need (predicted probability of unmet need between 91.1% and
96.9% throughout). Women who were predicted to have a consistently low probability of
unmet need (between 0.0% and 14.6% across the 12 months) accounted for 24.4% of recent
initiators. Nearly one-fifth (17.5%) of recent initiators were predicted to have a slowly increas-
ing probability of unmet need (from 25.1% at month 3 to 94.5% at month 12), and a nearly
identical proportion (17.4%) were predicted to have a decreasing probability of unmet need
(from 88.3% at month 1 to 16.9% at month 9). In sensitivity analyses where we re-estimated trajectories using quarterly intervals assess-
ments, results were generally similar (S1 Fig). PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Fertility intentions and contraceptive use over time https://doi.org/10.1371/journal.pone.0209114.g001 https://doi.org/10.1371/journal.pone.0209114.g001 https://doi.org/10.1371/journal.pone.0209114.g001 https://doi.org/10.1371/journal.pone.0209114.g001 Fertility intentions and contraceptive use over time Temporal patterns in the two distinct contributors to unmet need–fertility intentions and con-
traceptive use–varied dramatically across trajectory groups (Fig 2). In those who followed an
increasing trajectory of unmet need (based on assignment to the increasing group using a
maximum posterior membership probability), the proportion trying to conceive decreased
over time (from 35.6% in month 0 to 10.3% in month 12), as did the proportion using reliable
contraception to prevent pregnancy (from 61.6% in month 0 to 13.8% in month 12). In those
who followed a decreasing trajectory of unmet need, the proportion trying to conceive
increased over time (from 3.5% at month 0 to 45.5% at month 12) and the proportion using
reliable contraception to prevent pregnancy also increased (between 4.3% and 16.9% over the
12 months). For women who followed trajectories of unmet need that were relatively constant
(i.e. consistently low or consistently high), we observed little change in fertility intentions and
contraceptive use over the 12 months. Results were similar in recent initiators. PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 6 / 14 Longitudinal patterns of unmet need for contraception Fig 1. Predicted trajectories of unmet need for contraception among women living with HIV taking ART in
Johannesburg, 2009–2011. Panel A represents predicted trajectories for the four-group quadratic model estimated for
the full cohort (N = 850). Panel B represents predicted trajectories for the four-group cubic model estimated for recent
initiators of ART (N = 157). Dots represent the observed proportion of women with unmet need for contraception
among those assigned to a given trajectory group on the basis of their maximum posterior group membership
probability. Curves represent the proportion of women with unmet need for contraception as estimated by the model
for a given trajectory group. Fig 1. Predicted trajectories of unmet need for contraception among women living with HIV taking ART in
Johannesburg, 2009–2011. Panel A represents predicted trajectories for the four-group quadratic model estimated for
the full cohort (N = 850). Panel B represents predicted trajectories for the four-group cubic model estimated for recent
initiators of ART (N = 157). Dots represent the observed proportion of women with unmet need for contraception
among those assigned to a given trajectory group on the basis of their maximum posterior group membership
probability. Curves represent the proportion of women with unmet need for contraception as estimated by the model
for a given trajectory group. PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Predictors of trajectory group membership Our multinomial logistic regression analysis allowed comparison of predictors for each of the
four trajectory groups relative to each other group. For simplicity, we focus here on the two
main comparisons of greatest apparent clinical relevance. Specifically, based on our observa-
tion of similar “starting points” for the consistently high and decreasing trajectories (and for
the consistently low and increasing trajectories), we describe predictors associated with mem-
bership in the decreasing group (compared to the consistently high group) and those associ-
ated with membership in the increasing group (compared to the consistently low group), as
found using the two-stage process outlined above. Compared to the consistently high unmet
need group, those in the decreasing group were likely to have fewer children (OR 0.4, 95% CI
0.3, 0.5 per one-unit increase in the categorical variable describing number of living children)
and were more likely to have a partner who desired a/another child (OR 4.2 95% CI 1.6, 10.9) PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 7 / 14 Longitudinal patterns of unmet need for contraception Fig 2. Fertility intentions and contraceptive use over time, stratified by assigned trajectory group based on each
participant’s highest posterior group-membership probability for the full cohort (N = 850). At each monthly
assessment women were either 1) not married, co-habitating, or sexually active, 2) trying to conceive, 3) using a
reliable method of contraception to prevent pregnancy (contraceptive users) and 4) not using a reliable method of
contraception to prevent pregnancy (unmet need for contraception). https://doi org/10 1371/journal pone 0209114 g002 Fig 2. Fertility intentions and contraceptive use over time, stratified by assigned trajectory group based on each
participant’s highest posterior group-membership probability for the full cohort (N = 850). At each monthly
assessment women were either 1) not married, co-habitating, or sexually active, 2) trying to conceive, 3) using a
reliable method of contraception to prevent pregnancy (contraceptive users) and 4) not using a reliable method of
contraception to prevent pregnancy (unmet need for contraception). https://doi.org/10.1371/journal.pone.0209114.g002 https://doi.org/10.1371/journal.pone.0209114.g002 (Table 2). Compared to the consistently low group, women in the increasing group were more
likely to have reported a problem with their contraceptive method (i.e., heavy bleeding, irregu-
lar bleeding and spotting, amenorrhea, rash, or thrush as well as common side effects such as
weight gain or headaches) (OR 3.0, 95% CI 1.4, 6.6) (Table 3). Predictors of trajectory group membership In analyses confined to recent initiators, we were unable to identify meaningful predictors
of group membership in stage one due to the limited number of women assigned to each tra-
jectory group, and models did not converge in stage two. Additional descriptive profiles of tra-
jectory group membership for both the full cohort and recent initiators are reported in S1 and
S2 Tables. Longitudinal patterns of unmet need for contraception Table 3. Odds ratios (95% confidence intervals) associated with membership in the increasing unmet need trajectory group (compared to membership in the con-
sistently low unmet need group) (N = 850). OR (95% CI)
Characteristic
Consistently Low
Increasing
Decreasing
Consistently High
Number of living children†
1
1.2 (0.8, 1.9)
0.7 (0.5, 1.0)
2.9 (1.5, 2.6)
Employed
1
1.1 (0.6, 2.2)
2.1 (1.2, 3.8)
1.2 (0.8, 1.8)
Main partner desires a/another child
1
1.3 (0.5, 3.4)
2.0 (0.8, 4.9)
0.6 (0.3, 1.0)
Problems with contraceptive method‡
1
3.0 (1.4, 6.6)
1.2 (0.5, 2.8)
1.3 (0.7, 2.4)
Abbreviations; OR: Odds Ratio, CI: Confidence Interval
† Per increase in category (corresponding to an increase in total number of children), with 1 = 0 children, 2 = 1 child, 32 children
‡ Includes heavy bleeding, irregular bleeding and spotting, amenorrhea, and rash or thrush as well as common side effects such as weight gain or headaches
htt
//d i
/10 1371/j
l
0209114 t003 vals) associated with membership in the increasing unmet need trajectory group (compared to membership in the con- Abbreviations; OR: Odds Ratio, CI: Confidence Interval
† Per increase in category (corresponding to an increase in total number of children), with 1 = 0 children, 2 = 1 child, 32 children
‡ Includes heavy bleeding, irregular bleeding and spotting, amenorrhea, and rash or thrush as well as common side effects such as weight gain or headaches absence of compensatory contraceptive use. In this study, we demonstrated that women living
with HIV on ART in South Africa have a high probability of unmet need for contraception,
and that rapidly changing fertility intentions and decisions about contraceptive use contribute
to changing unmet need in a non-trivial subset of women. Half of women in our full cohort were predicted to have a consistently high probability of
unmet need that persisted over time. Approximately one in ten women in our full cohort and
almost 20% of those recently initiating ART were predicted to have unmet contraceptive need
that increased over time, indicating they were at higher risk of unintended pregnancy as time
under observation increased. Notably, among women with increasing unmet contraceptive
need, few were observed to have unmet need at study enrollment (S1 Table). Discussion Changes in fertility intentions following ART initiation, coupled with improvements in fecun-
dity [22,30] and renewed sexual desire and greater coital frequency [27] are thought to contrib-
ute to increasing incidence of pregnancies in women living with HIV after starting ART in the Table 2. Odds ratios (95% confidence intervals) associated with membership in the decreasing unmet need trajectory group (compared to membership in the con-
sistently high unmet need group) (N = 850). OR (95% CI)
Characteristic
Consistently High
Decreasing
Increasing
Consistently Low
Number of living children†
1
0.4 (0.3, 0.5)
0.6 (0.4, 0.9)
0.6 (0.4, 0.7)
Employed
1
1.7 (0.9, 3.0)
1.9 (0.8, 4.4)
1.5 (0.9, 2.7)
Main partner desires a/another child
1
4.2 (1.6, 10.9)
0.5 (0.1, 2.9)
0.8 (0.5, 1.2)
Problems with contraceptive method‡
1
0.7 (0.3, 1.4)
1.9 (1.0, 3.7)
0.7 (0.4, 1.3)
Abbreviations; OR: Odds Ratio, CI: Confidence Interval
† Per increase in category (corresponding to an increase in total number of children), with 1 = 0 children, 2 = 1 child, 32 children
‡ Includes heavy bleeding, irregular bleeding and spotting, amenorrhea, and rash or thrush as well as common side effects such as weight gain or headaches
https://doi.org/10.1371/journal.pone.0209114.t002 associated with membership in the decreasing unmet need trajectory group (compared to membership in the con- atios (95% confidence intervals) associated with membership in the decreasing unmet need trajectory group (compared t
nmet need group) (N = 850). PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 8 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 We observed that family planning needs of women living with HIV changed frequently
over time in this South African setting, yet in clinical practice fertility intentions and con-
traceptive use were infrequently assessed. While current national service delivery guidelines
promote the integration of sexual and reproductive health services with HIV prevention, care
and treatment in South Africa [5], implementation of these guidelines in clinical practice has
been limited [35,36]. Women in our study, for example, received on-site referrals for con-
traceptive counseling that technically constitute integrated services. However, providers were
frequently located in different rooms or wards, contributing to long queues and lengthy wait
times. Preliminary results from the Tsepamo Study in Botswana indicating an increased risk
for neural tube defects among women taking dolutegravir at conception have spurred further
guidance around increasing contraceptive uptake for women initiating ART [37]. However,
the extent to which this additional guidance will ultimately streamline delivery of family plan-
ning services is yet to be determined. Routine HIV clinical care visits represent a potential opportunity to regularly assess family
planning needs, particularly among women on ART who may be unaware that their fertility
will increase once started on ART [22,30,38]. Furthermore, regularly assessing the family plan-
ning needs of women who have trouble achieving viral suppression is critical for both preven-
tion of horizontal transmission to HIV-uninfected partners and PMTCT. Previous studies
have suggested that multidimensional measures of fertility intentions (e.g., measures that
incorporate questions around childbearing preferences, feelings about a pregnancy/child, and
perceived consequence of a pregnancy/child) are needed to reliably determine women’s family
planning needs [39,40]. However, operationalizing more complex tools within the context of
high patient volume and limited provider resources may pose further challenges. More suc-
cinct measures of fertility intentions, such as those used to inform this study’s assessment of
unmet need, are demonstrably reliable in predicting pregnancy outcomes [8,17,41] and may
be more readily integrated into clinical practice to evaluate the immediate family planning
needs of women living with HIV. In one high-volume facility in Malawi, integration of a short
family planning assessment using an electronic medical record-based tool prompted health-
care workers to more routinely offer contraceptives during HIV care visits, increasing con-
traceptive prevalence over a four-year period [42]. Our study is not without limitations. Our findings are
compatible with previous research showing a single assessment of contraceptive need is insuf-
ficient in identifying those at high risk for unintended pregnancy, even within a 12-month
period [8]. Consistent with other estimates of contraceptive use in South Africa, few women in our
study were using a reliable method of contraception to prevent pregnancy at enrollment. Low
uptake of hormonal contraception may reflect fear of side effects or health risks (e.g., heavy
menstrual bleeding, irregular bleeding, bleeding between periods, lower abdominal pain),
which are strongly associated with contraceptive discontinuation or switching in HIV-positive
women [31,32,33]. Limited uptake or method discontinuation may also reflect structural barri-
ers such as long clinic wait times [17,18] or other unknown factors, as well as additional fears
around side effects resulting from ART/contraceptive drug interactions [34]. However, only
one woman in our study reported discontinuing her method for this reason. Compared to
women in our study who followed a trajectory of consistently low unmet contraceptive need,
those with increasing unmet need were significantly more likely to report problems or side
effects with their method of contraception. Furthermore, a significant proportion of those who
followed an increasing trajectory of unmet need discontinued their method of contraception
over the 12-month period without a corresponding change in fertility intentions. Changes in unmet need for contraception also reflect changes in fertility intentions. We
found that among women with a decreasing unmet need for contraception over follow-up, the
primary driver of reduced unmet need was increasing fertility intentions, not an increase in
uptake of contraception. Previous studies have found that fertility intentions increase rapidly
in the period following ART initiation [27–29], though evidence is limited. Increasing fertility
intentions among women on ART may also reflect partner fertility desires, and we found that
women with a decreasing unmet contraceptive need were more likely to report a partner who
desired a/another child. To the extent that fertility intentions reflect decisions around PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 9 / 14 Longitudinal patterns of unmet need for contraception childbearing in both partners, comprehensive screening of family planning needs that includes
asking women about their partner’s fertility intentions may offer additional opportunities to
identify women who require safer conception counseling. PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Acknowledgments We thank the participants, clinic staff and study team for their support of the study. We thank the participants, clinic staff and study team for their support of the study. Conclusions We have demonstrated that in this South African setting, a high proportion of women living
with HIV experience a persistently high probability of unmet need for contraception. We have
also shown that the family planning needs of women living with HIV may change rapidly,
even over a 12-month period. As more and more women initiate ART through South Africa’s
universal testing and treatment initiative, routine screening of fertility intentions combined
with rapid service referral for reliable contraception and safer conception methods will be crit-
ical in ensuring that women living with HIV are able to meet their reproductive needs. Supporting information S1 Questionnaire. Fertility intentions and contraceptive use assessment items. (PDF) S1 Fig. Predicted trajectories of unmet need for contraception using quarterly measure-
ments among women living with HIV taking ART in Johannesburg, 2009–2011. Figure that
illustrates trajectories of unmet need for contraception estimated using quarterly assessments
for A) the full cohort (N = 850) and B) recent ART initiators (N = 157). (TIFF) S1 Table. Characteristics of Women Assigned to “Consistently Low,” “Increasing,”
“Decreasing,” and “Consistently High” Unmet Need Trajectory Groups using a Maxi-
mum-Probability Assignment Rule (N = 850). (DOCX) S2 Table. Characteristics of Recent ART Initiators Assigned to “Consistently Low,”
“Increasing,” “Decreasing,” and “Consistently High” Unmet Need Trajectory Groups
using a Maximum-Probability Assignment Rule (N = 157). (DOCX)
S1 Dataset. (ZIP) First, nearly half of women in this analysis reported
condoms as their primary method of family planning at enrollment but were considered to
have unmet need for contraception. As some of these women may have used condoms consis-
tently and correctly, we may have overestimated the total number of women in our cohort
with unmet need. However, women in this study who reported using condoms had nearly
identical pregnancy rates as women who reported using no contraceptive method [8], suggest-
ing that the majority of women using condoms were not doing so effectively enough to prevent
pregnancy. Second, all behavioral outcomes were measured by self-report and are subject to
potential misclassification; however, questionnaires were administered in private by trained
study staff who developed a strong rapport with the participants to minimize social desirability
bias. Third, data included in this study predate South African national service delivery guide-
lines for integrated family planning and HIV care and earlier thresholds for treatment initia-
tion. At the time of study enrollment, non-pregnant women were only eligible for lifelong
ART initiation with a CD4 count 200 cells/μl or WHO clinical stage 4 diagnosis [43], and tra-
jectories of unmet need (and predictors thereof) may differ in the current era. We were also
unable to confirm the original indication for treatment among women who initiated ART PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 10 / 14 Longitudinal patterns of unmet need for contraception prior to enrolling in this study, and trajectories of unmet need may also differ among women
who initiated ART through PMTCT compared to women who initiated ART for their own
health. However, we saw very little difference in CD4 count by trajectory group overall, and
trajectories were largely similar between the whole cohort and the subgroup of recent ART ini-
tiators who were known to have started treatment outside of pregnancy. Furthermore, opera-
tional standards around the assessment of fertility intentions and the provision of effective
methods of contraception (e.g., long-acting reversible contraception) within the ART clinic
setting remain relatively unchanged in current clinical practice. References 1. Cleland J, Conde-Agudelo A, Peterson H, Ross J, Tsui A. Contraception and health. Lancet. 2012; 380
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after antiretroviral therapy initiation: findings from a prospective cohort study in South Africa. PLoS One. 2012; 7(4): e36039. https://doi.org/10.1371/journal.pone.0036039 PMID: 22558319 9. Chersich MF, Wabiri N, Risher K, Shisana O, Celentano D, Rehle T, et al. Contraception coverage and
methods used among women in South Africa: A national household survey. Samj S Afr Med J. 2017;
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28183308 11. Kosgei RJ, Lubano KM, Shen C, Wools-Kaloustian KK, Musick BS, Siika AM, et al. Impact of integrated
family planning and HIV care services on contraceptive use and pregnancy outcomes: a retrospective
cohort study. J Acquir Immune Defic Syndr. 2011; 58(5): e121–126. https://doi.org/10.1097/QAI. 0b013e318237ca80 PMID: 21963940 12. Author Contributions Conceptualization: Katherine B. Rucinski, Kimberly A. Powers, Sheree R. Schwartz, Brian W. Pence, Benjamin H. Chi, Audrey E. Pettifor. Conceptualization: Katherine B. Rucinski, Kimberly A. Powers, Sheree R. Schwartz, Brian W. Pence, Benjamin H. Chi, Audrey E. Pettifor. Data curation: Katherine B. Rucinski, Sheree R. Schwartz, Vivian Black. Data curation: Katherine B. Rucinski, Sheree R. Schwartz, Vivian Black. 11 / 14 PLOS ONE | https://doi.org/10.1371/journal.pone.0209114
December 20, 2018 Longitudinal patterns of unmet need for contraception Formal analysis: Katherine B. Rucinski. Formal analysis: Katherine B. Rucinski. Investigation: Sheree R. Schwartz, Vivian Black, Helen Rees. Methodology: Katherine B. Rucinski, Kimberly A. Powers, Sheree R. Schwartz, Audrey E. Pettifor. Supervision: Kimberly A. Powers, Sheree R. Schwartz, Brian W. Pence, Benjamin H. Chi,
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29543635 42. Tweya H, Feldacker C, Haddad LB, Munthali C, Bwanali M, Speight C, et al. Integrating family planning
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29039263 43. Republic of South Africa Department of Health. Implementation of the Universal Test and Treat Strategy
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%20CCMT%20Directorate.pdf 14 / 14
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Optimizing homeostatic cell renewal in hierarchical tissues
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RESEARCH ARTICLE Cesar Alvarado1, Nicole A. Fider2, Helen J. Wearing1,3, Natalia L. Komarova2,4* Cesar Alvarado1, Nicole A. Fider2, Helen J. Wearing1,3, Natalia L. Komarova2,4* 1 Department of Mathematics and Statistics, University of New Mexico, Albuquerque, New Mexico, United
States of America, 2 Department of Mathematics, University of California Irvine, Irvine, California, United
States of America, 3 Department of Biology, University of New Mexico, Albuquerque, New Mexico, United
States of America, 4 Department of Ecology and Evolutionary Biology, University of California Irvine, Irvine,
California, United States of America * komarova@uci.edu * komarova@uci.edu a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 OPEN ACCESS Citation: Alvarado C, Fider NA, Wearing HJ,
Komarova NL (2018) Optimizing homeostatic cell
renewal in hierarchical tissues. PLoS Comput Biol
14(2): e1005967. https://doi.org/10.1371/journal. pcbi.1005967 Citation: Alvarado C, Fider NA, Wearing HJ,
Komarova NL (2018) Optimizing homeostatic cell
renewal in hierarchical tissues. PLoS Comput Biol
14(2): e1005967. https://doi.org/10.1371/journal. pcbi.1005967 Editor: Arne Traulsen, Max-Planck-Institute for
Evolutionary Biology, GERMANY Editor: Arne Traulsen, Max-Planck-Institute for
Evolutionary Biology, GERMANY Copyright: © 2018 Alvarado et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Abstract In order to maintain homeostasis, mature cells removed from the top compartment of hierar-
chical tissues have to be replenished by means of differentiation and self-renewal events
happening in the more primitive compartments. As each cell division is associated with a
risk of mutation, cell division patterns have to be optimized, in order to minimize or delay
the risk of malignancy generation. Here we study this optimization problem, focusing on the
role of division tree length, that is, the number of layers of cells activated in response to the
loss of terminally differentiated cells, which is related to the balance between differentiation
and self-renewal events in the compartments. Using both analytical methods and stochastic
simulations in a metapopulation-style model, we find that shorter division trees are advanta-
geous if the objective is to minimize the total number of one-hit mutants in the cell popula-
tion. Longer division trees on the other hand minimize the accumulation of two-hit mutants,
which is a more likely evolutionary goal given the key role played by tumor suppressor
genes in cancer initiation. While division tree length is the most important property determin-
ing mutant accumulation, we also find that increasing the size of primitive compartments
helps to delay two-hit mutant generation. Optimizing homeostatic cell renewal in
hierarchical tissues a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Introduction Many tissues in complex organisms are hierarchically organized, such as the human colon, the
small intestine, the skin, and the haematopoietic system. Hierarchically organized tissues are
renewed constantly by means of a balance of cell deaths and cell divisions. Understanding the
mechanisms that regulate cell self-renewal and differentiation patterns is key to explaining the
robust nature of homeostasis [1]. Because of the imminent risk of mutation acquisition, tissue
organization also plays an important role in preventing cancer [2–9]. At the root of hierarchically organized tissues are a small number of stem cells (SCs), capa-
ble of both self renewal and differentiation into more specialized cells [10]. Downstream from
SCs there are intermediate cells of increasing degrees of maturity, which can undergo a certain
number of divisions. Finally, there are fully mature (terminally) differentiated cells, which per-
form their function and are discarded and replenished through divisions of less differentiated
cells. For instance, evidence suggests that on or near the bottom of the colon crypts and the
small intestine crypts, there are between 4 −6 SCs [11–13], and the remaining compartments
are composed of transit amplifying (TA) cells and finally mature differentiated cells that are
discarded, so that the entire crypt is renewed every 2 −7 days [14]. A similar situation occurs
in the haematopoietic system, where a stem cell pool of about 400 cells is required to replenish
a daily bone marrow output of about 3.5 × 1011 cells [15, 16]. Stem cells are thought to be capable of symmetric or asymmetric divisions. Asymmetric
divisions of a stem cell result in one daughter cell that is a stem cell and the other daughter cell
that is a more differentiated cell. Symmetric divisions result in two identical daughter cells. The two types of symmetric divisions are illustrated in Fig 1(a) in a more general context: dif-
ferentiation divisions result in two offspring that are both more differentiated than the divid-
ing cell, and self-renewal divisions result in two offspring whose differentiation status is
identical to that of the parent. Because experiments to track cell divisions and mutations are in general difficult, or not
feasible in some hierarchically organized tissues, mathematical models have been used to
understand cellular dynamics or homeostasis and mutations. In particular, the origin and
development of colorectal cancer have been extensively studied. Optimizing homeostatic cell renewal in hierarchical tissues everyday tissue maintenance (homeostasis). For example, tumor suppressor gene inactiva-
tion (two consecutive mutations) is an early rate-limiting step in many cancers. Using
mathematical and computational methods, we find that the length of division trees is anti-
correlated with the likelihood of double mutations, and lengthening the trees may provide
an evolutionary advantage to the organism by delaying the onset of cancer. Author summary Cells in multicellular organisms are organized hierarchically. A stem cell gives rise to a
chain of dividing and progressively differentiating offspring. At the end of this chain
(called a lineage) are terminally differentiated cells that perform their function and
undergo programmed cell death, to be replaced by new divisions of less differentiated
cells. Here we are interested in the design of such lineages. At one extreme, one can imag-
ine that a loss of terminally differentiated cells only results in divisions of cells in close
hierarchical proximity to them, giving rise to very short division trees. On the other hand,
it is possible that a long chain of increasingly primitive cells gets activated in response to
the loss of differentiated cells. We expect that an important type of selection pressure act-
ing upon tissue design is the minimization of mutations that happen in the course of Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: NK gratefully acknowledges the support
of the National Institute of Health grant 1 U01
CA187956-01, https://www.nih.gov/. The funders
had no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. Competing interests: The authors have declared
that no competing interests exist. 1 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Introduction It has been demonstrated the-
oretically that mutations leading to colorectal cancer can originate in either the stem cell com-
partment or TA cells [3, 5, 7, 17]. Computational models, such as virtual crypts, have helped
to understand the process of self renewal in hierarchically organized tissues, for instance the
organization of the colon [18–21]. Several studies have investigated tissue architecture with the
goal of understanding its utility in protection against mutation accumulation. Traulsen, Wer-
ner and colleagues used mathematical models to study mutations in the haematopoietic sys-
tem, and found theoretical evidence that tissue architecture and the process of self renewal
were a protection mechanism against cancer [6, 9, 22, 23]. Rodriguez-Brenes et al. [8] pro-
posed that an optimal tissue architecture that minimized the replication capacity of cells was
one where the less differentiated cells had a larger rate of self-renewal. Another study [2]
showed that having symmetric stem cell divisions (self-renewals and differentiations) rather PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 2 / 24 Optimizing homeostatic cell renewal in hierarchical tissues Fig 1. Schematics showing key concepts of the paper. (a) Two types of symmetric divisions: self-renewals and
differentiations. Each circle represents a cell, and i denotes the ith compartment, while i + 1 denotes the (i + 1)th
compartment. Panels (b) and (c) demonstrate the division chains that replenish 8 differentiated cells eliminated from the
top compartment. Dead cells are denoted by X’s and arrows show divisions. Cells are arranged in horizontal layers
corresponding to compartments. Only the dividing cells are shown (for example, there may be more than 4 cells in the
second to top compartment in panel (b)). In (b), the dead cells are replaced by a longer division tree, and in (c) by four
shorter division trees. than asymmetric stem cell divisions minimized the risk of two-hit mutant generation. Further-
more, Dingli et al. [24] considered the question of mutation generation by stem cells and
found that mutations that increased the probability of asymmetric replication could lead to
rapid expansion of mutant stem cells in the absence of a selective fitness advantage. Pepper
et al. [25] examined a tissue undergoing serial differentiation patterns originating with self-
renewing somatic stem cells, continuing with several TA cell differentiations, and showed that
such patterns lowered the rate of somatic evolution. Finally, Sprouffske et al. https://doi.org/10.1371/journal.pcbi.1005967.g001 The top-down approach To illustrate the questions we are interested in solving, consider a hierarchical tissue where
symmetric divisions are prevalent, such as the human colon [28–31]. When mature differenti-
ated cells in the most downstream compartment (the “top” layer of tissue) are discarded, cells
from the adjacent upstream compartment divide to replace the eliminated cells. This gives
rise to a chain of differentiations, because the cells that differentiated and migrated from the
upstream compartment also need to be replaced, in order to keep the tissue at homeostasis. Fig
1(b) and 1(c) schematically illustrates two opposite trends. Both panels depict 8 mature cells
that are eliminated. These cells are replenished by 4 differentiation events, whereby cells from
the neighboring compartment differentiate and migrate downstream to replace the dead cells. In panel (b), the 4 cells are, in turn, replenished by two differentiation events from the adjacent
upstream layer (representing a compartment in the hierarchy), leaving two cells to be replaced. This is done by a single differentiation event from the bottom layer, and the remaining cell is
then replaced by a self-renewal event from the same layer. These processes comprise a differen-
tiation cascade, or a differentiation chain, which in this case includes differentiation events in 3
consecutive compartments. A different scenario is shown in panel (c) where the 4 cells that dif-
ferentiate and migrate from the second-to-top layer are all replaced by self-renewal divisions
of cells in the same layer. In this case we have 4 shorter differentiation chains which only
include differentiation events in one compartment. As will be shown, a range of intermediate
scenarios is possible. Biologically, differentiation chains are shaped by a system of feedback loops determined by
signals altering self-renewal, differentiation, apoptosis, migration, and adhesion in both the
stem cell compartment and the transit amplifying cells [1, 8, 32]. The self-renewal and differ-
entiation activity is a well controlled system to guarantee tissue homeostasis in hierarchically
organized tissues, thus, changes in self-renewal and differentiation patterns might be associ-
ated with an increased risk of cancer development, as found, for example, by Merrit et al. [33]
in the context of colorectal cancer. Fig 1(b) and 1(c) suggests that in terms of tissue architec-
ture, and in the presence of hierarchical lineages, there are multiple arrangements that are
all, in principle, capable of maintaining balanced tissue turnover. Introduction [26] emphasized
the importance of spatial considerations in the modeling of stem cell hierarchies and division
patterns. Despite significant progress reported in the literature, there are still unanswered questions
regarding tissue renewal and cancer development in hierarchically organized tissues. In partic-
ular, the optimal mechanisms of self renewal and self-renewal to maintain homeostasis is a
crucial process which is not completely understood. In a recent paper, [27] present an elegant
model that allows one to calculate the optimal lineage structure that minimizes the divisional
load of cells. The premise of this paper is that to limit the accumulation of somatic mutations,
renewing tissues must minimize the number of times each cell divides during differentiation. On the other hand, as was discovered by Werner et al. in their analysis of mutant dynamics
[23], the occurrence of a mutant and the compartment of origin and its subsequent clonal
dynamics are all of importance. In the present study we consider an optimization problem,
where the objective is to optimize observables that are important for cancer prevention/delay. 3 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues Namely, our aim is to minimize the number of one-hit mutants accumulated in the tissue, and
to maximize the expected time until two-hit mutants are generated. We proceed by first formulating a top-down, hierarchical stochastic model of tissue self-
renewal, and then deriving analytical expressions for the expected number of mutants in each
compartment. This informs a deterministic approximation resulting in a set of differential
equations describing mutant dynamics in different compartments. It turns out that this meth-
odology can be further adapted to describe not only the approximately deterministic regime of
large populations and large mutation rates, but a more relevant regime of small populations
and small mutation rates. We investigate the dynamics of our model in different scenarios,
focusing on different self-renewal/differentiation probabilities and different compartment size
arrangements. In addition, we perform stochastic simulations to study the accumulation of
mutations in a stochastic regime. We describe both one-hit and two-hit mutant generation,
and find the parameters that can be tuned to delay cancer initiation in hierarchically organized
tissues. The stochastic process Assume that there are n + 1 compartments, C0, . . ., Cn, with total constant cell numbers
N0, . . ., Nn. Inside individual compartments, we assume complete mixing, and the compart-
ments are arranged linearly from the least mature, C0, to the most mature, Cn. At each time
step, 2n cells from the most differentiated compartment Cn are removed. These cells must be
replaced by 2n divisions in different compartments. This is done by going through the compartments consecutively in the upstream direction
(Cn−1, Cn−2, . . ., C0) and probabilistically assigning the division event types that take place. The parameter that determines the division type is 0 vi 1, which is the probability for a
cell in compartment Ci to be replaced by means of a self-renewing division in the same com-
partment. We assume that vn = 0, that is, terminally differentiated cells do not self-renew. Fur-
ther, because there is no compartment below the stem cell layer, removed stem cells can only
be replaced by self-renewal and v0 = 1 necessarily. In the stochastic simulations, we let the size of each compartment Ci be constant (Ni, for
each i = 0, 1, . . ., n) and we track the numbers of mutants mi in each of the compartments. The
number of healthy cells is therefore Ni −mi, where each such cell can be thought of as a biolog-
ical “wild card” in the sense that, if the cell is chosen for cell division, it will mutate with proba-
bility u. The initial number of mutants is zero, and the simulation proceeds as a sequence of discrete
updates. Each update starts with 2n cells removed from compartment Cn. A mutant is dis-
carded with probability mn
Nn, otherwise, the cell discarded is a wild type cell. The next step is to
replace the 2n cells removed in compartment Cn. Because cells in compartment Cn cannot pro-
liferate, 2n−1 cells differentiate out from compartment Cn−1. In each division, a mutant is cho-
sen with probability mn 1
Nn 1, which increases the number of mutants in compartment Cn by two
while the number of mutants in compartment Cn−1 decreases by one. If a wild type cell is cho-
sen for differentiation in compartment Cn−1, a de-novo mutant is produced with probability u,
such that the number of mutants in Cn increases by one. Optimizing homeostatic cell renewal in hierarchical tissues turnover and/or compartment sizes in order to minimize the number of mutants generated
and accumulated. We note that in our top-down approach for the optimization problem, we assume that
the number and the turnover rate of the terminally differentiated cells is a given constraint,
dictated by the needs of the organ. It is the upstream arrangement of the less differentiated
compartments that is under the evolutionary pressure to delay cancer. A precise formulation
of this concept is presented next. The top-down approach Each arrangement preserves
the number of cells in each compartment in the face of divisions triggered by cell deaths in the
top compartment. Because each cell division is associated with a probability of harmful muta-
tions, the question then becomes if there is a preferred strategy for a tissue to arrange its PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 4 / 24 Trees and their probabilities Here we will build all possible division trees that can result from removing 2n cells from com-
partment Cn. Then, given the values vi, we will calculate the probability for each possible divi-
sion tree. Since cells in compartment Cn do not proliferate, following an 2n removals from Cn, there
will be an−1 = 2n−1 differentiation divisions in compartment Cn−1. Next, an−1 cells in this com-
partment must be replaced, either by differentiation divisions from compartment Cn−2 or by
self-renewal divisions from compartment Cn−1. Suppose there are an−2 differentiations and
an−1 −2an−2 self-renewals. Next, an−2 cells from compartment Cn−2 must be replaced. This pro-
cess gives rise to a division tree, which is uniquely characterized by the numbers of differentia-
tion divisions in each compartment: fa0; . . . ; an 1g;
ð1Þ ð1Þ fa0; . . . ; an 1g; where an−1 = 2n−1 and 0 ai 2i;
i ¼ 0; . . . ; n 1: The number of self-renewals in compartment Ci is given by ai −2ai−1. The length of the tree is
the number of compartments that have nonzero numbers of differentiation events, and it var-
ies from 1 to n. In other words, the length of the tree is the number of cell levels that activated
as a response to cell death in the top level. The number of self-renewals in compartment Ci is given by ai −2ai−1. The length of the tree is
the number of compartments that have nonzero numbers of differentiation events, and it var-
ies from 1 to n. In other words, the length of the tree is the number of cell levels that activated
as a response to cell death in the top level. Self-renewal and differentiation events are assigned probabilistically, by means of the fol-
lowing process. Suppose ai cells must be replaced in compartment Ci, that is, there are i open-
ings to fill. Each cell is replaced by a self-renewal division in this compartment with probability
vi. If the number of remaining openings is odd, then an additional self-renewal division hap-
pens, such that the number of remaining openings is even, and they are then filled by differen-
tiation divisions from compartment Ci−1. This allows us to calculate the probability of a given
tree defined by string (1). Optimizing homeostatic cell renewal in hierarchical tissues is a differentiation from compartment Cn−2, mutants and wild type cells are updated in the
same way as described above for differentiations from compartment Cn−1. After this, there are a number of cells “missing” from compartment Cn−2 that have to be
replaced in a similar way. Every time a cell is chosen for division from compartment Ci, it is a
mutant with probability mi
Ni. The process of cell replacement proceeds until compartment C0 is
reached. Cells “missing” from this compartment are replaced by self-renewal divisions in the
same compartment with probability v0 = 1. The stochastic process The number of wild-type cells in Cn−1
is decreased by one. There are altogether 2n−1 differentiations from Cn−1 performed in this
way. Next, 2n−1 cells have to be replaced in compartment Cn−1. Each of these cells can be replaced
by a self-renewal event in Cn−1 with probability vn−1. Cells that are not replaced by a self-
renewal event are replaced by a differentiation event from compartment Cn−2 with probability
1 −vn−1. If the number of cells to be replaced by differentiation events is odd, we add an extra
self-renewal event in compartment Cn−1 so that the number of remaining openings is even. If
the division event is a self-renewal, a mutant is chosen with probability mn 1
Nn 1 which increases
the mutant population in compartment Cn−1 by one. If the proliferating cell is a wild type cell,
it produces a de-novo mutant with probability u such that the number of mutants in compart-
ment Cn−1 increases by one. If the wild type cell did not mutate or a mutant was not chosen for
reproduction, the number of wild type cells in compartment Cn−1 increases by one. If the event 5 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 where an−1 = 2n−1 and Trees and their probabilities First we calculate the probability of having ai differentiations in com-
partment Ci given that there are ai+1 differentiations in compartment Ci+1: pðaiÞ ¼ C2ai
aiþ1 ð1 viþ1Þ
2aiv
aiþ1 2ai
iþ1
þ C2aiþ1
aiþ1 ð1 viþ1Þ
2aiþ1v
aiþ1 2ai 1
iþ1
;
0 i n 1; where formally an = 2n and we use the following notation for the binomial coefficients: Ck
n ¼
n! k!ðn kÞ! : We then have the probability of string (1): We then have the probability of string (1): Pða0; . . . ; an 1Þ ¼
Y
n 1
i¼0
pðaiÞ: Pða0; . . . ; an 1Þ ¼
Y
n 1
i¼0
pðaiÞ: In particular, since vn = 0, we obtain that an−1 = 2n−1 with certainty. In particular, since vn = 0, we obtain that an−1 = 2n−1 with certainty. 6 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues Fig 2. Properties of division trees as a function of v, the probability of self-renewal in compartments 1, . . ., n −1. (a) Mean tree length, defined as the mean
number of compartments involved in the division trees. (b) Mean division position. For an individual tree, sequence (1), this is defined as
2 n Pn
i¼0 2iðai ai 1Þ; plotted is the expectation of this quantity across all the trees. In this example, n = 4. https://doi.org/10.1371/journal.pcbi.1005967.g002 Fig 2. Properties of division trees as a function of v, the probability of self-renewal in compartments 1, . . ., n −1. (a) Mean tree length, defined as the mean
number of compartments involved in the division trees. (b) Mean division position. For an individual tree, sequence (1), this is defined as
2 n Pn
i¼0 2iðai ai 1Þ; plotted is the expectation of this quantity across all the trees. In this example, n = 4. https://doi.org/10.1371/journal.pcbi.1005967.g002 In Fig A in S1 Text and Fig B in S1 Text (Section 1 in S1 Text) examples are presented
where probabilities of all possible division trees are calculated for a particular value of n. In
general, decreasing the probability of self-renewal, v, increases the mean length of differentia-
tion trees, meaning that divisions occur in the more primitive cell levels, see Fig 2. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues probability, we note that ak −i wild type cells differentiating in compartment Ck will
produce 2(ak −i) offspring, each of which is a mutant with probability u. Therefore, l
mutants are generated with probability Pdiff
i;l ¼ Cl
2ðak iÞulð1 uÞ
2ðak iÞ l: The total change in compartment Ck+1 is then 2i + l, the total change in compartment Ck
is −i, and this happens with probability Pdiff
i Pdiff
i;l . These changes must be summed up for
0 i ak and 0 l 2(ak −i). The total change in compartment Ck+1 is then 2i + l, the total change in compartment Ck
is −i, and this happens with probability Pdiff
i Pdiff
i;l . These changes must be summed up for
0 i ak and 0 l 2(ak −i). 0 i ak and 0 l 2(ak −i). (b) When ak+1 −2ak cells proliferate in compartment Ck+1, 0 k n −1, with probability P
pro
i
¼ Ci
akþ1 2akmi
kþ1ð1 mkþ1Þ
akþ1 2ak i; i of them are mutants. This means that i new mutants are added to compartment Ck+1. The remaining ak+1 −2ak −i proliferating cells are wild type, and it is possible that l of
the offspring are new mutants. This happens with probability i of them are mutants. This means that i new mutants are added to compartment Ck+1. The remaining ak+1 −2ak −i proliferating cells are wild type, and it is possible that l of
the offspring are new mutants. This happens with probability P
pro
i;l ¼ Cl
2ðakþ1 2ak iÞulð1 uÞ
2ðakþ1 2ak iÞ l: The total change in compartment Ck+1 is then given by i + l and happens with probability
P
pro
i P
pro
i;l . Again, these changes must be summed up for 0 i ak and 0 l 2(ak −i). (c) A special case is compartment C0. Here, a0 cells will proliferate, and the number of
mutants is calculated similar to (b). (c) A special case is compartment C0. Here, a0 cells will proliferate, and the number of
mutants is calculated similar to (b). (d) Another special case is compartment Cn. Deterministic dynamics of the expected number of mutants We can formulate a metapopulation-style, ordinary differential equation (ODE) model of the
renewal dynamics described above. Let us suppose that in each compartment, the number of
mutants is given by mi, 0 i n. We would like to calculate the expected change in the num-
ber of mutants after 2n cells are removed in compartment Cn. To do this, let us determine the
expected change in the number of mutants associated with a particular tree, string (1). This
can be done by considering the change resulting from ak differentiations from compartment
Ck to compartment Ck+1 and ak+1 −2ak self-renewals in compartment Ck+1. These events will
affect the numbers of mutants in compartments Ck and Ck+1. Note that in the equations in this
section we used combinatorial expressions obtained from sampling with replacement. In the
stochastic simulations below, sampling without replacement was used, but it was established
that sampling with replacement led to similar results. (a) When ak cells differentiate out of compartment Ck, 0 k n −1, with probability
Pdiff
i
¼ Ci
akmi
kð1 mkÞ
ak i; (a) When ak cells differentiate out of compartment Ck, 0 k n −1, with probability
Pdiff
i
¼ Ci
akmi
kð1 mkÞ
ak i; (a) When ak cells differentiate out of compartment Ck, 0 k n −1, with probability Pdiff
i
¼ Ci
akmi
kð1 mkÞ
ak i; i of them may be mutants, where mk ¼ mk
Nk mk ¼ mk
Nk is the probability to pick a mutant among Nk cells. In this case, i mutants are removed
from compartment Ck and 2i mutants are added to compartment Ck+1. Further, among
the remaining ak −i differentiations, there may be l mutations which will increase the
number of mutants in compartment Ck+1 by l. To calculate the corresponding PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 7 / 24 Cells do not proliferate in this compartment,
but 2n cells are removed, and we need to calculate the expected number of mutants
removed, similar to Pdiff
i
in (a). (d) Another special case is compartment Cn. Cells do not proliferate in this compartment,
but 2n cells are removed, and we need to calculate the expected number of mutants
removed, similar to Pdiff
i
in (a). For each tree, the expected change in the number of mutants can be expressed as a vector
whose components are obtained as the expected change in each compartment, as calculated in
(a-d) above. These vectors must be added together, weighted by the probability of each tree. The resulting vector gives the time derivatives of the quantities m0, . . ., mn. he resulting vector gives the time derivatives of the quantities m0, . . ., mn. When ak cells differentiate out of compartment Ck, 0 ak n −1, the expected gain of
mutants in compartment Ck+1 is given by adiff
kþ1 ¼
X
ak
i¼0
X
2ðak iÞ
l¼0
ð2i þ lÞPdiff
i Pdiff
i;l : When ak+1 −2ak cells proliferate in compartment Ck+1, 0 k n −1, the expected gain of
mutants in compartment Ck+1 is When ak+1 −2ak cells proliferate in compartment Ck+1, 0 k n −1, the expected gain of
mutants in compartment Ck+1 is a
pro
kþ1 ¼
X
ak
i¼0
X
2ðak iÞ
l¼0
ði þ lÞPpro
i P
pro
i;l : The compartment Ck+1 loses mutants when ak+1 cells differentiate and migrate into compart-
ment Ck+2, and the expected loss is bdiff
kþ1 ¼
X
akþ1
i¼0
X
2ðakþ1 iÞ
l¼0
ð2i þ lÞPdiff
i Pdiff
i;l : bdiff
kþ1 ¼
X
akþ1
i¼0
X
2ðakþ1 iÞ
l¼0
ð2i þ lÞPdiff
i Pdiff
i;l : 8 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues Thus the total change in the number of mutants in compartment Ck+1 is Tkþ1 ¼ adiff
kþ1 þ a
pro
kþ1 bdiff
kþ1: Tkþ1 ¼ adiff
kþ1 þ a
pro
kþ1 bdiff
kþ1: The value Tk+1 represents the expected number of mutants in compartment Ck+1 produced by
a single tree or chain of differentiation; because more than one tree could affect the expected
number of mutants in each compartment, we need to sum the contributions from all trees to
compartment Ck+1 weighted by their probability. This weighted sum defines the rate of change
of the number of mutants in each compartment: _mk ¼
X
All trees
ProbtreeTtree
k ;
0 k n:
ð2Þ ð2Þ For the simplest cases, we list the ODEs derived by computing the expected number of
mutants produced by all possible chains of differentiation in each compartment. We will use
the assumption that vi = v for 1 i n −1, which has been assumed in other studies [7, 9, 23]. For the case n = 1 we have For the case n = 1 we have _m1
¼
u þ m0ð1 uÞ m1;
_m0
¼
2uð1 m0Þ: For n = 2 we have For n = 2 we have _m2
¼
4ðu þ m1ð1 uÞ m2Þ;
_m1
¼
2ð1 vÞ
2ðu þ m0ð1 uÞ m1Þ þ 4uð2 vÞvð1 m1Þ;
_m0
¼
2uð1 vÞ
2ð1 m0Þ: For n = 3 we have _m3
¼
8ðu þ m2ð1 uÞ m3Þ;
ð3Þ _m3
¼
8ðu þ m2ð1 uÞ m3Þ;
ð3Þ _m3
¼
8ðu þ m2ð1 uÞ m3Þ; ð3Þ _m2
¼
4½uð1 m1 þ vð2 3v þ 4v2 2v3Þð1 þ m1 2m2ÞÞ
þð1 vÞ
2ð1 þ 2v2Þðm1 m2Þ;
ð4Þ ð4Þ _m1
¼
2ð1 vÞ
6ðu þ m0ð1 uÞ m1Þ þ 4uð2 vÞð1 vÞ
4vð1 m1Þ
þ4uvð2 3v þ v3Þð1 m1Þ; ð5Þ _m0
¼
2uð1 vÞ
6ð1 m0Þ:
ð6Þ ð6Þ To create a system for a general value of n, and also for general, non constant values of vi, we
have created a program in Mathematica, see S1 File. In Section 1.2 in S1 Text, we present fur-
ther details of these calculations. To create a system for a general value of n, and also for general, non constant values of vi, we
have created a program in Mathematica, see S1 File. In Section 1.2 in S1 Text, we present fur-
ther details of these calculations. The n + 1 linear ordinary differential equations derived here are applicable in the high
mutation rate / large population limit (uN 1). The unique fixed point of the system, for all
n, which is always stable, is mi ¼ Ni;
0 i n: In Fig 3, we set n = 3 and show the number of mutants in each of 4 compartments as a function
of time, obtained from numerical solution of deterministic system (3–6) (solid lines) and sto-
chastic simulations (dashed lines). The dynamics for two different values of v are presented,
v = 0.9 and v = 0.1; the numerical and simulated results in both scenarios are very close and for PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 9 / 24 Optimizing homeostatic cell renewal in hierarchical tissues Fig 3. Comparison between the average number of mutants from 100 stochastic simulations without replacemen
and the number of mutants predicted by the ODE approximation. (a) Comparing the number of mutants for a hig
value of the proliferation probability, v = 0.9. (b) Comparing the number of mutants when the proliferation probabilit
is small, v = 0.1. Solid lines correspond to the number of mutants in compartment Ci, i = 1, . . ., 3, predicted by the
ODE approximation and dashed lines correspond to the mean number of mutants in compartment Ci from the
stochastic simulations. We assume n = 3, a mutation rate of u = 10−3, and the compartment sizes are N0 = 1063, N1 =
104, N2 = 105, N3 = 106. https://doi.org/10.1371/journal.pcbi.1005967.g003 Fig 3. Comparison between the average number of mutants from 100 stochastic simulations without replacement
and the number of mutants predicted by the ODE approximation. (a) Comparing the number of mutants for a high
value of the proliferation probability, v = 0.9. (b) Comparing the number of mutants when the proliferation probability
is small, v = 0.1. Solid lines correspond to the number of mutants in compartment Ci, i = 1, . . Results The central question we address is what values of the self-renewal probability, v, produce fewer
mutants; related to this, we investigate how the length of differentiation chains affects the accu-
mulation of cancer cells. If low values of v produce fewer mutants, this would imply that long
chains of differentiation are favorable, as they are likely to decrease the number of cancer cells;
on the other hand, if high values of v produce fewer mutants, short chains of differentiation
would decrease the number of cancer cells. In addition, we investigate how tissue architecture
combined with the self-renewal probabilities affects mutant production. Optimizing homeostatic cell renewal in hierarchical tissues ODE’s as a deterministic tool to study the stochastic system at hand. An alternative approach
was adopted by [23] who used ODEs as the basic model and studied the stochastic effects by
formulating a related Gillespie process. ODE’s as a deterministic tool to study the stochastic system at hand. An alternative approach
was adopted by [23] who used ODEs as the basic model and studied the stochastic effects by
formulating a related Gillespie process. De-novo mutant generation In the ODE model derived here, mutations are generated constantly at a rate u. This is a cor-
rect assumption with high mutation rates and high population numbers. In smaller systems
with low mutation rates, the processes of mutant (de novo) generation and their clonal spread
can be treated as separate. Mutant generation becomes a rare event, and a single mutant that is
generated gives rise to a clone that does not interfere with the creation of other mutant clones. This regime can also be studied with the help of the probabilities calculated above. The removal of 2n mature cells from compartment Cn gives rise to a chain of 2n cell divi-
sions that replenishes the lost cells. The probability of each such chain is calculated above. Further, every chain gives rise to an expected change in the mutant numbers in each of the
compartments. This information can be used to study the de-novo generation of mutants and
their subsequent clonal spread. To calculate the probability that a mutant will be generated in
each of n + 1 compartments, we evaluate the right hand side of system Eq (2) with mi = 0 for
all 0 i n (that is, no prior mutations exist in the system). We obtain a vector proportional
to the mutation rate u. Normalizing this vector to create a probability distribution, we obtain
the probability to generate a mutant in each of the compartments. This vector only depends on
the quantities (v1, . . ., vn−1), and not on the population sizes of individual compartments. We can study the vector of probabilities of mutant generation by setting vi = v for all
1 i n −1 and examining the dependence on v. Smaller values of v give rise to longer trees,
and consequently higher probabilities of generating mutants in the stem cell compartment. Larger values of v correspond to shorter trees, such that mutants are not generated in the stem
cell compartment. These trends are illustrated in Fig 4(a). ., 3, predicted by the
ODE approximation and dashed lines correspond to the mean number of mutants in compartment Ci from the
stochastic simulations. We assume n = 3, a mutation rate of u = 10−3, and the compartment sizes are N0 = 1063, N1 =
104, N2 = 105, N3 = 106. https://doi org/10 1371/journal pcbi 1005967 g003 https://doi.org/10.1371/journal.pcbi.1005967.g003 the most part are impossible to distinguish. The number of mutants reaches saturation, Ni, in
each compartment. The larger the value of v, the longer it takes for the lower compartments to
reach their equilibrium values. This is because for large self-renewal probabilities, long trees
are unlikely and divisions rarely happen in the less differentiated compartments. Further
details of the deterministic regime are presented in S1 Text. Note that in this paper, we use the most part are impossible to distinguish. The number of mutants reaches saturation, Ni, in
each compartment. The larger the value of v, the longer it takes for the lower compartments to
reach their equilibrium values. This is because for large self-renewal probabilities, long trees
are unlikely and divisions rarely happen in the less differentiated compartments. Further
details of the deterministic regime are presented in S1 Text. Note that in this paper, we use 10 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues Fig 4. The role of the self-renewal rate on mutant generation and mutant dynamics (the analytical approach). (a) The probability of generating a mutant in each of
the compartments for 6 different values of v: v = 0, 0.05, 0.1, 0.4, 0.7, 1. (b) The expected number of mutants produced from a single mutant cell in the absence of
further de-novo mutations, plotted as a function of time for three different values of v. (c,d) The expected dynamics of mutants generated in different compartments at
t = 0, in the absence of new mutations, for (c) v = 0.1 and (d) v = 0.5. Other parameters are: n = 4, and the compartment sizes are, from C0 to Cn: 40, 80, 120, 160, 200. htt
//d i
/10 1371/j
l
bi 1005967 004 Fig 4. The role of the self-renewal rate on mutant generation and mutant dynamics (the analytical approach). (a) The probability of generating a mutant in each of
the compartments for 6 different values of v: v = 0, 0.05, 0.1, 0.4, 0.7, 1. (b) The expected number of mutants produced from a single mutant cell in the absence of
further de-novo mutations, plotted as a function of time for three different values of v. (c,d) The expected dynamics of mutants generated in different compartments at
t = 0, in the absence of new mutations, for (c) v = 0.1 and (d) v = 0.5. Other parameters are: n = 4, and the compartment sizes are, from C0 to Cn: 40, 80, 120, 160, 200. Fig 4. The role of the self-renewal rate on mutant generation and mutant dynamics (the analytical approach). (a) The probability of generating a mutant in each of
the compartments for 6 different values of v: v = 0, 0.05, 0.1, 0.4, 0.7, 1. (b) The expected number of mutants produced from a single mutant cell in the absence of
further de-novo mutations, plotted as a function of time for three different values of v. (c,d) The expected dynamics of mutants generated in different compartments at
t = 0, in the absence of new mutations, for (c) v = 0.1 and (d) v = 0.5. Other parameters are: n = 4, and the compartment sizes are, from C0 to Cn: 40, 80, 120, 160, 200. Clonal dynamics of mutants Once generated, a mutant undergoes clonal expansion and is also subject to being flushed out
of the system (depending on its location). Let us consider the clonal propagation of mutants,
in the absence of new mutations, which is achieved by setting u = 0 in the main system of
ODEs, Eq (2). We obtain the following system: _m0 ¼ 0;
_mk ¼ K
ðvÞ
k
mk 1
Nk 1
mk
Nk
;
k 1;
ð7Þ ð7Þ where the constants K
ðvÞ
k , which we can call the “flush-out rates”, depend on the vector
(v0, . . ., vn). One can show that these rates scale with powers of (1 −v). For example, for PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 11 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues • The remainder of the cells, Q(1 −vk), will be replaced by differentiations from compartment
Ck−1. There will be Q(1 −vk)/2 such differentiations, resulting in Q(1 −vk)μk−1 mutants
added on average to compartment Ck. • The remainder of the cells, Q(1 −vk), will be replaced by differentiations from compartment
Ck−1. There will be Q(1 −vk)/2 such differentiations, resulting in Q(1 −vk)μk−1 mutants
added on average to compartment Ck. The net change in the mean number of mutants is then given by Q(1 −vk)(−μk + μk−1),
which agrees with the above equations. The steady state of system Eq (7) is given by mk ¼ m0
Nk
N0
:
ð9Þ ð9Þ The interpretation of this result is quite straightforward: the probability of fixation of the
mutant in compartment C0 is m0/N0, and the expected number of mutants in all the down-
stream compartments is given by the corresponding compartment size multiplied by this fixa-
tion probability. Depending on the origin of the mutation, the behavior of this system (and therefore,
mutant clonal dynamics) will be different. Only in the case where the mutant is introduced at
C0, is the steady state Eq (9) nontrivial, that is, mutations will persist in the system if the stem
cell compartment acquires a mutation. If a mutant is introduced in any other compartment,
there is transient dynamics, and then the mutation will be flushed out, since m0 = 0 in Eq (9). y
q
The diagonal entries of the lower-triangular matrix in the linear system Eq (7) define the
time-scale of the transient dynamics. The first diagonal entry is zero and corresponds to the
neutrality of the number of mutants in the stem cell compartment. This is a consequence of
modeling the behavior of mutants deterministically: in a stochastic system, the probability of
increasing and decreasing the number of mutants in C0 are equal to each other, leading to a
symmetric Markov chain. The mean behavior however is correctly captured by the present sys-
tem. The rest of the diagonal entries of the matrix in system Eq (7) have quantities Ni in the
denominators (that is, larger compartments are characterized by slower mutant dynamics),
and the numerators are products of powers of 1 −vk. For small values of the self-renewal prob-
abilities, the mutants are flushed out quickly because of a high rate of differentiations leading
to upward motion of cells through the compartments. For larger values of v, mutants are
flushed out slowly so they tend to accumulate in compartments, giving rise to very long-lived
mutant populated states. In the extreme case of v = 1, only compartment Cn−1 divides, and
mutants accumulate in that compartment (the right hand side of Eq (7) is zero in this case,
except for the equation for mn). These trends are illustrated in Fig 4(c) and 4(d), where the
dynamics of mutant clones are shown depending on the compartment of mutant origin. These
results are obtained from the ODEs in Eq (7). https://doi.org/10.1371/journal.pcbi.1005967.g004 compartment C1 and for constant v, the flush-out rate is given by K
ðvÞ
1
¼ 2ð1 vÞ
2n 2;
ð8Þ ð8Þ see Section 1 in S1 Text. Generally, for constant v, we have the following expansion of the
flush-out rates in the vicinity of v = 1: see Section 1 in S1 Text. Generally, for constant v, we have the following expansion of the
flush-out rates in the vicinity of v = 1: K
ðvÞ
i
¼ Aið1 vÞ
gi þ Oð1 vÞ
giþ1;
1 i n; where γi = 2n−i+1 −2 and Ai does not depend on v. where γi = 2n−i+1 −2 and Ai does not depend on v. The structure of Eq (7) can be understood intuitively. Suppose that Q cells are removed
from compartment Ck. This results in three effects: The structure of Eq (7) can be understood intuitively. Suppose that Q cells are removed
from compartment Ck. This results in three effects: • The expected number of mutants removed from Ck by differentiating out is Qμk. • On average, Qvk cells will be replaced by self-renewals in compartment Ck, resulting in Qvkμk
mutants added on average to Ck. PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 12 / 24 Optimizing homeostatic cell renewal in hierarchical tissues mutants in steady state (that is, a good chance that the mutants fixate). For larger values of v,
mutants tend to accumulate (as shown by the transient increase in the number of mutants),
but in the long run, the expected number of mutants is smaller (a smaller chance that there is
fixation in the system). While the above examples assume a constant value of v, a more general
result holds (see Section 1.2 in S1 Text): the flush-out rates K
ðvÞ
i
are non-increasing functions of
all self-renewal probabilities vi (see Fig B in S1 Text), and the probability of mutant creation in
compartment C0 is a decreasing function of the values vi. In S1 Text we also explore how compartment sizes influence mutant generation and expan-
sion (Section 7 in S1 Text), the effect of asymmetric divisions (Section 5 in S1 Text) and the
developmental stage (Section 4 in S1 Text). Stochastic simulations and a summary of trends As v increases and the mean tree length decreases, there is a
trade-off between decreasing the probability of mutant creation in the SC compartment
and also decreasing the flush-out rate. In the long run, however, we observe that the latter
tendency becomes less important, and larger values of v result in a smaller overall number
of mutants. This can be seen again in Fig 4(b). The same tendency is observed in stochastic
simulations of Fig 5(c), where blue lines (v = 0.9) are below green lines (v = 0.1) for large
times. The typical time-scale before the equilibrium is reached scales as 2−γ with γ = 2n −2. 2. Self-renewal probability and mutations in stem cell compartment. Larger values of v are
again advantageous from the viewpoint of minimizing the number of mutants in the stem
cell compartment. With a shorter division tree length, divisions in the stem cell compart-
ment happen less often leading to a lower number of mutations. This can be seen for exam-
ple in Fig 3 by comparing the black lines (the number of mutants in compartment C0) and
in Fig 4(a); see also Fig 5, where for the time scale of the simulations, no mutants have
appeared in C0 in (a) for v = 0.9, and there is a nonzero expected number of mutants in C0
in (b) for v = 0.1 (depicted by black lines). 2. Self-renewal probability and mutations in stem cell compartment. Larger values of v are
again advantageous from the viewpoint of minimizing the number of mutants in the stem
cell compartment. With a shorter division tree length, divisions in the stem cell compart-
ment happen less often leading to a lower number of mutations. This can be seen for exam-
ple in Fig 3 by comparing the black lines (the number of mutants in compartment C0) and
in Fig 4(a); see also Fig 5, where for the time scale of the simulations, no mutants have
appeared in C0 in (a) for v = 0.9, and there is a nonzero expected number of mutants in C0
in (b) for v = 0.1 (depicted by black lines). 3. Compartment sizes and accumulation of mutants. The role of self-renewal in mutant generation and dynamics As the value of v increases, there is a trade-off between two different trends associated with the
probability of self-renewal: the shortening of the division trees on the one hand, and a decrease
in the mutant flush-out rate. More precisely, small values of v imply longer trees and a higher
probability of generating mutants in the stem cell compartment. When the mutants arise how-
ever, they will be flushed out quickly. On the contrary, large values of v correspond to shorter
trees, such that mutants are not likely to be generated in the stem cell compartment. Once gen-
erated, however, the mutants accumulate and persist for longer. These trends are illustrated in
Fig 4(b). There, we plot the expected dynamics of mutants, where the initial condition reflects
the probabilities of producing a mutant in the different compartments, Fig 4(a). We assume
that the initial condition is a probability vector from Fig 4(a), no further mutants are generated,
and clonal dynamics are according to Eq (7). We observe that for small values of v, mutant
accumulation is initially the least, but for larger times, there is a significant expected number of PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 13 / 24 Stochastic simulations and a summary of trends In this study, the number of mutants produced by a stem cell lineage system is influenced by
different factors. The two factors that we focused our investigation on are the probability of
self-renewal in the compartments, v, and the size of different compartments. Recall that low
probability of self-renewal translates into activation of many upstream cell compartments,
which is equivalent to having longer division trees, while high probability of self-renewal
translates into activation of few upstream cell compartments, which is equivalent to having
shorter division trees. Here we summarize our findings and further illustrate them with sto-
chastic simulations, Fig 5. In this figure, we present the mean dynamics of mutations in differ-
ent compartments, corresponding to two different values of v and two different architectures,
increasing and constant. As shown below, the behavior of the stochastic system is consistent
with our predictions based on the ODEs, which were described above. 1. Self-renewal probability and accumulation of mutants. In the short term, lower probabil-
ities of cell self-renewal (lower values of v) tend to be advantageous, as they result in a lower
overall number of mutants; for larger values of v mutants tend to accumulate quickly,
which temporarily increases the number of mutants beyond what is observed in low-v sys-
tems, see Figs 5(c) and 4(b). As v increases and the mean tree length decreases, there is a
trade-off between decreasing the probability of mutant creation in the SC compartment
and also decreasing the flush-out rate. In the long run, however, we observe that the latter
tendency becomes less important, and larger values of v result in a smaller overall number
of mutants. This can be seen again in Fig 4(b). The same tendency is observed in stochastic
simulations of Fig 5(c), where blue lines (v = 0.9) are below green lines (v = 0.1) for large
times. The typical time-scale before the equilibrium is reached scales as 2−γ with γ = 2n −2. 1. Self-renewal probability and accumulation of mutants. In the short term, lower probabil-
ities of cell self-renewal (lower values of v) tend to be advantageous, as they result in a lower
overall number of mutants; for larger values of v mutants tend to accumulate quickly,
which temporarily increases the number of mutants beyond what is observed in low-v sys-
tems, see Figs 5(c) and 4(b). PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Stochastic simulations and a summary of trends When the value of v is fixed, constant
architectures (where all compartment sizes are equal, marked “constant” in the figures) will
ultimately produce fewer mutants than increasing architectures; see Fig 5(c) here in and Fig
J(b) in S1 Text. However, as shown in Fig J(a) in S1 Text, increasing architectures (when
compartment size increases in the downstream direction) will appear to perform better 3. Compartment sizes and accumulation of mutants. When the value of v is fixed, constant
architectures (where all compartment sizes are equal, marked “constant” in the figures) will
ultimately produce fewer mutants than increasing architectures; see Fig 5(c) here in and Fig
J(b) in S1 Text. However, as shown in Fig J(a) in S1 Text, increasing architectures (when
compartment size increases in the downstream direction) will appear to perform better 3. Compartment sizes and accumulation of mutants. When the value of v is fixed, constant
architectures (where all compartment sizes are equal, marked “constant” in the figures) will
ultimately produce fewer mutants than increasing architectures; see Fig 5(c) here in and Fig
J(b) in S1 Text. However, as shown in Fig J(a) in S1 Text, increasing architectures (when
compartment size increases in the downstream direction) will appear to perform better PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 14 / 24 Optimizing homeostatic cell renewal in hierarchical tissues than constant architectures for a short initial period with large v values. Thus, while con-
Fig 5. Mean number of mutants from 1000 stochastic simulations. We compare two arrangements of the
compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and increasing from C0 to C3
(N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The mean number of mutants produced in compartments C1, C2 and C3 for
v = 0.9. Note that no mutants were produced in compartment C0 over the time scale shown. (b) The mean number of
mutants produced in compartments C0, C1, C2 and C3 for v = 0.1. (c) The mean of the total number of mutants
comparing both architectures for v = 0.9 (blue line) and v = 0.1 (green line). For all panels, solid lines correspond to
constant architecture and dashed lines to increasing architecture. In these simulations u = 0.001. https://doi.org/10.1371/journal.pcbi.1005967.g005 Fig 5. Mean number of mutants from 1000 stochastic simulations. Generation of two-hit mutants Stochastic simulations developed here were also used to investigate the dynamics of two-hit
mutant generation. In this setting, one-hit mutants were allowed to undergo a secondary
mutation process, and the simulations were stopped as soon as the first two-hit mutant was
generated. This situation corresponds to the scenario where two-hit mutants are advantageous
and do not obey the same homeostatic control as the wild type cells or one-hit mutants. Fig 6
shows the histograms of times when the first two-hit mutant was generated under different
parameters. It presents a comparison between different tissue architectures (panels (a) and
(b)) and different self-renewal probabilities (panels (c) and (d)) s. In particular, we notice that
the largest difference in two-hit mutant generation times is experienced when we change v; see
Fig 6(c) and 6(d). For both architecture types, low values of v lead to longer two-hit mutant
generation times. Therefore, we can say that from the viewpoint of two-hit mutant generation,
low values of v are advantageous. This can again be explained by thinking about flush-out
rates. Larger values of v lead to long-lived (although transient) mutant accumulation in tissue
compartments, which in turn results in a higher chance of two-hit mutant generation. As a
consequence, having lower self-renewal rates and longer differentiation trees results in slower
two-hit mutant generation. It has been observed that small differences in fitness can be acted upon by selection [34, 35]. The differences in tissue architectures result in smaller differences in two-hit mutant genera-
tion time, but the trends we observe coincide with those seen in Fig J in S1 Text: for small val-
ues of v, increasing architecture leads to a faster production of two-hit mutants (because it
results in the fastest accumulation of one-hit mutants), and for larger values of v, increasing
architecture corresponds to the largest delay of two-hit mutant generation. This effect becomes
even stronger if asymmetric divisions are included in the model, see Fig I in S1 Text. Fig 7 further explores the differences between increasing and constant architecture by
assuming that the self-renewal probability is defined by the compartment sizes. We observe
that the constant architecture tends to delay the production of two-hit mutants compared to
an increasing architecture. This result follows from the fact that lower values of v slow down
two-hit mutant generation, as demonstrated above. Optimizing homeostatic cell renewal in hierarchical tissues small compartments is favored. In this case, increasing architecture may give rise to fewer
mutants, see Fig J(b) in S1 Text. 4. Compartment sizes and mutations in stem cell compartment. Increasing architecture
always minimizes the number of mutants in the stem cell compartment. This follows from
the ODE description, see for example, the equation for the number of mutants in compart-
ment C0, Eq (6). The same trend is observed in the stochastic dynamics, see the black lines
in Fig 5(b), where the dashed line corresponding to the increasing architecture shows fewer
mutants in C0 compared to the solid line for constant architecture (please note that in this
figure, in the long run, the number of mutants in each compartment in the constant archi-
tecture is very similar, such that all the solid lines are superimposed). 4. Compartment sizes and mutations in stem cell compartment. Increasing architecture
always minimizes the number of mutants in the stem cell compartment. This follows from
the ODE description, see for example, the equation for the number of mutants in compart-
ment C0, Eq (6). The same trend is observed in the stochastic dynamics, see the black lines
in Fig 5(b), where the dashed line corresponding to the increasing architecture shows fewer
mutants in C0 compared to the solid line for constant architecture (please note that in this
figure, in the long run, the number of mutants in each compartment in the constant archi-
tecture is very similar, such that all the solid lines are superimposed). Finally we note that a model that includes asymmetric divisions is presented in Section 5 in
S1 Text. Generation of two-hit mutants Since the constant architecture results in
lower values of v, it results in the longest two-hit mutant generation times. Stochastic simulations and a summary of trends We compare two arrangements of the
compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and increasing from C0 to C3
(N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The mean number of mutants produced in compartments C1, C2 and C3 for
v = 0.9. Note that no mutants were produced in compartment C0 over the time scale shown. (b) The mean number of
mutants produced in compartments C0, C1, C2 and C3 for v = 0.1. (c) The mean of the total number of mutants
comparing both architectures for v = 0.9 (blue line) and v = 0.1 (green line). For all panels, solid lines correspond to
constant architecture and dashed lines to increasing architecture. In these simulations u = 0.001. https://doi.org/10.1371/journal.pcbi.1005967.g005 Fig 5. Mean number of mutants from 1000 stochastic simulations. We compare two arrangements of the
compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and increasing from C0 to C3
(N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The mean number of mutants produced in compartments C1, C2 and C3 for
v = 0.9. Note that no mutants were produced in compartment C0 over the time scale shown. (b) The mean number of
mutants produced in compartments C0, C1, C2 and C3 for v = 0.1. (c) The mean of the total number of mutants
comparing both architectures for v = 0.9 (blue line) and v = 0.1 (green line). For all panels, solid lines correspond to
constant architecture and dashed lines to increasing architecture. In these simulations u = 0.001. https://doi.org/10.1371/journal.pcbi.1005967.g005 https://doi.org/10.1371/journal.pcbi.1005967.g005 https://doi.org/10.1371/journal.pcbi.1005967.g005 than constant architectures for a short initial period with large v values. Thus, while con-
stant architectures are more beneficial in the long-term, increasing architectures are benefi-
cial in the short-term when v is large. Another scenario where increasing compartment
sizes are advantageous arises if we assume that the self-renewal probabilities in compart-
ments are correlated with compartment sizes, such that differentiation from large to PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 15 / 24 Discussion (a) The time to observe a second mutant for both
architectures and a high value of the self-renewal probability, v = 0.9. The mean time for constant and increasing
architectures is 3.33 and 3.39 respectively; the p-value obtained by two-tailed t-test is p = 0.078, indicating that the
means are different only at the 10% level (size effect is 0.04). (b) The time to observe a second mutant for both
architectures and a small value of the self-renewal probability, v = 0.1. The mean time for constant and increasing
architectures is 3.67 and 3.60 respectively; the p-value is p 0.001, indicating that the means are different; the effect
size is 0.16. (c) and (d) The time to observe a second mutant for a constant and increasing architecture, respectively,
for small and high v. In these simulations u = 0.001, and the effect size is 0.68 and 0.46 respectively. https://doi org/10 1371/journal pcbi 1005967 g006 Fig 6. Distribution of the generation times to second mutation from 5000 stochastic simulations. We consider two Fig 6. Distribution of the generation times to second mutation from 5000 stochastic simulations. We consider two
arrangements of the compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and
increasing from C0 to C3 (N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The time to observe a second mutant for both
architectures and a high value of the self-renewal probability, v = 0.9. The mean time for constant and increasing
architectures is 3.33 and 3.39 respectively; the p-value obtained by two-tailed t-test is p = 0.078, indicating that the
means are different only at the 10% level (size effect is 0.04). (b) The time to observe a second mutant for both
architectures and a small value of the self-renewal probability, v = 0.1. The mean time for constant and increasing
architectures is 3.67 and 3.60 respectively; the p-value is p 0.001, indicating that the means are different; the effect
size is 0.16. (c) and (d) The time to observe a second mutant for a constant and increasing architecture, respectively,
for small and high v. In these simulations u = 0.001, and the effect size is 0.68 and 0.46 respectively. https://doi.org/10.1371/journal.pcbi.1005967.g006 https://doi.org/10.1371/journal.pcbi.1005967.g006 viewpoint of minimizing mutations? Discussion In this paper we considered the dynamics of mutant accumulation in hierarchical tissues
under homeostatic turnover. What tissue architecture can be considered optimal from the 16 / 24 PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 Optimizing homeostatic cell renewal in hierarchical tissues Fig 6. Distribution of the generation times to second mutation from 5000 stochastic simulations. We consider two
arrangements of the compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and
increasing from C0 to C3 (N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The time to observe a second mutant for both
architectures and a high value of the self-renewal probability, v = 0.9. The mean time for constant and increasing
architectures is 3.33 and 3.39 respectively; the p-value obtained by two-tailed t-test is p = 0.078, indicating that the
means are different only at the 10% level (size effect is 0.04). (b) The time to observe a second mutant for both
architectures and a small value of the self-renewal probability, v = 0.1. The mean time for constant and increasing
architectures is 3.67 and 3.60 respectively; the p-value is p 0.001, indicating that the means are different; the effect
size is 0.16. (c) and (d) The time to observe a second mutant for a constant and increasing architecture, respectively,
for small and high v. In these simulations u = 0.001, and the effect size is 0.68 and 0.46 respectively. https://doi.org/10.1371/journal.pcbi.1005967.g006 Fig 6. Distribution of the generation times to second mutation from 5000 stochastic simulations. We consider two
arrangements of the compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and
increasing from C0 to C3 (N0 = 20, N1 = 40, N2 = 80, N3 = 120). (a) The time to observe a second mutant for both Fig 6. Distribution of the generation times to second mutation from 5000 stochastic simulations. We consider two
arrangements of the compartment sizes for n = 3: constant from C0 to C3 (N0 = 65, N1 = 65, N2 = 65, N3 = 65) and
increasing from C0 to C3 (N0 = 20, N1 = 40, N2 = 80, N3 = 120). Discussion We have focused our attention on two aspects of tissue
architecture: (1) probability of self-renewals/differentiations of cells in compartments; and (2)
compartment size. The first aspect is the probability of cells in each compartment to proliferate. A self-renewal
division is one way of replenishing cells that have been removed (by differentiation) from the
compartment; the other way is to replace “missing” cells by a differentiation division from an PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 17 / 24 Optimizing homeostatic cell renewal in hierarchical tissues Fig 7. Distribution of the generation times to second mutation, obtained from stochastic simulations, in the case where
v depends on the compartment sizes. We perform 5000 stochastic simulations and compare two arrangements of the
compartment sizes: (a) constant compartment size (red bars) and increasing (blue bars); (b) decreasing (red bars) and
increasing (blue bars). Compartment sizes are as in Fig 6. The self-renewal probabilities are v1 = 1, v3 = 0, vi ¼
Ni
NiþNi 1, i = 1, 2. We assume n = 3 and u = 0.001. In part (a), the mean time to a two-hit mutant for constant and increasing architecture is
3.65 and 3.59 respectively; the p value obtained by a two-tailed t-test is p 0.001, the effect size is 0.12. In part (b), the mean
time to a two-hit mutant for decreasing architecture is 3.73; p 0.001; the effect size is 0.30. https://doi.org/10.1371/journal.pcbi.1005967.g007 Fig 7. Distribution of the generation times to second mutation, obtained from stochastic simulations, in the case whe Fig 7. Distribution of the generation times to second mutation, obtained from stochastic simulations, in the case where
v depends on the compartment sizes. We perform 5000 stochastic simulations and compare two arrangements of the
compartment sizes: (a) constant compartment size (red bars) and increasing (blue bars); (b) decreasing (red bars) and
increasing (blue bars). Compartment sizes are as in Fig 6. The self-renewal probabilities are v1 = 1, v3 = 0, vi ¼
Ni
NiþNi 1, i = 1, 2. We assume n = 3 and u = 0.001. In part (a), the mean time to a two-hit mutant for constant and increasing architecture is
3.65 and 3.59 respectively; the p value obtained by a two-tailed t-test is p 0.001, the effect size is 0.12. In part (b), the mean
time to a two-hit mutant for decreasing architecture is 3.73; p 0.001; the effect size is 0.30. Optimizing homeostatic cell renewal in hierarchical tissues concentrated near the stem cell compartment. This finding coincides with in vivo measure-
ments performed in [36, 37], where divisions were more often observed near the bottom of the
hierarchical compartments. In Section 7 in S1 Text, we compare the cell division data pre-
sented in [37] to the expected number of divisions generated by our model. The model output
is only consistent with the data under the assumption of relatively low values of the self-
renewal probability v, supporting our prediction that low values of v should be selected for. Other, indirect pieces of evidence pointing toward the protective potential of cell division
regulation come from studies that investigate the connection between loss of differentiation
and cancer. Our result that small values of the self-renewal probability v lead to double-hit
mutant suppression is consistent with the findings of [38], who reported that overexpression
of protein kinase CβII induced colonic hyperproliferation, and thus, increased the risk of colon
carcinogenesis. This behavior has also been observed in other types of cancers, where a disrup-
tion in differentiation patterns might increase the risk of cancer [33, 39–42]. Tenen [43]
explained that the loss of differentiation is an important component of many cancers, specifi-
cally, haematopoietic transcription factors are crucial for differentiation to particular lineages,
and their disruption is critical in acute myeloid leukemia (AML) development. Researchers
have also found that mutations related to brain cancer and leukemia cause the production of
an enzyme that can reconfigure on–off switches across the genome and stop cells from differ-
entiating [44–46]. To test model predictions about the accumulation of mutations more directly, we propose
measuring the natural flush-out rate of cells in a hierarchical tissue, such as the colonic crypt. One approach to this is to use an experimental animal model and label a single cell (in the
stem or other compartment). The cell’s progeny should then be tracked in the hierarchy
through time using prospective lineage tracing. While often this is done at a single time point,
observations at multiple time points would allow for a comparison with the clonal expansion
of mutant (“labeled”) cells predicted by the model. Discussion https://doi.org/10.1371/journal.pcbi.1005967.g007 https://doi.org/10.1371/journal.pcbi.1005967.g007 upstream compartment. Therefore, by changing the probability of self-renewal v (as opposed
to differentiation) we change the probability that an upstream compartment will be engaged,
thus changing the length of a typical hierarchical division tree. We have found that increasing
v results in two clear tends: (i) the trees get shorter and it becomes unlikely that mutations are
acquired in the more primitive compartments, and (ii) mutations that are generated are
flushed out more slowly from the non-stem cell compartments, and tend to accumulate (at
least, transiently). This interesting trade-off results in different “optimal” solutions, depending
on the objective of optimization. If the goal is to minimize the total number of one-hit mutants
residing long-term in all compartments, relatively large values of v are desirable. If on the
other hand we want to protect the stem cell compartment, then low values of v are superior. Finally, from the point of view of two-hit mutant generation, again lower values of v are
advantageous. Although the optimization problem solved in this paper is formulated differently from the
work presented by De´renyi et al. in [27], there is an interesting point of convergence between
our results and the results of [27]. The optimal architecture for delaying 2nd mutations corre-
sponds to low values of v. Therefore, it is characterized by the longest possible active trees. These trees look like binary trees, which are (nearly) the perfect solution found by [27]. y
,
(
y)
p
y [
]
Maximally delaying the generation of two-hit mutants is important in the context of tumor
suppressor gene inactivation, which is a common event in carcinogenesis. In tumor suppressor
genes, such as the APC gene that is inactivated in a large fraction of colorectal cancers, or Rb
gene responsible for retinoblastoma, both copies must be inactivated for the resulting cell to
acquire a phenotypic change that eventually may lead to cancer. Tumor suppressor gene inac-
tivation is often considered an early event in cancer progression, and therefore a delay in this
event is of crucial importance for evolution. Our analysis indicates that in order to delay
tumor suppression gene inactivation in a hierarchical tissue, mitotic activities must be PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 18 / 24 Optimizing homeostatic cell renewal in hierarchical tissues models or metapopulation models on the other, see also [54, 55] for discussion of these issues. Mutant spread is greatly restricted in one-dimensional geometry, whereas there are different
ways to spread in higher dimensions or in metapopulations. The second aspect of architecture investigated here is the arrangement of compartment
sizes. It is physiologically determined that the top compartment, containing the most mature
cells performing their function in the organ, must be the largest. Under this restriction, there
are a great variety of ways in which sizes of consecutive compartments can be arranged. In this
paper we show that the size of the upstream compartments matter when it comes to delaying
mutant production in a hierarchical tissue. We found that the smaller the differences in the rel-
ative compartment size, the longer it takes on average to generate a double-hit mutant. This
suggests the existence of evolutionary pressure to equalize compartment sizes to facilitate the
flushing out of mutant cells. Next, we would like to interpret our model and its implications in the broader context of
tissue architecture and the development of multicellular organisms. We can view tissue as the
“functional unit” consisting of the physiologically necessary, fully mature cells, and a “support
unit” consisting of less differentiated cells that do not perform the same function but are there
to support and replenish the cells from the functional unit. The question then becomes, how to
best organize the support unit that maintains a certain number of “functional” cells, see also
[5, 56]. As one extreme scenario, one can envisage a great number of very short division trees
where more or less each mature cell is replenished by divisions of its own stem cell. At the
other extreme, it could happen that all the mature cells are replenished by means of an enor-
mously long division tree, and are all part of the same large lineage stemming from a common
stem cell. Our model is capable of distinguishing between these two extreme possibilities (and
the whole range of intermediate possibilities). If 2n cells are removed, the longest division tree
has length n and the shortest has length 1. If v = 0, then the longest tree is always utilized. If
v = 1, then only the shortest trees are activated, and only cells in one upstream compartment
(compartment Cn−1) divide. While experimentally intensive, there are a
variety of genetic techniques for prospective cell lineage tracing in model organisms that could
be used to generate such data (see [29] for an example in the mouse intestinal crypt and [47]
for a recent review). We should also discuss this result in the context of the previous theoretical work by [7] and
[48]. In both of these papers, variants of a linear model of the colon were investigated, where
individual cells were arranged in a linear array and where dividing cells pushed out their
neighbors upstream [49]. Interestingly, while both papers found that divisions near the stem
cell compartment (the “bottom-high” division distribution) resulted in lowering the risk of
secondary mutations experienced by existing one-hit mutants, the overall two-hit mutant gen-
eration was found by [48] to be accelerated in this case (and the “top-high” division distribu-
tion, where most divisions happen near the top, was shown to lead to a delay in two-hit
mutant production). This pattern is different from the result reported in the present model,
and the difference stems from the modeling assumptions: the linear model was adopted by [7,
48], whereas a model with separate compartments that experience a certain degree of mixing
was considered here (similar in spirit to metapopulation models that are often used in popula-
tion biology, see e.g. [50–53]). In the present model, the linear arrangement is not 1-cell thick,
but instead, there is a possibility that mutants can accumulate, or “get stuck”, in a compart-
ment that has a size greater than one cell. This is in contrast to the linear model, where such a
possibility does not exist, and each mutant will inevitably be pushed toward death at the top of
the crypt in a regular fashion. The tendency of mutants to accumulate in the presence of a
large self-renewal probability discovered in the present setting, points toward a possibility that
is ignored in the linear models. In a sense, this is similar to the differences between one-dimen-
sional spatial population models on the one hand, and two-/three-dimensional population PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
February 15, 2018 19 / 24 Acknowledgments CA and NLK would like to thank the 2015 q-bio Summer school (Albuquerque, NM), which
provided an opportunity for collaborations, and where this project was started. CA and HJW
thank the Wearing Lab for their helpful comments and suggestions while working on this
manuscript. Supporting information S1 Text. A document containing additional calculations, numerical simulations, and fig-
ures, that further illustrate points made in the main text. S1 File. A Mathematica file that allows to generate, for a given value of N, a list of all divi-
sion trees, to calculate their probabilities, and evaluate the expected change in the number
of mutants resulting from cell divisions that proceed according to each tree. (NB) Optimizing homeostatic cell renewal in hierarchical tissues to each compartment, which would definitely have an impact on the type of chains of differen-
tiation observed and therefore, on mutant development. It has been shown that a finite, and
relatively small, replication capacity (between 50 and 70 divisions [57]) is a mechanism of pro-
tection against cancer in hierarchically organized tissues [32]. Finally, we note that the present model takes the metapopulation approach to spatial rela-
tionships among cells. It can be refined by adopting a fully spatial, two- or three-dimensional
description, for example, a cellular automaton or a hybrid model with a degree of cell migra-
tion included. It will be interesting to see how the properties of this model change under such
a refinement. The main finding of the present model is that lowering the probability of self-
renewal in each compartment and compensating by differentiations in longer division trees
leads to a delay in two-hit mutant generation. We predict that this result should continue to
hold in the fully spatial case. If this was the evolutionarily preferable scenario, this would mean
that compartment Cn−1 is essentially the SC compartment, and that only one division step sep-
arates SCs from fully differentiated cells. If an intermediate value of v was selected, then the
size of stem cell lineage would be defined by the length of a typical division tree corresponding
to this value of v, and the upstream compartments that hardly ever divide would eventually be
eliminated. Our results point towards the evolutionary utility of lengthening of stem cell line-
ages, because decreasing v leads to an increase in the two-hit mutant generation time. This
process of lengthening of stem cell lineages however has to be limited by other factors, such as
geometric constraints and the necessity of spatial distribution of lineages (for example colon
crypts). Incidentally, our result whereby lengthening of the SC lineages is preferred, is again differ-
ent from the previous one obtained in [56], for the same reason that was highlighted above:
the present model allows for mixing in the compartments, whereas the older model of [56] is
rigid in the same way as the linear model of [7] (although it is not a linear model but rather a
sequence of deterministic divisions on a binary tree, where randomness only comes about
when creating de-novo mutations, see [17]). The hierarchical model considered here, although less rigid in terms of division patterns
compared with the linear model of [7] and the binary model of [56], is obviously still a simpli-
fication of reality. There are many extensions that can be introduced into this model. Somatic
mutations are not necessarily neutral, they might be disadvantageous, or advantageous. In this
context, a fitness advantage or disadvantage might be assigned to mutants to study how it
impacts the mutant population. Another important feature that could be added to our model
is a replication capacity. This could be done by assigning a maximum number of divisions PLOS Computational Biology | https://doi.org/10.1371/journal.pcbi.1005967
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Changes in social mixing and attitudes and practices to precautionary measures in a maturing COVID-19 pandemic in six communities in Sudan: a qualitative study
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BMC Public Health BMC Public Health Ahmed et al. BMC Public Health (2024) 24:895
https://doi.org/10.1186/s12889-024-18274-7 Open Access Abstract Introduction With low COVID-19 vaccination coverage, non-pharmaceutical interventions were critical to mitigating
the COVID-19 pandemic in Sudan. We explored changes in social contact patterns, risk perception, attitudes, and
practices toward protective measures during an evolving COVID-19 outbreak in six illustrative communities in Sudan. Methods This qualitative study took place in six communities in five Sudanese states using focus group discussions
with community members and non-participant structured observations in public spaces between March 2021 and
April 2021. A total of 117 participants joined 24 group discussions. We used a two-stage thematic analysis. Results The perceived importance of compliance with individual preventative measures among those who believe
in COVID-19 was higher than observed compliance with behaviors in most study sites. Adherence was consistently
low and mainly driven by enforced movement restrictions. As restrictions were lifted, social contacts outside the
household resumed pre-COVID-19 levels, and risk perception and individual and institutional adherence to protective
measures diminished. We identified an environment that is socially and economically unsupportive of preventive
practices, compounded by widespread rumours, misinformation, and mistrust in the government-led response. However, we identified new social habits that can contribute to reducing COVID-19 transmission. Conclusion The unfavourable social and economic environment, coupled with the low visibility of the pandemic
and pandemic response, has likely modulated the influence of higher risk perception on adopting precautionary
behaviours by individuals. Governments and non-governmental actors should increase the visibility of the pandemic †Omama Abdalla, Omnia Kamal Hassan, Ahmed Tom, Ahmed
Eldirdiri, and Drieg Ismael, contributed equally to this work while
Maysoon Dahab and Nada Abdelmagid contributed equally to this
work. *Correspondence:
Salma A.E. Ahmed
eljailanis@gmail.com *Correspondence:
Salma A.E. Ahmed
eljailanis@gmail.com Full list of author information is available at the end of the article Changes in social mixing and attitudes
and practices to precautionary measures
in a maturing COVID-19 pandemic in six
communities in Sudan: a qualitative study Salma A.E. Ahmed1,6*
, Rahaf AbuKoura2,6
, Abd Elhameed Ahmed3,6, Omama Abdalla3,6†, Omnia Kamal Hassan3,6†,
Ahmed Tom3,6†, Ahmed Eldirdiri3,6†, Drieg Ismaeil3,6†, Israa Zainalabdeen3,6, Nazik Nurelhuda4,6
, Aljaile Ahmed3,6,
Afrah Abdan5, Maysoon Dahab2,6†
and Nada Abdelmagid2,6† Backgroundh in successive surveys conducted since August 2020 [18]. Key barriers to the uptake of key protective behaviours
in Sudan are poorly understood. However, financial and
logistical barriers, high levels of stigma, denialism, and
misinformation are all suspected to play a role [19, 20]. The effectiveness of future COVID-19 mitigation efforts
relies on understanding and addressing these barriers to
increase the acceptance and feasibility of key preventa
tive measures [21]. g
The Sudanese national response to COVID-19 has largely
fallen short in addressing the challenges posed by suc
cessive waves, as official figures for both incidence and
mortality are widely recognised as significantly underes
timated [1]. Literature reports suggest that only 0.2% of
coronavirus infections were identified in Sudan, echoing
the significant underestimation of both the prevalence
and incidence of COVID-19 across Sub-Saharan Africa
[2]. Soon after the first COVID-19 case in Sudan was
confirmed on 13 March 2020, the government quickly
declared a series of restrictions including school and uni
versity closures, bans of mass gatherings, international
border closures and partial curfews, culminating with
a complete lockdown between April and July 2020 [3,
4]. According to Sudan’s Ministry of Health COVID-19
situation reports, the second and third waves peaked in
December 2020 and April 2021 [5], respectively. How
ever, the national response beyond the first wave primar
ily relied on promoting individual protective measures,
and no wide-scale movement restrictions were enforced. This stems from the fact that the initial imposition of
movement restrictions has been widely criticised, pri
marily due to their adverse effects on the economy and
the disruption of essential health services, despite their
role in decreasing the incidence of COVID-19 [6–10]. The lockdown has also greatly hampered access to pub
lic health services, routine vaccination programs and the
livelihoods of those at the margins of society [11]. To our knowledge, there are no published studies that
explored social contact patterns in Sudan in general and
in the targeted communities in particular. Understanding
how different population groups mix and interact socially
during the pandemic is a crucial indicator of how viral
transmission will occur and critical in informing social
distancing interventions tailored to contact patterns
unique to Sudanese contexts. It will also allow a more rig
orous assessment of the effectiveness of different social
distancing interventions. Methods Against this background, non-pharmaceutical inter
ventions and preventative measures were the cornerstone
of efforts to mitigate COVID-19 in Sudan and simi
lar resource-limited settings [12–14]. This is especially
important considering limited COVID-19 vaccination
access and uptake [15, 16]. Among non-pharmaceutical
interventions, social distancing and mask-wearing have
been specially promoted as an alternative to wide-scale
movement restrictions [12]. However, their acceptabil
ity and uptake in resource-limited settings are subject
to desensitisation to infection risk [17]. For example,
self-reported adherence to individual COVID-19 pre
ventive measures overall among 1,371 individuals in
Sudan September 2021 was 42%, with only 49% report
ing avoiding physical greetings and handshakes [11]. Self-reported compliance with avoiding places of wor
ship, public gatherings and staying at home was 41%, 58%
and 38% respectively, with a consistent downward trend © The Author(s) 2024. Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use,
sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and
the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this
article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included
in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will
need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The
Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available
in this article, unless otherwise stated in a credit line to the data. (2024) 24:895 Page 2 of 15 d et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health and pandemic response, enforce and incentivise infection control measures in public areas, promote emerging
preventive social habits, and actively track and address rumours and misinformation related to COVID-19 and COVID-
19 vaccines. Keywords COVID-19, Social distancing, Social mixing, Non-pharmaceutical interventions, Resource-poor,
Participatory analysis, Sudan Backgroundh This study explored changes in
social contact patterns relevant to COVID-19 transmis
sion and the extent, barriers, and enablers of adherence
to recommended protective behaviours and measures
during the COVID-19 outbreak in six illustrative com
munities in Sudan. We aimed to inform policymakers
and non-governmental COVID-19 responders of appro
priate adaptations and contextualisation of social dis
tancing interventions to encourage higher uptake in the
targeted communities. Study designh This is an exploratory qualitative study using a combina
tion of focus group discussions (FGDs) and non-partici
pant structured observations in public spaces. The design
draws on the protection motivation theory [22], which
assumes that an individual’s decision to adopt and com
ply with preventative health behaviours is based on their
motivation to protect themselves from health threats
after weighing the risks and potential benefits [23]. The
FGDs provide insight into how people appraise the threat
of COVID-19 to their health and their beliefs about the
necessity and feasibility of the recommended behaviours
(coping appraisal). On the other hand, non-participant
observations were used to objectively identify adher
ence to protective behaviors, practices, and measures
in public areas, and allow us to compare reported and Page 3 of 15 (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health observed adherence to protective measures in the study
population. COVID-19 research, advocacy and awareness-raising
activities across Sudan. Y-peers were community mem
bers living and working in the study sites. We trained male and female Y-peers remotely to col
lect qualitative data through live and pre-recorded short
audio/video training sessions via WhatsApp and You
Tube. The Y-peers received training on study procedures
(data collection tools and informed consent process),
qualitative research, and preventative strategies devel
oped and delivered by co-authors NA, SAEA, and RA. Each training session was followed by a live questions &
answers online session with trainers, and a WhatsApp
group was used to facilitate communication and provide
ongoing support. We asked Y-peers to pilot the FGD
guide and observation checklists in their communities as
part of the interactive training. A weekly online meeting
took place to troubleshoot and share updates on data col
lection and field experiences. Study setting We conducted the study in six illustrative communities
in five Sudanese states, representing different settings. In Khartoum state, we chose Ombadda locality, a high-
density poor urban population with pockets of long-
term internally displaced populations, and Tuti Island,
a close-knit agricultural community. We selected two
other urban, and peri-urban cities in North Kordofan
and Blue Nile states, El-Obeid and Damazin, respec
tively. In addition, we included one internally displaced
persons’ (IDP) community in South Darfur, Dereij IDP
camp, and one rural community in the south of Gezira
state (Abu Haraz). Ombadda is a high-density poor urban
community in Khartoum State, where the main sources
of income are low-wage jobs and micro-businesses. The
education level is generally high, particularly for girls, as
boys tend to leave secondary school to support their fam
ilies. Tuti Island is an island in the heart of the capital city
Khartoum. Its inhabitants are close-knit and historically
descend from a few families and tribes, and homes tend
to house extended families. The community is a low- to
-middle economic one, where most household incomes
coming from freelance trade and businesses. Inhabit
ants typically have high educational levels. El-Obeid is an
urban middle-class community and the capital of North
Kordofan state. Most residents work as public servants
or traders. Our study site in Damazin, the capital city of
Blue Nile state, is a poor peri-urban community, where
most residents work as manual laborers, small-scale
farmers or traders. Abu Haraz village is a rural village on
the east bank of the Blue Nile river and is located approx
imately 17 km from Wad Madani, Gezira State’s capital. Its inhabitants are mainly farmers, and Abu Haraz is
host to a large Sufi community and Sufist shrines. Dereij
IDP camp is situated 4 km from Nyala city, the capital of
South Darfur state. Its residents are long-standing IDPs,
mostly poor and dependent on humanitarian aid. Data management and analysis Audio-recorded interviews were transcribed verbatim
in Arabic, and then transcripts were verified by the
Y-peers for accuracy. Field notes and filled checklists
from observation were typed in Arabic. All transcripts
and checklist notes were analysed in Arabic. We con
ducted a preliminary analysis using a site-specific sum
mary report prepared by each site team, summarising
key themes, describing the context of data collection
and identifying immediate insights. After that, the co-
authors invited the observers and FGD facilitators to
participate in a group discussion. We used the reports
to prompt follow-up questions and use the interper
sonal dynamic of group discussions to generate new
insights. These FGDs with data collectors helped for
mulate initial and preliminary ideas and obtain the
study team’s reflections on the extent to which sup
portive measures facilitated social distancing in public
areas and to which people adhered to such measures. They also generated preliminary ideas for detailed
analysis. The discussions were recorded and employed
by the co-authors to develop preliminary findings
report for quick dissemination to Y-PEER Sudan, the
Ministry of Health, other COVID-19 responders and
targeted communities. Y-peers organised sessions
with the targeted communities to get their feedback
on research findings as part of the awareness-raising
campaigns. Study participants Y-peers purposively identified eligible participants for the
FGDs through their existing community contacts. Partic
ipants were approached by the Y-peers either face-to-face
or through the phone. At each study site, four FGDs were
conducted: adolescent/young women, adolescent/young
men, adult women, and adult men, to achieve a balanced
sample of age and gender among participants. Inclusion
criteria for FGD participants included being males or
females aged 18–24 years (younger women and men) or
25 − 59 years (older women and men) and living in the
study community. We excluded the following: those who
did not provide informed consent, those aged less than18
years or more than 59 years of age, those who lived in
the same household as another participant selected for
the study, persons of any age with bronchial asthma, dia
betes, hypertension or have immunosuppression, and
those who had COVID-19-like symptoms in the past two
weeks. Those older than 59 were excluded as they are at
higher risk of severe COVID-19, and we did not want to
expose them to the risk of COVID-19 transmission dur
ing FGDs. Each FGD session comprised 4 to 8 partici
pants. Youth peers purposively identified initial eligible
participants through their existing community contacts
and used snowball sampling to capitalise on naturally
occurring social networks in the community to construct
the focus groups. This ensured we minimise exposure
to COVID-19 through bringing people together into a
focus group who were already in regular social contact
with each other. It also ensured that groups were fairly
homogenous in socioeconomic status, as neighbours,
friends and family members. All those who were invited
to participate joined the FGD sessions and no refusals or
drop-outs occurred. Sudan’s Youth Peer Education Network (Y-PEER
Sudan) was actively engaged in promoting COVID-19
prevention, through its member volunteers, or “Y-peers”,
in the sites at the time of the study. The selection of com
munities was mainly operational based on the accessibil
ity of the community (existence of Y-peers in a specific
community) and the existence of activities of awareness-
raising campaigns as the research was meant to inform
these interventions. The Sudan COVID-19 Research Group, in partner
ship with trained volunteers from Y-PEER Sudan, a
nationwide network of youth volunteers and researchers,
designed and implemented the study. Since the start of
the pandemic in Sudan, Y-PEER Sudan has implemented Page 4 of 15 Ahmed et al. Study participants BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Observations and FGD sessions were conducted in paral
lel between March 2021 and April 2021. The places for structured observations of public spaces
were purposively selected to reflect various functions,
layouts, outdoor versus indoor settings and use by differ
ent population subgroups. In each study site, observation
locations were a public transportation journey, a place of
worship, the nearest health facility or pharmacy, the local
open market, and a bakery. We selected the place of wor
ship, health facility or pharmacy, and bakery known to be
most used by the study population or closest to the geo
graphical centre of the study site, after discussion with
existing community contacts. We also observed the clos
est local open market, which in Sudan is most commonly
one market serving a large neighborhood, or one market
serving several small neighborhoods. For public trans
portation observation, the Y-peers took a 15- to 30-min
ute journey on any local transportation vehicle departing
from the study community between 10 am and 4 pm. Before finalisation, the FGD guide and observation
checklists were piloted in one focus group and two pub
lic spaces by two different data collectors to check for
suitability of content, translation and sequence/flow of
questions and duration of the data collection. After a
preliminary analysis of data for each site, we reviewed
the data and revisited the need to increase the num
ber of group discussions or observations to reach data
saturation. Results A total of 122 participants attended 24 focus group dis
cussion groups in the six study sites (El-Obeid, Tuti
Island, Dereij IDP camp, Ombadda, Damazin, Gezira). The number of participants and age breakdown of FGDs
is presented in Table 1. Our study aimed to explore the
social interaction patterns during COVID-19, self-
reported individual and communal protective behaviors
adopted, and to understand the factors that affect com
pliance with recommended protective behaviours and
measures during the COVID-19 outbreak in Sudan. We
present the findings according to six broad categories
(Fig. 1). Concerns over the risk of COVID-19 seemed to vary by
gender and age, with adult women seeming more con
cerned while adult men seemed least concerned. “W Allah [I swear] I worry a lot, especially for our
offspring who work outside the house, we are staying
at home. My son once had flu; I thought this would
be corona [COVID-19]. I kept going to his room to
check on him at night” [older woman, Tuti Island]. Data collectionh However, during the second wave, I
t
i d t ll” [
O
b dd ]
Table 1 FGD participants across the six study sites
Site
Number of participants
Age range of participants per group (years)
Younger women
Younger men
Older women
Older men
Younger women
Younger men
Older women
Older men
El-Obeid
4
4
5
4
22–24
19–24
28–54
25–30
Tuti Island
5
4
5
4
21–24
20–22
28–45
26–49
Dereij IDP
camp
6
6
6
6
19–23
19–22
23–38
28–50
Ombadda
8
4
5
6
18–26
20–24
25–53
25–30
Damazin
5
6
6
4
19–29
18–24
28–39
25–59
Gezira
5
6
4
4
19–24
18–24
29–38
25–27
Fig. 1 Main categories of study findings Age range of participants per group (years) Fig. 1 Main categories of study findings Fig. 1 Main categories of study findings “In the beginning, I was worried, like 90% worried,
as the media was a big driver of that fear; currently
I am not worried because the situation is normal”
[younger man, Dereij IDP camp]. were extracted by NA, translated into English by SAEA
and back-translated to Arabic by RA. This article adheres
to the Consolidated Criteria for Reporting Qualitative
Research (COREQ) reporting guidelines [26] (Supple
mentary file 3). “I was very worried about the illness, because I have
seen people who were sick, and the number of cases
was increasing. However, during the second wave, I
was not worried at all” [younger woman, Ombadda]. Data collectionh Explanatory and corroborative quotes Page 5 of 15 Page 5 of 15 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health were extracted by NA, translated into English by SAEA
and back-translated to Arabic by RA. This article adheres
to the Consolidated Criteria for Reporting Qualitative
Research (COREQ) reporting guidelines [26] (Supple
mentary file 3). “In the beginning, I was worried, like 90% worried,
as the media was a big driver of that fear; currently
I am not worried because the situation is normal”
[younger man, Dereij IDP camp]. “I was very worried about the illness, because I have
Table 1 FGD participants across the six study sites
Site
Number of participants
Age range of participants per group (years)
Younger women
Younger men
Older women
Older men
Younger women
Younger men
Older women
Older men
El-Obeid
4
4
5
4
22–24
19–24
28–54
25–30
Tuti Island
5
4
5
4
21–24
20–22
28–45
26–49
Dereij IDP
camp
6
6
6
6
19–23
19–22
23–38
28–50
Ombadda
8
4
5
6
18–26
20–24
25–53
25–30
Damazin
5
6
6
4
19–29
18–24
28–39
25–59
Gezira
5
6
4
4
19–24
18–24
29–38
25–27
Fig. 1 Main categories of study findings were extracted by NA, translated into English by SAEA
and back-translated to Arabic by RA. This article adheres
to the Consolidated Criteria for Reporting Qualitative
Research (COREQ) reporting guidelines [26] (Supple
mentary file 3). Results
A total of 122 participants attended 24 focus group dis
h
d
( l
b d
“In the beginning, I was worried, like 90% worried,
as the media was a big driver of that fear; currently
I am not worried because the situation is normal”
[younger man, Dereij IDP camp]. “I was very worried about the illness, because I have
seen people who were sick, and the number of cases
was increasing. Data collectionh The data collectors conducted four FGD sessions with 6
to 8 participants per session at each study site. Each site
coordinator telephoned the eligible participants identi
fied by the volunteers. After receiving informed consent
and permission for the group discussion to be recorded,
the focus group discussions took place at a pre-agreed
date, time, and location chosen by and convenient to
participants. The FGDs happened within few days of
recruitment of the participants (2 to 4 days). Data collec
tors used a pretested FGD guide to facilitate the discus
sion (Supplementary file 1). The FGD guide covered the
following topics: [1] risk perception, [2] social contact
patterns, [3] individual protective behaviors outside the
home, [4] communal distancing measures, and [5] fac
tors affecting compliance with preventative measures. Finally, participants were asked to recommend mea
sures for encouraging and supporting people to success
fully adopt and maintain protective behaviors outside
the home for COVID-19 prevention. The FGD sessions
were conducted in the Sudanese dialect of the Arabic
language, the native language of the participants, inter
viewers and authors. The FGD sessions lasted between
40 and 80 min. The non-participant structured obser
vations were conducted using set time and duration at
pre-defined public locations using a checklist specific to
each observation site (supplementary file 2). The obser
vation checklist comprised of four sections: implemen
tation of COVID-19 related health and safety measures,
(ii) adherence to COVID-19 prevention behaviours, (iii)
description of people present in the observed location,
and (iv) a description of the environment at the observa
tion site. The observation periods lasted between 20 and
30 min. We considered this sample size a manageable
workload for the Y-PEER volunteers during an outbreak. We conducted an in-depth analysis of the transcripts
and observation checklists using a thematic analysis
approach based on the framework method [24]. We used
deductive and inductive approaches to derive possible
themes from study questions and discussion guides while
allowing new themes to emerge from the data [25]. Data
for each site was independently analyzed for possible
themes by the co-authors SAEA, NA, RA, IZ, NN, and A
Ahmed. NA then collated the analysis in a single spread
sheet and a narrative document. Co-authors reached a
consensus on themes and subthemes, and categorisation
was agreed upon. The themes were interpreted further
and compared to the objectives of the study to gener
ate conclusions. Risk perception of COVID-19 Almost all participants reported worrying about others
rather than themselves. Fear was driven by cultural ten
dencies to protect the family and the vulnerable, with
participants mentioning concerns for the elderly, chil
dren, and those with chronic illnesses. Varying levels of risk perception were reported within
sites, except for Gezira, where risk perception seemed
consistently low throughout the pandemic, regardless of
gender and age (Fig. 2). Participants reported that risk perception decreased
as the pandemic evolved and their perceived familiarity
with the disease grew. However, in two sites (El-Obeid
and Tuti Island), adult women expressed that worry
increased once schools re-opened and government mea
sures were lifted in July and August 2020 (Fig. 2). “One needs to be careful because you have an old
person at home. My father, may Allah grant him
health and well-being, is sick. He has diabetes
and hypertension. We interact with him in a way
that protects him from infection, that means you Ahmed et al. BMC Public Health (2024) 24:895 (2024) 24:895 Page 6 of 15 Ahmed et al. BMC Public Health shouldn’t be causing any harm to someone else”
[older man, Tuti Island]. perception. Despite the prolonged nature of the pan
demic, COVID-19 denialism was not uncommon. Fig. 2 Grouping of study sites by similarity of findings Fig. 2 Grouping of study sites by similarity of findings perception. Despite the prolonged nature of the pan
demic, COVID-19 denialism was not uncommon. shouldn’t be causing any harm to someone else”
[older man, Tuti Island]. “Until now, I’m not convinced of the existence
of COVID-19 in Sudan, and my lifestyle hasn’t
changed, like socialising and handshaking”[younger
woman, Damazin]. Participants reported several factors that influenced
the levels of risk perception at different stages of the
pandemic. Increased COVID-19 cases and deaths
reported by the Ministry of Health or observed in their
local communities increased risk perception. In addi
tion, the high-profile and prominent response at the
beginning of the pandemic increased risk perception,
for example, intensive media messaging and scaling
up of isolation centres. Similarly, the fall in cases and
deaths and the response’s waning have reduced risk
perception. “By God, I haven’t changed a thing. Believe me, I
didn’t believe a word of it. I was doubtful whether
there was even a coronavirus, to begin with. in mosques– you don’t know their whereabouts”
[younger man, Tuti Island]. ing support didn’t come [from abroad].” [younger
woman, Damazin]. ing support didn’t come [from abroad].” [younger
woman, Damazin]. Participants reported changes in some different types
of social contacts during periods of severe movement
restrictions. Contacts in public facilities were reduced
due to enforced closures and infection prevention mea
sures in banks, pharmacies, and hospitals. Bans of large
gatherings during the first wave also reduced contacts in
social events, especially weddings and funerals. Although
these events did not wholly stop despite the ban, they
were adapted to be shorter and smaller. In fact, some
respondents in Damazin reported that some people took
advantage of the ban on gatherings to hold more celebra
tory events, thereby avoiding the higher costs of tradi
tionally more extensive and longer events. Respondents
also reported that contacts related to economic and edu
cational activities were reduced during periods of severe
restrictions when schools, markets and public services
were either closed or operated at reduced hours. A few
respondents also reported that informal social gatherings
in the neighborhood, such as regular pre-pandemic cof
fee meetups and social house visits between families and
neighbours, became smaller, shorter and less frequent. In addition, there was a reduction in the frequency and
number of attendees of informal neighborhood social
gatherings, which before the pandemic, would have been
daily or weekly gatherings between neighbours, friends
or extended family members. Patterns of social interactions at different stages of the
pandemic For this study, relevant social contacts were either physi
cal contact or a two-way conversation with three or more
words within one meter of another person but no physi
cal contact. Prior to COVID-19, prevailing cultural tra
ditions included weddings and funerals that lasted for
days or weeks, with people expected to attend daily and
spend hours or days at these events. Generally, relevant
social contacts outside the household decreased during
the first wave when severe movement restrictions were
enforced and gradually resumed pre-COVID-19 lev
els once the restrictions were lifted in July 2020. How
ever, even after the first wave, women in Tuti Island and
El-Obeid reported some sustained reductions in social
contacts, such as staying less at social events such as
weddings and funerals (Fig. 2). Also, and in line with con
sistently low-risk perception, hardly any changes in social
contacts occurred at any pandemic stage in rural Gezira. During movement restrictions, this rural community
collectively installed measures to maintain social inter
action and bypass movement restrictions, e.g., opening
a new ‘Corona’ market when usual markets were closed
by public orders, continued mass prayers outside closed
mosques and continued gatherings in homes rather than
closed public social clubs (Fig. 2). Sudanese culture is strongly collectivistic, with a very
strong sense of community, mutual reliance and a sense
of duty towards relatives and neighbours. An individu
al’s social capital is, to a large extent, determined by the
extent to which they participate in their community. In
our study, participants reported that the primary influ
ence for reducing social interactions outside households
was government enforcement of movement restrictions
rather than a personal drive to reduce contacts. How
ever, a few participants found the enforced measures a
welcomed opportunity to reduce social contacts without
losing social capital. They felt conflicted between a sense
of necessity to protect themselves from COVID-19 and
a firm rejection of restrictions by people in their social
circle. “No change happened. Even in Eid, people went out
and visited each other and everything.” Risk perception of COVID-19 Every
time I discussed it with people, I said, “Brothers, this
whole thing they show on television is about sick peo
ple in America, and other Arab countries, etc. Hey,
these things are not happening in Sudan, do you see
anyone in Sudan?” [older man, Tuti Island]. “I was afraid of severe illness Because I saw that
the numbers were increasing, especially in Sudan. But during this second wave, I wasn’t afraid at
all.”[Younger woman, Ombada]. Participants reported that rumours about COVID-19
continue to drive disbelief in COVID-19 and low-risk
perception. Participants reported that rumours about COVID-19
continue to drive disbelief in COVID-19 and low-risk
perception. “Various channels, including the media, the Ministry
of Health, governmental initiatives, and the intensity
of awareness-raising campaigns have dwindled. This
is compounded by societal negligence. Consequently,
there still exists people who deny the existence of
COVID-19” [Older woman, Obaid]. “ [they say] no, no, it’s just a normal flu,’ and they
pass it on to the people with them.. This is nonsense;
these are just government matters.” [younger woman,
Gezira]. “Come on, the society itself feels there’s a lack of
credibility from the government. Because in every
COVID case, there was supposed to be [external]
financial support [to the government], but where
did the support go? I can’t believe any official claim Furthermore, as the disease became familiar over
time, the severity of the disease, seemingly less than
seen in other countries, has contributed to lower risk Page 7 of 15 Page 7 of 15 Ahmed et al. BMC Public Health (2024) 24:895 (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health in mosques– you don’t know their whereabouts”
[younger man, Tuti Island]. [younger woman, Gezira] Pharmacies
- Three sites included an observation session in a
local pharmacy. - Physical distancing between customers was
rarely observed. - Wearing of face coverings and avoidance of
physical contact were rare among costumers
- Mask-wearing was fairly common among
pharmacists. Places of worship
- All six sites included observation in a local
mosque. - Few worshipers wore face masks, and few
brought their prayer mats. - In all mosques, worshipers did not observe
physical distancing during prayers and stood in
lines shoulder to shoulder. - The majority of worshipers did not abstain from
physical greetings. Public
Transportation
- All six sites included observation during a public
bus trip. - Very few passengers wore face masks, whereas
none of the drivers wore face masks. - No physical greetings were observed. - Physical distancing was not observed in all sites,
with some passengers sharing seats. - In two of the sites, the bus station was
overcrowded
Public markets
- All six sites included an observation session of a
local public market. - Physical distancing between customers was
rarely observed. - Wearing face coverings was rare (most wearers
were women who covered their face using their
traditional dress ‘toub’, and a few wore medical
face masks). - Avoidance of physical contact was rare among
customers and vendors. - Markets were crowded. Bakeries
- All six sites included an observation session of a
local bakery. - There were long queues of customers for hours. - Physical distancing was not observed in all sites,
and it was rare to find customers wearing a mask
or using hand sanitizer. - No avoidance of physical greetings. Perceived importance and adoption of COVID-19
protective behaviors Individual protective behaviors explored in this study
include avoiding physical greetings, wearing face cover
ings, handwashing, sanitising, physical distancing, avoid
ing contact with people with COVID-19-like symptoms
and vaccination. Our findings indicate the perceived
importance of compliance among those who believe in
COVID-19 is higher than reported and observed com
pliance with behaviors in most study sites, but especially
in Tuti Island and Ombadda. Based on observation of
public spaces in study areas, there were varying lev
els of compliance with individual protective behaviors
within sites (except Gezira, which showed hardly any
compliance), but a generally low level of compliance
across sites (Fig. 2). A detailed description of the adop
tion of COVID-19 individual protective measures is illus
trated in Table 2. Participants discussed that abstaining
from physical greetings was, by far, the most challeng
ing behavior to comply with, even among those worried
about COVID-19. Politeness is strongly embedded in
Sudanese culture, and therefore participants reported
that abstaining from physical greetings presented the
most significant social challenge, as well as being a habit
that is difficult to break. As a result, physical greetings
continued even if it meant incurring additional financial
costs of using hand sanitizer after handshakes. - All six sites included an observation session of a
local public market. “I cannot embarrass girls who want to greet or say to
them physically do not shake hands with me because
of corona. I just sanitize my hands after handshak
ing” [younger woman, Ombadda]. “As our brother mentioned, women did not aban
don handshake and physical greetings– everywhere! In the market or street, 24/7, mostly with hugs and
kisses and the like” [older man, Ombadda]. “I cannot embarrass girls who want to greet or say to
them physically do not shake hands with me because
of corona. I just sanitize my hands after handshak
ing” [younger woman, Ombadda]. - Physical distancing between customers was
rarely observed. - Wearing face coverings was rare (most wearers
were women who covered their face using their
traditional dress ‘toub’, and a few wore medical
face masks). “As our brother mentioned, women did not aban
don handshake and physical greetings– everywhere! In the market or street, 24/7, mostly with hugs and
kisses and the like” [older man, Ombadda]. - Avoidance of physical contact was rare among
customers and vendors. - Markets were crowded. [younger woman, Gezira] Regardless of the stage of the pandemic, people tended
to maintain the same pre-pandemic close social contacts
with people they are familiar and comfortable with, such
as family, friends and neighbors. Even during the lock
down, most close contacts in people’s immediate social
circles remained unchanged. “The people whom I interacted with the most during
COVID-19 time were those in my neighborhood. We
were in lockdown, but we usually sat down in our
street or played football close to sunset time. We sat
outside until 11 pm or midnight and so forth” [older
man, Ombadda]. “I personally see it as a considerable change. We are
not the kind of people who live according to a spe
cific pattern of social interaction. For me, socialis
ing is something that comes naturally or sponta
neously. We did not have any previous experience
with social reduction or isolation, and this was the
first time for us to experience such measures. On a
personal level, I exerted a lot of effort to get used to
this idea. Although deep down I know the necessity “I mean, even in Ramadan, we used to pray in a
group although it was not allowed to do so, we
tended to pray with the people we could trust. You can see the person in front of you washing
and sanitising his hands which means he may
not get COVID-19, unlike those whom you meet Page 8 of 15 Ahmed et al. BMC Public Health (2024) 24:895 (2024) 24:895 Ahmed et al. BMC Public Health of these precautions and the severity of the illness, I
find myself conflicted between these personal beliefs
of the need for isolation and the societal and family
customs.” [younger man, Damazin]. of these precautions and the severity of the illness, I
find myself conflicted between these personal beliefs
of the need for isolation and the societal and family
customs.” [younger man, Damazin]. Table 2 Observed compliance with individual protective
measures
Adherence to COVID-19 prevention behaviors
Health Facilities
- Five sites included an observation session of a
health centre in the neighbourhood. - Social distancing and individual protective mea
sures such as mask-wearing and refraining from
physical greetings were rarely implemented. - Persons wearing masks tend to remove them
once they leave the health facility. - Most health professionals did not wear face
masks or protective equipment or observe physi
cal distancing. Restrictions on public gatherings and institutional
implementation of prevention measures in communal
spacesh “If we say that this was left to people themselves to
implement health precautions and they failed, the
authorities need to have a role. For instance, the
government needs to have a prompt response in
restricting gatherings or obliging people to comply
with protective measures in markets, mosques, or
bakeries. The government needs to have an obvious
role in this” [older man, El-Obeid]. The perceived importance of communal distancing
measures among respondents who believe in COVID-
19 was higher than reported and observed preventive
measures in public areas. Implementing measures in
public areas and bans on public gatherings were higher
during the first wave and gradually stopped once severe
movement restrictions were lifted. Mandates for restric
tions on gatherings and implementation of prevention
measures occurred mainly during the lockdown period. Outside this period, and without enforceable mandates,
there were only rare examples in three communities (Tuti Generally, respondents had a low tolerance for the clo
sure of mosques and bans on social events such as wed
dings and funerals. However, for a minority, such bans Table 3 Observed implementation of COVID-19 communal preventive measures
Implementation of COVID-19 related health and safety measures
Health Facilities
- There were no stations for measuring the temperature of those entering the facilities or hand sanitizers in all facilities observed. - There were no markings on the floor or seating areas to indicate physical distancing. - Waiting areas in all but one health facility (Damazin) were poorly ventilated. - There were no educational flyers and posters about COVOD-19, social distancing, or the use of face masks in all facilities but one
- None of the health facilities had control over the number of visitors, and the waiting areas were crowded in all facilities observed
Pharmacies
- At two sites (Dereij and Gezira), there were educational posters about COVID-19 and written instructions mandating mask-
wearing and physical distancing for customers. - Safe distancing was observed between pharmacists and customers. However, two sites did not have a physical barrier between
customers and service providers. - Only one of the sites had a station for hand sanitizer. Places of worship
“Mosques”
- All mosques observed except one were closed, and they were opened 10 to 15 min before prayers and closed immediately after
- All mosques were kept clean and well ventilated either by keeping the windows open during prayers or using fans. Perceived importance and adoption of COVID-19
protective behaviors - All six sites included an observation session of a
local bakery. At the time of data collection, COVID-19 vaccination
rollout in Sudan had begun for high-risk groups in 2 of
the 5 states in which there were study sites (Khartoum
and Gezira). At the time, there were no publicly-declared
plans to offer the vaccine to the wider population. Par
ticipants expressed various attitudes towards COVID-19
vaccination, including welcoming attidues, scepticism
about benefit versus harm, and refusal of vaccination. Some respondents reported rumours circulating in their
communities of the side-effects of the vaccine. - There were long queues of customers for hours. - Physical distancing was not observed in all sites,
and it was rare to find customers wearing a mask
or using hand sanitizer. - No avoidance of physical greetings. Page 9 of 15 Page 9 of 15 Page 9 of 15 (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 (2024) 24:895 Ahmed et al. BMC Public Health “Personally, if the [COVID-19] vaccine is [offered to
me], I will get vaccinated” [older woman, El-Obeid]. Island, Ombadda and Damazin) of private pharmacies or
banks implementing social distancing measures. Based
on observation of communal spaces in study sites, there
were hardly any educational materials about COVID-
19, hand washing or sanitisation stations, or markings
on seats or the floor to facilitate social distancing in
observed sites. Please see Table 3 for a detailed descrip
tion of the implementation of communal prevention
measures for COVID-19 in observed locations. “There were many countries that stopped the vac
cine, including some European Union countries,
because it causes blood clots. But if it does not cause
problems, [COVID-19] vaccination can be useful”
[older man, Damazin]. “During this period, we got used to Corona. We are
taking our precautions. At the moment, we are refus
ing to go get vaccinated” [older woman, Tuti Island]. In general, most participants saw these measures in
public spaces as supportive of or incentivising compli
ance with individual behaviors. However, most also felt
that the onus was on the government and institutions
providing services to mandate these measures and not
depend on individuals’ decisions to comply. Restrictions on public gatherings and institutional
implementation of prevention measures in communal
spacesh - In all mosques except one (Tuti Island), there were no educational flyers and posters about COVID-19, no written instructions
about physical distancing during prayers, bringing own holy book, using face masks or hand washing. - Imams included a speech on COVID-19 precautions in two of the observed mosques. - No stations for hand sanitizers, and handwashing stations did not have soap. Public
Transportation
- At all sites, buses were well-ventilated, and windows were open. - None of the buses had markings on seats to indicate physical distancing, and there were no educational flyers or posters about
COVID-19, no written instructions about physical distancing or wearing masks in public transportation
Public markets
- All of the sites observed had no or few billboards about COVID-19 prevention. - There were no posters for written instructions mandating mask-wearing and physical distancing. - None of the markets observed except one (Tuti Island) had a dirty environment with safe distancing rarely observed. - There were no markings to indicate physical distancing, and handwashing and sanitizer stations were rare. - There were no physical barriers between customers and vendors. Bakeries
- There were no educational posters about COVID-19 or written instruction mandating mask-wearing and social distancing. - There were no markings to indicate physical distancing, and handwashing and sanitizer stations were absent. Table 3 Observed implementation of COVID-19 communal preventive measures
Implementation of COVID 19 related health and safety measures ere were no stations for measuring the temperature of those entering the facilities or hand sanitizers in all facilities observed. ere were no markings on the floor or seating areas to indicate physical distancing. - Waiting areas in all but one health facility (Damazin) were poorly ventilated. g
y
y
- There were no educational flyers and posters about COVOD-19, social distancing, or the use of face masks in all facilities but
- None of the health facilities had control over the number of visitors, and the waiting areas were crowded in all facilities obse - At two sites (Dereij and Gezira), there were educational posters about COVID-19 and written instructions mandating mask-
wearing and physical distancing for customers. - Safe distancing was observed between pharmacists and customers. However, two sites did not have a physical barrier betw
customers and service providers. afe distancing was observed between pharmacists and customers. However, two sites did not have a physical barrier between
stomers and service providers. Barriers and facilitators of compliance with COVID-19
protective measuresh There were barriers and facilitating factors to adherence
to COVID-19 protective measures outside the household
(See Table 4). “My friend was harassed while using public trans
portation because she was wearing a mask; people
literally walked behind her and verbally harassed
her” [younger woman, Gezira]. Restrictions on public gatherings and institutional
implementation of prevention measures in communal
spacesh l
f h
h d
f
h
d - All mosques observed except one were closed, and they were opened 10 to 15 min before prayers and closed immediately
- All mosques were kept clean and well ventilated either by keeping the windows open during prayers or using fans. - In all mosques except one (Tuti Island), there were no educational flyers and posters about COVID-19, no written instruction
about physical distancing during prayers, bringing own holy book, using face masks or hand washing. - Imams included a speech on COVID-19 precautions in two of the observed mosques. p
one of the buses had markings on seats to indicate physical distancing, and there were no educational flyers or posters about
VID-19, no written instructions about physical distancing or wearing masks in public transportation - All of the sites observed had no or few billboards about COVID-19 prevention. - There were no posters for written instructions mandating mask-wearing and physical distancing. - None of the markets observed except one (Tuti Island) had a dirty environment with safe distancing rarely ob
- There were no markings to indicate physical distancing, and handwashing and sanitizer stations were rare. - There were no physical barriers between customers and vendors. Bakeries
- There were no educational posters about COVID-19 or written instruction mandating mask-wearing and social distancing. - There were no markings to indicate physical distancing, and handwashing and sanitizer stations were absent. - There were no educational posters about COVID-19 or written instruction mandating mask-wearing and social distancing. - There were no markings to indicate physical distancing, and handwashing and sanitizer stations were absent. Page 10 of 15 (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health were considered a more tolerable alternative to lock
downs should COVID-19 cases and deaths increase. were considered a more tolerable alternative to lock
downs should COVID-19 cases and deaths increase. include the absence of supportive measures in pub
lic areas, e.g. larger/ventilated public transportation,
handwashing/sanitizers stations, and masks-wearing
mandates. Socially, a discouraging attitude towards com
pliance with protective measures and the widespread
stigma of COVID-19 prevailed, which created social
pressure on compliers to abandon preventative measures. Socioeconomic and religious context Due to a lack of compatibility with Sudanese customs
and habits, such as community participation and collec
tive interdependence, politeness, humility, generosity
and hospitality, compliance was challenging with pro
tective measures such as social distancing and acts of
social withdrawal (stopping physical greetings, and not
attending social events). However, the deeply-rooted
Sudanese culture of protecting the vulnerable and duty
of care towards the elderly motivated household mem
bers to comply with protective measures when outside
the household. Participants also discussed that barriers “People would say you are arrogant, but this is
not arrogance. I said to them that I am following
the ministry of health guidelines. Also, one time I
walked by and I said hi from a distance, they told
me to come and greet them (physically), and so I told
them that this illness has become common, so I won’t
shake hands with them; they said to me “you are
arrogant, and we no longer want to talk with you””
[older man, Ombadda]. Table 4 Barriers and facilitators of adherence to COVID-19 protective measures in six Sudanese communities
Facilitators of adherence to COVID-19 protective
measures
Barriers to adherence to COVID-19 protective
measures
i. Socioeconomic context
Youth seemingly more resilient/rebellious in the face of social
pressures
Negative impact on business revenues and
household income
Supportive community measures and normalisation of new/
adapted behaviors
Poverty and the high cost of essential supplies
Shortages in necessities such as fuel and bread
(long queues)
The stigma associated with COVID-19
Bullying and harassment of compliers
Denialism, rumors and misinformation about
COVID-19 and the vaccine
ii. Cultural context
Cultural tendency to protect the vulnerable and the elderly
Preventive measures are seen as not compatible
with Sudanese customs and habits
Cultural tendency to bypass or manipulate gov
ernment restrictions
iv. Religious beliefs
Recommendations to comply from well-regarded religious
experts/institutions
Conflicts with scripture or religious practices (e.g. physical distancing between worshippers during
prayer in mosques is seen as unacceptable)
v. Visibility of the pandemic and
pandemic response
Enforcement of restrictions/protective measures in pub
lic areas and transportation means and penalties for
non-compliers
Regular bulletins and information about COVD-19 in media
The waning intensity of awareness-raising
activities
Consistent and sustained risk communication activities (ob
served local languages and dialects and context-specific)
Mistrust in government information
Visibility of pandemic locally (confirmed cases and deaths)
vi. Visibility of the pandemic and pandemic response Visibility of the pandemic and pandemic response
Increased visibility of the pandemic response locally and
nationally was associated with increased risk percep
tion levels and higher adherence to individual protective
behaviors. Indicators of pandemic response mentioned
by respondents included enforced restrictions or protec
tive measures, presence of risk communication activities,
compliance of local health workers with protective mea
sures (mainly mask-wearing), and closure and opening
of local isolation wards in their communities. Enforce
ment of restrictions and protective measures in com
munal areas and transportation means was mentioned
as a facilitator for compliance. Some participants recom
mended the enforcement of penalties for non-compliers
in public areas since, for many, a penalty was a primary
driver of adherence, especially for physical distancing
and mask-wearing. fi
The majority of the Sudanese population identify as
Muslim, and people express their religious beliefs on
a daily basis through regular prayers, including group
prayers at mosques. According to participants in most
study sites, social distancing during prayers in mosques
and the closure of mosques during the pandemic were
unacceptable compromises. However, due to trust in
well-regarded religious scholars and institutions, social
distancing during prayers can be implemented if sup
ported by those entities. “I think that enforcement of restrictions support
compliance with positive behaviors; also, penalties,
even if small, for those who don’t comply can make
people get used to these measures” [older man, Dam
azin]. “Social distancing during prayer can be done, but it
is honestly challenging; during prayers, it is difficult”
[older man, El-Obeid]. “This (physical distancing during group prayers)
needs consultations with religious experts. If a
decision came from above, people would imple
ment social distancing during prayer, no question”
[younger man, Damazin]. “Social distancing during prayer can be done, but it
is honestly challenging; during prayers, it is difficult”
[older man, El-Obeid]. “This (physical distancing during group prayers)
needs consultations with religious experts. If a
decision came from above, people would imple
ment social distancing during prayer, no question”
[younger man, Damazin]. The participants confirmed that the reduced risk per
ception and diminished compliance with protective
measures during the third wave were due to the lack of
regular news coverage about COVID-19 and the waning
of awareness-raising activities about the disease– both
creating an impression that COVID-19 was no longer a
threat. Visibility of the pandemic and pandemic response Furthermore, increased visibility of the pandemic
locally was also associated with higher levels of perceived
risk, increases in risk perception levels, and acceptance of
bans on public gatherings (and vice versa). Participants’
indicators of an ongoing pandemic included personal
experiences and losses due to COVID-19 and the over
all number and trend of cases and deaths in their local
communities. Another obstacle to compliance with protective mea
sures was persistent COVID-19 denialism and rumors. According to participants, many rumors and misinfor
mation were circulating about COVID-19. For instance,
some participants mentioned that Africans are less prone
to severe COVID-19, and others said the third wave was
milder than the previous two waves. Another participant
mentioned that the hot climate is protective as it weakens
the virus. “Most housewives are scared of using hand sani
tizer. Because it contains alcohol and if she used
the gas cooker…there are number of fire casualties
that happened because of this” [younger woman,
Damazin]. “I mean, you see a person sitting on a chair in a
(telecommunications’ company) office, and when Socioeconomic and religious context Feasibility
Provision of economic and in-kind support
Discomfort associated with mask-wearing
Fatigue due to the long duration of the pandemic
vii. Perceived importance of
behaviours and measures
Belief in the effectiveness of prevention measures
Inconvenience caused by compliance with pro
tective measures in communal areas, e.g., long
waiting times
COVID-19 preventive behaviors and measures are also protec
tive against other diseases
viii. Perceived health system
accessibility/capacity
Concerns because of difficulty in accessing health services
Recognizing the need to protect the weak health system from
being overwhelmed with COVID-19 cases The waning intensity of awareness-raising
activities
Mistrust in government information Discomfort associated with mask-wearing
Fatigue due to the long duration of the pandemic
Inconvenience caused by compliance with pro
tective measures in communal areas, e.g., long
waiting times Page 11 of 15 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 (2024) 24:895 Ahmed et al. BMC Public Health Ahmed et al. BMC Public Health he gets up, you find written on the chair that is not
allowed to sit on it” [younger man, Ombadda]. he gets up, you find written on the chair that is not
allowed to sit on it” [younger man, Ombadda]. Due to the current economic situation and hyperinfla
tion, the high cost of supplies and competing priorities
for expenditures hinder compliance with mask-wear
ing, hand sanitizers and frequent hand washing. More
over, the economic costs of reducing working hours or
opening hours for businesses were reported as an intol
erable compromise. In addition, the limited availability
of necessities, such as long queues in petrol stations
and bakeries, meant people spent long hours outside
the household and in crowded areas, making compli
ance with social distancing measures in public areas
difficult. Recommendations for communities Given the high perceived importance of protective behav
iors and measures, study participants recommended that
communities gear local efforts towards supporting masks
wearing and using hand sanitizers/disinfectants for
those most at risk of severe or fatal COVID-19. In addi
tion, they emphasised the need to capitalise on emerging
social habits such as shorter and smaller social events
and no-contact greeting trends among the youth. “Compliance with protective measures is essential, I
swear, for all diseases not only corona, but one also
needs to protect oneself and prevention is better
than cure” [younger woman, Ombadda]. “It will also be helpful for the health system, I mean,
corona make us pay more [health expenditure]”
[younger woman, El-Obeid]. Expectations of the government’s response p
g
p
Many recommended that the government or the Min
istry of Health provide regular and transparent updates
about the COVID-19 situation nationally and locally to
maintain a high level of public risk perception needed
to increase compliance. Many participants mentioned
specific expectations of the government’s role, such as
enforcing physical distancing measures in public trans
portation and communal areas and ending shortages in
necessities to eliminate lengthy and crowded queues at
bakeries and other service facilities. Given the deterio
rating economic situation in most people’s lives, partici
pants also recommended governmental financial support
for hard-hit families to support compliance. Finally, par
ticipants recommended accelerating COVID-19 vaccina
tion campaigns to expedite the return to a pre-COVID
state and reduce pressure on health services. “I need to know the side effects of these chemicals in
the long term as I use it every 10 minutes. If we want
to continue using sanitisers, they need to be envi
ronmentally friendly or have no chemicals because
alcohol is strong on hands” [younger woman, Tuti
Island]. Perceived importance of behaviours and measures Many participants reported that they complied with pre
ventive measures to protect themselves, others and loved
ones who are elderly or have chronic illnesses, reflecting
their belief in the effectiveness of prevention measures. Furthermore, some participants mentioned that COVID-
19 preventive measures are also protective against other
diseases and that it is, therefore, efficient to comply. Other participants commented that compliance is vital
to protect an already-weak health system from collapsing
under the pressure of an overwhelming load of COVID-
19 cases and having to increase health expenditures to
cope. Operational feasibilityh The economic costs of masks, sanitisers, and reduced
working hours when self-isolating were considered intol
erable compromises for many people. Many mentioned
the need for financial support to comply with these pro
tective measures. Due to the long pandemic duration,
many expressed their concerns about compliance fatigue,
discomfort associated with mask-wearing and the harms
of long-term use of hand sanitizers. Other participants commented on a cultural tendency to
bypass or manipulate restrictions. “I mean, you see a person sitting on a chair in a
(telecommunications’ company) office, and when Page 12 of 15 Page 12 of 15 (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health “As my friend said, I do not wear a mask unless nec
essary. If I am not obliged to wear it, I would never
wear it” [older man, Gezira]. Expectations of the government’s response Discussion COVID-19 transmission is highly sensitive to the levels
of social interaction and adherence to preventive mea
sures. In the presence of low COVID-19 vaccine cover
age in resource-poor settings [27], non-pharmaceutical
interventions continue to be an essential pillar of the
pandemic response. Our study explored changes in social
contact patterns during an evolving COVID-19 pandemic
in six communities in Sudan and identified barriers and
enablers to adherence to selected individual and commu
nal preventive measures. Understanding the evolution of
the population’s interaction with the pandemic and pan
demic response is essential to inform interventions by
pandemic responders to encourage uptake of non-phar
maceutical interventions in the study communities.i Inconvenience caused by social distancing measures,
such as long queues or waiting times, was reported as
discouraging compliance to many people. Some partici
pants mentioned they would refrain from using facilities
that strictly enforce these measures if they could. Risk communication of Washington’s Institute for Health Metrics and Evalu
ation, was at its highest in December 2020, at 34% and
dropped to 21% in April 2021 [28]. However, in contrast to
our findings, a worldwide assessment of changes in adher
ence to COVID-19 protective behaviors reported low lev
els of initial adherence in similar low-income countries,
followed by a later uptick in adherence [29]. Petherick et
al. posit that adjustments in risk assessment by individuals
may explain the behavioral changes they observed in the
study. The assessment used changes in national COVID-19
case and death rates and citizens’ internet searches related
to COVID-19 as proxies for variations in individuals’ risk
perceptions. The assessment revealed a smaller rebound
in adherence when controlling for these variations. In
our study, we were able to contrast direct risk perception
reports with adherence levels within each site and at differ
ent pandemic stages. Therefore, the absence of a later uptick
in adherence to precautionary measures may be explained
by individual risk assessments remaining unchanged after
a decrease from initial higher levels of worry. Pandemic
responders in Sudan need to increase the visibility of the
local epidemic through strengthened surveillance and regu
lar updates on the number of cases and deaths. 34]. Those who believe rumors and conspiracy theories
are less likely to adopt health-protective behaviors such
as wearing masks or social distancing [33, 35]. Pandemic
responders in Sudan should actively track rumors and
misinformation related to COVID-19 and COVID-19
vaccines in their communities and use tailored and con
text-specific interventions to address them. i
Research has also shown that rumours and misinforma
tion in other African countries tend to proliferate where
there is low trust in government and mainstream media
outlets [34]. There was widespread mistrust in government
information about COVID-19 among our study popula
tion. An international survey examining the association
of government trust regarding COVID-19 control with
recommended health behaviours in 23 countries revealed
that trust in governments is positively associated with the
adoption of recommended prevention measures [36]. Par
ticipants in our study also implied that the government-led
response was sub-optimal and largely invisible after the
first epidemic wave, which further reduced their trust in
the government. Risk communication The same survey indicated that trust in
governments during the COVID-19 pandemic, and hence
compliance of the public with recommended health mea
sures, was associated with perceived impartiality, transpar
ency in conveying official statistics to the public, clear and
organised information about COVID-19 and a perceived
systematised response [34, 36]. Nonetheless, our study
population had expectations of government action, includ
ing incentives, such as free distribution of masks and sani
tizers and the enforcement of penalties for non-compliant
individuals, public services and private institutions. The
government should enforce incentive and penalty systems
for individuals and institutions to both support those who
intend to adopt preventive behaviors and increase the pan
demic response’s visibility. p
An individual’s appraisal of their capacity to adhere
and sustain to adherence precautionary health behaviors
influences their intent to adopt them [22]. We identified
a lack of a supportive environment for protective behav
iors, particularly once severe movement restrictions
were lifted. Specifically, we identified social pressures
that disincentivise adherence and extend to compliance-
related bullying and harassment. Previous research has
described COVID-19-related bullying directed towards
COVID-19 patients [30] or healthcare workers [31]. However, evidence is scarce on the impact of bullying and
harassment related to compliance with COVID-19 pre
ventive measures in low-income settings. We also found
that the limited affordability and availability of necessities
meant that masks and sanitisers were perceived as inac
cessible by many in the study population. This balancing
act between the costs of, for example, masks and other
necessities is experienced by populations in other African
countries [32]. Despite these challenges, we identified a
few instances of adaptations in social habits that are con
ducive to COVID-19 prevention. Pandemic responders
in Sudan should acknowledge the social and economic
pressures of preventive measures and use a solution-
based approach in their risk communications activities. Responders should also actively promote and normalise
new protective behaviors emerging in their communities. S
i l
d
i
i
t d
l Risk communication To improve compliance with protective measures, par
ticipants recommended that the Ministry of Health have
ongoing awareness-raising campaigns using multiple and
parallel channels, such as championing local role mod
els, religious sermons, giant billboards in public areas,
and two-way dialogue methods like home visits. They
also recommended having interventions that target the
elderly tailored to their needs and lifestyle with practi
cal tips for implementation. Participants emphasised the
need to engage and train youth for awareness-raising
activities in local communities and use local languages
and dialects and context-specific messages. We identified consistent trends in risk perception, social
contacts and adherence to protective measures in our study
population. As the pandemic progressed, restrictions were
relaxed, the visibility of the pandemic response waned,
social interactions increased, and risk perception and indi
vidual and institutional adherence to protective measures
diminished. However, reported adherence to protective
measures was consistently low throughout the pandemic,
and adherence seemed to be primarily driven by the brief
period of enforced movement restrictions. For example,
reported mask use in Sudan, according to the University Ahmed et al. BMC Public Health (2024) 24:895 Page 13 of 15 Ahmed et al. BMC Public Health of Washington’s Institute for Health Metrics and Evalu
ation, was at its highest in December 2020, at 34% and
dropped to 21% in April 2021 [28]. However, in contrast to
our findings, a worldwide assessment of changes in adher
ence to COVID-19 protective behaviors reported low lev
els of initial adherence in similar low-income countries,
followed by a later uptick in adherence [29]. Petherick et
al. posit that adjustments in risk assessment by individuals
may explain the behavioral changes they observed in the
study. The assessment used changes in national COVID-19
case and death rates and citizens’ internet searches related
to COVID-19 as proxies for variations in individuals’ risk
perceptions. The assessment revealed a smaller rebound
in adherence when controlling for these variations. In
our study, we were able to contrast direct risk perception
reports with adherence levels within each site and at differ
ent pandemic stages. Therefore, the absence of a later uptick
in adherence to precautionary measures may be explained
by individual risk assessments remaining unchanged after
a decrease from initial higher levels of worry. Pandemic
responders in Sudan need to increase the visibility of the
local epidemic through strengthened surveillance and regu
lar updates on the number of cases and deaths. Data availability The datasets generated and analyzed during the current study are available
from the corresponding author upon reasonable request. Author contributions SAEA and NA conceptualised the study and developed data collection tools in
discussion with other co-authors. IZ and AEA coordinated and supervised data
collection while OA, OKH, AT, AE and DI implemented data collection at study
sites. SAEA, NA, NN, MD, IZ, and A Ahmed analysed and interpreted the data. SAEA, RA, MD and NA drafted the manuscript. All authors read, reviewed and
approved the final manuscript. Funding The study was funded by the United Kingdom’s Foreign Commonwealth and
Development Office (FCDO) via The British Council as part of the ‘Community-
led COVID-19 Mitigation in Sudan: A Research and Advocacy Intervention’
project. The funding body had no role in the design of the study and
collection, analysis, and interpretation of data and in writing the manuscript. Study strengths and limitations Our study has strengths and limitations. Firstly, the tim
ing of the data collection, not being during an active wave,
would have influenced the current level of risk perception
and implementation of prevention measures among tar
geted communities. Secondly, the competing priorities in
the Sudanese context and possible pandemic fatigue might
have affected the interest of the community members in
the study. Data collectors were part of the communities,
which helped reach the targeted participants. Having com
munity members collecting the data was excellent in reach
ing communities and familiarity with the context. However,
at the same time, that might have influenced the way they
perceived information shared by the community members
as being normal or taken for granted. Frequent discus
sions with team members from other sites and the research
group were helpful. Finally, we acknowledge that the eli
gible age range for the older adult groups (25–59 years) is Social and economic pressures in our study popula
tion were aggravated by persistent disbelief, rumors
and misinformation about COVID-19. Research has
shown that the public can easily distrust scientific evi
dence and believe rumors and conspiracy theories [33, Ahmed et al. BMC Public Health (2024) 24:895 Ahmed et al. BMC Public Health (2024) 24:895 Page 14 of 15 Ahmed et al. BMC Public Health (2024) 24:895 Acknowledgements wide and cultural age-related dynamics may have affected
the FGD dynamics between participants in these groups. The study has strengths that include a detailed descrip
tion of the study context and methods, which can facilitate
transferability to other similar contexts. Secondly, the trian
gulation of data collection methods observation and FGDs
and triangulation of sources of information that included
women and men and the different age groups provides a
comprehensive understanding of the phenomenon. We are grateful to the volunteers from Y-PEER Sudan for their substantial role
in the data collection and preliminary analysis of the study. They secured
access to targeted communities and provided a rich understanding of the
context at study sites. We thank Ms Sian White for her thoughtful feedback
on the data collection tools and study protocol. We thank Dr Reem Gaafar for
formulating policy recommendations from the study findings. We are grateful
to the community members who participated in this study. Conclusioni We identified generally low adherence to precautionary
behaviours throughout the pandemic, driven primarily
by low self-efficacy among the study population. How
ever, we found variations in risk perception levels within
and between study sites and at different pandemic stages. We argue that the unfavourable social and economic
environment, coupled with the low visibility of the pan
demic and pandemic response, have likely modulated the
influence of risk perception on adopting precautionary
behaviours by individuals, even in instances where risk
perception was moderate or high. However, we also iden
tified new social habits that can contribute to reducing
COVID-19 transmission. References
1.
Watson O, Abdelmagid N, Ahmed A, Ahmed Abd Elhameed A, Whittaker C,
Brazeau N et al. Report 39: Characterising COVID-19 epidemic dynamics and
mortality under-ascertainment in Khartoum, Sudan. School of Public Health,
Imperial College London COVID-19: Imperial College London COVID-19; 2020
1-Dec-2020. Author details
1 1Independent public health researcher, Khartoum, Sudan
2London School of Hygiene and Tropical Medicine, Department of
Infectious Disease Epidemiology, London, UK
3Y-PEER Sudan, Khartoum, Sudan
4University of Khartoum, Khartoum, Sudan
5The Federal Ministry of Health, Khartoum, Sudan
6Sudan COVID-19 Research Group, Khartoum, Sudan Abbreviations
COREQ
Consolidated Criteria for Reporting Qualitative Research
COVID-19
Coronavirus disease
IDP
Internally displaced persons
FGDs
Focus group discussions
Y-PEER Sudan
Sudan’s Youth Peer Education Network
Supplementary Information
The online version contains supplementary material available at https://doi. org/10.1186/s12889-024-18274-7. Supplementary Material 1
Supplementary Material 2
Supplementary Material 3 Abbreviations
COREQ
Consolidated Criteria for Reporting Qualitative Research
COVID-19
Coronavirus disease
IDP
Internally displaced persons
FGDs
Focus group discussions
Y-PEER Sudan
Sudan’s Youth Peer Education Network Received: 28 May 2022 / Accepted: 4 March 2024 Received: 28 May 2022 / Accepted: 4 March 2024 Supplementary Information
h
l
l The online version contains supplementary material available at https://doi. org/10.1186/s12889-024-18274-7. Consent for publication Consent for publication
Not applicable. Consent for publication
Not applicable. Ethics approval and consent to participate This study was implemented in compliance with the Declaration of Helsinki. Before the data collection, ethical clearance was obtained from Sudan’s
National Health Research Ethics Committee based at the Federal MoH
(number 9–1–21) and the London School of Hygiene and Tropical Medicine’s
Research Ethics Committee (Ref: 22794–2). Data collectors approached
potential participants and explained study objectives, possible risks and
benefits, and their rights before obtaining their written informed consent,
including explicit permission to record the interview and publish anonymised
quotes from the interview. Participation was strictly voluntary; no financial
remuneration was paid to participants, although refreshments and COVID-19
prevention supplies were provided during the focus group discussions. Written informed consent was obtained from all the participants for study
participation. We recommend that COVID-19 responders increase
the visibility of the local and national COVID-19 pan
demic through consistent, regular and high-profile public
updates on the number of cases and deaths. In addition,
we recommend that governments and non-governmental
actors increase the visibility of the pandemic response
through continuous and appropriate health education
interventions and highly-publicised coverage of treatment
and vaccination programs. The government should also
incentivise infection control measures in public areas and
health facilities. Rumors and misinformation related
to COVID-19 and COVID-19 vaccines must be actively
tracked and addressed through tailored interventions. Finally, we recommend interventions to actively normalise
emerging healthy behaviours, such as shorter social gath
erings and no-contact physical greetings. We recommend that COVID-19 responders increase
the visibility of the local and national COVID-19 pan
demic through consistent, regular and high-profile public
updates on the number of cases and deaths. In addition,
we recommend that governments and non-governmental
actors increase the visibility of the pandemic response
through continuous and appropriate health education
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report-39-sudan/. 6. Watson O, Abdelmagid N, Ahmed A, Ahmed Abd Elhameed A, Whittaker C,
Brazeau N et al. Report 39: characterising COVID-19 epidemic dynamics and
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https://www.imperial.ac.uk/mrc-global-infectious-disease-analysis/covid-19/
report-39-sudan/. 24. Gale NK, Heath G, Cameron E, Rashid S, Redwood S. Using the framework
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research. BMC Med Res Methodol. 2013;13(1):1–8. 25. Fereday J, Muir-Cochrane E. Demonstrating rigor using thematic analysis: a
hybrid approach of inductive and deductive coding and theme develop
ment. Int J Qualitative Methods. 2006;5(1):80–92. p
7. Mukhtar MM, Khogali M. The accelerating COVID-19 epidemic in Sudan. Nat
Immunol. 2021;22(7):797–8. p
7. Mukhtar MM, Khogali M. The accelerating COVID-19 epidemic in Sudan. Nat
Immunol. 2021;22(7):797–8. 26. Booth A, Hannes K, Harden A, Noyes J, Harris J, Moher D, et al. Consolidated
Criteria for Reporting Qualitative Studies COREQ. Guidelines for reporting
health research: a user’s manual. Oxford: Wiley; 2014. References 8. Fadul N, Hussein ME, Fadul AA. Re-opening Sudan: the Balance between
maintaining Daily Living and avoiding the next peak of COVID-19. Curr Trop
Med Rep. 2021:1–7. 8. Fadul N, Hussein ME, Fadul AA. Re-opening Sudan: the Balance between
maintaining Daily Living and avoiding the next peak of COVID-19. Curr Trop
Med Rep. 2021:1–7. 27. Chen Z, Zheng W, Wu Q, Chen X, Peng C, Tian Y, et al. Global diversity of
policy, coverage, and demand of COVID-19 vaccines: a descriptive study. BMC Med. 2022;20(1):130. 9. Dabanga. Coronavirus measures: Sudan’s Council of Minis
ters issues directions 2020 [updated 15.03.2021. Available
from: https://www.dabangasudan.org/en/all-news/article/
coronavirus-measures-sudan-s-council-of-ministers-issue-directions. 28. Institute for Health Metrics and Evaluation. COVID-19 Projections: University
of Washington,; 2022 [Available from: https://covid19.healthdata.org/
sudan?view=mask-use&tab=trend. 10. GaradaWorld S. Authorities ban mass gatherings due
to COVID-19 March 20 /update 2 2020 [Available from:
https://www.garda.com/crisis24/news-alerts/325211/
sudan-authorities-ban-mass-gatherings-due-to-covid-19-march-20-update-2 29. Petherick A, Goldszmidt R, Andrade EB, Furst R, Hale T, Pott A, et al. A
worldwide assessment of changes in adherence to COVID-19 protec
tive behaviours and hypothesized pandemic fatigue. Nat Hum Behav. 2021;5(9):1145–60. 11. Partnership for Evidence-Based. Response to COVID-19. Finding the Balance:
Public Health and Social Measures in Sudan. 2020. 12. Dahab M, van Zandvoort K, Flasche S, Warsame A, Ratnayake R, Favas C, et al. COVID-19 control in low-income settings and displaced populations: what
can realistically be done? Confl Health. 2020;14(1):54. 30. Haddad C, Sacre H, Bou Malhab S, Malaeb D, Saadeh D, Abou Tayeh C, et al. A
cross-sectional study of COVID-19-related bullying in a sample of Lebanese
adults: scale validation, correlates, and mediating effect of fear and anxiety. BMC Psychol. 2021;9(1):137. l
13. Brauner JM, Mindermann S, Sharma M, Johnston D, Salvatier J, Gavenčiak
T et al. The effectiveness of eight nonpharmaceutical interventions against
COVID-19 in 41 countries. medRxiv. 2020:2020.05.28.20116129. 31. Dye TD, Alcantara L, Siddiqi S, Barbosu M, Sharma S, Panko T, et al. Risk
of COVID-19-related bullying, harassment and stigma among health
care workers: an analytical cross-sectional global study. BMJ Open. 2020;10(12):e046620.i 14. Kucharski AJ, Klepac P, Conlan AJK, Kissler SM, Tang ML, Fry H, et al. Effec
tiveness of isolation, testing, contact tracing, and physical distancing on
reducing transmission of SARS-CoV-2 in different settings: a mathematical
modelling study. Lancet Infect Dis. 2020;20(10):1151–60. 14. Kucharski AJ, Klepac P, Conlan AJK, Kissler SM, Tang ML, Fry H, et al. Publisher’s Note 19. Abdelmagid N, Ahmed SAE, Nurelhuda N, Zainalabdeen I, Ahmed A, Fadlallah
MA, et al. Acceptability and feasibility of strategies to shield the vulnerable
during the COVID-19 outbreak: a qualitative study in six Sudanese communi
ties. BMC Public Health. 2021;21(1):1153. Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Springer Nature remains neutral with regard to jurisdictional claims in
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Coherent Control of Mid-Infrared Frequency Comb by Optical Injection of Near-Infrared Light
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ETH Library AFFILIATIONS 1 Laboratoire Temps-Fréquence, Institut de Physique, Université de Neuchâtel, Avenue de Bellevaux 51,
2000 Neuchâtel, Switzerland 2Institute for Quantum Electronics, ETH Zurich, Auguste-Piccard-Hof 1, 8093 Zurich, Switzerland a)Author to whom correspondence should be addressed: kenichi.komagata@unine.ch ABSTRACT We demonstrate the use of a low power near-infrared laser illuminating the front facet of a quantum cascade laser (QCL) as an optical actuator
for the coherent control of a mid-infrared frequency comb. We show that with appropriate current control of the QCL comb and intensity
modulation of the near-infrared laser, a tight phase lock of a comb line to a distributed feedback laser is possible with 2 MHz of locking
bandwidth and 200 mrad of residual phase noise. A characterization of the whole scheme is provided, showing the limits of the electrical
actuation, which we bypassed using the optical actuation. Both comb degrees of freedom can be locked by performing electrical injection
locking of the repetition rate in parallel. However, we show that the QCL acts as a fast near-infrared light detector such that injection locking
can also be achieved through modulation of the near-infrared light. These results on the coherent control of a QCL frequency comb are
particularly interesting for coherent averaging in dual-comb spectroscopy and for mid-infrared frequency comb applications requiring high
spectral purity. 05 September 2023 08:16:36 © 2023 Author(s). All article content, except where otherwise noted, is licensed under a Creative Commons Attribution (CC BY) license
(http://creativecommons.org/licenses/by/4.0/). https://doi.org/10.1063/5.0156861 Coherent control of mid-infrared frequency comb
by optical injection of near-infrared light Coherent control of mid-infrared frequency comb
by optical injection of near-infrared light Cite as: APL Photon. 8, 086110 (2023); doi: 10.1063/5.01568
Submitted: 3 May 2023 • Accepted: 25 July 2023 • Published Online: 17 August 2023 Kenichi N. Komagata,1,a)
Alexandre Parriaux,1
Mathieu Bertrand,2
Johannes H
Mattias Beck,2
Valentin J. Wittwer,1
Jérôme Faist,2
and Thomas Südmeyer1 Journal Article Funding acknowledgement:
176584 - High-resolution QCL frequency comb spectrometer for the detection of trace gases and their isotopes (SNF) This page was generated automatically upon download from the ETH Zurich Research Collection. For more information, please consult the Terms of use. APL Photonics ARTICLE pubs.aip.org/aip/app I. INTRODUCTION and expensive instruments.11,12 DCS has been well demonstrated
with mode-locked lasers in the near-infrared (NIR), but the MIR
is more interesting as molecules generally have stronger absorption
features, which is advantageous for many applications such as trace
gas detection13 or isotope ratio measurements.14 DCS with QCLs is
then highly interesting as it provides a compact, low footprint, and
high-resolution spectrometer.4–6 and expensive instruments.11,12 DCS has been well demonstrated
with mode-locked lasers in the near-infrared (NIR), but the MIR
is more interesting as molecules generally have stronger absorption
features, which is advantageous for many applications such as trace
gas detection13 or isotope ratio measurements.14 DCS with QCLs is
then highly interesting as it provides a compact, low footprint, and
high-resolution spectrometer.4–6 Quantum cascade lasers (QCLs) emitting frequency combs
were first demonstrated in 20121 and have since become an
established technology for fast and broadband mid-infrared
(MIR) spectroscopic applications, such as time-resolved studies of
microsecond-scale molecular dynamics,2 high-pressure and temper-
ature thermometry in shock tubes,3 or high-resolution measure-
ments of molecular spectra.4–6 Some of their key assets are their
low footprint and large optical power compared to other types of
MIR combs, especially in the 8–10 μm spectral range that is usu-
ally reached via nonlinear frequency conversion.7–9 Indeed, QCLs
are electrically driven devices that directly emit frequency combs in
the MIR with a power that can reach 1 W.10 In DCS, comb stabilization is not strictly necessary thanks to
the availability of computational phase correction of free-running
lasers.15 Nevertheless, stabilization of the combs allows accurate
frequency referencing and arguably more flexibility, e.g., smaller
repetition rates. Moreover, to properly establish QCLs as a source
of choice for MIR comb applications such as optical frequency
synthesis,16–18 demonstrating high spectral purity and coherent con-
trol can be considered as important as increasing their bandwidth
and detecting their offset frequency.19 In the context of comb spectroscopy, the use of two mutu-
ally coherent combs with slightly different repetition rates, namely
dual-comb spectroscopy (DCS), has shown great potential for fast
and high resolution measurements without the need for complex For QCLs, actuation on the drive-current is the most straight-
forward way to phase-lock a comb line,20–22 while the other degree of APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861 8, 086110-1 ARTICLE
pubs.aip.org/aip/app
FIG. 1. I. INTRODUCTION p
Indeed, light illumination at a different wavelength can influ-
ence various parameters with different strengths, for example, to
allow pure frequency modulation of a DFB-QCL.33 Moreover, multi-
ple locking schemes could be possible for combs, such as the locking
of the repetition rate via current actuation34,35 combined with the
locking of the comb line frequency with NIR light. Finally, the NIR
is supported by mature technologies, allowing a wide range of possi-
bilities. Among others, the high modulation bandwidths reaching a
few tens of GHz could enable the injection locking of the QCL comb
repetition frequency. In light of the above, there is a compelling
interest in investigating the potential of NIR light illumination for
the coherent control of MIR QCL combs.l 05 September 2023 08:16:36 waveguides on a printed circuit board to efficiently inject and extract
the repetition rate independently of the drive current. A custom-made dichroic mirror produced by ion beam sput-
tering is placed in the optical comb path to direct NIR light from
a continuous wave (CW) laser at 1.55 μm (Optilab, DFB-1550-
EAM-12-K) to the front facet of the QCL via the collimation lens
(Thorlabs, C037TME-F). The NIR laser has an output power of
around 1 mW and can be modulated up to 12 GHz using an inte-
grated electro-absorption modulator (EAM). The beam is aligned
into the QCL so as to maximize the frequency response (see Sec. III). The amount of light effectively reaching the front facet is 55% of the
emitted power of the NIR laser, and these losses are mainly due to
the transmission of the QCL collimation lens at 1.55 μm. The polar-
ization of the NIR light was fixed; however, it did not seem to change
the experimental results. In this work, we characterize the influence of NIR light illu-
minating the front facet of a MIR QCL comb emitting in the 8 μm
range. We measure its transfer function at the comb frequencies
and compare it to the more conventional electrical actuation. We
demonstrate that the limits of electrical actuation for phase-locks can
be bypassed using intensity modulated NIR light by tightly locking a
QCL comb to a DFB-QCL. Finally, we show that the repetition rate
of the QCL can also be injection-locked by intensity modulation of
the NIR light. I. INTRODUCTION Schematic showing the experimental setup used to phase lock a line from
a QCL comb to a DFB-QCL using an intensity modulated NIR CW laser and for
characterization. The electrical blue wires represent the path for characterizing
the repetition frequency and a comb line, whereas the orange wires represent the
path for phase locking. CW: Continuous wave, EAM: Electro-absorption modula-
tor, DM: Dichroic mirror, FD: Frequency discriminator, PD: Photodetector, FTIR:
Fourier transform infrared spectrometer. APL Photonics pubs.aip.org/aip/app freedom, namely the repetition rate, is locked by electrically injecting
a radio-frequency (RF) signal close to the round-trip frequency.23
These two handles allow the coherent control of QCL combs and
can be used together.18 However, as for distributed feedback (DFB)
QCLs,24,25 we expect the intrinsic frequency noise of the QCL comb
and the stabilization by drive current to involve the same physical
process, i.e., current to temperature to refractive index change. In
that case, the time scale of the stabilization will always be close to the
cutoff of the noise process, thus limiting the performance of the lock. A solution adopted for other types of lasers is to employ another
actuator bound by time scales much faster than the noise source such
as opto-optical modulation.26 Light illumination at another wavelength also enables con-
trol of QCLs and can act as an actuator. The technique has been
used on DFB-QCLs emitting a single wavelength for applications
such as fast switching,27 gain enhancement,28 stabilization,29 and
frequency modulation.30 More recently, a QCL comb emitting in
the THz range was locked via the intensity modulation of a white
light-emitting diode, although with a relatively low bandwidth of
800 Hz.31 We also note that the illumination of resonant light
enabled the mutual lock between two MIR QCL combs via injec-
tion locking.32 However, this only allows mutual locking at the same
optical frequency, whereas modulation by off-resonant light offers
more possibilities.l FIG. 1. Schematic showing the experimental setup used to phase lock a line from
a QCL comb to a DFB-QCL using an intensity modulated NIR CW laser and for
characterization. The electrical blue wires represent the path for characterizing
the repetition frequency and a comb line, whereas the orange wires represent the
path for phase locking. CW: Continuous wave, EAM: Electro-absorption modula-
tor, DM: Dichroic mirror, FD: Frequency discriminator, PD: Photodetector, FTIR:
Fourier transform infrared spectrometer. I. INTRODUCTION After passing through the dichroic mirror, the comb is mixed
on a 50/50 beam splitter with CW MIR light generated by a DFB-
QCL (Alpes Laser). The latter is driven at a current of 191 mA and
a temperature of 0 ○C to emit at a frequency fcw = 1309.79 cm−1,
which is within the spectral range of the frequency comb. A
typical optical spectrum of the comb and the DFB recorded
with a Fourier transform infrared spectrometer (Bristol 771A-
MIR) is presented in Fig. 2. The beating fb between the comb
and the DFB-QCL is recorded on a fast photodetector (VIGO,
PV-4TE-10.6). II. EXPERIMENTAL SETUP The experimental setup considered here is presented in Fig. 1
and pivots around a QCL comb. The laser is controlled in current
and temperature with a custom-made driver that sets the operation
point of the laser to 1200 mA (1.45 times the lasing threshold) and
0 ○C. A frequency comb centered around 1305 cm−1 is emitted, with
∼80 lines, a total power of 126 mW, and a repetition frequency of
11.057 GHz. In QCL combs, the comb modes beating together in
the Fabry–Perot cavity lead to a measurable voltage oscillating at the
repetition frequency.36 Therefore, two wire bonds connect the top of
the QCL waveguide near the front and back facets of the laser to RF In Sec. III, we will start by studying the frequency response of
the QCL comb when NIR light illuminates its front facet. 8, 086110-2 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861 APL Photonics ARTICLE pubs.aip.org/aip/app FIG. 2. Typical optical spectrum generated by the QCL comb and the continuous
wave generated by the DFB-QCL. For small variations (1 mA) of the QCL drive currents, the
frequencies shift linearly with a superimposed sinusoidal modu-
lation on fr due to back-reflections.37 The fitted functions to the
experimental data (dashed lines in Fig. 3) using a linear model sup-
plemented by a sine wave give an average slope of −210 MHz/mA
and −85 kHz/mA for fn and fr, respectively, although the slope for
fr is dependent on the drive current (position within the modula-
tion) due to the back reflections. The response to low power NIR
light suggests a quadratic trend. Moreover, the shift ratio between
fn and nf r depends on the alignment of the NIR light on the active
region of the QCL comb. The main alignment method used in
this article (alignment 1, described in Sec. III B) is to maximize
the dynamic response of fn at modulation frequencies of 100 kHz. Another method would be to maximize the static shift of fn (align-
ment 2). In the latter case, fr shows a sinusoidal modulation that is
nearly nonexistent for alignment 1 and varies far less than for align-
ment 1. For alignment 1, the slopes interpolated at zero power are
−315 MHz/mW and −570 kHz/mW for fn and fr, respectively. FIG. 2. III. RESPONSE CHARACTERIZATION We now take an interest in the frequency-dependent response
of the QCL comb. A lock-in amplifier (LIA, Zurich Instruments,
UHFLI) modulates the power of the NIR light via the EAM or the
comb drive current through the laser driver (see the blue path in
Fig. 1). We study the response of three comb characteristic frequen-
cies, namely, the offset frequencies f0, fr, and fn. Naturally, the three
frequencies are coupled to each other through the comb equation We start with the static response before moving on to the
frequency dependent response. II. EXPERIMENTAL SETUP Typical optical spectrum generated by the QCL comb and the continuous
wave generated by the DFB-QCL. A. Static response 05 September 2023 08:16:36 First, we slowly vary the NIR power reaching the QCL from
0 to 0.6 mW and measure on an RF spectrum and phase noise ana-
lyzer (Rohde & Schwarz, FSWP26) the frequency shift of a comb line
fn via its beating with the DFB-QCL and of the repetition rate fr,
measured directly via the independent channel for RF extraction
on the QCL comb. For comparison, we also measure the frequency
shifts when the drive current of the QCL comb is varied over 1 mA. These results are presented in Figs. 3(a) and 3(b), where the shift in
fr is scaled by the mode number n = 3550 for better comparability
with fn. fn = f0 + nfr,
(1) (1) where n is an integer. Due to the modulation of the drive current
or the NIR power set by the LIA at frequency ω, the comb, i.e., its
frequencies, respond as fi = f (0)
i
+ Δfi sin (ωt + θi),
(2) (2) where i = {0; r; n} indexes the three comb frequencies under study,
f (0)
i
is the average value of fi, Δfi is the peak amplitude of fi due
to the modulation, and θi is the phase of the response. To measure
the amplitudes and phases, we convert the frequency modulation of
fi to a voltage modulation using a frequency discriminator (FD) and
demodulate this voltage on the LIA. FIG. 3. Static response of the QCL comb frequencies to a change in (a) drive
current or (b) illuminated NIR power. The shift in fr is scaled by n. In (b), the
response is reported for two alignment conditions (see main text). Dashed lines
are fitted functions to the experimental data. Error bars are plotted when they are
larger than the data marker. For this purpose, the repetition rate of the comb is extracted
electrically as before, amplified, and down-mixed to 60 MHz. As
Δfr is only on the order of 20 kHz, we take the tenth harmonic and
down-mix it to 21 MHz before sending it to FD-1 (MITEQ, FMDM-
21.4/4-2, see Fig. 1), whose output is connected to the LIA. As for
the comb line n, the amplitude and phase response of the comb line
fn sre encoded in the beating signal with the DFB-QCL as fb = f (0)
n
+ Δfn sin (ωt + θn) −fcw. A. Static response The (quasi-) fix
point38,39 increases with modulation frequency from mode number
1850 at 1 Hz to mode number 2200 at 100 kHz. Regarding f0, this frequency cannot be directly detected in
practice since f –to–2f interferometry19 is currently unavailable to
QCL combs, but fluctuations thereof can be detected,35 which allows
the measurement of its transfer function. However, for experimen-
tal simplicity, we can compute it from the transfer functions of
fn and fr. Indeed, according to Eqs. (1) and (2) and the elastic tape
model,38,39 we have Δf0 sin (ωt + θ0) = Δfn sin (ωt + θn) −nΔfr sin (ωt + θr). (4) Therefore, Eq. (4) yields that Δf0 and θ0 are, respectively, the mod-
ulus and phase of the complex value Δfn exp(iθn) −nΔfr exp(iθr). Here, n = 3551 is set by the wavenumber of the DFB-QCL at 1309.79
cm−1 and by the repetition rate. Although the transfer function of a MIR QCL frequency comb
has already been reported in Ref. 35, our measurements highlight
a 90○modulation bandwidth, one order of magnitude above what
was previously shown. This is in agreement with the response of
DFB-QCLs25,40,41 and other QCL combs, measured directly42 or
demonstrated in a phase-lock loop.20,22 This discrepancy with the
measured modulation bandwidth could be attributed to the fre-
quency response of the bias-tee used in Ref. 35. Furthermore, we
observed in Fig. 3 that modulations of fr due to back reflections
locally change the slope, such that the ratio between Δf0 and Δfn
and the fix points are expected to be modulated as well. Figure 4 shows the resulting phase θi and amplitude responses
Δfi of the frequencies (fn, nfr, and f0) to modulation of the electri-
cal drive current, ΔI = 200 μA, and the NIR power, ΔP = 50 μW,
where Δ represents the peak amplitude of the modulation. Note that
Δfr is scaled by n for better comparison with Δfn. In addition, the
contributions of various components of the characterization scheme
(i.e., the FDs and the laser driver) were measured and deducted in
order to obtain the laser response as faithfully as possible. More-
over, the responses were measured with two different settings for the
ranges [1 Hz, 100 Hz] and [100 Hz, 10 MHz], leading to negligible
mismatches at 100 Hz.i i
We now turn to the optical actuation shown in Figs. 4(b) and
4(d). A. Static response (3) (3) The signal fb detected on the photodetector is then filtered, ampli-
fied, divided by 15 and 3 (RF bay, FPS-15-8, FPS-3-8), up-mixed to
60 MHz (not shown), and fed to a FD (MITEQ, FMDM-60/16-4BC),
whose output is connected to the LIA, as shown in Fig. 1. The divi-
sion step allows a larger frequency excursion to be measured than the
linear range of the FD. The frequency-to-voltage conversion ratios, The signal fb detected on the photodetector is then filtered, ampli-
fied, divided by 15 and 3 (RF bay, FPS-15-8, FPS-3-8), up-mixed to
60 MHz (not shown), and fed to a FD (MITEQ, FMDM-60/16-4BC),
whose output is connected to the LIA, as shown in Fig. 1. The divi-
sion step allows a larger frequency excursion to be measured than the
linear range of the FD. The frequency-to-voltage conversion ratios, FIG. 3. Static response of the QCL comb frequencies to a change in (a) drive
current or (b) illuminated NIR power. The shift in fr is scaled by n. In (b), the
response is reported for two alignment conditions (see main text). Dashed lines
are fitted functions to the experimental data. Error bars are plotted when they are
larger than the data marker. APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861 8, 086110-3 APL Photonics ARTICLE pubs.aip.org/aip/app including all division and multiplication steps, for Δfr and Δfn are,
respectively, 8.2 ± 0.4 V/MHz and 5.93 ± 0.06 mV/MHz. Moreover, the response of fn closely mimics that of DFB-QCLs.25,40
fr follows a similar behavior as fn with a 3-dB and 90○modula-
tion bandwidth of 80 and 840 kHz, respectively. The dashed line in
Fig. 4(c) is the phase response of fn with the laser driver and has
a 90○modulation bandwidth of 280 kHz. The difference between
Δfn and nΔfr gives the response f0, which has a flatter response
in amplitude with a 3-dB modulation bandwidth of 160 kHz. The uncertainty in the measurements of Δfn and nΔfr, in particular
the slope of the FDs, which depend on the input RF power, induces
a large absolute uncertainty on Δf0. As for the phase, its response is
also flatter, reaching −70 near 1 MHz, after which the measurement
is no longer accurate due to the lack of sensitivity. A. Static response For this measurement, the NIR laser was aligned on the QCL
to maximize the dynamic response of fn at a 100 kHz modulation. We observe a nearly flat phase response for fr up to 1 MHz, with a
small resonance near 33 Hz and the start of a roll-off near 1 MHz. At the resonance near 33 Hz, the amplitude response decreases by a
factor 2 and then remains nearly flat apart from the onset of the roll-
off near 1 MHz. The 33-Hz resonance also marks a change of regime
for fn due to the crossing of nΔfr with Δf0, the latter having a simi-
lar response as fr, although a smaller relative change in amplitude
response and opposite phase response. Therefore, for modulation
frequencies lower (higher) than 33 Hz, Δf0 is smaller (larger) than
nΔfr, such that the response of fn flips sign from 180○to 0○from
1 Hz to 1 kHz. The respective (quasi-) fixed points are at mode num-
bers 3250 and 3950. An associated dip in the amplitude response
of fn is also visible. Above 1 kHz, the response is flat up to about
50 kHz, where the response increases in phase and magnitude before
showing a signature of a roll-off near 1 MHz. IV. MUTUAL STABILIZATION We now seek to implement a mutual lock between one comb
line fn of the QCL comb and a DFB-QCL as a proof-of-principle
demonstration. The electrical part of the setup is adapted accord-
ing to the orange path in Fig. 1. The phase fluctuations between
the two lasers are obtained by mixing the signal fb after division
by 15 with a synthesized reference frequency locked to the maser. This error signal is injected into two proportional integral differ-
ential (PID) controllers (Vescent, D2-125). The output of one PID
controller is fed back to the driver of the QCL comb to modulate
the electrical current. The output of the second PID controller is fed
back, after high-pass filtering with a 2nd-order custom-designed fil-
ter with a cutoff at 1 kHz, to the EAM to modulate the intensity of the
NIR CW laser. We also monitor the beat note with the RF spectrum
and phase noise analyzer. In this way, slow (<100 kHz) corrections of
fn, which cannot be handled by the NIR light due to the sign reversal,
are performed by the drive current, while the NIR light extends the
available bandwidth and cancels added noise from the drive current,
i.e., the servo bump. p
The addition of the optical actuation reduces the phase noise
PSD to a value in the order of −80 dBc/Hz, below the β-line,43 for all
Fourier frequencies. As a result, the integrated phase noise between
1 Hz and 10 MHz is decreased from 2.16 rad to 200 mrad [see inset in
Fig. 5(a)]. The electrical servo bump is eliminated, while a new servo
bump appears at 2 MHz. This fast bandwidth allows us to employ
a lower division ratio of 4: the residual phase noise from 1 Hz to
3 kHz is set by the reference oscillator. At higher frequencies, we
believe that the mismatch between the reference voltages of the two
different servo controllers added noise to the system. Moreover, the
bumps near 3 kHz coincide with the cutoff frequency of the high-
pass filter. Furthermore, optimization of the electronic components
could improve the lock and decrease the integrated phase noise fur-
ther, including the use of a single dual-output servo controller. We
also believe the stabilization bandwidth could be increased by short-
ening all the cables, fibers, and free-space paths. In terms of spectrum
[Fig. 05 September 2023 08:16:36 05 September 2023 08:16:36 Focusing first on the electrical actuation in Figs. 4(a) and 4(c),
we observe that the amplitude response Δfn decreases steadily with
the modulation frequency, setting the 3-dB modulation bandwidth
to 30 kHz before decreasing sharply after about 200 kHz. The phase
response remains flat up to 10 kHz with a 90○modulation bandwidth
at 420 kHz, which is coherent with previous tight-locking results.20 FIG. 4. Response of the comb frequencies (fn, nf r, f0) to modulation of the drive
current [(a,c)] and of the intensity of the NIR light [(b,d)]. Panels (a) and (b) present
the frequency excursions Δfi, while panels (c) and (d) show the phase response
θi. The dashed line in (c) is the phase response of fn with the laser driver. The mechanism causing frequency modulation due to the drive
current change is identical to DFB-QCLs, a change of the refrac-
tive index.25 In the case of a NIR injection, the strong inter-band
absorption in the InGaAs quantum wells (the absorption coefficient
α = 6000 cm−1 at 1550 nm) that are part of the active region of
the QCL is responsible for the modulation of the refractive index
through the generation of carriers in the vicinity of the NIR injec-
tion point. In addition, we believe that the response below 30 Hz is
dominated by thermal processes (heating of the QCL), as the sign of
the responses is equal to drive current modulation and as the opti-
mization of the maximum static shift of fn causes modulation of
fr as with drive current changes. FIG. 4. Response of the comb frequencies (fn, nf r, f0) to modulation of the drive
current [(a,c)] and of the intensity of the NIR light [(b,d)]. Panels (a) and (b) present
the frequency excursions Δfi, while panels (c) and (d) show the phase response
θi. The dashed line in (c) is the phase response of fn with the laser driver. From the perspective of locking the QCL comb, the actuation
via the NIR power is advantageous as it offers a higher bandwidth
than the drive current actuation for all comb frequencies, even when APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861 8, 086110-4 8, 086110-4 APL Photonics ARTICLE pubs.aip.org/aip/app bumps in the phase noise power spectral density (PSD). 05 September 2023 08:16:36 05 September 2023 08:16:36 p
Figures 5(a) and 5(b), respectively, show the results of the
stabilization of fb in terms of phase noise and the RF power spec-
trum. When only electrical actuation is considered, we observe two FIG. 5. Tight-locking of a QCL comb to a DFB-QCL. (a) Phase noise power
spectral density (PSD) of the mutual beat note in free-running mode, electrical
actuation, and both electrical and optical actuation. Inset: Integrated phase noise
between f cut and 10 MHz. (b) RF power spectrum at 100 Hz RBW of the beat
note between one line of the QCL comb and the DFB-QCL, depending on the
stabilization scheme used. Inset: Zoom on the beat note at 1 Hz RBW. In parallel, the repetition frequency of the comb is stabi-
lized by RF injection locking using a resonant RF signal with
15 dBm of power delivered by a signal generator (Rohde & Schwarz,
SMF100A) referenced to a maser. This RF signal is sent to the QCL
via the dedicated channel for RF injection. Therefore, both degrees
of freedom are tightly locked simultaneously, with low residual
phase noise. The electrical injection of the repetition rate is the usual
approach to its stabilization. However, the previous results suggest
that the repetition rate could also be injection-locked by modulating
the NIR light. 05 September 2023 08:16:36 The first is
due to the limit of the integrator at about 100 kHz, while the sec-
ond near 300 kHz is the servo bump, which nearly coincides with
the 90○modulation bandwidth of the combined driver and laser
[see dashed blue line in Fig. 4(c)]. The white phase noise from 1 Hz
to about 100 Hz is due to the reference oscillator, which, due to the
division by 15, has its contribution increased by 23 dB. The result-
ing RF spectrum shows a Gaussian shape topped with a coherent
peak. the driver response has been accounted for. It is especially well suited
for the stabilization of f0 if it can be measured. The stabilization of
fn will require a countermeasure against the sign reversal as detailed
in Sec. IV. As for fr, the increased actuation bandwidth is not as
interesting given that it can be tightly locked by actuation on the
drive current.35 IV. MUTUAL STABILIZATION 5(b)], the power in the coherent peak improves by 20 dB. The
height of the pedestal is decreased by 15 dB, such that the difference
between the coherent peak and the top of the pedestal is 50 dB at a
resolution bandwidth (RBW) of 100 Hz, or about 25 dB more than
in Ref. 20 at a 500 Hz RBW. The inset shows a zoom over the peak
at a 1 Hz RBW with a signal-to-noise ratio (SNR) of 70 dB. V. REPETITION RATE INJECTION
VIA NIR ILLUMINATION We thus modulated the EAM of the NIR laser near the repeti-
tion frequency of 11.06 GHz while monitoring the generated voltage
modulation of the QCL via the dedicated RF extraction port on an
RF spectrum analyzer. At low NIR power and close to resonance
(1 MHz offset), the modulation frequency was picked up by the QCL,
which thus acted as a NIR detector [see Fig. 6(a)]. By slightly increas-
ing the average NIR power with an amplifier to 1.5 mW at the QCL
and the RF power on the EAM to 17 dBm (estimated modulation
depth close to 100%), we were able to injection-lock the repetition
frequency to the synthesizer and obtain the resolution-limited signal
shown in Fig. 6(b) at 50 Hz RBW. We obtained a lock range of a few
kHz when scanning the modulation frequency across the free run-
ning repetition frequency [see Fig. 6(c)]. The phase noise PSD was FIG. 5. Tight-locking of a QCL comb to a DFB-QCL. (a) Phase noise power
spectral density (PSD) of the mutual beat note in free-running mode, electrical
actuation, and both electrical and optical actuation. Inset: Integrated phase noise
between f cut and 10 MHz. (b) RF power spectrum at 100 Hz RBW of the beat
note between one line of the QCL comb and the DFB-QCL, depending on the
stabilization scheme used. Inset: Zoom on the beat note at 1 Hz RBW. APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861 8, 086110-5 APL Photonics ARTICLE pubs.aip.org/aip/app FIG. 6. Injection locking of the repetition rate by the NIR laser. (a) and (b) Electri-
cally measured RF spectrum of the QCL with (a) the free running intermode beat
and the detection of a weak off-resonant NIR modulation near −1 MHz and (b)
the injection-locked intermode beat using 1.5 mW of NIR light with 100% modu-
lation depth. (c) Stacked RF spectra (50 Hz RBW) with the increasing modulation
frequency crossing the natural repetition frequency and causing injection-locking
over a range of a few kHz. The dashed horizontal line indexes the acquisition
shown in (b). (d) Phase noise power spectral density (PN PSD) of the intermode
beat signal in the free-running and injection locked regimes. V. REPETITION RATE INJECTION
VIA NIR ILLUMINATION locking of enhancement cavities for further improvement of sensi-
tivity.45 Moreover, high spectral purity in the MIR is relevant for a
variety of applications such as quantum control of molecules,46 tests
of fundamental physics47,48 and, generally the study of molecules via
high-resolution spectroscopy.5,49,50 Therefore, we expect our results
to facilitate the application of QCL frequency combs in the MIR. As a further outlook, we anticipate that other wavelengths33
could be more suitable for orthogonal control without sign reversal
of the comb properties such as the offset and repetition frequen-
cies, while perhaps they could also be used to dynamically tune laser
parameters such as dispersion, gain, or nonlinearity. Faster mod-
ulations from 10 MHz to a few GHz could be investigated as a
way to achieve (pure) frequency modulation of the comb. To keep
the compactness of the device and its low footprint, light could be
delivered by fiber or directly generated and modulated on the same
chip if low power is sufficient. Then, full optical control of the QCL
comb merely driven by a battery could be envisaged. Optical control
could also be investigated for interband cascade lasers.51 Moreover,
the recent work on free-space communications using QCL combs42
inspires the adaptation of injection locking of the QCL by NIR
light for direct conversion of NIR telecommunication streams to
MIR signals. We believe that increasing the injected optical power
could increase the locking range of the repetition rate to a sufficient
level for this application. Further work including theoretical and
numerical investigations of the laser dynamics52,53 is necessary to
understand the full potential of controlling QCLs via optical means. FIG. 6. Injection locking of the repetition rate by the NIR laser. (a) and (b) Electri-
cally measured RF spectrum of the QCL with (a) the free running intermode beat
and the detection of a weak off-resonant NIR modulation near −1 MHz and (b)
the injection-locked intermode beat using 1.5 mW of NIR light with 100% modu-
lation depth. (c) Stacked RF spectra (50 Hz RBW) with the increasing modulation
frequency crossing the natural repetition frequency and causing injection-locking
over a range of a few kHz. The dashed horizontal line indexes the acquisition
shown in (b). (d) Phase noise power spectral density (PN PSD) of the intermode
beat signal in the free-running and injection locked regimes. 05 September 2023 08:16:36 Conflict of Interest In this article, we used a low power NIR CW light illuminating
the front facet of a MIR QCL frequency comb as an optical actuator
for the phase stabilization of a comb line and as a means to achieve
coherent injection locking of the repetition rate. First, by character-
izing the response of the QCL, we showed that intensity modulation
of the NIR light offers a higher modulation bandwidth compared
to conventional drive current modulation. Then, we implemented a
stabilization scheme exploiting the NIR light to extend the locking-
bandwidth from 300 kHz to over 2 MHz, which resulted in an
increase of the SNR by 35 dB and an integrated phase noise as low
as 200 mrad. Finally, we showed that the QCL can act as a detector
of NIR light modulated at a frequency of 11 GHz and that it can be
injection-locked in such a way. The authors have no conflicts to disclose. ACKNOWLEDGMENTS We acknowledge Stéphane Schilt for his support in the early
stage of the investigation. We acknowledge Alpes Laser for pro-
viding the DFB-QCL used in this work. We acknowledge fund-
ing from the Schweizerischer Nationalfonds zur Förderung der
Wissenschaftlichen Forschung (Grant No. 40B2-1_176584). reduced up to a Fourier frequency of about 3 kHz compared to the
free-running case [Fig. 6(d)]. We expect that larger locking ranges
could be achieved when using more NIR power, which will be one of
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(lead); Investigation (lead); Methodology (lead); Validation (equal);
Visualization (lead); Writing – original draft (lead). Alexandre Par-
riaux: Conceptualization (supporting); Formal analysis (support-
ing); Investigation (equal); Methodology (equal); Validation (equal);
Visualization (equal); Writing – original draft (supporting); Writ-
ing – review & editing (lead). Mathieu Bertrand: Formal analysis
(equal); Validation (equal); Writing – review & editing (equal). Johannes Hillbrand: Resources (equal); Writing – review & editing
(supporting). Mattias Beck: Resources (equal); Writing – review &
editing (supporting). Valentin J. Wittwer: Funding acquisition
(equal); Resources (equal); Supervision (equal); Validation (support-
ing); Writing – review & editing (equal). Jérôme Faist: Funding
acquisition (equal); Resources (equal); Supervision (supporting); We believe that the tighter mutual stabilization enabled by the
high bandwidth of the NIR light could lead to higher sensitivities
through coherent averaging in DCS,22,44 which is currently one of
the main applications of QCL combs. In this regard, a comprehen-
sive comparison with the performance of computational coherent
averaging15 is necessary. The high bandwidth could also allow the APL Photon. 8, 086110 (2023); doi: 10.1063/5.0156861
© Author(s) 2023 8, 086110-6 APL Photonics ARTICLE pubs.aip.org/aip/app Writing – review & editing (supporting). Thomas Südmeyer: Fund-
ing acquisition (equal); Supervision (equal); Writing – review &
editing (equal). 18K. N. Komagata, M. Gianella, P. Jouy, F. Kapsalidis, M. Shahmohammadi,
M. Beck, R. Matthey, V. J. Wittwer, A. Hugi, J. Faist, L. Emmenegger, T. Süd-
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(1999). DATA AVAILABILITY The data that support the findings of this study are
openly
available
in
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Clinical Results After Single-fraction Radiosurgery for 1,002 Vestibular Schwannomas
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Curēus
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cc-by
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Schwannomas Paul Y. Windisch , Joerg-Christian Tonn , Christoph Fürweger , Berndt Wowra , Markus
Kufeld , Christian Schichor , Alexander Muacevic
1
2
3
4
1
5
6 1. Radiation Oncology, European CyberKnife Center, Munich, DEU 2. Neurosurgery, Ludwig Maximilian
University of Munich, Munich, DEU 3. Medical Physics, European CyberKnife Center, Munich, DEU 4. Oncology, European CyberKnife Center, Munich, DEU 5. Neurosurgery, University Hospital of Munich,
Munich, DEU 6. Neurosurgery, Radiosurgery, European CyberKnife Center, Munich, DEU Corresponding author: Alexander Muacevic, alexander.muacevic@cureus.com DOI: 10.7759/cureus.6390 Results Median follow-up was 3·6 years (1-12·5 years). The three, five, and 10-year Kaplan-Meier
estimated local tumor control was 96·6%, 92·3%, and 90·8%, respectively. The median hearing
loss of the affected ear as compared to its healthy counterpart was 17 dB at treatment start and
increased to 23 and 29 dB at one and five years. Six patients (0·6%) developed symptomatic
hydrocephalus and underwent the placement of a ventriculoperitoneal shunt. In 30 patients
(3·0%), trigeminal sensory dysfunction developed, five patients (0·5%) had a mild transient
weakness, and nine patients (0·9%) had a permanent facial weakness (House-Brackmann Grade
> II) after SRS. Methods Clinical data and imaging follow-up were stored in a database of 1,378 patients, with 1,384 VS
treated consecutively between 2005 and 2018 and analyzed retrospectively. A total of 996
patients with 1,002 tumors with at least one year of follow-up were included for analysis. Background Herein, we report clinical results for patients treated with stereotactic radiosurgery (SRS) for
vestibular schwannomas (VS) over a period of 10 years. Open Access Original
Article Open Access Original
Article Open Access Original
Article Categories: Radiation Oncology, Neurosurgery, Neurology Categories: Radiation Oncology, Neurosurgery, Neurology Keywords: vestibular schwannoma, radiosurgery, acoustic neuroma, radiotherapy, neurofibromatosis © Copyright 2019 © Copyright 2019
Windisch et al. This is an open
access article distributed under the
terms of the Creative Commons
Attribution License CC-BY 3.0., which
permits unrestricted use, distribution,
and reproduction in any medium,
provided the original author and
source are credited. Conclusion Received 12/10/2019
Review began 12/10/2019
Review ended 12/14/2019
Published 12/16/2019 Single fraction SRS proves to be highly effective and shows low treatment-related toxicity for
VS. SRS should be considered a primary treatment option for small and middle-sized VS. Materials And Methods The treatment records of 1,378 patients with 1,384 VS treated with CyberKnife-based SRS
(Accuray Inc., Sunnyvale, CA) at the European CyberKnife Center in Munich between 2005 and
2018 were collected in a database for SRS [8]. CyberKnife is a frameless, image-guided robotic
SRS system [9]. The therapeutic radiation is generated by a 6-MV compact linear accelerator
mounted on a six-axis robotic manipulator. In a typical VS treatment, 100-200 non-isocentric,
non-coplanar beams are directed at the tumor. Intra-fraction patient motion is compensated by
the automatic adaptation of beam directions based on stereoscopic X-ray images of the
patient’s skull acquired periodically during treatment. Patients who received SRS as a treatment
for recurrence after previous radiotherapy were excluded. Two cases where the tumor was
considered a surgery-induced metastasis and four cases where patients were treated in more
than a single fraction were excluded as well. A total of 996 patients with 1,002 tumors had at
least one year of follow-up after SRS and were included for analysis. Follow-ups consisted of a
clinical examination and magnetic resonance imaging (MRI). Audiograms were recorded by
otorhinolaryngologists elsewhere and added to our database during follow-up. Follow-ups were performed after six months, every year for two years, and every two years
thereafter. Tumor response was assessed by MRI. Shrinkage and no change in size were scored
as a locally controlled disease. Increased size in two consecutive follow-ups was interpreted as
a local recurrence. Facial nerve palsy was assessed using the House-Brackmann (HB) score. Hearing function and
ototoxicity were assessed using bilateral serial pure tone audiometry as described previously
[10]. Only patients with testable hearing prior to SRS (defined as Gardner-Robertson Class 1-4)
were included in the analysis. First, to determine the overall hearing loss, bilateral serial pure tone audiometry was performed
including the frequencies 0·5, 1, 2, 4, and 8 kHz. Then, the net hearing loss was calculated at
each frequency as the difference between the hearing thresholds of the healthy ear and the
affected ear. The mean of the net hearing loss values at the frequencies of 0·5, 1, 2, 4, and 8 kHz
defined the overall hearing loss in decibels (dB). Hearing loss attributable to radiosurgery was
calculated as the difference between the overall hearing loss at the time of radiosurgery and
during follow-up. Worsening of hearing loss attributable to radiosurgery between SRS and
follow-up by more than 20 dB was defined as ototoxicity. Introduction Stereotactic radiosurgery (SRS) becomes increasingly popular for mostly small vestibular
schwannomas (VS) due to its treatment efficiency and ease of use as compared to surgical How to cite this article
Windisch P Y, Tonn J, Fürweger C, et al. (December 16, 2019) Clinical Results After Single-fraction
Radiosurgery for 1,002 Vestibular Schwannomas. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 How to cite this article
Windisch P Y, Tonn J, Fürweger C, et al. (December 16, 2019) Clinical Results After Single-fraction
Radiosurgery for 1,002 Vestibular Schwannomas. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 tumor resection. However, long-term data with reasonably large patient cohorts are missing
and few quality-of-life evaluations after SRS for VS have been presented to date [1-2]. Moreover, most published series comprise smaller heterogeneous patient groups treated with
inconsistent radiosurgical techniques and doses [3-5]. While there has been a tendency to treat
increasingly smaller and sometimes asymptomatic tumors, concerns have been raised
regarding long-term hearing toxicity and cases of suspected malignant transformation [6-7]. The purpose of this study was to analyze the functional outcome and the local tumor control
after SRS for VS of a large patient group treated with the same technique in a dedicated
treatment center over a period of 10 years. 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 Materials And Methods Statistical analysis was performed with the Statistical Package for Social Sciences (SPSS) v. 23.0
(IBM SPSS Statistics, Armonk, NY) and Prism v. 8.0 (GraphPad, San Diego, CA). The significance
of time to event data was assessed using the Cox proportional hazards model and the log-rank
test. Variables tested for predictive significance concerning local recurrence were age, sex, side
of the tumor, NF2 status, prior surgery, tumor volume, and radiosurgical prescription dose. In
the case of a toxicity analysis, tumor recurrence was also included as a variable in the models
and multivariate analysis was performed accordingly. Local control was plotted as a Kaplan-
Meier survival curve for each variable of interest. Continuous variables were split into two 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 2 of 13 groups at their respective median. All data was gathered in accordance with the World Medical
Association Declaration of Helsinki. 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 Patient characteristics Patient characteristics are depicted in Table 1. The median age at SRS was 55.1 years (range:
15.1 - 85.2 years) and the median follow-up was 3.6 years (1 - 12.5 years). All tumors were
treated in a single fraction, with a median prescription dose of 13 Gy (11.5 - 15 Gy). The median
prescription isodose line was 65% (55% - 80%). Tumors that had undergone surgical resection
prior to SRS received a median dose of 13.5 Gy. While 827 tumors (82.5%) had not been treated
previously, 175 tumors (17.5%) had undergone surgical resection. Of those 175 tumors, 39
received SRS due to subtotal resection while the remaining 136 schwannomas had recurred. Median tumor volume was 0.61 ccm (0.03 - 13.5 ccm). Thirty-one tumors (3.1%) were NF2-
associated. 3 of 13 Number of patients
996
Number of tumors
1002
Localization
left
530
52.9%
right
472
47.1%
Sex
male
459
46.1%
female
537
53.7%
Median age [yr]
55.1
(15.1 - 85.2)
Pretreatment
none
827
82.2%
Surgery (Residual Tumor)
39
3.9%
Surgery (Local Recurrence)
136
13.5%
Follow-up
Median [yr]
3.6
(1.0 - 12.5)
>= 1 yr
1002
>= 3 yr
609
>= 5 yr
321
>= 10 yr
48
NF2-associated tumors
31
3.1%
Median tumor volume [cc]
0.61
(0.03 - 13.5)
Median dose [Gy]
13
(11.5 - 15)
Median Isodose [%]
65
(55 - 80)
TABLE 1: Patient characteristics
Numbers in parentheses denote ranges if not specified otherwise TABLE 1: Patient characteristics
Numbers in parentheses denote ranges if not specified otherwise Tumor control Three, five, and 10-year follow-up data were available for 609, 321, and 48 tumors, respectively,
showing Kaplan-Meier estimates for local control of 96.6% (95% CI: 94.9% - 97.7%), 92.3% (95%
CI: 89.8% - 94.3%), and 90.8% (95% CI: 87.2% - 93.9%) (Figure 1). Three, five, and 10-year follow-up data were available for 609, 321, and 48 tumors, respectively,
showing Kaplan-Meier estimates for local control of 96.6% (95% CI: 94.9% - 97.7%), 92.3% (95%
CI: 89.8% - 94.3%), and 90.8% (95% CI: 87.2% - 93.9%) (Figure 1). 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 4 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 FIGURE 1: Kaplan-Meier estimates of local control over time
The three, five, and 10-year local tumor control was 96.6%, 92.3%, and 90.8%, respectively. Thin
lines in the 'Local control over time' plot indicate 95% CI intervals. The number of tumors at risk for
each subgroup is depicted below each graph. Larger tumors are associated with significantly
reduced local control. Tumor volume was a significant predictor of local control, with larger volumes being associated
with worse control in both the Cox proportional hazards model and the log-rank test (Table 2). When splitting the tumors into two groups at the median (0.61 ccm), Kaplan-Meier estimated
local control at three, five, and 10 years was 97.4%, 94.4%, and 94.4% for smaller and 95.7%,
90.3%, and 87.7% for larger tumors (Figure 1). Age, sex, side, NF2 status, and dose were not
predictive of local control (Figure 2). Surgery prior to SRS was only significant in the univariate
analysis. FIGURE 1: Kaplan-Meier estimates of local control over time The three, five, and 10-year local tumor control was 96.6%, 92.3%, and 90.8%, respectively. Thin
lines in the 'Local control over time' plot indicate 95% CI intervals. The number of tumors at risk for
each subgroup is depicted below each graph. Larger tumors are associated with significantly
reduced local control. The three, five, and 10-year local tumor control was 96.6%, 92.3%, and 90.8%, respectively. Thin
lines in the 'Local control over time' plot indicate 95% CI intervals. The number of tumors at risk for
each subgroup is depicted below each graph. Larger tumors are associated with significantly
reduced local control. Tumor volume was a significant predictor of local control, with larger volumes being associated
with worse control in both the Cox proportional hazards model and the log-rank test (Table 2). When splitting the tumors into two groups at the median (0.61 ccm), Kaplan-Meier estimated
local control at three, five, and 10 years was 97.4%, 94.4%, and 94.4% for smaller and 95.7%,
90.3%, and 87.7% for larger tumors (Figure 1). Age, sex, side, NF2 status, and dose were not
predictive of local control (Figure 2). Surgery prior to SRS was only significant in the univariate
analysis. Tumor volume was a significant predictor of local control, with larger volumes being associated
with worse control in both the Cox proportional hazards model and the log-rank test (Table 2). 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 When splitting the tumors into two groups at the median (0.61 ccm), Kaplan-Meier estimated
local control at three, five, and 10 years was 97.4%, 94.4%, and 94.4% for smaller and 95.7%,
90.3%, and 87.7% for larger tumors (Figure 1). Age, sex, side, NF2 status, and dose were not
predictive of local control (Figure 2). Surgery prior to SRS was only significant in the univariate
analysis. 5 of 13 Hazard ratio
95% CI
p
Log-rank
Age (years)
0.99
0.97 - 1.01
0.169
0.414
Sex (f/m)
1.36
0.76 - 2.42
0.299
0.217
Side (r/l)
1.23
0.70 - 2.17
0.464
0.309
NF2
0.25
0.03 - 1.97
0.19
0.486
Surgery
1.72
0.93 - 3.16
0.086
0.035
Tumor vol (cc)
1.16
1.02 - 1.33
0.033
0.026
Dmin (Gy)
0.82
0.65 - 1.02
0.072
0.262
TABLE 2: Cox proportional hazards model predicting local control reveals tumor
volume as the only significant predictive variable
Numbers in parentheses denote ranges if not specified otherwise TABLE 2: Cox proportional hazards model predicting local control reveals tumor
volume as the only significant predictive variable
Numbers in parentheses denote ranges if not specified otherwise 6 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 1.94 cc (range: 0.59 - 5.34 cc). FIGURE 2: Kaplan-Meier estimates of local control over time
Number of tumors at risk for each subgroup is depicted below each graph
Creating three subgroups of tumor volumes (< 0.5 ccm, 0.5 - 2 ccm, > 2 ccm) revealed that the
smallest tumors showed significantly improved local control as compared to both, the middle-
sized (p = 0.0153) and larger schwannomas (p = 0.038), which, in turn, did not differ FIGURE 2: Kaplan-Meier estimates of local control over time Creating three subgroups of tumor volumes (< 0.5 ccm, 0.5 - 2 ccm, > 2 ccm) revealed that the
smallest tumors showed significantly improved local control as compared to both, the middle-
sized (p = 0.0153) and larger schwannomas (p = 0.038), which, in turn, did not differ
significantly from each other. Of the 49 patients who experienced tumor recurrence, 13 received an additional CyberKnife
treatment at a median of 3.2 years (2 - 8.5 years) after initial SRS while 16 underwent surgery. The remaining 20 cases were either very recent so that the additional therapy had not been
documented at the time of this study or the patients were lost to follow-up. The median follow-
up for SRS retreatment was 4.6 years (range: 0.5 - 8.1 years). Local control was achieved in all
cases while no grave toxicity was observed. The median volume of the re-irradiated tumors was Of the 49 patients who experienced tumor recurrence, 13 received an additional CyberKnife
treatment at a median of 3.2 years (2 - 8.5 years) after initial SRS while 16 underwent surgery. The remaining 20 cases were either very recent so that the additional therapy had not been
documented at the time of this study or the patients were lost to follow-up. The median follow-
up for SRS retreatment was 4.6 years (range: 0.5 - 8.1 years). Local control was achieved in all
cases while no grave toxicity was observed. The median volume of the re-irradiated tumors was 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 7 of 13 Toxicity The HB score prior to treatment was available for 997 tumors. Of the 943 cases with good facial
function (HB grades I-II) before SRS, 14 (1.5%) experienced worsening to HB grade III-V, which
was transient in five cases. In six of the nine cases where worsening of facial nerve function was
permanent, the tumor had recurred and three of these recurrences had already been treated
with surgical resection. No patient experienced total facial nerve palsy (HB VI) following SRS. Of the 54 patients with HB grade III-VI prior to SRS, four patients (7.4%) experienced an
improvement of facial nerve function to HB I-II, which was permanent in all cases. Valid audiograms prior to treatment and at one year (6 - 18 months) post-treatment were
available for 210 patients. Fifty-five patients had valid pre-treatment and five-year (48 - 72
months) post-treatment audiograms. Median hearing loss prior to SRS was 17 dB and increased
to 23 dB at one year and 29 dB at five years post-treatment. At one year, 63 ears (30%) experienced an improvement in hearing as compared to the healthy
ear while five patients (2.4%) had no change in hearing deficit and 142 patients (67.6%)
experienced worsening. However, only 23 of these patients (10.9%) experienced ototoxicity as
defined by an increase of hearing loss >= 20 dB. Results of audiograms at one-year post-SRS are
depicted in Table 3. Number of patients
210
Median HL pre-treatment [dB]
17
(-45 - 72)
Median HL at 1 year [dB]
23
(-40 - 90)
Patients with ototoxicity (HL >= 20 dB)
23
10.9%
Patients with improved hearing
63
30.0%
Patients with worsened hearing
142
67.7%
Patients with unchanged hearing
5
2.4%
TABLE 3: Hearing toxicity at year one post-SRS
Numbers in parentheses denote ranges if not specified otherwise
SRS: stereotactic radiosurgery
At five years, 12 patients (22.8%) experienced an improvement in hearing as compared to the
healthy ear while the remaining 43 patients (78.2%) experienced worsening. However, only 13
(23.6%) of these patients experienced ototoxicity as defined by an increase of hearing loss >= 20
dB post-SRS. The results of audiograms at five years post-SRS are depicted in Table 4. TABLE 4: Hearing toxicity at year five post-SRS Numbers in parentheses denote ranges if not specified otherwise.\ Two patients had seizures during their follow-up period, without any hints suggesting an
association with the tumor or the treatment. Treatment-associated hydrocephalus requiring shunt implantation could be observed in five
patients (0.5%). One patient developed hydrocephalus due to local recurrence and received
shunt implantation combined with microsurgical resection. The median tumor volume of
patients with treatment-associated hydrocephalus requiring shunt implantation was 3.38 ccm
(0.27 - 7.88 ccm) with five of the six tumors being larger than 2.4 ccm. Thirty-one patients (3.1%) who reported no trigeminal sensory dysfunction at treatment start
presented symptoms during follow-up examinations. However, these were permanent in only
five patients (0.5%) as defined by having trigeminal sensory dysfunction at each patient’s most
recent respective follow-up. No case of malignant tumor transformation was observed. Toxicity Number of patients
210
Median HL pre-treatment [dB]
17
(-45 - 72)
Median HL at 1 year [dB]
23
(-40 - 90)
Patients with ototoxicity (HL >= 20 dB)
23
10.9%
Patients with improved hearing
63
30.0%
Patients with worsened hearing
142
67.7%
Patients with unchanged hearing
5
2.4% At five years, 12 patients (22.8%) experienced an improvement in hearing as compared to the
healthy ear while the remaining 43 patients (78.2%) experienced worsening. However, only 13
(23.6%) of these patients experienced ototoxicity as defined by an increase of hearing loss >= 20
dB post-SRS. The results of audiograms at five years post-SRS are depicted in Table 4. 8 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 Number of patients
55
Median HL pre-treatment [dB]
17
(-64 - 53)
Median HL at 5 years [dB]
29
(-7 - 91)
Patients with ototoxicity (HL >= 20 dB)
13
23.6%
Patients with improved hearing
12
21.5%
Patients with worsened hearing
43
78.2%
Patients with unchanged hearing
0
0.0%
TABLE 4: Hearing toxicity at year five post-SRS
Numbers in parentheses denote ranges if not specified otherwise.\
HL: hearing loss Number of patients
55
Median HL pre-treatment [dB]
17
(-64 - 53)
Median HL at 5 years [dB]
29
(-7 - 91)
Patients with ototoxicity (HL >= 20 dB)
13
23.6%
Patients with improved hearing
12
21.5%
Patients with worsened hearing
43
78.2%
Patients with unchanged hearing
0
0.0% TABLE 4: Hearing toxicity at year five post-SRS Local tumor control As most of the studies on the long-term safety and efficacy of SRS for VS are based on different
treatment technologies, such as the Gamma Knife (Elekta, Stockholm, Sweden), this study, to
the best of our knowledge, analyzes the largest patient collectives treated exclusively with
CyberKnife, as well as the largest collective treated with SRS in general. The findings
concerning local control > 90% even 10 years after treatment are in line with other studies on
the long-term efficacy of SRS for VS using Gamma Knife radiosurgery [11]. Given that, in some
cases, local recurrence was diagnosed within less than two years following treatment, the actual
tumor control might be even higher, as pseudoprogression is a frequent cause of volume
change after SRS for VS, especially in the first 24 months post-treatment [12]. The association of reduced local control with increased tumor volumes has been the subject of 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 9 of 13 ongoing discussion [13]. Analyzing local control for tumors smaller and larger than the median
volume (0.61 ccm) resulted in local control of 97.4%, 94.4%, and 94.4% at three, five and 10
years for the smaller and 95.7%, 90.3%, and 87.7% for the larger group, which corresponds to a
recent study by Ruess et al. where, for a group of 335 patients with a median tumor volume of
1.1 ccm, local control was 89% and 87% at five and 10 years, respectively [14]. These
differences, especially in long-term control, should be considered when deciding to place
smaller tumors under surveillance. The finding that prior surgery was a significant factor predicting local control in the univariate,
but not in the multivariate, analysis might be due to the fact that tumors, which had undergone
surgery prior to SRS, had significantly larger volumes (median volume 1.31 ccm, p < 0.0001). The missing dose-effect on tumor control that has been reported by previous publications,
including one from this institution, and could be explained by the narrow dose range as 963 of
1,002 tumors were irradiated with 12.5 - 13.5 Gy [10,15]. Contrary to most research on SRS for VS, NF2 was not associated with reduced local control. Given the limited number of NF2-associated tumors (n = 31) in this study (but also in many
other publications), drawing definite conclusions from this finding is difficult [16-18]. However,
the median tumor volume for NF2-associated tumors was 0.82 ccm, which is considerably
smaller than in many existing publications [18]. Mathieu et al. report local control rates of 85%
and 81% at five and 10 years following Gamma Knife radiosurgery of NF2-associated VS for 74
tumors with a mean volume of 5.7 ccm [17]. One could, therefore, hypothesize that the effect of
reduced local control associated with NF2 loses predictive significance once the tumors are
irradiated while at a sufficiently small volume. As many studies on NF2-associated
schwannomas already report tumor volume as a predictor of local control, subgroup analyses of
these collectives could answer the question, whether treatment of small NF2-associated tumors
may result in equally good local control rates as treatment of sporadic VS [16-17]. Retreatment In several cases where the initial SRS treatment could not stop tumor growth, patients were
suitable to receive SRS retreatment. While there is still very little data on retreatment with SRS
for VS (which makes it difficult to assess the risk associated with the accumulation of radiation
dose), retreatment seems to be a safe and effective option. Others have reported good tumor
control upon Gamma Knife retreatment as well, but noted a slightly higher rate of facial nerve
toxicity, at least compared to the patient group that received SRS as the initial treatment in this
study [19]. 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 Hydrocephalus A study by Lee et al. reported a hydrocephalus incidence of 4.1% for 702 patients treated with
Gamma Knife radiosurgery and found age, tumor origin, and tumor volume as significant
predictors [25]. The higher incidence could be due to a higher mean tumor volume of 3.6 ccm as
compared to 1.25 ccm in this study. The median age of the patients who developed
hydrocephalus in this study was 55.9 years (48.4 - 74.6 years), only marginally higher than the
median age of the whole collective. Hydrocephalus is also a rare complication when treating VS
surgically. tumor has been left untreated [21]. Therefore, in the case of small tumors and good hearing, we suggest monitoring the hearing
function closely with six-month intervals and suggest treatment only when a hearing decline
can be documented and/or the tumor is growing. Hearing A meta-analysis of hearing outcomes following SRS for VS and a study by Santa Maria et al. comprising 344 patients with audiograms and more than three years of follow-up reported
hearing preservation of 51% and 50%, respectively, at three years post-treatment [7,20]. Even though ototoxicity, as defined in this study, occurred in only 23.2% of cases, there is a risk
of underestimating the extent of ototoxicity, as patients who have no remaining hearing on the
treated (or both) ears might stop doing audiograms as part of their follow-up and as a reduction
in hearing capacity of the healthy ear reduces the difference between healthy and affected ear. This should be considered when irradiating very small tumors that have not shown significant
growth in an attempt to save the patient’s hearing. However, if growth is present, the hearing function has been reported to decline fairly quickly,
with patients often losing serviceable hearing within the first five years in cases where the 10 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 Conclusions SRS is a safe and effective treatment option for treating VS with tolerable toxicities. Though
additional and particularly prospective studies are desirable, SRS should be considered a
primary treatment option for small and middle-sized vestibular schwannomas. Facial nerve toxicity While facial nerve toxicity is rare as compared to hearing toxicity, it can severely impact the
patient’s quality of life. A meta-analysis covering 1,908 patients by Yang et al. described an
association between lower marginal doses of 13 Gy or less and reduced facial nerve toxicity for
Gamma Knife radiosurgery [22]. However, reducing the dose may result in tumor recurrence,
which was seen in the majority of cases with facial nerve toxicity in this study. Additionally,
increased tumor volume was associated with higher rates of facial nerve toxicity. Overall, the
authors report a facial nerve preservation rate of 96.2%. In a study of facial nerve function after translabyrinthine vestibular schwannoma surgery on
392 patients, 81% had HB grade I-II one year after surgery while 12 patients experienced total
facial nerve palsy (HB grade VI) [23]. Falcioni et al. reported anatomical interruption of the facial nerve in 48 out of 1151 cases. Thirty-five percent of the remaining cases where the facial nerve could be preserved
had postoperative HB grade III or worse. Smaller tumors had a better facial nerve outcome with
postoperative HB grade III or worse occurring in 14% of 444 patients with tumor diameters of
less than 1 cm [24]. 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 References 1. Berkowitz O, Han Y-Y, Talbott EO, et al.: Gamma Knife radiosurgery for vestibular
schwannomas and quality of life evaluation. Stereotact Funct Neurosurg. 2017, 95:166-173. 10.1159/000472156 1. Berkowitz O, Han Y-Y, Talbott EO, et al.: Gamma Knife radiosurgery for vestibular
schwannomas and quality of life evaluation. Stereotact Funct Neurosurg. 2017, 95:166-173. 10.1159/000472156 2. Myrseth E, Pedersen P-H, Møller P, Lund-Johansen M: Treatment of vestibular schwannomas
Why, when and how?. Acta Neurochir. 2007, 149:647-660. 10.1007/s00701-007-1179-0 3. Watanabe S, Yamamoto M, Kawabe T, Koiso T, Yamamoto T, Matsumura A, Kasuya H:
Stereotactic radiosurgery for vestibular schwannomas: average 10-year follow-up results
focusing on long-term hearing preservation. J Neurosurg. 2016, 125:64-72. 10.3171/2016.7.GKS161494 4. Rutten I, Baumert BG, Seidel L, et al.: Long-term follow-up reveals low toxicity of
radiosurgery for vestibular schwannoma. Radiother Oncol. 2007, 82:83-89. 4. Rutten I, Baumert BG, Seidel L, et al.: Long-term follow-up reveals low toxicity of
radiosurgery for vestibular schwannoma. Radiother Oncol. 2007, 82:83-89. 10.1016/j.radonc.2006.11.019 4. Rutten I, Baumert BG, Seidel L, et al.: Long-term follow-up reveals low toxicity of
radiosurgery for vestibular schwannoma. Radiother Oncol. 2007, 82:83-89. 10.1016/j.radonc.2006.11.019 5. Mahboubi H, Sahyouni R, Moshtaghi O, et al.: CyberKnife for treatment of vestibular
schwannoma: a meta-analysis. Otolaryngol Head Neck Surg. 2017, 157:7-15. 10.1177/0194599817695805 5. Mahboubi H, Sahyouni R, Moshtaghi O, et al.: CyberKnife for treatment of vestibular
schwannoma: a meta-analysis. Otolaryngol Head Neck Surg. 2017, 157:7-15. 10.1177/0194599817695805 6. Maducdoc MM, Ghavami Y, Linskey ME, Djalilian HR: Evaluation of reported malignant
transformation of vestibular schwannoma: de novo and after stereotactic radiosurgery or
surgery. Otol Neurotol. 2015, 36:1301-1308. 10.1097/MAO.0000000000000801 7. Santa Maria PL, Shi Y, Gurgel RK, et al.: Long-term hearing outcomes following stereotactic
radiosurgery in vestibular schwannoma patients—a retrospective cohort study. Neurosurgery. 2018, 85:550-559. 10.1093/neuros/nyy407 8. Kufeld M, Fürweger C, Drexler CG, Wowra B, Muacevic A: Implementation of a medical
database system for a radiosurgery center. Cureus. 2009, 1:e4. 10.7759/cureus.4 9. Adler JR Jr, Chang SD, Murphy MJ, Doty J, Geis P, Hancock SL: The Cyberknife: a frameless
robotic system for radiosurgery. Stereotact Funct Neurosurg. 1997, 69:124-128. 10.1159/000099863 10. Wowra B, Muacevic A, Fürweger C, Schichor C, Tonn J-C: Therapeutic profile of single-
fraction radiosurgery of vestibular schwannoma: unrelated malignancy predicts tumor
control. Neuro Oncol. 2012, 14:902-909. 10.1093/neuonc/nos085 11. Disclosures Human subjects: Consent was obtained by all participants in this study. Animal subjects: All
authors have confirmed that this study did not involve animal subjects or tissue. Conflicts of
interest: In compliance with the ICMJE uniform disclosure form, all authors declare the
following: Payment/services info: All authors have declared that no financial support was
received from any organization for the submitted work. Financial relationships: Joerg-
Christian Tonn declare(s) personal fees from Brainlab, Medac. JT received speaker honoraria
from Brainlab and Medac outside of the submitted work. Christoph Fuerweger declare(s)
personal fees from Accuray. CF received speaker honoraria from Accuray outside of the
submitted work. Other relationships: All authors have declared that there are no other 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 11 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 relationships or activities that could appear to have influenced the submitted work. References Hasegawa T, Kida Y, Kato T, Iizuka H, Kuramitsu S, Yamamoto T: Long-term safety and
efficacy of stereotactic radiosurgery for vestibular schwannomas: evaluation of 440 patients
more than 10 years after treatment with Gamma Knife surgery. J Neurosurg. 2013, 118:557-
565. 10.3171/2012.10.JNS12523 12. Hayhurst C, Zadeh G: Tumor pseudoprogression following radiosurgery for vesti
schwannoma. Neuro Oncol. 2012, 14:87-92. 10.1093/neuonc/nor171 13. Huang C-W, Tu H-T, Chuang C-Y, Chang C-S, Chou H-H, Lee M-T, Huang C-F: Gamma Knife
radiosurgery for large vestibular schwannomas greater than 3 cm in diameter. J Neurosurg. 2018, 128:1380-1387. 10.3171/2016.12.JNS161530 14. Rueß D, Pöhlmann L, Hellerbach A, et al.: Acoustic neuroma treated with stereotactic
radiosurgery: follow-up of 335 patients. World Neurosurg. 2018, 116:194-202. 10.1016/j.wneu.2018.04.149 15. Anniko M, Arndt J, Norén G: The human acoustic neurinoma in organ culture. II. Tissue
changes after gamma irradiation. Acta Otolaryngol. 1981, 91:223-235. 10 3109/00016488109138503 16. Kruyt IJ, Verheul JB, Hanssens PEJ, Kunst HPM: Gamma Knife radiosurgery for treatment of
growing vestibular schwannomas in patients with neurofibromatosis type 2: a matched cohort
study with sporadic vestibular schwannomas. J Neurosurg. 2018, 128:49-59. 10 3171/2016 9 JNS161463 17. Mathieu D, Kondziolka D, Flickinger JC, Niranjan A, Williamson R, Martin JJ, Lunsford D:
Stereotactic radiosurgery for vestibular schwannomas in patients with neurofibromatosis type
2: an analysis of tumor control, complications, and hearing preservation rates. Neurosurgery. 2007, 60:460-470. 10.1227/01.NEU.0000255340.26027.53 18. Sharma MS, Singh R, Kale SS, Agrawal D, Sharma BS, Mahapatra AK: Tumor control and
hearing preservation after Gamma Knife radiosurgery for vestibular schwannomas in 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 12 of 13 2019 Windisch et al. Cureus 11(12): e6390. DOI 10.7759/cureus.6390 neurofibromatosis type 2. J Neurooncol. 2010, 98:265-270. 10.1007/s11060-010-0181-1 19. Fu VX, Verheul JB, Beute GN, Kunst HPM, Mulder JJS, Hanssens PEJ: Retreatment of
vestibular schwannoma with Gamma Knife radiosurgery: clinical outcome, tumor control, and
review of literature. J Neurosurg. 2018, 129:137-145. 10.3171/2017.3.JNS162033 20. Yang I, Sughrue ME, Han SJ, Aranda D, Pitts LH, Cheung SW, Parsa AT: A comprehensive
analysis of hearing preservation after radiosurgery for vestibular schwannoma. J Neurosurg. 2010, 112:851-859. 10.3171/2009.8.JNS0985 21. Kondziolka D, Mousavi SH, Kano H, Flickinger JC, Lunsford LD: The newly diagnosed
vestibular schwannoma: radiosurgery, resection, or observation?. Neurosurg Focus. 2012,
33:8. 10.3171/2012.6.FOCUS12192 22. Yang I, Sughrue ME, Han SJ, et al.: Facial nerve preservation after vestibular schwannoma
Gamma Knife radiosurgery. J Neurooncol. 2009, 93:41-48. 10.1007/s11060-009-9842-3 23. Brackmann DE, Cullen RD, Fisher LM: Facial nerve function after translabyrinthine vestibular
schwannoma surgery. Otolaryngol Head Neck Surg. 2007, 136:773-777. 10.1016/j.otohns.2006.10.009 24. Falcioni M, Fois P, Taibah A, Sanna M: Facial nerve function after vestibular schwannoma
surgery. J Neurosurg. 2011, 115:820-826. 10.3171/2011.5.JNS101597 25. Lee S, Seo S-W, Hwang J, Seol HJ, Nam D-H, Lee J-II, Kong D-S: Analysis of risk factors to
predict communicating hydrocephalus following gamma knife radiosurgery for intracranial
schwannoma. Cancer Med. 2016, 5:3615-3621. 10.1002/cam4.955 13 of 13
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No. VIII.-AVES, WITH SOME NOTES ON THE DISTRIBUTION OF THE LAND-BIRDS OF THE SEYCHELLES.
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Transactions of the Linnean Society of London. Zoology/Transactions of the Linnean Society of London. Zoology.
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* Vide ‘The Fauns and Geography of the Maldive and Laccadive Archipelagoes,’ ~01. i. p. 368. INTRODU BIRDS were only collected on the coral-islands visited by the expedition, no attempt
having been made to obtain those of Mauritius and the Seychelles. The common land-
birds at present found in the latter group are of little interest, being all recent
introductions,
Of the indigenous forms probably more than half are now extinct,
owing to the exertions of paid collectors. There was, it is true, a law for the protection
of birds, but it was copied from that of Maiiritius ; and the birds protected were those
found in Mauritius and not in the Seychelles. y
Most are
marine or waders, or of recent introduction by man. A pigeon and a few harriers and
hawks, probably those found in the Malclive Group*, are said to visit the Chagos
Archipelago about December, i. e. during the prevalence of the north-east monsoon in
the northern hemisphere. Guinea-fowl have been released in several islands and breed
in Salonion, Chagos. None of the birds found in the list below are peculiar to the islands. From the point of view of distribution none of the birds happen to be oE any interest,
except the little green bittern, Bzctorides atricapilla. This genus has a wide circum-
tropical distribution-B. virescens in North and Central America, B. striata in South
America, B. plzcmbea i n Galapagos, B. stagnatilis in Australia, Papuasia, and Pacific
islands, B.javanica in India and Malaya (also said to live on Mascarenes and Diego
Garcia), and B. atricapilla in Africa and Madagascar. The Providence and Darros birds
are distinctly smaller than B. javanica and in the younger specimens the throat is
streaked as in B. africapilla; they are decidedly more African than Indian, but the
Chagos specimens are more intermediate. Bzlbulcus ibis is African against the Indian
B. coromalzdzcs. The annexed list serves to illustrate the character of the avifauca of the Seychelles as
compared with that of the neighbouring Mascarene Islands, Madagascar being included
for comparison. It was prepared by Dr. Gadow for the International Congress of
O m i t h o l o v
4
. . PERCY SLADEN TRUST EXPEDITION. 104! I
Falculia palliata .................... Pregilnpus varius .................... Necropsar rodericanus ................ Foudia conaobriria. ................... algondse .................... aldabrana .................... madagascar .................. bruante.. .................... erythrocephala ................ flavicans .................... seychellarnm .................. Cinnyris comorensis .................. aldabrensis .................. humblot'i ................... angaladiana ................ souinianga .................. dussumieri .................. Zosterops anjuanensis ................ kirki ...................... aldabrensis ................ madagascariensis ............ INTRODU borbonica .................. hresitata .................. E. newtoni ................ mauritiana ................ chloronotus ................ semiflava .................. modesta .................. borbonica.. ................ Pratincola sibylla .................... Copsgchus pioa ...................... eeychellarum .............. Hypsipetes rostratua .................. parviroetrie ................ ourovang ................ borbonicus ................ olivacsus ................ crassirostris .............. comorensis .............. mutata .................. borbonica ............... corvina ................. Oxynotus rufiventris ............... newtoni ................. Phedina madagascariensis ........... borbonica ................. Necropsittacue rodericanus ........... Lophopeittacus mauritianus ........... Coracopsis comorensis ............... Terpsiphone vulpina ................. ,
sibilans ................. vaza ................... n i p ................... barklya ................. Masaarinus duboisi ................. Palreornis equcs ................... exsul .................... wardi .................... Ilesidenl. Land-Birds only. '_
X .. .. .. X .. .. .. .. X
X .. .. .. .. .. .. X
X .. .. .. X
X .. .. * . .. .. 9
. .. * . . d .. .. .. .. .. X .. .. X
X .. .. .. . I
.. .. .. .. .. X
X .. .. * . .. I . .. .. .. .. .. X .. .. .. .. .. X
.. .. .. X .. .. .. .. .. ,. * . .. .. .. .. .. X
.. .. -. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. .. X .. .. X .. .. .. .. X
X .. X .. .. * . * . .. .. .. X
X .. .. X .. .. .. X .. .. .. .. X .. .. .. X
X .. .. .. .. .. .. x
l
x
X
X .. .. .. .. .. X
-
.. X .. X
x
X
X
X
-
X
x GADOW -4ND QABDIR'EH-AVES. 105 .. .. X .. I
.......... I
- *
ErythrcEna madagaacariensiis
sauzieri ........... .. pulcberrima .............. ' * * * * * ! * . nitidissima .............. .. Turtur comorensis ................. . I
x
aldebranus ................. '
.. piaturatus .................... .. meyeri .................... . . I '
* . ..I
* . Scops rutilus ........................ .. capnodes ..................... ./
x
Gymnoscops insularis ................ .. Tinnunculus newtoni ................ .. punctatus ................ '
.. gracilis
* I '
* . . I
.................. rostratus
................. I
X
I
.. '. I
.. ! .. .. '
X
.. ,
... .. x
.. .. .. 1
. .. * *
~
x
l
x
:: I
,. .. .. .. INTRODU X
.. 1
x .. .. X
x
! i
I
~
! I
X
I
.. 1
x
, This list in the first place illustrates the effects of insularity on birds, the genera
Fozcdia, Zosterops, Hyps@etes, Terpsiphone, and Twtur having peculiar species in all or
most of the Mascarenes. It serves also to show the close relationship between the
avifaunas of all these islands. None of the islands in question are situated at any great
distance from the others, and it would necessarily follow that the dispersal of land-birds
to island groups is a much less frequent incident than usually supposed,
Otherwise it
must be assumed that land-birds are extraordinarily plastic, capable indeed of adaptation
in a, very few generations to their environment. Is it possible that all the genera
specially mentioned above, represented each by one or two species, could at one time
have been spread over all the islands, and have subsequently become isolated in the
different localities by the disappearance ot' intervening lands ? INTRODU If the genera and species be examined so as to trace the affinity of the avifauna, we get
the following facts :-Fulculiu acd Fregilupus are local genera of indefinite relationships ;
Foudicc is essentially Madagascan and African ; Cinnyris has many species in India, but
those in question are all of A f i h n affinity; Zouterops and Pmtincolu are found both in
India and Africa, but the species are allied to those of the latter country ; Copsychz~s and
Hypsipetes are essentia!ly Indian genera, having no species in Africa ; Terpsiphone is an
Indian-Austral-African genus and its species show no special affinities ; Oxynotus is a
local genus, allied in Africa and India ; Phedirta is a local subgenus of swallows and is
useless for our purpose ; Corncopsis is a Malagasy genus, its allies being two species of
African Psittacus (a grnus which certainly came I from the east) and one Dasyptih
of Xew Guinea; Xuscj iainus is a local genus allied to the last, its only other close
relationship being Auq tralasian ; Necropsittuczcs and Lophopsittacus were possibly
Cacatuine, and in this :case their affinities would be Australasian ; Pula?ornis is African
a
and Indian, but its spel-2~
exsul probably and epzces and wardi certainly are related to
Iudirtn; Erythrcena is a genus of the Malagasy district with absolute Malay and
Australasian relationship (Ptilinopzcs) against I're~on which is African, Indian, and
E C O N DS
S
OO OG
XII
15 ~ E C O N D
SERIES.-ZOOLOGY,
VOL. XII. 15 106 PERCT SLADEN TRUST EXPEDITION. Australian; Turtur and 5!'V!nnunculus are useless for our purpose; #cops ~ U t i l l l 8 is a
subspecies of magicue and is certainly Indo-Malayan or Moluccan, but the genus is also
African and of no use; and, lastly, Gymnoscops ilzezclaris is at best a race of Xt&x
Rammea, which is cosmopolitan. Including the herons, we find the following to be western or African : Fozcdia in its
genus, and Bzcbulczcs, Butorides, Cinnyris, Zosterops, and Prcltincola in their species. Eastern or Iado-Malayan would be in species Palmorrbis and Scops, and in genera
Copy C h 8 , Hyp8ipetC8, Erythrcena, and the parrots ~ecropsittacus, Lophopsittacus,
Coiwcopsis, and Mascarinus. The ultimate result of this investigation is rather startling. INTRODU African and Indo-Malayan
influences seem to balance, but it so happens that (I) the western immigrants are all
birds of poor flight, either bitterns, 11 hich do not make long voyages, or small birds like
the weavers, sunbirds, and girdle-eyes, all of which have come from the nearest available
laud, i. e. Africa and Madagascar, by the natural island bridges, and (2) the eastern
immigrants are all birds of good flight with no tiny forms amongst them. Copsychzcs
and Hypsipetes fly well, as do parrots, pigeons, and owls, though the latter perhaps may
be ruled out as belonging to an indifferent genus (although its species is eastern). Finally, it is interesting to observe that parrots and pigeons must be regarded as
ancient groups, while Cinnyris, Zosterops, and Foudia are as certainly of very recent
date. One parrot, Lophopsittacus, extinct now, is supposed to have been flightless ; in
this respect it has parallels in the extinct dodo and solitaire and in tLe flightless rail,
Erytlwomccchzcs. 3. Foudia rmadagascar. Weaver. This little weaver is found in all the inhabited islands or groups we visited, except
It must be regarded every-
Cargados Cltrajos, feeding on scraps of coconuts, &c. where as an intentional introduction of man. 2. Cr i t hag r a c h r y 8 op y g a. ,4 small finch intentionally carried to Desroches, Amirantes, and now found wild all
o\ er the island. 1. Passer domesticzce. Sparrow. 1. Passer domesticzce. Sparrow. Found around habitations in all the islands visited. t The names employed throughout aro those of the British Museum Cataloguen. See also The Fauna of British
* The names of birds with an asterisk prefixed aa abow were species observed br the expeditiou, but specimens
India: Aves,' by R. T. Blanford.
were not brought home, * The names of birds with an asterisk prefixed aa abow were species observed br the expeditiou, but specimens
,
y
were not brought home, t The names employed throughout aro those of the British Museum Cataloguen. See also ' The Fauna
*
India: Aves,' by R. T. Blanford. 9. Pramcolinzcs pon.diceriamus. Grey Partridge. 9. Pramcolinzcs pon.diceriamus. Grey Partridge. 9. Pramcolinzcs pon.diceriamus. Grey Partridge. This bird, which is really a native of India, has been introdncsd into Mauritius and
practically all the islands between Seychelles and Madagasmr for sporting purposes. 10. Tiling a 8th bar qu a t a. Very common between Madagascar and Seychelles in September and October, feeding
Curlew-Stint. on the mud-flats ; a single specimen obtained on Salomon, Chagos, i u May. 10. Tiling a 8th bar qu a t a. Very common between Madagascar and Seychelles in September and October, feeding
Curlew-Stint. on the mud-flats ; a single specimen obtained on Salomon, Chagos, i u May. Avocet-Sandpiper. 11. Ter e k i Q ciner ea. A single specimen out of a small flock of four from the southern islands of
Providence. Avocet-Sandpiper. 11. Ter e k i Q ciner ea. A single specimen out of a small flock of four from the southern islands of
Providence. 12. *Gallinago ccelestis. Full Snipe. A small wisp, probably helonging to this species, was seen by a freshwater pool in one
of the islands of S. Joseph Atoll, Amiruntes. 13. Totunus stagnatilis. Little Greenshank. A single specimen from the southern islands of Providence at the beqinning of
October ; not found elsewhere, except in the Seychelles. 13. Totunus stagnatilis. Little Greenshank. A single specimen from the southern islands of Providence at the beqinning of
October ; not found elsewhere, except in the Seychelles. 141. T o t a n u s fwczcs. Spotted Redshank. Several flocks were seen during August and September at Coetivy and Curgados
Carajos, but not found elsewhere. 141. T o t a n u s fwczcs. Spotted Redshank. Several flocks were seen during August and September at Coetivy and Curgados
Carajos, but not found elsewhere. 16. ATu?nenius asaquata. Curlew. 16. Nu?nenius phceopus. Whimlurel. The Curlew and Whinlbrel are regular inhabitants of the marshes and shores of all
islands between India and Madagascar. They were seen and co:istitntly shot by different
members of our par@ from May to December, but they are not known to breed in any
of the islands. 4. "Hiru9hdo rzcstica, 8wallow. b. Hirando zcrbica. Martin. Isolated birds belonging to two species of Hiivndo, probably the above, were seen
flying about the different atolls of the Chaqos from May to July. Isolated birds belonging to two species of Hiivndo, probably the above, were seen
flying about the different atolls of the Chaqos from May to July. t The names employed throughout aro those of the British Museum Cataloguen. See also ' The Fauna of British
*
India: Aves,' by R. T. Blanford. * The names of birds with an asterisk prefixed aa abow were species observed br the expeditiou, but specimens
were not brought home, 107 GADOW AXD GABDINER-AYES. 6. * 0 i w c u l u religiosa. Mynah-Starlinp. Escaped from captivity, and now found wild all over Egmont Atoll, Chagos. 6. * 0 i w c u l u religiosa. Mynah-Starlinp. Escaped from captivity, and now found wild all over Egmont Atoll, Chagos. 7. T w t u r pictwpatzcs. Turtle-Dove. Very common in Faiqiihar and Seychelles, but not in the intervening islands. Probably intentionally introduced everywhere from Madagascar. 7. T w t u r pictwpatzcs. Turtle-Dove. 7. T w t u r pictwpatzcs. Turtle-Dove. 7. T w t u r pictwpatzcs. Turtle-Dove. Very common in Faiqiihar and Seychelles, but not in the intervening islands. Probably intentionally introduced everywhere from Madagascar. 7. T w t u r pictwpatzcs. Turtle Dove. Very common in Faiqiihar and Seychelles, but not in the intervening islands. Probably intentionally introduced everywhere from Madagascar. 8. Geopelicc striata. Barred Ground-Dove. 8. Geopelicc striata. Barred Ground-Dove. 8. Geopelicc striata. Barred Ground-Dove. h r g e numbers of these bii-ds live in the trees around the settlement at Parquhar. It
is an Indo-Malayan species, and was no doubt intentionally introduced by natives from
India by way of Mauritius. 8. Geopelicc striata. Barred Ground Dove. h r g e numbers of these bii-ds live in the trees around the settlement at Parquhar. It
is an Indo-Malayan species, and was no doubt intentionally introduced by natives from
India by way of Mauritius. 23. Xterlza aneatheta. Panayan Tern. 23. Xterlza aneatheta. Panayan Tern. 23. Xterlza aneatheta. Panayan Tern. These two terns were constantly seen during September and October in the coral-
islands to the north of ‘5ladagascar; they often came on board the Sealark,’ resting
on the masts. The Wide-awake breeds in enormous numbers on the islands of Cargaclos
Carajos, laying their single large eggs upon the ground within a foot or eighteen inches
of one another. We took large numbers of eggs in August, but saw no young birds. The same species also breeds on certain rocky islets in the Seychelles. So
far as our observations go, it never occurs on the same islands as S, fuliginoacc, ant1
indeed rather shuns the locality of its “ Fairs.” The same is also true to a large extent
of S. melanauchen in respect to Gygis cunclida, and of Anous stoliclus to A . Zetwocupillus,
but these species mny select different habitats (shore and trees) on the same island. 8. anmthetu breeds on some of the islands of Providence and of the Amirantes. Neither species was seen in the Chagos. 30. ~
’
g
i a Zit i s cn ri t ia n 4 = u lexu n d r i n u. Kentish Plover. A single specimcn from Providence ; observed also in Farquhar. 24. St ern a II erks t e ini. Small flocks of these birds were seen on every island we visited and often met with at
sea. We only brought specimens from Peros Banhos, Chagoa, and Darros, Amirantes. .It was never definitely found breeding, though two or three pairs appeared to be
occupying certain trees in Ile Lubine, Egmont, Chagos. 25. S t e m u enulzder8i. Black-shafted Ternlet. 25. S t e m u enulzder8i. Black-shafted Ternlet. Large numbers of these birds were seen on the southern islets of Providence, but not
elsewhere. 18. Lirnosa lapponicn. Bar-tailed Godwit.
A single specimen from Farquliar ; seen also on Providence 18. Lirnosa lapponicn. Bar-tailed Godwit. A single specimen from Farquliar ; seen also on Providence. 19. Squaturoln helvetica. Grey Plover. 19. Squaturoln helvetica. Grey Plover. q
y
Only two specimens were obtained, an immature bird from Peros Banhos, Chagos, and
an adult from Farquhar. It was observed also at Salomon, Chegos, and at Eagle Island,
Amirantes. Only two specimens were obtained, an immature bird from Peros Banhos, Chagos, and
an adult from Farquhar. It was observed also at Salomon, Chegos, and at Eagle Island,
Amirantes. 21. Drornus urdeola. Crab-Plover. 21. Drornus urdeola. Crab-Plover. Small flocks of four to ten of these birds followed the receding tide over every reef we
We saw one flock near Ile d’Ambre, Mauritius, and one off Cbte d’Or, Praslin,
visited. Seychelles. They are said to breed in the Chagos about the month of December. Small flocks of four to ten of these birds followed the receding tide over every reef we
We saw one flock near Ile d’Ambre, Mauritius, and one off Cbte d’Or, Praslin,
visited. Seychelles. They are said to breed in the Chagos about the month of December. 22. Xterna fmliginoso. Sooty Tern or ‘‘ Wide-awako.” 22. Xterna fmliginoso. Sooty Tern or ‘‘ Wide-awako.” 17. St r ep B i 1 as i n t e rp 1- e 8.
Turnstone. 17. St r ep B i 1 as i n t e rp 1- e 8. Turnstone. Flocks of six or eight of these birds were commou on the shores of all the islands we
visited, being particularly abundant at Diego Garcia, Chagos, where they fly from
barachois to barachois. 108 PERCY SLADEN TRUST EXPEDITION. 18. Lirnosa lapponicn. Bar-tailed Godwit. A single specimen from Farquliar ; seen also on Providence. 26. Sterna melanauchen. Black-naped Tern. 26. Sterna melanauchen. Black-naped Tern. 26. Sterna melanauchen. Black-naped Tern. Found over the whole Indian Ocean. It was found breeding on the trees of Yey&,
Yeros, in June, its single egg balanced on the bare tbrunks of Z’ournefo~tiu or t.he leaf-
bases of coconuts. On Providence and Farquhar it was, however, a sliorsbreeder. . 109 GADOW ASD GARDIXER-ATE% 27. Gygis cntidicla. Wliite Noddy. 28. A no us 1 euc ocap i I lus = t enuiros t ?*is. White-headed Noddy. 28. A no us 1 euc ocap i I lus = t enuiros t ?*is. White-headed Noddy. 29. An.ous stolidus. Noddy. 29. An.ous stolidus. Noddy. These two species of noddies were found all over the western half of the Indian Ocean
which we visited, breeding everywhere from May to November. They breed indifferently
on the ground or in trees, commonly selecting the bases of the coconut-leaves. The
two species never seem to occupy the same breeding-habitnt in any island or locality. Thus on Petite Coquillage, Peros Banhos, in June, though it is evidently not the season
of the large '' Fair," a few A. stolidus were found breeding on t h ground and some
A. leucocapillus in the trees. The latter bird, with Xterna fuliginosa, is the chief guano-
former of Cargados Carajos ; as the ground is occupied, it lays its single eggs on the tops
of the low bushes, which are all matted together by CassytAa filiformis ('' liane sans
f euilles " ) . A, stolidus was not found by us in the Maldives in 1899-1900. A, stolidus was not found by us in the Maldives in 1899-1900. 30. Bubulcus ibis. Egret. 27. Gygis cntidicla. Wliite Noddy. This bird ranges over the wliole western part of the Indian Ocean. We found it
breeding on the diores of Petite Coqnillage, Peros Banhos, in June, and on those of
Cargados Carajjos in August. In Diego Garcia, Chagos, and in Coetivy it is a tree-
breeder. 33. P u ff in u s t e nu i r o s t r is. 33. P u ff in u s t e nu i r o s t r is. This bird was found breeding in large numbers on several islands of S. Joseph Atoll,
Amirante Group, in October 1905. It is very similar in its breeding-habits to
P.persicus (Fauna and Geog. of the Mald. and Lacc. Archip. vol. i. p. 369), breeding
under the coconut-trees in Cardiosoma-holes, but forming its own burrows in the mop0
open sandy islands of the reefs. 32. "Brdea cinerea. Common Grey Heron. 32. "Brdea cinerea. This bird was only found on the southern islands of Providence reef, where considerable
iiuinbers were breeding at the end of September in the low Xccevola and Tournefortia
bushes. Common Grey Heron. 32. Brdea cinerea. This bird was only found on the southern islands of Providence reef, where considerable
iiuinbers were breeding at the end of September in the low Xccevola and Tournefortia
bushes. Common Grey Heron. 31. Butorides atricapilla. Little Green Heron. 31. Butorides atricapilla. Little Green Heron. 31. Butorides atricapilla. This heron was seen in every group of islands which we visited. It feeds along tho
shore, darting off into the densest bush when disturbed. It is particularly common on
the islands where terns breed, feeding on their eggs. Young birds were seen in June on
Petite Coquillage, Peros Banhos. The four specimens brought home from the Chagos
all belong to the above species. Little Green Heron. 31. Butorides atricapilla. This heron was seen in every group of islands which we visited. It feeds along tho
shore, darting off into the densest bush when disturbed. It is particularly common on
the islands where terns breed, feeding on their eggs. Young birds were seen in June on
Petite Coquillage, Peros Banhos. The four specimens brought home from the Chagos
all belong to the above species. Little Green Heron. 30. Bubulcus ibis. Egret. A single specimen from Cargados Carajos, seen also in Mauritius. It is an African
species, replacing the Indian B. coroinundua in this region. A single specimen from Cargados Carajos, seen also in Mauritius. It is an African
species, replacing the Indian B. coroinundua in this region. 34. Xula piscator. Red-legged Booby. 16 PERCY SLADEN TRUST EXPEDITION. 110 Reef. They were apparently collecting for breedingpurposes at the beginning oE October
1905, their nests being placed in the low mapou (Pieonia) and tanghain shrub covering
the island,
They were also seen at Farquhar, Alphonse, and the Amirantes. The
guano of Bird Island, Seychelles, was principally formed by a great colony of this species. 35. Pelecanue criepzce. These large birds were found breeding in a colony in the coconut and other large trees
Young birds were seen in
of tlie eastern island OP 5. Joseph Atoll, Amirante Group. October 1905. 36. Phaethon lepturue= f lavirostrie. Tropic-bird. A single pair of these birds were seen on Diego Garcia, Chagos, where they were
stated to have bred for some years in a large mapou (Pieonia) tree. Tropic-birds were
next seen in the Seychelles, flying around the mountain-summits of MahB. 37. *Fregata ariel. Smaller Frigate-bird. 37. *Fregata ariel. Smaller Frigate-bird. Nelson Island, to the north of the Great Chagos Bank, is a regular breedingplace for
these birds, the eggs and young being often taken in December and January by boats
from Salomon Atoll. From thence they are daily visitors to every islaiid of the Chagos
Archipelago, always apparently returning at night.
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Numerical investigation of heat and mass transfer in three-dimensional MHD nanoliquid flow with inclined magnetization
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OPEN
Numerical investigation
of heat and mass transfer
in three‑dimensional MHD
nanoliquid flow with inclined
magnetization
Ahmed M. Galal 1,2, Fahad M. Alharbi 3, Mubashar Arshad 4,5,6*, Mohammad Mahtab Alam 7,
Thabet Abdeljawad 8,9,10* & Qasem M. Al‑Mdallal 11*
Heat and mass transfer rate by using nanofluids is a fundamental aspect of numerous industrial
processes. Its importance extends to energy efficiency, product quality, safety, and environmental
responsibility, making it a key consideration for industries seeking to improve their operations, reduce
costs, and meet regulatory requirements. So, the principal objective of this research is to analyze the
heat and mass transfer rate for three-dimensional magneto hydrodynamic nanoliquid movement
with thermal radiation and chemical reaction over the dual stretchable surface in the existence of
an inclined magnetization, and viscous dissipation. The flow is rotating with constant angular speed
ω∗ about the axis of rotation because such flows occur in the chemical processing industry and the
governing equations of motion, energy, and concentration are changed to ODEs by transformation.
The complex and highly nonlinear nature of these equations makes them impractical to solve
analytically so tackled numerically at MATLAB. The obtained numerical results are validated with
literature and presented through graphs and tables. Increasing the Eckert number from 5 ≤ Ec ≤ 10,
a higher Nusselt and Sherwood number was noted for the hybrid nanofluid. By changing the angle of
inclination α, the Nux performance is noted at 8% for nanofluid and 33% for hybrid nanofluid. At the
same time, Shx performance of 0.5% and 2.0% are observed respectively. Additionally, as the angle
of inclination increases the skin friction decreases and the chemical reaction rate increases the mass
transmission rate.
List of symbols
ω∗ Angular velocity
Cp Specific heat
φ1 , φ2 Volume fraction for nanoparticles
G1 , G2 , G3 , G4 Constants for nanofluid
T, C Temperature and concentration
1
Department of Mechanical Engineering, College of Engineering in Wadi Alddawasir, Prince Sattam Bin Abdulaziz
University, Al‑Kharj, Saudi Arabia. 2Production Engineering and Mechanical Design Department, Faculty of
Engineering, Mansoura University, P. O 35516, Mansoura, Egypt. 3Department of Mathematics, Al‑Qunfudah
University College, Umm Al-Qura University, Mecca, Saudi Arabia. 4Department of Mathematics, University
of Gujrat, Gujrat 50700, Pakistan. 5Institute for Numerical and Applied Mathematics, University of Göttingen,
37083 Göttingen, Germany. 6Department of Mathematics, Abbottabad University of Science & Technology,
Abbottabad, 22500, Pakistan. 7Department of Basic Medical Sciences, College of Applied Medical Science,
King Khalid University, 61421 Abha, Saudi Arabia. 8Department of Mathematics and Sciences, Prince Sultan
University, P.O. Box 66833, 11586 Riyadh, Saudi Arabia. 9Department of Medical Research, China Medical
University, Taichung 40402, Taiwan. 10Department of Mathematics and Applied Mathematics, Sefako Makgatho
Health Sciences University, Garankuwa 0204, Medusa, South Africa. 11Department of Mathematical Sciences,
UAE University, P.O. Box 15551, Al Ain, United Arab Emirates. *email: imbashrii@gmail.com; tabdeljawad@
psu.edu.sa; q.almdallal@uaeu.ac.ae
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Z Porosity parameter
a, b Stretching rate along x and y axis
Pr Prandtl number
π Thermal radiation parameter
α Inclination angle
B0 Magnetic field
Nt , Nb Thermophoresis and Brownian motion parameter
qw Heat flux
R Reynolds number
Kc Chemical reaction
g ∗ Gravitational acceleration
αhnf Thermal diffusivity
Rotational velocity
ρ Density
γ Stretching ratio parameter
k Thermal conductivity
Nux , Shx Nusselt and Sherwood number coefficient
η Similarity variable
u, v, w Velocity components in x,y,z direction
Cf x , Cf y Skin frictions
p′, q′ Dimensionless velocity
H1 , H2 , H3 , H4 Constants for hybrid nanofluid
Sc Schmidt number
DB Brownian diffusion
βt Thermal expansion
vf Kinematic viscosity
µf Dynamic viscosity
r, s Temperature and concentration profile
3D Three dimensional
σ Electrical conductivity
τw Shear stress
ǫ Mixed convection parameter
In a myriad of industrial applications, ranging from nuclear reactors and automobiles to electronics, the role of
fluids is pivotal in enhancing heat transfer rates (HTR). Traditional fluid options like water, oils, and ethylene
glycol, however, exhibit limited thermal conductivity. This limitation has spurred extensive research endeavors
aimed at elevating HTR for improved efficiency and performance. First, Choi and E
astman1 coined the term
"nanofluid (NF)" by mixing non-metallic or metallic nanoparticles (NPs) in host fluid which dramatically augments HTR. The characteristics of such fluids depend upon different factors like the shape and size of suspended
nanoparticles in host fluid, thermal conduction, etc. Later, many i nvestigators2–4 followed his idea and worked on
the enhancement of HTR. Similarly, the mixing of two or more nano-sized particles in the host fluid is known as
a hybrid nanofluid (HNF). Continuous and different strategies have been adopted to enhance HTR. Jena et al.5
explored the recent development in heat transfer (HT) characteristics of NF by considering the non-uniform
heat source and inclined magnetization. Parida et al.6 computationally discussed the dust particles in water and
kerosene-based nanoliquid for HTR. Pattnaik et al.7,8 used different NPs like copper, aluminum, gold, and singlewall carbon nanotubes to explain HTR by using water as host fluid over permeable surfaces.
In industrial sectors like aerodynamics, plastic sheet extrusion, continuous metallic plate extrusion, artificial
fiber synthesis, and plastic film magnification, the motion of an incompressible fluid over an expanding surface
is a frequently observed occurrence. The HTR at the deformable surface plays a substantial role in determining
the overall quality of the product in each of these applications. S akiadis9 gave the thought of boundary layer (BL)
enhancement during the movement of the surface and attracted researchers’ attention. The Sakiadis’ problem
was expanded by Erickson et al.10 who also looked at the causes of puffing or sucking at the moving sheet on
HMT in the BL flow. Baag et al.11 for exploration of MHD boundary layer flow over porous exponentially SS
with a uniform heat source. Nayak et al.12 considered the radially stretched sheet for discussion by incorporating
the variable magnetic field. Mishra et al.13 investigated the HT influence on the MHD movement of micropolar
liquid passing from a permeable medium considering a similar heat source. Upreti et al.14 used the Casson NF
over SS utilizing the Cattaneo-Christov model in stagnation point flow to examine the shape factor. Seini and
Makinde15 explored the magnetohydrodynamic (MHD) BL flow above the exponentially stretched sheet by considering the chemical reaction (CR). Arshad et al.16 considered radiative heat and mass transfer (HMT) for HNF
incorporating the inclined magnetic field. Upreti et al.17 explored the influence of shape factor on Casson goldblood nanofluid flow through SS incorporating magnetic effect. Also, considered the impact of Ohmic heating,
convective heating, and suction/injection on heat transfer rate. Singh et al.18 investigated the influence of Melting
and CR on the immobility point flow of a micropolar fluid over a Porous SS Medium. Pandey et al.19,20 presented
the multiple slip mechanism and volumetric heat generation over porous SS and cone respectively. Sreedevi and
Reddy21 considered 3D NF flow above SS with radiation and CR for the exploration of thermo-diffusion and
Brownian movement. They concluded that enhancing the Deborah number increases the temperature profile.
In recent years, significant research attention has been directed toward Heat and Mass Transfer flows due
to their essential nature, prevalent in various engineering and industrial sectors. An example is the extrudate
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from the die in a melt spinning process. Researchers have investigated multiple flow scenarios, including those
involving a stretching surface (SS), chemical reaction (CR), mixed convection, and thermal radiation, to address
HMT-related issues. Rao et al.22 delved into HMT aspects in the context of a thermally oscillating fluid. Arshad
et al.23,24 explored HMT by considering thermal radiation and chemical reactions for different types of Newtonian
fluids (NFs) and Hybrid Nanofluids (HNFs). Mathur et al.25 examined the Darcy–Forchheimer skin coefficients
and explored the velocity slip properties of a micropolar NF. Upreti et al.26 explored thermodynamics and HT
using the Riga plate for the magnetized Casson HNF. They also discussed the entropy generation. Jayavel et al.27
provided a discussion on heat transfer analysis and irreversibility in MHD Darcy-Forchheimer movement of
Casson HNF flow over wedge and cone. They used nanofluid and hybrid nanofluid for their discussion. Hassan et al.28 used the molybdenum di-sulfide NPs to explore the HMT incorporating the non-linear and linear
radiation. Hussain et al.29 computationally investigated the thermal radiation to find the HTR over a stretchy
surface. Different related r esearch30–38 in literature can be found. Arshad and H
assan39 studied the heat and mass
transmission rate in a rotating permeable system using hybrid nanofluids.
Nowadays, chemical reactions, thermal radiation, and the presence of heat source/sink are fundamental
components in the study of HMT phenomena. In various engineering applications, the interplay of chemical
reactions, thermal radiation, and heat source/sink mechanisms plays a pivotal role in shaping the thermal behavior of systems. Understanding the effects of chemical reactions and thermal radiation, along with heat source/
sink interactions, is essential for optimizing processes in fields such as materials science and chemical engineering. Heidary et al.40 numerically investigated the magnetic field effect with forced convection in a duct for NF
flow. Sheikholeslami and R
okni41 gave a review on the simulation for the HT phenomenon of nanoliquid in the
existence of a magnetic field. Makinde and Mishra42 examined the MHD mixed convection with non-uniform
viscosity Blasius flow inserted in a permeable medium incorporating the chemical reaction. Using the CR and
heat source, a semi-analytical solution for MHD Jeffery fluid flow is provided by Nisar et al.43. Mishra et al.44
explained the influence of nonlinear radiation and cross-diffusion effects on the flow of micropolar nanoliquid
over a stretching sheet with an exponential heat source. Mehrizi et al.45 reported a new analysis of natural convection BL flow with variable wall temperature on a horizontal plate. Reddy et al.46 explored the HMT flow of NF at
inclined plates with thermal radiation and magnetic fields under enhanced boundary conditions. Nayak et al.47
investigated the flow and HTR non-Newtonian fluid with hybrid nanoparticles by employing a magnetic field.
The literature review conducted indicates a notable gap in research, as there has been no investigation into
comparing different types of nanofluids over dual stretchable surfaces while factoring in the existence of an
inclined magnetic field and accounting for viscous dissipation. Such applications involving nanofluids occur
in advanced cooling systems, enhanced heat exchangers, biomedical devices, material processing, renewable
energy, etc. Jena et al.5 considered only the temperature profile in their study but ignored the concentration
profile. Jayavel et al.27 made their analysis over the wedge and cone but ignored the inclined magnetization.
Pattanaik et al.7 examined the uniform heat source and ignored the chemical reaction. Gupta et al.32 used the
kerosene oil for their investigations over exponentially SS. Arshad and Hassan39 deliberated hybrid nanofluids
using different NPs. Singh et al.18 considered the non-uniform heat source but ignored the thermal radiation.
Similarly, Pattanaik et al.38, Mohanty et al.31, and P
arida6 presented their research in different aspects but none
of these considered the inclined magnetic field. Based on the literature survey conducted above, the novelty of
this study aims to provide a comparative analysis of different water-based NFs. These NFs, namely Cu/H2 O ;
NF, andCu − Al2 O3 /H2 O HNF, are investigated concerning their HMT rates. This report is prepared for a dual
stretching surface placed within a porous medium. Viscous dissipation, thermal radiation, chemical reaction,
and most importantly inclined magnetic field are considered because they involve semiconductor manufacturing,
solar energy, food processing, etc. The governing equalities are changed into the ODEs by employing a transformation and tackled a MATLAB by BVP-4c algorithm by setting the tolerance 10−6 for solutions. The results are
obtained for increasing values of different parameters involved in this research. This comparative analysis serves
to provide insights into the central research queries outlined below:
1. How does the rotation parameter affect the velocity, temperature, and concentration profile?
2. What is the influence of increasing behavior of mixed convection, stretching ratio, magnetic force, and
inclination angle on velocity and temperature profile?
3. Does the increased thermal radiation and viscous dissipation reduce skin friction and enhance the HTR?
4. How does the chemical reaction affect the concentration profile and Sherwood number?
5. What do we get numerical outcomes for skin frictions along thex − axis , y − axis, Nusselt, and Sherwood
numbers versus different parameters?
Problem formulation
Consider a steady three-dimensional boundary layer, the MHD flow of a fluid over a dual stretching sheet within
a porous medium, accompanied by a chemical reaction, thermal radiation, and the existence of a nonuniform
heat source. The conceptual representation of the problem, inclusive of the flow design and coordinate system, is
presented in Fig. 1. The horizontal direction is represented by the x-axis, the upward direction by the z-axis, and
the y-axis is perpendicular to both axes. The fluid is undergoing a steady rotation at a constant speed denoted
as ω∗ around the z-axis . The surface is stretching along the x-axis with velocity Uw = ax and along the y-axis
with velocity Vw = by as shown. Inclined magnetic field B0 with angle α from the x-axis to the axis of rotation
is working. By these assumptions, the flow conservation, momentum along the x-axis, and y-axis, temperature
and concentration in the existence of joule heating, thermal radiation, and viscous dissipation equation are:
Equation of continuity48:
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Figure 1. Flow configuration of the problem.
∂
u ∂
v
∂w
+
+
= 0,
∂x
∂y
∂z
(1)
Momentum equations along the x and y axis48:
u
µhnf
∂
u
∂
∂
u
u
v=
v
+
+w
− 2ω∗
∂x
∂y
∂z
ρhnf
µhnf
∂
v
∂
∂
v
v
u
u=
+
v
+w
− 2ω∗
∂x
∂y
∂z
ρhnf
u ∂ 2
u
u ∂ 2
∂ 2
+ 2 + 2
2
∂x
∂y
∂z
∂ 2
∂ 2
v
v
v
∂ 2
+ 2 + 2
∂x 2
∂y
∂z
+
+
g ∗ (ρBt )hnf
ρhnf
(T − T∞ ) −
µhnf
σhnf 2 2
u
u−
,
B0 sin (α)
ρhnf
ρhnf ko
(2)
g ∗ (ρBt )hnf
ρhnf
σhnf 2 2
µhnf
v
,
B0 sin (α)
v−
(T − T∞ ) −
ρhnf
ρhnf ko
Energy equation without qr relation48,49:
�
�
�
�
�
�
�
�
∂T
∂T
∂ 2T
∂ 2T
1
∂ 2T
∂qr
∂T
�
�
�
+�
v
+w
= αhnf
+ 2 + 2 −�
u
∂x
∂y
∂z
∂z
∂x 2
∂y
∂z
ρC p
hnf
�� �
� �2 �
�
� 2
µhnf
σhnf
∂�
u 2
∂�
v
�
�
� B0 2 sin2 (α) �
u +�
v2
+
+
+�
∂z
∂z
ρC p
ρC p
hnf
hnf
� �
� �
� �2 � �2
��
2
∂T
� ∂C
� ∂C
� ∂C
�
�
�
�
�
�
∂
T
∂T
∂T
T
T
∂
∂
D
T
,
+ τ DB
+
+
.
+
.
+
.
+
∂x ∂x
∂y ∂y
∂z ∂z
T∞ ∂x
∂y
∂z
(3)
(4)
Concentration equation49:
∂C
∂C
∂C
+
+w
= DT
v
u
∂x
∂y
∂z
∂ 2C
∂ 2C
∂ 2C
+ 2 + 2
2
∂x
∂y
∂z
DT
+
D∞
∂ 2T
∂ 2T
∂ 2T
+ 2 + 2
2
∂x
∂y
∂z
− kc (C − C∞ ). (5)
The respective boundary c onditions48 for the current problem are:
=T
w , C
=C
w , at z = 0
= 0, T
v = Vw = by, w
u = Uw = ax,
→T
∞ , C
→C
∞ , as z → ∞
u → 0,
v → 0, T
(6)
Here g ∗—gravitational acceleration, B0—magnetic field, T —temperature, C—concentration, T∞—ambient
temperature, qr—radiative heat flux, µ—dynamic viscosity, ρ—density, DB—mass diffusion, DT —temperature
diffusion, k—thermal conductivity, Cp—specific heat, σ —electrical conductivity, Bt—thermal volumetric coefficient, α—the angle of inclination, u, v, w are velocity components in x, y, z respectively, the subscript hnf represents the hybrid nanofluid.
The specified boundary conditions for the fluid flow and thermal transport problem outline the physical
behavior near and far from the solid surface. At the origin (z = 0), the prescribed velocities Uw and Vw denote
a stretching wall, while w = 0 enforces a no stretching. Temperature (T) and concentration (C) conditions Tw
and Cw at the wall capture heat and mass transfer interactions. As z → ∞, the velocity components approach
zero (u → 0, v → 0), signifying a quiescent state, while temperature and concentration (T∞ , C∞ ) represent
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Properties
Nanofluid relations50
Density
ρnf = (1 − (φ 1 ))ρf + φ1 ρs1 , G1 =
Dynamicviscosity
µnf =
Heatcapacity
Thermalconductivity
Thermal expansion
Electrical conductivity
ρCp
knf
kf
µf
[1−(φ1 )]5/2
= K1
(ρCp )
= [1 − (φ1 )] ρcp f + φ1 (ρcp )s1 , G2 = (ρC )nf
p f
nf
ks1 +2kf −2φ1 (kf −ks1 )
ks1 +2kf +φ1 ×(kf −ks1 ) , G3
=
ρnf
ρf
=
knf
kf
(ρBt )nf = (1 − (φ 1 ))ρBt f + φ1 ρBt s1 , G4 =
σnf
σf
=1+
3 σs1 −σf
σs1 +2σf − σs1 −σf φ1
, G5 =
(ρBt )nf
(ρBt )f
σnf
σf
Table 1. Thermophysical relations of nanofluid.
Properties
Hybrid nanofluid relations39
Density
ρhnf = (1 − (φ 1 + φ2 ))ρf + φ1 ρs1 + φ2 ρs2 , H1 =
Dynamicviscosity
µhnf =
Heatcapacity
Thermalconductivity
ρCp
khnf
knf
hnf
=
Here
µf
[1−(φ1 +φ2 )]5/2
knf
kf
ρhnf
ρf
= K2
(ρCp )
= [1 − (φ1 + φ2 )] ρcp f + φ1 (ρcp )s1 + φ2 (ρcp )s2 , H2 = (ρC )hnf
p f
ks2 +2×knf −2×φ2 × knf −ks2
,
ks2 +2×knf +φ2 × knf −ks2
=
ks1 +2×kf −2×φ1 ×(kf −ks1 )
ks1 +2×kf +φ1 ×(kf −ks1 ) ,H3
=
khnf
kf
Thermal expansion
(ρBt )hnf = (1 − (φ 1 + φ2 ))(ρBt )f + φ1 (ρBt )s1 + φ2 (ρBt )s2 , H4 =
Electrical conductivity
σhnf
σf
=1+
σ φ −σ φ
3 s1 1σ s2 2 −(φ 1 +φ2 )
f
, H5
σ +σ
σ φ −σ φ
2+ s1σ s2 − s1 1σ s2 2 +(φ 1 +φ2 )
f
=
(ρBt )hnf
(ρBt )f
σhnf
σf
f
Table 2. Thermophysical relations of hybrid nanofluid.
Physical properties
Electrical conductivity
0.05
Water
Density
Specific heat
Thermal conductivity
Thermal expansion
997
4179
0.614
21 × 10−5
Copper(s1 )
5.96 × 107
8933
385
400
1.67 × 10−5
Aluminumoxide(s2 )
6.27 × 10−5
3970
765
40
0.85 × 10−5
Table 3. Thermophysical properties of base fluid51 and nanoparticles.
Wang52
Present outcomes Nazar et al.53
p′′ (0)
q′ (0)
p′′ (0)
q′ (0)
p′′ (0)
q′ (0)
0.0
−1.0
0.0
−1.013
0.0
−1.0
0.0
0.5
−1.13
−0.51
−1.141
−0.518
−1.13
−0.51
1.0
−1.32
−0.83
−1.332
−0.831
−1.32
−0.83
2.0
−1.65
−1.28
−1.660
−1.292
−1.65
−1.28
Table 4. Comparison of present outcomes with literature.
the free-stream values far from the surface. These conditions collectively provide interactions and asymptotic
behavior of fluid flow, heat transfer, and mass transport in the given problem.
There are numerous models in literature for characterizing the effective properties of NF and HNF. So, the
thermophysical relations of NF and HNF are given in Tables 1 and 2 correspondingly. Table 3 shows the thermophysical values for used NPs and base fluid. Table 4 shows the comparison of literature and present outcomes.
Here φ-volume fraction of NPs, subscripts f , s, nf , hnf are representing fluid, solid nanoparticles, nanofluid
and hybrid nanofluid respectively.
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The term qr in the right side of Eq. (4) presents the heat radiation effect. Utilizing the Rosseland approximation, the radiative heat flux is computed in the following:
qr = −
4σ ∗ ∂T 4
.
3k1 ∂z
(7)
Here σ ∗ represents the Stefan–Boltzmann coefficient and k1 represents the mean absorption constant. The
radiation is optically thick considered. Considering that sufficiently small temperature difference in the flow, the
term T 4 by employing the Taylor series as follows:
(8)
T 4 = T 4 ∞ + 4T 3 ∞ (T − T∞ ) + 6T 2 ∞ (T − T∞ )2 + . . .
Therefore, by abandoning higher-order terms above the first degree in (T − T∞ ), we get.
T 4 = 4T 3 ∞ T − 3T 4 ∞ .
(9)
16σ ∗ T∞ 3 ∂ 2 T
∂qr
,
=−
∂z
3k1
∂z 2
(10)
By using Eqs. (7) and (8)
So, Eq. (4) takes the following form:
�
�
�
�
�
�
�
�
∂T
∂T
∂ 2T
∂ 2T
16σ ∗ T∞ 3 ∂ 2 T
∂ 2T
∂T
�
�
�
�
+�
v
+w
= αhnf
+
+
+
u
2
2
2
∂x
∂y
∂z
∂x
∂y
∂z
∂z 2
3k1 ρC p
hnf
�� �
� �2 �
�
� 2
µhnf
σhnf
∂�
u 2
∂�
v
�
� B0 2 sin2 (α) �
u +�
v2
+�
+
+�
∂z
∂z
ρC p
ρC p
hnf
hnf
� �
� �
� �2 � �2
��
2
∂T
� ∂C
� ∂C
� ∂C
�
�
�
�
�
�
∂
T
∂T
∂T
T
T
∂
∂
D
T
,
+ τ DB
+
+
.
+
.
+
.
+
∂x ∂x
∂y ∂y
∂z ∂z
T∞ ∂x
∂y
∂z
(11)
Similarity transformation:
In the present problem, the following similarity transformations are taken to change the PDEs into ODEs.
√
= av
w
v = ayq′(η),
u = axp′ (η),
f p(η) +q(η) ,
(12)
a
−T
o − T∞ = T
∞ .
−C
o − C
∞ = C
∞ , r(η) T
η = z vf , s(η) C
The differentiation is w.r.t η. The flow Eq. (1) of mass conversation is satisfied identically by employing
Eq. (12). The Eqs. (2,3,5) and Eq. (11) for momentum, energy, and concentration will take the following form
after using Eq. (12) with boundary conditions:
2
p′′′ (η) = H1 ∗ p′ (η) ∗ p′ (η) + q′ (η) − 2 ∗ δ ∗ q′ (η) + Z ∗ p′ (η) − ǫx ∗ r ∗ H4 + M 2 ∗ sin2 (α) ∗ p′ ∗ H5 ∗ K2
2 ′
q (η) = H1 ∗ q (η) p (η) + q (η) − 2 ∗ ∗ p′ (η) + Z ∗ q′ (η) − ǫy ∗ r ∗ H4 + M 2 ∗ sin2 (α) ∗ q′ ∗ H5
δ
′′′
′
′
−1
4
2
r ′′ = − 1 +
∗π
Pr ∗ H2 ∗ r ′ p(η) + q(η) + r ′ ∗ s′ ∗ Nb + r ′ Nt
3 ∗ H3
2
2
2
2
+ K2 ∗ Ec ∗ p′′ + q′′ + H5 ∗ M 2 ∗ sin2 (α) ∗ Ec ∗ p′ + q′
′′
s = Sc ∗
Nt
∗ r ′′ − s ∗ Kc
p+q ∗r +
Nb
′
(13)
∗ K2
(14)
(15)
(16)
The non-dimensional quantities H1 , H2 , H3 , H4 , H 5 , and K2 , are hybrid NPs relations (presented in Table 2),
and , δ, Z, ǫ, M, Pr, π, Ec, Sc, Nt , τ , Nb , and Kc are defined as
=
ω∗
a ,δ
Pr =
y
= x,Z =
vf
kf
2
Nb =
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=
Gr
,M
Rex 2
=
σf B0 2
aρf ,
(ρCp)s
DB
vf , τ = (ρCp)f ,
(ρCp)s DB (Cw −C∞ )
1
,
(Tw −T∞ ) , Nt =
T∞ (ρCp)f vf
(ρCp)s DB (Tw −T∞ )
, Kc = Kar
(ρCp)f vf
,π =
uw
Ec = (ρC
p )f
µhnf
aρhnf ko , ǫ
4σ ∗ T∞ 3
k1 kf , Sc
=
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g ∗ (ρBt )
hnf
Here Gr =
(T − T∞ )x 3 , Rex = uvwf .
vf 2
The modified boundary conditions are presented as follows:
atη = 0, s = 1, r = 1, q′ = γ , q = 0, p′ = 1, p = 0,
asη → ∞, s → 0, r → 0, q′ → 0, p′ → 0,
(18)
Here γ = ab presents the dimensionless stretching ratio.
Engineering parameters of interest:
There are the following most important quantities regarding to engineering perspective.
(A) Skin friction:
The significant surface skin friction along the x-axis and y-axis are Cf x , Cf y defined as:
Cf x =
τzy
τzx
, Cf y =
ρf uw 2
ρf vw 2
The τzx and τzy indicate shear stress along the stretched wall x-axis and y-axis which is defined as:
∂v
∂w
∂u ∂w
+
+
, τzy = µhnf
τzx = µhnf
∂z
∂x z=0
∂z
∂y z=0
(19)
(20)
The dimensionless form of Eq. (20) with the help of Eq. (16) is:
(Rex )1/2 Cfx =
µ hnf ′′
µhnf ′′
p (0), (Rex )1/2 Cfy =
q (0),
µf
µf
(B) Rate of heat and mass transfer:
The HMT rates, expressed through Nusselt and Sherwood numbers are the following:
By utilizing the temperature field, the thermal diffusion rate is characterized by the Nusselt number:
xqw
∂T
, qw = −khnf
+ (qr )w ,
Nux =
kf (Tw − T∞ )
∂z z=0
By using the similarity transformation, the transformed form of Eq. (22) is given below:
4
Nux = − B3 + π r′(0),
3
(21)
(22)
(23)
By utilizing the concentration field, the mass transmission rate is characterized by the Sherwood number:
∂C
xqm
, qm = Dm
Shx =
(24)
Dm (Cw − C∞ )
∂z z=0
By using the similarity transformation, the transformed form of Eq. (24) is given below:
Shx = −s′(0).
(25)
Numerical solution
This section provides the numerical solution methodology as presented in Fig. 2 to get the solution of higherorder nondimensional ODEs. For this purpose, the bvp4c method is used to tackle the boundary value problem
by transforming it into an initial value problem. The Fig. 3 validates the code of the present problem. For this
purpose, newly defined variables are as follows:
z3 ′ = p′′′ , z3 = p′′ , z2 = p′ , z1 = p,
z6 ′ = q′′′ , z6 = q′′ , z5 = q′ , z4 = q,
z8 ′ = r ′′ , z8 = r ′ , z7 = r,
(26)
z10 ′ = s′′ , z10 = s′ , z9 = s,
The following form of equations is used in MATLAB to get the numerical solution.
z3 ′ = H1 ∗
z1 ′ = z2
(27)
z2 ′ = z3
(28)
2
z2 ∗ (z1 + z4 ) − [2 ∗ ∗ δ ∗ z5 ] + [Z ∗ z2 ] − [ǫx ∗ z7 ∗ H4 ] + M 2 ∗ z2 ∗ sin2 (α) ∗ H5 ∗ K2
(29)
z4 ′ = z5
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Figure 2. Flow chart for the numerical solution.
Figure 3. Validation of code by velocity profile p′ (η) and q′ (η).
z5 ′ = z 6
z6 ′ = H1 ∗
1
z5 2 ∗ (z1 + z4 ) − 2 ∗ ∗ ∗ z2 + [Z ∗ z5 ] − ǫy ∗ z7 ∗ H4 + M 2 ∗ sin2 (α) ∗ z5 ∗ H5 ∗ K2
δ
(32)
z7 ′ = z8
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−1
4
′
Pr ∗ H2 ∗ z8 (z1 + z4 ) + z8 ∗ z10 ∗ Nb + z8 2 Nt
z8 = − 1 +
∗π
3 ∗ H3
+ K2 ∗ Ec ∗ z3 2 + z6 2 + H5 ∗ M 2 ∗ sin2 (α) ∗ Ec ∗ z2 2 + z5 2
(34)
z9 ′ = z10
(35)
Nt
′
∗ z8 ′ − (z10 ∗ Kc )
z10 = Sc ∗ ((z4 + z1 ) ∗ z8 ) +
Nb
(36)
The transformed boundary conditions have been modified into the following form:
atη = 0, z1 = 0, z2 = 1, z4 = 0, z5 = γ , z7 = 1,
as η → ∞, z2 → 0, z5 → 0, z7 → 0.
(37)
Results and discussion
The problem is formulated for HNF in the previous section. The authors obtained the results of the current
problem separately for both NF and HNF and discussed them physically. The obtained influences of different
constitutes by using the bvp4c algorithm at MATLAB are described in the following.
Velocity profiles
The influences of study parameters on velocities are discussed in this section. The influence of rotation on
velocity profile p′(η) when Nb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = M = 0.3, α = 45◦
is presented in Fig. 4a. The graph displays the velocity profiles p′(η), demonstrating a decrease in velocity as the rotation parameter increases for both NF and HNF cases. Initially, at = 0 and = 1, there is
minimal alteration in the velocity profiles. However, a significant acceleration in the decay of these profiles
is observed as the rotation parameter rises to = 2 and = 3. The main reason behind this is enhanced
viscous dissipation that affects the velocity profile. Figure 4b represents the influence of the magnetic field
on velo city q′(η)whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦ .
The magnetic parameter has a great influence on the velocity profile. In the non-existence (M = 0) of the
magnetic field, the momentum BL looks similar but when it upsurges between 1 ≤ M ≤ 3, a big change
is noted due to the existing Lorentz force which decreases the fluid motion and consequently momentum BL decay. A wider momentum BL is noted for HNF as associated with NF. This is due to the generation of damping electromagnetic force which restricts the fluid’s motion and results in a gradual reduction
in velocity profile. Figure 4c depicts the impact of the angle of inclination 0◦ ≤ α ≤ 90◦ on velocity profile
p′(η) whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = = 0.3, M = 0.8 . The parameter at α = 0 represents the magnetic force parallel to the x − axis and varies from α = 0◦ to α = 90◦
i.e., parallel to the y-axis. As the inclination angle increases, the momentum BL decreases because Lorentz force increases gradually. The extended momentum BL is noted for HNF when α = 30◦ , 45◦ and
90◦ whereas NF has smooth BL. A minimum flow for NF is observed when the inclination angle is parallel to the y − axis because greater interaction between the magnetic field and fluid increases flow resistance. The mixed convection parameter 0 ≤ ǫ ≤ 30 has a direct relation with velocity profile p′(η) as presented in Fig. 4d whenNb = 0.1, δ = 0.8, γ = Z = π = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦ , M = 3
and a higher velocity profile is observed for NF as associated with the HNF. This is owing to the driving forces associated with convection which typically increases the fluid’s velocity. Figure 4e shows
that porous medium parameter Z has a negligible decreasing influence on velocity profile p′(η)
.
whenNb = 0.1, δ = 0.8, γ = ǫ = π = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦ , M = 0.8
The porosity acts as a flow impediment, and the drag force significantly reduces the velocity of
the fluid. The stretching ratio parameter γ represents the effects on velocity profile q′(η) in Fig. 4f
whenNb = 0.1, δ = 0.8, = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = 0.3, α = 45◦ , M = 0.8. When the stretching rate along the x − axis increases as compared to the y-axis , the velocity momentum BL expands for both
types of NFs.
Temperature and concentration profiles
The following Fig. 5a–h show the impression of different constraints on temperature and concentration profiles. The influence of magnetic parameters on temperature r(η) is represented in Fig. 5a
whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦ a n d c a n b e
seen that the temperature increases when magnetic strength increases. The justification for this is that
Lorentz force reduces the fluid motion and as a result, a maximum HT and a higher thermal BL are
noted for HNF as compared to NF. Figure 5b indicates the effect of rotation on the temperature (η)
whenNb = 0.1, δ = 0.8, M = 0.3, Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦ . W h e n t h e
rotation of fluids increases the temperature profile shows the same behavior. Rotation increases temperature transmission by promoting fluid mixing, reducing boundary layer thickness, and enhancing convective heat transfer due to the formation of vortices and turbulence, leading to improved thermal. In this figure low but consistent HTR is noted for HNF. The influence of thermal radiation on the temperature r(η) is
shown in Fig. 5c whenNb = 0.1, δ = 0.8, M = 03, γ = Z = ǫ = Kc = Ec = 0.5, Nt = Le = = 0.3, α = 45◦.
In the absence of the radiation parameter, a higher temperature BL is detected for both NFs. Thermal
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Figure 4. (a) Effect of on velocity p′(η). (b) Effect of M on velocity q′(η). (c) Effect of α on velocity p′(η). (d)
Effect of ǫ on velocity q′(η). (e) Effect of Z on velocity p′(η). (f) Effect of on velocity q′(η).
radiation typically decays temperature profiles by emitting heat energy from hotter regions to cooler surroundings, causing temperature gradients to diminish, resulting in a more uniform temperature distribution. The Eckert number characterizes the thermal energy conversion associated with the fluid’s motion. A
higher Eckert number implies more kinetic energy, which promotes cooling, leading to a decrease in temperature gradients and a more uniform temperature profile. This phenomenon is presented in Fig. 5d
whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = 0.5, Nt = Le = = 0.3, α = 45◦ , M = 03. Howe ver, we
found that as viscous dissipation rises, the thermal BL gets thicker. The impact of mixed convection and
CR is presented in Fig. 5e,f respectively. WhenNb = 0.1, M = 08, δ = 0.8, γ = Z = π = Kc = Ec = 0.5,
Nt = Le = = 0.3, α = 45◦ the mixed convection and chemical reactions whenNb = 0.1, δ = 0.8, γ = Z =
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Figure 5. (a) Effect of M on temperature r(η). (b) Effect of on temperature r(η). (c) Effect of π on temperature
r (η). (d) Effect of Ec on temperature r(η). (e) Effect of ǫ on concentration s (η). (f) Effect of Kc on concentration
s (η). (g) Effect of on concentration s (η). (h) Effect of Nt on concentration s (η).
ǫ = π = Ec = 0.5, Nt = Le = = 0.3, M = 08, α = 45◦ decay concentration profiles due to enhanced
fluid mixing from buoyancy and forced convection, leading to reduced concentration gradients and more
uniform distribution. A higher concentration of BL is noted in the absence of mixed convection and CR
for HNF as compared to NF which is presented in Fig. 5e,f for HNF. The rotation influence is represented
in Fig. 5g whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, Nt = Le = M = 0.3, α = 45◦ . The
rotation and concentration profile have a direct relation. As the rotation parameter increases the mass
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Figure 5. (continued)
Z
γ
ǫ
M
α
Cfx for NF
Cfy for NF
Cfx for HNF
Cfy for HNF
0.0
0.7
0.5
0.3
0.8
45°
−2.14850
−0.74840
−3.08458
−1.38589
1.0
−1.92663
−1.73975
−2.95226
−1.84510
2.0
−1.90891
−2.63017
−2.86364
−2.30971
−4.28186
−2.23697
−4.37705
−2.25723
20
−5.83925
−2.98470
−5.48274
−2.79401
30
−7.06607
−3.58458
−6.40189
−3.24491
−1.87550
−2.00135
−2.95067
−2.80315
1.0
−1.86189
−2.20911
−2.94398
−3.11017
1.1
−1.84833
−2.42367
−2.93726
−3.42038
−2.12530
−1.40129
−3.08560
−1.70111
01
−1.74097
−1.03913
−2.86990
−1.49433
02
−1.38247
−0.69217
−2.65904
−1.29093
−1.36554
−1.11913
−1.16233
−0.95291
50
−9.76931
−4.93298
−17.8269
−8.93220
10
−19.4546
−9.75085
−35.6205
−17.8196
0°
−1.36554
−1.11913
−1.16233
−0.95291
30°
−1.70734
−1.19708
−2.26901
−1.31224
45°
−2.00639
−1.29060
−3.02022
−1.63860
60°
−2.27259
−1.38630
−3.62387
−1.91633
90°
−2.51397
−1.48003
−4.14240
−2.16088
0.5
0.5
0.5
0.5
0.5
10
0.7
0.7
0.7
0.7
0.5
0.9
0.5
0.5
0.5
0.3
0.3
0.0
0.3
0.3
0.8
0.8
0.8
00
0.8
45°
45°
45°
45°
Table 5. Numerical results for skin frictions along x − axis Cfx and y − axisCfy when
π = 0.7, Pr = 6.2, M = 0.8, Le = 0.6, Nt = 0.3, Ec = 0.5, Nb = 0.2 respectively.
transfer rate also increases. Rotation increases the concentration profiles due to the centrifugal forces that
drive fluid motion. The thermophoresis parameter effect on the concentration profile is shown in Fig. 5h
whenNb = 0.1, δ = 0.8, γ = Z = ǫ = π = Kc = Ec = 0.5, M = 08, Le = = 0.3, α = 45◦ . A wider concentration of BL is observed for NF as compared to HNF when the thermophoresis parameter increases. This is due
to the inclusion of single and double NPs inclusion in the host fluid. So, HNF shows a consistent mass transfer
rate in Fig. 5h.
Numerical outcomes
The numerical outputs for skin frictions Cf x , Cf y , Nusselt number Nux , and Sherwood number Shx are presented
in this section. Table 5 represents the obtained numerical results for skin frictions Cf x and Cf y for both nanofluids. A minimum skin friction Cf x is observed in the absence of rotation i.e. λ = 0 and increasing behavior is seen
for increasing values of rotation parameter from = 1 to = 2, while an opposite behavior is observed for Cf y .
Increased porosity from 10 ≤ Z ≤ 30 reduces skin friction in porous media because higher permeability allows
fluid to flow more easily through the medium, reducing the resistance to motion and minimizing the friction
between the fluid and the porous structure. The stretching ratio is defined by the rate along the y-axis to the
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α
π
Pr
M
Kc
Le
Nt
Ec
Nb
Nux for NF
Shx for NF
Nux for HNF
Shx for HNF
0°
0.7
6.2
0.8
1.5
0.6
0.3
0.5
0.2
3.00058
1.72922
4.36870
1.74389
30°
2.74390
1.71586
3.04228
1.68995
45°
2.52236
1.70378
2.14219
1.65535
60°
2.32647
1.69307
1.42823
1.62959
90°
2.14992
1.68352
0.82732
1.60887
10.1829
1.72429
6.59213
1.66263
02
5.60675
1.68505
4.41799
1.64535
04
4.05846
1.67249
3.37044
1.63681
2.74899
1.70996
2.14219
1.65535
8.2
2.98656
1.71649
2.44237
1.66191
9.2
3.21141
1.72272
2.75913
1.66886
3.00058
1.72922
4.36870
1.74389
05
−2.2238
1.48799
−11.973
1.25456
10
−6.6810
1.33243
−26.824
0.903258
2.62898
0.58260
2.29389
0.504837
02
2.49564
2.16376
2.10901
2.123040
04
2.43024
4.10204
2.03810
4.07362
2.46683
2.51915
2.07947
2.41901
15
2.45546
2.75390
2.06659
2.64903
20
2.44728
2.94512
2.05751
2.83747
2.98666
1.64205
2.77205
1.61567
03
0.487884
1.66930
−0.2628
1.46950
06
0.060626
1.45236
−0.6053
1.16859
6.268410
1.80742
11.6602
1.86675
10
10.26151
1.91756
20.8553
2.07063
15
18.72051
2.13910
28.9276
2.24937
0.5
2.513160
1.79520
2.13120
1.71391
1.0
2.497920
1.94580
2.11298
1.80989
1.5
2.482801
2.09423
2.09489
1.90382
45°
45°
45°
45°
45°
45°
45°
45°
00
0.7
0.7
0.7
0.7
0.7
0.7
0.7
6.2
7.2
6.2
6.2
6.2
6.2
6.2
6.2
0.8
0.8
00
0.8
0.8
0.8
0.8
0.8
1.5
1.5
1.5
00
1.5
1.5
1.5
1.5
0.6
0.6
0.6
0.6
10
0.6
0.6
0.6
0.3
0.3
0.3
0.3
0.3
00
0.3
0.3
0.5
0.5
0.5
0.5
0.5
0.5
05
0.5
0.2
0.2
0.2
0.2
0.2
0.2
0.2
Table 6. Numerical results for Nusselt number Nux and Sherwood number Shx when
= 0.5, Z = 0.7, γ = 0.5, ǫ = 0.3, M = 0.8 respectively.
stretching rate x-axis . Increased stretching ratio 0.9 ≤ γ ≤ 1.1 increases skin friction in the context of flow over
a solid surface. This occurs because a higher stretching ratio leads to increased shear stress. Reduced skin friction
is followed in the deprivation of mixed convection and magnetic field and increasing behavior is noted when it
increases. The angle of inclination has a great influence on skin friction. When the magnetic field is parallel to
the x-axis, a maximum skin friction Cf x is noted while it decays when the angle of inclination increases between
the range 0 ≤ α ≤ 90. Minimum skin friction is noted when the magnetic field becomes parallel to the y − axis.
Table 6 shows the influences of different constraints on Nusselt number Nux and Sherwood number Shx for both
nanofluids. A higher HMT rate is noted when the angle of inclination for the magnetic field is parallel to the xaxis. Increasing radiation parameter 0 ≤ π ≤ 4 typically decreases the Nusselt and Sherwood numbers because
radiative heat or mass transfer is a slower process compared to convection. As radiation becomes more significant,
it diminishes the relative contribution of convection, leading to lower Nusselt and Sherwood numbers, indicating reduced HMTR and utmost Nusselt and Sherwood is seen in the absence of radiation, i.e. π = 0. Prandtl
number 7.2 ≤ Pr ≤ 9.2 and magnetic field 0 ≤ M ≤ 15 have a direct relation and inverse relation with HMTR
respectively because Pr implies that thermal or mass diffusion is rapid relative to momentum diffusion and the
existence of magnetic field suppresses fluid movement, disrupting convection resulting in reducing HMTR.
Increasing values of the CR parameter 0 ≤ Kc ≤ 4 and Lewis number 10 ≤ Le ≤ 20 decreases the Nusselt number
while it increases the Sherwood number. CR consumes the temperature and concentration gradient and a higher
Lewis number results in a more dominant effect on fluid behavior. Similar results are found for thermophoresis
0 ≤ Nt ≤ 6 and Brownian motion 0.5 ≤ Nb ≤ 1.5 factors corresponding to the Nusselt number and Sherwood
number. As the viscous dissipation parameter increases between 5 ≤ Ec ≤ 15 the HMT rate increases in both
cases of used nanofluids because increased Ec number indicates that the kinetic energy of the fluid is relatively
higher than internal energy change.
Conclusion
In this present article, the authors discussed the heat and mass transfer rate of 3D rotating, incompressible NF
and HNF fluid over the dual stretchable surface. The governing equations are transformed and tackled in MATLAB. We considered the inclined magnetic field, viscous dissipation, thermal radiation, and chemical reaction
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effects to provide a theoretical view of the study. The main findings that one needs to remember from this study
are stated below:
1. Increasing the rotation, magnetic force, and porosity of the SS decays the velocity profile while it increases
by a rise in mixed convection and stretching ratio parameters.
2. The temperature profile r(η) increases by an increase in rotation and magnetic field parameters.
3. The concentration profile decreases under the increasing influence of mixed convection parameters, and
thermophoresis parameters whereas it increases by raising the value of the rotation parameter.
4. A maximum Nux = 3.00 and 4.36, Shx = 1.72 and 1.74, and minimum Cf x = −1.36 and −1.16, Cf y = −1.11
and −0.95 is noted when α = 00 i.e., angle of inclination is parallel to the x − axis, for NF and HNF.
5. By increasing Eckert number i.e., 5 ≤ Ec ≤ 10, the Nux = 18.7, 28.9, and Shx = 2.1, 2.2 is noted for NF and
HNF respectively.
6. When the chemical reaction parameter increases i.e., 0 ≤ Kc ≤ 4, the Nusselt number 2.62 ≤ Nux ≤ 2.43
and 2.29 ≤ Nux ≤ 2.03 decreases, and Sherwood number 0.58 ≤ Shx ≤ 4.10 and 0.50 ≤ Shx ≤ 4.07 increases
for NH and HNF respectively.
7. By changing the angle of inclination, the Nux performance is noted at 8% for NF and 33% for HNF which
proves the high heat transfer rate efficiency of HNF.
The strength of this study lies in its comprehensive analysis of the three-dimensional mixed convection
flow of nanofluid over a dual stretching sheet, considering influential factors such as viscous dissipation, Joule
heating, and solar radiation. The practical relevance to solar energy systems adds significance to the findings.
However, limitations include potential simplifications in assumptions, applicability restricted to similar geometries, assumptions about material properties, and the influence of numerical solution techniques, emphasizing
the need for careful interpretation of results in specific contexts.
Data availability
All data generated or analyzed during this study are included in this published article.
Received: 29 November 2023; Accepted: 2 January 2024
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Acknowledgements
The authors are thankful to the Deanship of Scientific Research, King Khalid University, Abha, Saudi Arabia, for
financially supporting this work through the General Research Project under Grant No: RGP.1/435/44. This study
is supported via funding from Prince Sattam bin Abdulaziz University project number (PSAU/2023/R/1444).
Author contributions
A.M. Galal: Supervision, Funding, Software. F.M. Alharbi: Data curation. Methodology. M. Arshad: Conceptualization, Writing- Original draft preparation, Writing- Reviewing and Editing. M.M. Alam: Funding, Software,
Validation. T. Abdeljawad: Visualization, Funding. Q.M. Al-Mdallal: Formal analysis, Investigation.
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Dedication This manuscript is dedicated to author Mubashar Arshad on his 26th birthday.
Competing interests
The authors declare no competing interests.
Additional information
Correspondence and requests for materials should be addressed to M.A., T.A. or Q.M.A.-M.
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© The Author(s) 2024
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Manuscript to be reviewed Manuscript to be reviewed Dominance relationships in a family pack of captive arctic
wolves (Canis lupus arctos): the influence of competition for
food age and sex Simona Cafazzo Corresp., 1, 2 , Martina Lazzaroni 1, 2 , Sarah Marshall-Pescini 1, 2 1 Wolf Science Centre, Ernstbrunn, Austria
2 Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Medical University of Vienna, University of Vienna, Vienna,
Austria 1 Wolf Science Centre, Ernstbrunn, Austria
2 Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Medical University of Vienna, University of Vienna, Vienna,
Austria Wolf Science Centre, Ernstbrunn, Austria
2 Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine Vienna, Medical University
Austria Corresponding Author: Simona Cafazzo
Email address: simona.cafazzo@gmail.com Corresponding Author: Simona Cafazzo
Email address: simona.cafazzo@gmail.com Background. Dominance is one of the most pervasive concepts in the study of wolf social
behaviour but recently its validity has been questioned. For some authors the bonds
between members of wolf families are better described as parent-off-spring relationships
and the concept of dominance should be used just to evaluate the social dynamics of non-
familial captive pack members (e.g. Mech & Cluff, 2010). However, there is a dearth of
studies investigating dominance relationships and its correlates in wolf family packs. Methods. Here, we applied a combination of the most commonly used quantitative
methods to evaluate the dominance relationships in a captive family pack of 19 Arctic
wolves. Results. We found a significant linear and completely transitive hierarchy based
on the direction of submissive behaviours and found that dominance relationships were
not influenced by the competitive contexts (feeding vs. non-feeding context). A significant
linear hierarchy also emerges amongst siblings once the breeding pair (the two top-
ranking individuals) is removed from analyses. Furthermore, results suggest that wolves
may use greeting behaviour as a formal signal of subordination. Whereas older wolves
were mostly dominant over younger ones, no clear effect of sex was found. However,
frequency of agonistic (submissive, dominant and aggressive) behaviours was higher
between female-female and male-male dyads than female-male dyads and sex-separated
linear hierarchies showed a stronger linearity than the mixed one. Furthermore,
dominance status was conveyed through different behavioural categories during intra-
sexual and inter-sexual interactions. Discussion. Current results highlight the importance
of applying a systematic methodology considering the individuals’ age and sex when
evaluating the hierarchical structure of a social group. Manuscript to be reviewed 1
Dominance relationships in a family pack of captive arctic wolves (Canis lupus arctos):
2
influence of competition for food, age and sex
3
4
1,2Simona Cafazzo, 1,2Martina Lazzaroni, 1,2Sarah Marshall-Pescini
5
1 Wolf Science Centre, Ernstbrunn, Austria
6
2 Comparative Cognition, Messerli Research Institute, University of Veterinary Medicine
7
Vienna, Medical University of Vienna, University of Vienna, Vienna, Austria
8
9
Corrisponding Author:
10
Simona Cafazzo1,2
11
Nikolaus Heid-Straße 74/1, Stockerau, 2000, Austria
12
Email address: simona.cafazzo@gmail.com
13 13 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Dominance relationships in a family pack of captive arctic
wolves (Canis lupus arctos): the influence of competition for
food age and sex Moreover, they confirm the validity
of the concept of dominance relationships in describing the social bonds within a family
pack of captive wolves PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed Manuscript to be reviewed 14
Abstract
15
Background. Dominance is one of the most pervasive concepts in the study of wolf social
16
behaviour but recently its validity has been questioned. For some authors the bonds between
17
members of wolf families are better described as parent-off-spring relationships and the concep
18
of dominance should be used just to evaluate the social dynamics of non-familial captive pack
19
members (e.g. Mech & Cluff, 2010). However, there is a dearth of studies investigating
20
dominance relationships and its correlates in wolf family packs. 21
Methods. Here, we applied a combination of the most commonly used quantitative methods to
22
evaluate the dominance relationships in a captive family pack of 19 Arctic wolves. 23
Results. We found a significant linear and completely transitive hierarchy based on the directio
24
of submissive behaviours and found that dominance relationships were not influenced by the
25
competitive contexts (feeding vs. non-feeding context). A significant linear hierarchy also
26
emerges amongst siblings once the breeding pair (the two top-ranking individuals) is removed
27
from analyses. Furthermore, results suggest that wolves may use greeting behaviour as a forma
28
signal of subordination. Whereas older wolves were mostly dominant over younger ones, no
29
clear effect of sex was found. However, frequency of agonistic (submissive, dominant and
30
aggressive) behaviours was higher between female-female and male-male dyads than female-
31
male dyads and sex-separated linear hierarchies showed a stronger linearity than the mixed one
32
Furthermore, dominance status was conveyed through different behavioural categories during
33
intra-sexual and inter-sexual interactions. 34
Discussion. Current results highlight the importance of applying a systematic methodology
35
considering the individuals’ age and sex when evaluating the hierarchical structure of a social 14
Abstract
15
Background. Dominance is one of the most pervasive concepts in the study of wolf social
16
behaviour but recently its validity has been questioned. For some authors the bonds between
17
members of wolf families are better described as parent-off-spring relationships and the concept
18
of dominance should be used just to evaluate the social dynamics of non-familial captive pack
19
members (e.g. Mech & Cluff, 2010). However, there is a dearth of studies investigating
20
dominance relationships and its correlates in wolf family packs. 14
Abstract
15
Background. Dominance is one of the most pervasive concepts in the study of wolf social
16
behaviour but recently its validity has been questioned. Manuscript to be reviewed For some authors the bonds between
17
members of wolf families are better described as parent-off-spring relationships and the concept
18
of dominance should be used just to evaluate the social dynamics of non-familial captive pack
19
members (e.g. Mech & Cluff, 2010). However, there is a dearth of studies investigating
20
dominance relationships and its correlates in wolf family packs. 14
Abstract 21
Methods. Here, we applied a combination of the most commonly used quantitative methods to
22
evaluate the dominance relationships in a captive family pack of 19 Arctic wolves. 21
Methods. Here, we applied a combination of the most commonly used quantitative methods to
22
evaluate the dominance relationships in a captive family pack of 19 Arctic wolves. 23
Results. We found a significant linear and completely transitive hierarchy based on the direction
24
of submissive behaviours and found that dominance relationships were not influenced by the
25
competitive contexts (feeding vs. non-feeding context). A significant linear hierarchy also
26
emerges amongst siblings once the breeding pair (the two top-ranking individuals) is removed
27
from analyses. Furthermore, results suggest that wolves may use greeting behaviour as a formal
28
signal of subordination. Whereas older wolves were mostly dominant over younger ones, no
29
clear effect of sex was found. However, frequency of agonistic (submissive, dominant and
30
aggressive) behaviours was higher between female-female and male-male dyads than female-
31
male dyads and sex-separated linear hierarchies showed a stronger linearity than the mixed one. 32
Furthermore, dominance status was conveyed through different behavioural categories during
33
intra-sexual and inter-sexual interactions. 34
Discussion. Current results highlight the importance of applying a systematic methodology
35
considering the individuals’ age and sex when evaluating the hierarchical structure of a social 34
Discussion. Current results highlight the importance of applying a systematic methodology
35
considering the individuals’ age and sex when evaluating the hierarchical structure of a social PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 36
group. Moreover, they confirm the validity of the concept of dominance relationships in
37
describing the social bonds within a family pack of captive wolves. 38
39
Introduction
40
In group-living animals the natural asymmetries among individuals in their ability to
41
prevail in competition may result in social dominance hierarchies. In general dominant-
42
subordinate relationships may be defined as long-term dyadic relationships characterised by an
43
asymmetric distribution of agonistic behaviours (Drew, 1993). In line with this definition,
44
dominance relationships are measured in terms of the degree of the unidirectionality of
45
behaviours exhibited within a dyad (directional consistency index, Van Hoof & Wensing, 1987)
46
a high unidirectionality, for example, would emerge if A frequently showed submissive
47
behaviours to B, but B was never observed showing a submissive behaviour to A. When
48
dominant-subordinate relationships characterize all or most dyads in a social group, then it may
49
be possible to describe the overall social structure of that group as a ‘linear dominance
50
hierarchy’. To fit the linear hierarchy model, all or most relationships between group members
51
have to be transitive (A > B > C > D), rather than circular (A > B and B > C but C > A),
52
(Landau, 1951; Appleby, 1983; Van Hoof & Wensing, 1987; de Vries, 1995; Shizuka &
53
McDonald, 2012; Shizuka & McDonald, 2014). However, a major limitation of the linearity
54
index is that it becomes negatively biased when some pairs of individuals fail to interact (null 36
group. Moreover, they confirm the validity of the concept of dominance relationships in
37
describing the social bonds within a family pack of captive wolves. 36
group. Moreover, they confirm the validity of the concept of dominance relationships in
37
describing the social bonds within a family pack of captive wolves. 36
group. Moreover, they confirm the validity of the concept of dominance relationships in
37
describing the social bonds within a family pack of captive wolves. 38
39
Introduction
40
In group-living animals the natural asymmetries among individuals in their ability to
41
prevail in competition may result in social dominance hierarchies. In general dominant-
42
subordinate relationships may be defined as long-term dyadic relationships characterised by an
43
asymmetric distribution of agonistic behaviours (Drew, 1993). Manuscript to be reviewed In line with this definition,
44
dominance relationships are measured in terms of the degree of the unidirectionality of
45
behaviours exhibited within a dyad (directional consistency index, Van Hoof & Wensing, 1987),
46
a high unidirectionality, for example, would emerge if A frequently showed submissive
47
behaviours to B, but B was never observed showing a submissive behaviour to A. When
48
dominant-subordinate relationships characterize all or most dyads in a social group, then it may
49
be possible to describe the overall social structure of that group as a ‘linear dominance
50
hierarchy’. To fit the linear hierarchy model, all or most relationships between group members
51
have to be transitive (A > B > C > D), rather than circular (A > B and B > C but C > A),
52
(Landau, 1951; Appleby, 1983; Van Hoof & Wensing, 1987; de Vries, 1995; Shizuka &
53
McDonald, 2012; Shizuka & McDonald, 2014). However, a major limitation of the linearity
54
index is that it becomes negatively biased when some pairs of individuals fail to interact (null
55
dyads; de Vries, 1995; Klass & Cords, 2011). Therefore, a low level of linearity may not
56
necessarily indicate the absence of transitivity but may be due to the high percentage of null
57
dyads. More recently, triangle transitivity (ttri), which determines the level of hierarchy
58
transitivity and is less sensitive to unknown relationship (Shizuka & McDonald, 2012; Shizuka PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 59
& McDonald, 2014), has been used as a successful alternative (e.g. Norscia & Palagi, 2015). 60
Triangle transitivity is based on the transitivity of dominance relations among sets of three
61
individuals that all interact with each other (Shizuka & McDonald, 2012). The method by
62
Shizuka & McDonald (2012) follows logic similar to that of de Vries (1995), but the procedure
63
is conducted without filling in zero dyads (i.e. unknown relationships) with randomized
64
dominance relations. In fact, filling in zero dyads artificially decreases the level of linearity
65
because it creates cyclic (and not transitive) triads, e.g., A dominates B, B dominates C, and C
66
dominates A (A >B >C >A). Triangle transitivity and linearity are equivalent when the
67
dominance relations of all dyads are known but since such complete observations are rare in
68
empirical studies (Shizuka & McDonald, 2012); using both measures may provide a better
69
assessment of the hierarchical organization of a group. 70
As clearly demonstrated by Shizuka & McDonald (2015), another factor affecting the
71
linearity is the interaction rates of the top-ranked individuals. In fact, in groups where alpha
72
individuals engaged in more contests, there were more double-dominant triads (where A
73
dominates both B and C and any relationships is detectable between B and C) and fewer pass-
74
along triads (where A dominates B, B dominates C but any relationships is detectable between A
75
and C), suggesting that top-ranking individuals may have a disproportionate influence on
76
dominance hierarchies and highlighting the necessity to control for that (Shi et al., 2009,
77
Modlmeier et al., 2014; Shizuka & McDonald, 2015). 78
When a significant degree of linearity/transitivity exists in a group, the rank order most
79
consistent with a linear hierarchy may be obtained via the binary dyadic dominance relationship
80
method (I&SI, de Vries, 1998), which allows the characterization of the relationship between two
81
individuals in a group. However, the dyadic relationship between individuals may very across PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 82
contexts since the capacity and motivation of animals to obtain access to specific resources (e.g. 83
feeding, mating privileges etc.) may vary considerably. Since the costs and benefits of winning a
84
given conflict may be context-dependent, a dyad member may be dominant in one context but
85
not in others (Hand, 1986) thereby influencing the overall agonistic rank position of members in
86
a pack. Such differences in rank relationships depending on context have indeed been reported
87
for several species ranging from chimpanzees to cats (Noë, de Waal, & Van Hooff, 1980;
88
Bonanni et al. 2007). 82
contexts since the capacity and motivation of animals to obtain access to specific resources (e.g. 83
feeding, mating privileges etc.) may vary considerably. Since the costs and benefits of winning a
84
given conflict may be context-dependent, a dyad member may be dominant in one context but
85
not in others (Hand, 1986) thereby influencing the overall agonistic rank position of members in
86
a pack. Such differences in rank relationships depending on context have indeed been reported
87
for several species ranging from chimpanzees to cats (Noë, de Waal, & Van Hooff, 1980;
88
Bonanni et al. 2007). 89
A hierarchy within a group can be described in terms of the asymmetry amongst
90
individuals in winning conflicts (agonistic dominance), however it can also be described in terms
91
of formal dominance (de Waal, 1989). The latter is characterized by the exchange of ritualized
92
signals and/or greeting rituals, the direction of which is independent of the social context. When
93
the agonistic dominance is accepted by the subordinates, dominance relationships are stable (i.e. 94
no reversals or intransitivity in the hierarchy emerge; e.g. Fournier & Festa-Bianchet, 1995), and
95
formal and agonistic dominance coincide. In this case, the exchange of hierarchical status
96
information may be conveyed mainly through formalized submissive signals, resulting in a low
97
frequency of overt aggressive conflicts (de Waal, 1989). 89
A hierarchy within a group can be described in terms of the asymmetry amongst
90
individuals in winning conflicts (agonistic dominance), however it can also be described in terms
91
of formal dominance (de Waal, 1989). The latter is characterized by the exchange of ritualized
92
signals and/or greeting rituals, the direction of which is independent of the social context. Manuscript to be reviewed When
93
the agonistic dominance is accepted by the subordinates, dominance relationships are stable (i.e. 94
no reversals or intransitivity in the hierarchy emerge; e.g. Fournier & Festa-Bianchet, 1995), and
95
formal and agonistic dominance coincide. In this case, the exchange of hierarchical status
96
information may be conveyed mainly through formalized submissive signals, resulting in a low
97
frequency of overt aggressive conflicts (de Waal, 1989). 98
Wolves are a particularly interesting case in which to investigate hierarchical relationships
99
since the applicability of this concept to this species has been suggested to depend largely on the
100
type of social structure of the pack (e.g. Block, 2002; Mech & Cluff, 2010). The typical wild wolf
101
social structure is based around a bonded male-female pair that raises pups communally. The
102
offspring of a bonded pair may forego dispersal and remain with their native pack and help raise
103
later litters (e.g. Mech, 1999, 2000; Packard, 2003). Traditionally, dominance relationships in 98
Wolves are a particularly interesting case in which to investigate hierarchical relationships
99
since the applicability of this concept to this species has been suggested to depend largely on the
100
type of social structure of the pack (e.g. Block, 2002; Mech & Cluff, 2010). The typical wild wolf
101
social structure is based around a bonded male-female pair that raises pups communally. The
102
offspring of a bonded pair may forego dispersal and remain with their native pack and help raise
103
later litters (e.g. Mech, 1999, 2000; Packard, 2003). Traditionally, dominance relationships in PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) 1 The model was originally called the "age-graded model" but since it entails also an effect on sex on
dominance relationships for a major clarity we prefer refers to it as the "age-(sex)-graded model" Manuscript to be reviewed This model has been presented in one of two ways: either simply as separate linear
108
hierarchies for each sex influenced but not determined by age (Schenkel, 1967; Zimen, 1982) or
109
as male dominance over females within each age class (Rabb, Woolpy & Ginsburg, 1967; Fox,
110
1980; Zimen, 1982; Van Hooff & Wensing, 1987; Savage, 1988). 104
wild wolf packs have been described in terms of the "age-(sex)-graded model1" (Zimen, 1982;
105
Packard, 2003, pp 54) in that within these family groups, there is a natural dominance order in
106
which offspring submit to parents, and puppies submit to both parents and older siblings (Mech,
107
1999). This model has been presented in one of two ways: either simply as separate linear
108
hierarchies for each sex influenced but not determined by age (Schenkel, 1967; Zimen, 1982) or
109
as male dominance over females within each age class (Rabb, Woolpy & Ginsburg, 1967; Fox,
110
1980; Zimen, 1982; Van Hooff & Wensing, 1987; Savage, 1988). 104
wild wolf packs have been described in terms of the "age-(sex)-graded model1" (Zimen, 1982;
105
Packard, 2003, pp 54) in that within these family groups, there is a natural dominance order in
106
which offspring submit to parents, and puppies submit to both parents and older siblings (Mech,
107
1999). This model has been presented in one of two ways: either simply as separate linear
108
hierarchies for each sex influenced but not determined by age (Schenkel, 1967; Zimen, 1982) or
109
as male dominance over females within each age class (Rabb, Woolpy & Ginsburg, 1967; Fox,
110
1980; Zimen, 1982; Van Hooff & Wensing, 1987; Savage, 1988). 110
1980; Zimen, 1982; Van Hooff & Wensing, 1987; Savage, 1988). 111
In contrast to this traditional “age-(and sex)-graded” model, more recently several authors
112
claim that the relationships in the typical wolf family, are better described as parents-offspring-
113
pups relationships rather than as a pecking order dominated by an alpha male (alpha, beta down
114
to omega animals; e.g. Bloch, 2002; Fatjó et al., 2007; Mech & Cluff, 2010). Thus, a dominance
115
hierarchy within the typical ‘nuclear’ family pack could be alternatively viewed as just a
116
reflection of the age, sex and reproductive structure of the group (Mech, 1999). Manuscript to be reviewed 104
wild wolf packs have been described in terms of the "age-(sex)-graded model1" (Zimen, 1982;
105
Packard, 2003, pp 54) in that within these family groups, there is a natural dominance order in
106
which offspring submit to parents, and puppies submit to both parents and older siblings (Mech,
107
1999). This model has been presented in one of two ways: either simply as separate linear
108
hierarchies for each sex influenced but not determined by age (Schenkel, 1967; Zimen, 1982) or
109
as male dominance over females within each age class (Rabb, Woolpy & Ginsburg, 1967; Fox,
110
1980; Zimen, 1982; Van Hooff & Wensing, 1987; Savage, 1988). 111
In contrast to this traditional “age-(and sex)-graded” model, more recently several authors
112
claim that the relationships in the typical wolf family, are better described as parents-offspring-
113
pups relationships rather than as a pecking order dominated by an alpha male (alpha, beta down
114
to omega animals; e.g. Bloch, 2002; Fatjó et al., 2007; Mech & Cluff, 2010). Thus, a dominance
115
hierarchy within the typical ‘nuclear’ family pack could be alternatively viewed as just a
116
reflection of the age, sex and reproductive structure of the group (Mech, 1999). Although the
117
same authors suggest that traditional concepts of dominance hierarchy may still be useful for
118
evaluating the social dynamics of captive families composed of artificially assembled unrelated
119
individuals (Mech, 1999; Packard, 2003; Fatjó et al., 2007). 120
To date, although dominance relationships have been described in several packs of wild
121
wolves (e.g. Mech, 1999; Bloch, 2002; Peterson et al. 2002; Sands & Creel, 2004; Baan et al. 122
2014), a quantitative assessment and statistical validation of the existence of linear dominance
123
relationships has been carried out only in wolves living in captivity and mostly in packs
124
i ti
f ith
‘
l
f
ili
’ i
d f
tifi i ll
bl d
l t d 104
wild wolf packs have been described in terms of the "age-(sex)-graded model1" (Zimen, 1982;
105
Packard, 2003, pp 54) in that within these family groups, there is a natural dominance order in
106
which offspring submit to parents, and puppies submit to both parents and older siblings (Mech,
107
1999). Manuscript to be reviewed Packard, 2003 for a review; Mazzini et al 2013) or ‘disrupted families’ i.e. in
126
which one or both of the original parents are missing (e.g. Packard, 2003 for a review; Cordoni
127
& Palagi, 2008). To our knowledge, only two studies systematically tested and confirmed the
128
existence of a linear hierarchy between pack members in typical wolf families ('nuclear families'
129
with parents and multiple generations of offspring and 'extended families' consisting of parents
130
plus one of more of their siblings, and their direct offspring) (Van Hoof & Wensing, 1987;
131
Romero, et al., 2014). 132
Formal signals of dominance or submission have been described in wild wolves and
133
captive wolves (Schenkel, 1947; Feddersen-Petersen, 2004), for example Van Hoof & Wensing,
134
(1987) found that postural displays (namely high posture and low posture) were exhibited
135
consistently from one partner to the other and were therefore suggested as indicators of formal
136
dominance. However, signals of formal dominance have so far been systematically tested only in
137
domestic dogs (Cafazzo et al., 2010; van der Borg et al., 2015). In particular, mouth licking
138
associated with tail wagging (so called ‘greeting’ behaviour) occurring often during greeting
139
ceremonies fulfilled the criteria of a formal signal of subordination in both free-ranging (Cafazzo
140
et al., 2010) and group housed dogs (van der Borg et al., 2015). 132
Formal signals of dominance or submission have been described in wild wolves and
133
captive wolves (Schenkel, 1947; Feddersen-Petersen, 2004), for example Van Hoof & Wensing,
134
(1987) found that postural displays (namely high posture and low posture) were exhibited
135
consistently from one partner to the other and were therefore suggested as indicators of formal
136
dominance. However, signals of formal dominance have so far been systematically tested only in
137
domestic dogs (Cafazzo et al., 2010; van der Borg et al., 2015). In particular, mouth licking
138
associated with tail wagging (so called ‘greeting’ behaviour) occurring often during greeting
139
ceremonies fulfilled the criteria of a formal signal of subordination in both free-ranging (Cafazzo
140
et al., 2010) and group housed dogs (van der Borg et al., 2015). 141
In previous studies, although a linear hierarchy clearly emerged within the pack, there
142
was no quantitative assessment of the validity of the “age-(sex)-graded’ model. Manuscript to be reviewed Although the
117
same authors suggest that traditional concepts of dominance hierarchy may still be useful for
118
evaluating the social dynamics of captive families composed of artificially assembled unrelated
119
individuals (Mech, 1999; Packard, 2003; Fatjó et al., 2007). 1 The model was originally called the "age-graded model" but since it entails also an effect on sex on
dominance relationships for a major clarity we prefer refers to it as the "age-(sex)-graded model" PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 125
individuals (e.g. Packard, 2003 for a review; Mazzini et al 2013) or ‘disrupted families’ i.e. in
126
which one or both of the original parents are missing (e.g. Packard, 2003 for a review; Cordoni
127
& Palagi, 2008). To our knowledge, only two studies systematically tested and confirmed the
128
existence of a linear hierarchy between pack members in typical wolf families ('nuclear families'
129
with parents and multiple generations of offspring and 'extended families' consisting of parents
130
plus one of more of their siblings, and their direct offspring) (Van Hoof & Wensing, 1987;
131
Romero, et al., 2014). 132
Formal signals of dominance or submission have been described in wild wolves and
133
captive wolves (Schenkel, 1947; Feddersen-Petersen, 2004), for example Van Hoof & Wensing,
134
(1987) found that postural displays (namely high posture and low posture) were exhibited
135
consistently from one partner to the other and were therefore suggested as indicators of formal
136
dominance. However, signals of formal dominance have so far been systematically tested only in
137
domestic dogs (Cafazzo et al., 2010; van der Borg et al., 2015). In particular, mouth licking
138
associated with tail wagging (so called ‘greeting’ behaviour) occurring often during greeting
139
ceremonies fulfilled the criteria of a formal signal of subordination in both free-ranging (Cafazzo
140
et al., 2010) and group housed dogs (van der Borg et al., 2015). 141
In previous studies, although a linear hierarchy clearly emerged within the pack, there
142
was no quantitative assessment of the validity of the “age-(sex)-graded’ model. Indeed, although
143
female and male separate linear hierarchies have been commonly described qualitatively in
144
captive wolves (e.g. Schenkel, 1947; Zimen, 1982), results tend to go in the opposite direction to 125
individuals (e.g. Packard, 2003 for a review; Mazzini et al 2013) or ‘disrupted families’ i.e. in
126
which one or both of the original parents are missing (e.g. Packard, 2003 for a review; Cordoni
127
& Palagi, 2008). To our knowledge, only two studies systematically tested and confirmed the
128
existence of a linear hierarchy between pack members in typical wolf families ('nuclear families'
129
with parents and multiple generations of offspring and 'extended families' consisting of parents
130
plus one of more of their siblings, and their direct offspring) (Van Hoof & Wensing, 1987;
131
Romero, et al., 2014). 125
individuals (e.g. Manuscript to be reviewed Finally, to help address the
159
controversy regarding the validity of the dominance concept in wolves, we also aimed to assess
160
5) if the typical age-(and sex)-graded model could adequately describe the relationships of the
161
nuclear family pack of wolves observed. Manuscript to be reviewed Indeed, although
143
female and male separate linear hierarchies have been commonly described qualitatively in
144
captive wolves (e.g. Schenkel, 1947; Zimen, 1982), results tend to go in the opposite direction to
145
descriptions of social relationships between the sexes in wild wolves (e.g. Clark, 1971; Haber,
146
1977; Mech, 1999). However, no study has been carried out to assess the validity of this model
147
neither in the wild nor in captivity. Furthermore, despite having been observed in a number of 141
In previous studies, although a linear hierarchy clearly emerged within the pack, there
142
was no quantitative assessment of the validity of the “age-(sex)-graded’ model. Indeed, although
143
female and male separate linear hierarchies have been commonly described qualitatively in
144
captive wolves (e.g. Schenkel, 1947; Zimen, 1982), results tend to go in the opposite direction to
145
descriptions of social relationships between the sexes in wild wolves (e.g. Clark, 1971; Haber,
146
1977; Mech, 1999). However, no study has been carried out to assess the validity of this model
147
neither in the wild nor in captivity. Furthermore, despite having been observed in a number of PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 148
species, no study, to our knowledge has evaluated the potential effect of different competitive
149
contexts on dominance relationships in wolves. 148
species, no study, to our knowledge has evaluated the potential effect of different competitive
149
contexts on dominance relationships in wolves. 148
species, no study, to our knowledge has evaluated the potential effect of different competitive
149
contexts on dominance relationships in wolves. 150
Hence, in the current study we applied a combination of the most commonly used
151
quantitative methods to evaluate dominance relationships, in order to investigate 1) whether an
152
agonistic dominance hierarchy could describe the relationships between members of a captive
153
family pack of Arctic wolves and whether a hierarchical structure would remain consistent
154
(amongst siblings) when the top-ranking individuals (i.e. the breeding pair) were removed from
155
analyses (see Shizuku & McDonald 2015); 2) whether the hierarchy remained consistent in a
156
feeding and non-feeding context; 3) which behaviours may be the best indicators of dominance,
157
4) whether mouth licking associated to tail wagging (greeting, hereafter) can be considered a
158
formal signal of submission in wolves, as has been found in dogs. Finally, to help address the
159
controversy regarding the validity of the dominance concept in wolves, we also aimed to assess
160
5) if the typical age-(and sex)-graded model could adequately describe the relationships of the
161
nuclear family pack of wolves observed. 150
Hence, in the current study we applied a combination of the most commonly used
151
quantitative methods to evaluate dominance relationships, in order to investigate 1) whether an
152
agonistic dominance hierarchy could describe the relationships between members of a captive
153
family pack of Arctic wolves and whether a hierarchical structure would remain consistent
154
(amongst siblings) when the top-ranking individuals (i.e. the breeding pair) were removed from
155
analyses (see Shizuku & McDonald 2015); 2) whether the hierarchy remained consistent in a
156
feeding and non-feeding context; 3) which behaviours may be the best indicators of dominance,
157
4) whether mouth licking associated to tail wagging (greeting, hereafter) can be considered a
158
formal signal of submission in wolves, as has been found in dogs. Manuscript to be reviewed The pack was structured as a nuclear family with all members born into the
175
pack except for the breeding male and the two unrelated breeding females. The number of
176
individuals decreased to 14 by the end of the period of study (Table 1) because 6 wolves were
177
removed from the pack. Specifically, one adult breeding female was removed because she was
178
badly injured by the other breeding female during the reproductive season. Two adult and two
179
sub-adult wolves were sold to another zoo. Finally an adult male was removed because of
180
continuous mobbing episodes from the whole pack. 170
We studied a pack of captive arctic wolves (Canis lupus arctos) at the Olomouc Zoo
171
(Moravia, Czech Republic) during a period of 5 months (Jan 2014–May 2014). The pack was
172
composed of 20 individuals: 7 adult males, 8 adult females, 3 sub-adult males, and 8 sub-adult
173
females. Adults were defined as individuals older than two years and sub-adults as individuals
174
younger than 2 years. The pack was structured as a nuclear family with all members born into the
175
pack except for the breeding male and the two unrelated breeding females. The number of
176
individuals decreased to 14 by the end of the period of study (Table 1) because 6 wolves were
177
removed from the pack. Specifically, one adult breeding female was removed because she was
178
badly injured by the other breeding female during the reproductive season. Two adult and two
179
sub-adult wolves were sold to another zoo. Finally an adult male was removed because of
180
continuous mobbing episodes from the whole pack. 181
The pack was kept from February to March in an enclosure of approximately 7000 m2
182
located in a naturally hilly area equipped with trees, branches and dens. For the rest of the study
183
period the animals were restricted in a smaller enclosure of about 3000 m2. The animals were fed
184
with pieces of meat, which were put on a table of 2 m2, 4 or 5 times every week in the early
185
afternoon. Water was available ad libitum. No stereotypic or aberrant behaviours characterized
186
the study group. Manuscript to be reviewed 170
We studied a pack of captive arctic wolves (Canis lupus arctos) at the Olomouc Zoo
171
(Moravia, Czech Republic) during a period of 5 months (Jan 2014–May 2014). The pack was
172
composed of 20 individuals: 7 adult males, 8 adult females, 3 sub-adult males, and 8 sub-adul
173
females. Adults were defined as individuals older than two years and sub-adults as individua
174
younger than 2 years. The pack was structured as a nuclear family with all members born into
175
pack except for the breeding male and the two unrelated breeding females. The number of
176
individuals decreased to 14 by the end of the period of study (Table 1) because 6 wolves were
177
removed from the pack. Specifically, one adult breeding female was removed because she wa
178
badly injured by the other breeding female during the reproductive season. Two adult and two
179
sub-adult wolves were sold to another zoo. Finally an adult male was removed because of
180
continuous mobbing episodes from the whole pack. 181
The pack was kept from February to March in an enclosure of approximately 7000 m2
182
located in a naturally hilly area equipped with trees, branches and dens. For the rest of the stu
183
period the animals were restricted in a smaller enclosure of about 3000 m2. The animals were
184
with pieces of meat, which were put on a table of 2 m2, 4 or 5 times every week in the early
185
afternoon. Water was available ad libitum. No stereotypic or aberrant behaviours characterize
186
the study group. 187
Data collection
188
The pack was observed 6 days per week for 2-3 hours a day, either in the morning or th
189
afternoon (the afternoon period included feeding time). Before commencing systematic data
190
collection, the observer (M.L.) underwent a 7-month training period on wolf behaviour whilst
191
collecting data at the Wolf Science Centre (Ernstrbunn, Austria). Then she carried out some 170
We studied a pack of captive arctic wolves (Canis lupus arctos) at the Olomouc Zoo
171
(Moravia, Czech Republic) during a period of 5 months (Jan 2014–May 2014). The pack was
172
composed of 20 individuals: 7 adult males, 8 adult females, 3 sub-adult males, and 8 sub-adult
173
females. Adults were defined as individuals older than two years and sub-adults as individuals
174
younger than 2 years. 163
Ethics statement 164
The study was purely observational with no manipulation of animals. The relevant
165
committee, Tierversuchs-kommission am Bundesministerium für Wissenschaft und Forschung
166
(Austria) allows us running this research without special permissions regarding animals (wolves)
167
since this is not required in such socio-cognitive studies in Austria (Tierversuchsgesetz 2012–
168
TVG 2012). PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed 192
preliminary observations (50 h) in order to 1) identify all individuals belonging to the pack and
193
2) establish the data collection methods. 192
preliminary observations (50 h) in order to 1) identify all individuals belonging to the pack and
193
2) establish the data collection methods. 194
Wolf behaviour was observed in 2 different social contexts: in the presence of food and in
195
the absence of this source of competition. Data collection was carried out following Altmann’s
196
(1974) methods: the focal animal sampling method was used in the absence of sources of
197
competition, whereas the subgroup animal sampling method was used in the presence of food. 198
During focal-subgroup sessions all occurrences of agonistic and greeting interactions were
199
recorded (Table 2). The "ad libitum" sampling method (Altmann, 1974) was also used to record
200
all agonistic behavioural patterns as well as greetings occurring out of focal-subgroup sampling
201
sessions; we gathered 154h of observations, distributed over 63 days. 194
Wolf behaviour was observed in 2 different social contexts: in the presence of food and in
195
the absence of this source of competition. Data collection was carried out following Altmann’s
196
(1974) methods: the focal animal sampling method was used in the absence of sources of
197
competition, whereas the subgroup animal sampling method was used in the presence of food. 198
During focal-subgroup sessions all occurrences of agonistic and greeting interactions were
199
recorded (Table 2). The "ad libitum" sampling method (Altmann, 1974) was also used to record
200
all agonistic behavioural patterns as well as greetings occurring out of focal-subgroup sampling
201
sessions; we gathered 154h of observations, distributed over 63 days. 202
Each individual measure of all behaviour patterns was corrected for animal observation
203
time because the latter varied between individuals; since some animals were removed from the
204
pack earlier. 202
Each individual measure of all behaviour patterns was corrected for animal observation
203
time because the latter varied between individuals; since some animals were removed from the
204
pack earlier. Manuscript to be reviewed D t
ll
ti 188
The pack was observed 6 days per week for 2-3 hours a day, either in the morning or the
189
afternoon (the afternoon period included feeding time). Before commencing systematic data
190
collection, the observer (M.L.) underwent a 7-month training period on wolf behaviour whilst
191
collecting data at the Wolf Science Centre (Ernstrbunn, Austria). Then she carried out some 188
The pack was observed 6 days per week for 2-3 hours a day, either in the morning or the
189
afternoon (the afternoon period included feeding time). Before commencing systematic data
190
collection, the observer (M.L.) underwent a 7-month training period on wolf behaviour whilst
191
collecting data at the Wolf Science Centre (Ernstrbunn, Austria). Then she carried out some PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 214
The values of the Landau’s corrected linearity index h′, Triangle transitivity (ttri), and DCI
215
ranged from 0 to 1. Values of 0 indicate a complete absence of linearity and transitivity (i.e. no
216
hierarchy) and a complete bidirectionality; values of 1 indicate a perfect linear hierarchy, the
217
absence of circular triads and a complete unidirectionality. 218
When significant linearity was detected, dominance ranks were determined using the I&SI
219
method which minimizes inconsistencies and strengths of inconsistencies in dominance
220
relationships (de Vries, 1998). An inconsistency occurs when individual j dominates i, and j's
221
rank is lower than i's (de Vries, 1998). The rank difference between two individuals involved in
222
an inconsistency is the strength of that inconsistency (de Vries, 1998). 223
The dominance rank order obtained for each matrix was standardized by distributing ranks
224
evenly between the highest (+1) and the lowest (-1), with the median rank being scored as 0
225
(East & Hofer, 2001). Then, in order to test the effect of social context, age and gender, we
226
calculated the Spearman’s correlation coefficient between 1) I&SI rank orders in the two
227
competitive contexts, 2) between inter-sexual and intra-sexual hierarchies, and 3) between rank
228
orders and age. 229
To classify greeting as a formal indicator of subordination we assessed whether it fit
230
specific criteria: a) completely unidirectional (DCI =1), b) shown between most of the pack
231
members (no null dyads) and c) correlation with dominance relationships based on agonistic
232
behaviours (de Waal & Luttrell, 1985; de Waal, 1986; 1989; Preuschoft, 1999; Vervaecke, de
233
Vries, H. & Van Elsacker, 2000). 234
All correlation analyses were plotted and visually checked to ascertain that data was not
235
clustered . 214
The values of the Landau’s corrected linearity index h′, Triangle transitivity (ttri), and DCI
215
ranged from 0 to 1. Values of 0 indicate a complete absence of linearity and transitivity (i.e. no
216
hierarchy) and a complete bidirectionality; values of 1 indicate a perfect linear hierarchy, the
217
absence of circular triads and a complete unidirectionality. 214
The values of the Landau’s corrected linearity index h′, Triangle transitivity (ttri), and DCI
215
ranged from 0 to 1. Values of 0 indicate a complete absence of linearity and transitivity (i.e. 205
Agonistic dominance hierarchy and behavioural analyses 206
In order to determine the agonistic dominance hierarchy, the outcomes of aggressive,
207
submissive, and dominance dyadic interactions (see Table 2 for a description) were ranked in 3
208
different squared matrices with winners on one axis and losers on the other. This procedure was
209
applied to interactions in both social contexts (i.e. presence and absence of food), resulting in a
210
total of 6 matrices, 3 for each context. In the same way, in order to analyse the use of greeting as
211
a formal signal of subordination, all greeting interactions observed (Table 2) were ranked in a
212
squared matrix. For each matrix, linearity and transitivity (and their statistical significance), as
213
well as directional consistency, were calculated. 206
In order to determine the agonistic dominance hierarchy, the outcomes of aggressive, 206
In order to determine the agonistic dominance hierarchy, the outcomes of aggressive,
207
submissive, and dominance dyadic interactions (see Table 2 for a description) were ranked in 3
208
different squared matrices with winners on one axis and losers on the other. This procedure was
209
applied to interactions in both social contexts (i.e. presence and absence of food), resulting in a
210
total of 6 matrices, 3 for each context. In the same way, in order to analyse the use of greeting as
211
a formal signal of subordination, all greeting interactions observed (Table 2) were ranked in a
212
squared matrix. For each matrix, linearity and transitivity (and their statistical significance), as
213
well as directional consistency, were calculated. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed 236
Linearity, DCI and I&SI rank orders were calculated using Matman 1.1 (10.000
237
randomizations; Noldus Information Technology, Wageningen, The Netherlands; de Vries, Netto
238
& Hanegraaf, 1993). Spearman's rank correlations were calculated in STATISTICA 7.1 edition
239
(StatSoft Italy s.r.l. 2005). We calculated the proportion of transitive triangles relative to all
240
triangles (Pt), the triangle transitivity metric (ttri) and its statistical significance using the codes
241
provided in Shizuka & McDonald (2012); supplementary material; errata corrige: Shizuka &
242
McDonald, 2014; package ‘statnet’, Handcock et al., 2003) in the R programme version 3.2.3 (R
243
Development Core Team, 2011). The alpha male and female totalized just under half of our data
244
points in all three categories of behaviours considered (41.84% of dominance behaviours;
245
44.06% of aggressive behaviors; 51.46% of submissive behaviors received). Hence, taking into
246
account the potential disproportionate role of these individuals in affecting the linearity of the
247
hierarchy (as suggested by Shizuku & McDonald 2015) we re-ran the analyses described above
248
without these two animals. 236
Linearity, DCI and I&SI rank orders were calculated using Matman 1.1 (10.000
237
randomizations; Noldus Information Technology, Wageningen, The Netherlands; de Vries, Netto
238
& Hanegraaf, 1993). Spearman's rank correlations were calculated in STATISTICA 7.1 edition
239
(StatSoft Italy s.r.l. 2005). We calculated the proportion of transitive triangles relative to all
240
triangles (Pt), the triangle transitivity metric (ttri) and its statistical significance using the codes
241
provided in Shizuka & McDonald (2012); supplementary material; errata corrige: Shizuka &
242
McDonald, 2014; package ‘statnet’, Handcock et al., 2003) in the R programme version 3.2.3 (R
243
Development Core Team, 2011). The alpha male and female totalized just under half of our data
244
points in all three categories of behaviours considered (41.84% of dominance behaviours;
245
44.06% of aggressive behaviors; 51.46% of submissive behaviors received). Manuscript to be reviewed no
216
hierarchy) and a complete bidirectionality; values of 1 indicate a perfect linear hierarchy, the
217
absence of circular triads and a complete unidirectionality. 223
The dominance rank order obtained for each matrix was standardized by distributing ranks
224
evenly between the highest (+1) and the lowest (-1), with the median rank being scored as 0
225
(East & Hofer, 2001). Then, in order to test the effect of social context, age and gender, we
226
calculated the Spearman’s correlation coefficient between 1) I&SI rank orders in the two
227
competitive contexts, 2) between inter-sexual and intra-sexual hierarchies, and 3) between rank
228
orders and age. 223
The dominance rank order obtained for each matrix was standardized by distributing ranks
224
evenly between the highest (+1) and the lowest (-1), with the median rank being scored as 0
225
(East & Hofer, 2001). Then, in order to test the effect of social context, age and gender, we
226
calculated the Spearman’s correlation coefficient between 1) I&SI rank orders in the two
227
competitive contexts, 2) between inter-sexual and intra-sexual hierarchies, and 3) between rank
228
orders and age. 229
To classify greeting as a formal indicator of subordination we assessed whether it fit
230
specific criteria: a) completely unidirectional (DCI =1), b) shown between most of the pack
231
members (no null dyads) and c) correlation with dominance relationships based on agonistic
232
behaviours (de Waal & Luttrell, 1985; de Waal, 1986; 1989; Preuschoft, 1999; Vervaecke, de
233
Vries, H. & Van Elsacker, 2000). 229
To classify greeting as a formal indicator of subordination we assessed whether it fit
230
specific criteria: a) completely unidirectional (DCI =1), b) shown between most of the pack
231
members (no null dyads) and c) correlation with dominance relationships based on agonistic
232
behaviours (de Waal & Luttrell, 1985; de Waal, 1986; 1989; Preuschoft, 1999; Vervaecke, de
233
Vries, H. & Van Elsacker, 2000). 234
All correlation analyses were plotted and visually checked to ascertain that data was not
235
clustered . PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Hence, taking into
246
account the potential disproportionate role of these individuals in affecting the linearity of the
247
hierarchy (as suggested by Shizuku & McDonald 2015) we re-ran the analyses described above 249
In order to investigate whether the dyadic distribution of greeting was influenced by rank,
250
age and sex we ran a generalized linear mixed model (GLMM with a Poisson distribution) with
251
the frequency of greeting behaviour as the response factor and sex combination of the dyad
252
(female-female, male-male and female-male), age difference expressed in months and rank
253
relationship between actor and receiver as independent factors. The identity of the actor and the
254
dyad were entered as random factors. Finally, to investigate the effect of sex on the distribution
255
of agonistic behaviours we ran a generalized linear mixed model (GLMM with a Poisson
256
distribution) with the frequency of agonistic behaviour as the response factor and gender
257
combination of the dyad (female-female, male-male and female-male) as the independent factor. 258
The identity of both individuals in the dyad was entered as random factors. 249
In order to investigate whether the dyadic distribution of greeting was influenced by rank,
250
age and sex we ran a generalized linear mixed model (GLMM with a Poisson distribution) with
251
the frequency of greeting behaviour as the response factor and sex combination of the dyad
252
(female-female, male-male and female-male), age difference expressed in months and rank
253
relationship between actor and receiver as independent factors. The identity of the actor and the
254
dyad were entered as random factors. Finally, to investigate the effect of sex on the distribution
255
of agonistic behaviours we ran a generalized linear mixed model (GLMM with a Poisson
256
distribution) with the frequency of agonistic behaviour as the response factor and gender
257
combination of the dyad (female-female, male-male and female-male) as the independent factor. 258
The identity of both individuals in the dyad was entered as random factors. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be revie Manuscript to be reviewed 281
Aggressive interactions (N = 277) recorded in the presence of food showed a significant
282
level of linearity but a very low unidirectionality. Both dominance (N = 272 interactions) and
283
submissive behaviour (N = 214 interactions) also showed a significant but low level of linearity
284
and the highest values of unidirectionality. The rank orders based on aggressive behaviour was
285
correlated to those based on dominance and submissive behaviours (rs = 0.72, n = 19, p =
286
0.0005; rs = 0.68, n = 19, p = 0.001, respectively) but it resulted in a high number of 281
Aggressive interactions (N = 277) recorded in the presence of food showed a significant
282
level of linearity but a very low unidirectionality. Both dominance (N = 272 interactions) and
283
submissive behaviour (N = 214 interactions) also showed a significant but low level of linearity
284
and the highest values of unidirectionality. The rank orders based on aggressive behaviour was
285
correlated to those based on dominance and submissive behaviours (rs = 0.72, n = 19, p =
286
0.0005; rs = 0.68, n = 19, p = 0.001, respectively) but it resulted in a high number of 281
Aggressive interactions (N = 277) recorded in the presence of food showed a significant
282
level of linearity but a very low unidirectionality. Both dominance (N = 272 interactions) and
283
submissive behaviour (N = 214 interactions) also showed a significant but low level of linearity
284
and the highest values of unidirectionality. The rank orders based on aggressive behaviour was
285
correlated to those based on dominance and submissive behaviours (rs = 0.72, n = 19, p =
286
0.0005; rs = 0.68, n = 19, p = 0.001, respectively) but it resulted in a high number of
287
inconsistencies. The dominance rank order was correlated to the submissive rank order (rs =
288
0.75, n = 19, p = 0.0002) and both generated 1 inconsistency with a strength of 2 for submissive
289
behaviours and a strength of 4 for dominance behaviours. Manuscript to be reviewed 259
The generalized linear mixed models were calculated using the codes provided in lme4-
260
package (Bates et al., 2016), in R version 3.2.3 (R Development Core Team, 2011). 261
Results
262
1) Agonistic dominance relationships in the absence and presence of food
263
The directional consistency (DCI), linearity (h'), the number and strength of inconsistency
264
(I&SI), the proportion of transitive triangles relative to all triangles (Pt), and the triangle
265
transitivity metric (ttri) for each agonistic behavioural category in the two different contexts
266
analysed (in the presence of food and in its absence) are summarised in Table 3. 267
Agonistic dominance in the absence of food
268
Aggressive interactions (N = 388) did not show significant linearity; nevertheless, the
269
behaviour showed a good level of unidirectionality. A significant linear dominance hierarchy,
270
emerged based on the direction of both submissive behaviours (N = 336 interactions) and
271
dominance behaviour (N = 469 interactions). However, the linearity for both behavioural
272
categories was not high, although submissive and dominance behaviours were both highly
273
unidirectional. Based on these results we applied the I&SI method to both behavioural categories
274
to find the best rank order to fit the linear model. Rank order based on submissive behaviour was
275
positively correlated with the rank order based on dominance behaviour (rs = 0.85, n = 19, p =
276
0.0001) but the former resulted in an inconsistency of a lower strength than the latter. Finally,
277
both dominance and submissive behaviours showed a high value of triangle transitivity,
278
indicating that the low level of linearity was due to the high percentage of null dyads (52.05%
279
both) than to a real absence of transitivity. 280
Agonistic behaviour in the presence of food 259
The generalized linear mixed models were calculated using the codes provided in lme4-
260
package (Bates et al., 2016), in R version 3.2.3 (R Development Core Team, 2011). 278
indicating that the low level of linearity was due to the high percentage of null dyads (52.05%
279
both) than to a real absence of transitivity. 278
indicating that the low level of linearity was due to the high percentage of null dyads (52.05%
279
both) than to a real absence of transitivity. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewe Manuscript to be reviewed All the behavioural categories showed
290
a high triangle transitivity, with dominance behaviours showing the highest value, indicating
291
that, as in the absence of food, the low level of linearity was due to the high percentage of null
292
dyads (aggressive behaviour: 51.86%, submissive behaviour: 60.82%, dominance behaviour:
293
63.13%) rather than to a real absence of transitivity. 287
inconsistencies. The dominance rank order was correlated to the submissive rank order (rs =
288
0.75, n = 19, p = 0.0002) and both generated 1 inconsistency with a strength of 2 for submissive
289
behaviours and a strength of 4 for dominance behaviours. All the behavioural categories showed
290
a high triangle transitivity, with dominance behaviours showing the highest value, indicating
291
that, as in the absence of food, the low level of linearity was due to the high percentage of null
292
dyads (aggressive behaviour: 51.86%, submissive behaviour: 60.82%, dominance behaviour:
293
63.13%) rather than to a real absence of transitivity. 294
In sum, both dominance and submissive behaviours showed a significant linearity, higher
295
values of directionality and triangle transitivity, and a lower number of inconsistencies than
296
aggressive behaviours, resulting in the better measures of dominance relationships. 297
2) Comparison of agonistic dominance in the absence, and in the presence of food
298
The I&SI rank orders based on submissive behaviours in the two contexts were highly
299
correlated (rs = 0.81, n = 19, p = 0.00008). In the same way, the I&SI rank based on dominance
300
behaviours found in the absence of food was highly correlated with the rank based on dominance
301
behaviours found in the presence of food (rs = 0.71, n = 19, p = 0.0007). We could reasonably
302
assert that the slight differences in the rank orders were probably due to the quite high percentage 294
In sum, both dominance and submissive behaviours showed a significant linearity, higher
295
values of directionality and triangle transitivity, and a lower number of inconsistencies than
296
aggressive behaviours, resulting in the better measures of dominance relationships. 294
In sum, both dominance and submissive behaviours showed a significant linearity, higher
295
values of directionality and triangle transitivity, and a lower number of inconsistencies than
296
aggressive behaviours, resulting in the better measures of dominance relationships. Manuscript to be reviewed 303
of null dyads observed in each context. Therefore, dominance relationships between wolves do
304
not appear to be affected by the competitive contexts. 305
3) Which behavioural category is the best indicator of dominance relationships? 306
Considering that from the previous analyses a high correlation was found in the presence
307
and absence of food and in order to minimize the number of null dyads and hence obtain the
308
most reliable dominance hierarchy, the outcomes of all submissive dyadic interactions (N = 550)
309
and all dominance interactions (N = 741) were ranked in two different squared matrices. For both
310
submission and dominance interactions we found a high level of directionality, significant levels
311
of linearity and high triangle transitivity (Table 3). By re-ordering the two matrices following the
312
I&SI method we found two highly correlated rank orders (rs = 0.90, N = 19, p = 0.0001; Figure
313
1). The alpha male and alpha female were the highest in rank, although they exchanged positions
314
between the two hierarchies, with the alpha female being the highest in rank in hierarchy based
315
on submissive behaviours and the alpha male being the highest in rank in the hierarchy based on
316
dominance behaviours. Nevertheless, the matrix of dominance behaviour generated 2
317
inconsistencies with a total strength of 9. Conversely, the matrix of submissive behaviours
318
(Table 4) showed no inconsistencies and revealed the highest triangle transitivity. Therefore, we 303
of null dyads observed in each context. Therefore, dominance relationships between wolves do
304
not appear to be affected by the competitive contexts. 303
of null dyads observed in each context. Therefore, dominance relationships between wolves do
304
not appear to be affected by the competitive contexts. 303
of null dyads observed in each context. Therefore, dominance relationships between wolves do
304
not appear to be affected by the competitive contexts. 305
3) Which behavioural category is the best indicator of dominance relationships? 306
Considering that from the previous analyses a high correlation was found in the presence
307
and absence of food and in order to minimize the number of null dyads and hence obtain the
308
most reliable dominance hierarchy, the outcomes of all submissive dyadic interactions (N = 550)
309
and all dominance interactions (N = 741) were ranked in two different squared matrices. Manuscript to be reviewed 297
2) Comparison of agonistic dominance in the absence, and in the presence of food
298
The I&SI rank orders based on submissive behaviours in the two contexts were highly
299
correlated (rs = 0.81, n = 19, p = 0.00008). In the same way, the I&SI rank based on dominance
300
behaviours found in the absence of food was highly correlated with the rank based on dominance
301
behaviours found in the presence of food (rs = 0.71, n = 19, p = 0.0007). We could reasonably
302
assert that the slight differences in the rank orders were probably due to the quite high percentage PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed For both
310
submission and dominance interactions we found a high level of directionality, significant levels
311
of linearity and high triangle transitivity (Table 3). By re-ordering the two matrices following the
312
I&SI method we found two highly correlated rank orders (rs = 0.90, N = 19, p = 0.0001; Figure
313
1). The alpha male and alpha female were the highest in rank, although they exchanged positions
314
between the two hierarchies, with the alpha female being the highest in rank in hierarchy based
315
on submissive behaviours and the alpha male being the highest in rank in the hierarchy based on
316
dominance behaviours. Nevertheless, the matrix of dominance behaviour generated 2 317
inconsistencies with a total strength of 9. Conversely, the matrix of submissive behaviours
318
(Table 4) showed no inconsistencies and revealed the highest triangle transitivity. Therefore, we
319
conclude that submission can be considered the most reliable indicator of linear dominance
320
relationships in our pack. 321
Excluding the alpha male and female from the analyses, we still found a highly significant linear
322
hierarchy based on both submissive and dominance behaviours (Table 3). Although both
323
linearity and unidirectionality were lower than those obtained including the breeding pair in the
324
analyses, rank orders were precisely the same. The triangle transitivity of dominance behaviours 321
Excluding the alpha male and female from the analyses, we still found a highly significant linear
322
hierarchy based on both submissive and dominance behaviours (Table 3). Although both
323
linearity and unidirectionality were lower than those obtained including the breeding pair in the
324
analyses, rank orders were precisely the same. The triangle transitivity of dominance behaviours PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed 325
decreased while that of submissive behaviour remained the same, showing again a complete
326
transitivity. 327
4) Can greeting behaviour be considered a signal of formal submission? 328
Greeting interactions (N = 182) showed a significant but very low linearity index (ILT: h' =
329
0.34, p = 0.008). Alpha male and the alpha females displayed greetings towards each other. This
330
determined an incomplete, yet still very high, level of unidirectionality (DCI = 0.98). The
331
complete triangle transitivity (ttri = 1.000, p = 0.000) indicated that the low level of linearity was
332
likely due to high percentage of null dyads (66.08%) and not due to the absence of transitivity. 333
Although the linearity was statistically significant, due to the high percentage of null dyads, the
334
I&SI rank order based on greeting was considered to be unreliable. The individual frequency of
335
greetings displayed was not correlated to the I&SI agonistic rank (rs = -0.13, n = 19, p = 0.58)
336
but the latter was highly and negatively correlated with the frequency of greetings received (rs =
337
0.87, n = 19, p = 0.0001). In other words, the higher the wolves were in rank, the more greetings
338
they received. In particular, 60.99% of greetings were received by the breeding pair. At the
339
dyadic level, greeting was directed mainly from subordinates towards dominant individuals
340
(GLM: z = -7.51, p < 0.0001); it also occurred most often between partners with higher age
341
differences (GLM: z = 5.91, p < 0.0001), with younger wolves displaying the behaviour more
342
often towards the older ones. The sex combination of the dyad did not affect the occurrence of
343
greeting (GLM: z = 0.37, p = 0.71). Overall, greeting was observed only in relatively few dyads. 344
Excluding the breeding pair, in such dyads, greeting was completely unidirectional with
345
subordinate wolves showing this behaviour towards dominant ones. 346
5) Does the rank order in our pack conform to the ‘age-(sex)-graded’ model? 325
decreased while that of submissive behaviour remained the same, showing again a complete
326
transitivity. 325
decreased while that of submissive behaviour remained the same, showing again a complete
326
transitivity. 346
5) Does the rank order in our pack conform to the ‘age-(sex)-graded’ model? 346
5) Does the rank order in our pack conform to the ‘age-(sex)-graded’ model? Manuscript to be reviewed 347
The agonistic rank order was significantly but only mildly correlated with the age of the
348
wolves (rs = 0.51, n = 19, p = 0.02; Figure 2) while sex had no significant effect on dominance
349
rank (U = 34, Z = -0.90, p = 0.37). These results could mainly be due to some adult males who
350
ranked at the bottom of the hierarchy. In particular, two of them (Storto and Procione, 17th and
351
18th rank position, respectively) showed lower levels of interactions (mean ± sd of interaction:
352
3.94 ± 0.002) and spent less time close to other wolves (mean ± sd of the average dyadic
353
association index, Clutton-Brock, 1982: 0.004 ± 0.002) than all other pack members (mean ± sd
354
of interaction: 8.39 ± 3.60; mean ± sd of the average dyadic association index: 0.03 ± 0.01). 355
Therefore, they appeared to be peripheral individuals in the pack who probably would have
356
dispersed in the wild. Excluding these two wolves from analyses shows the correlation between
357
rank and age to be noticeably higher (rs = 0.80, n = 17, p = 0.0001), while sex still has no effect
358
(U = 18, Z = -1.73, p = 0.09). Overall, dominance relationships appeared to be influenced by age,
359
with older wolves being dominant over younger individuals, but not by sex. 347
The agonistic rank order was significantly but only mildly correlated with the age of the
348
wolves (rs = 0.51, n = 19, p = 0.02; Figure 2) while sex had no significant effect on dominance
349
rank (U = 34, Z = -0.90, p = 0.37). These results could mainly be due to some adult males who
350
ranked at the bottom of the hierarchy. In particular, two of them (Storto and Procione, 17th and
351
18th rank position, respectively) showed lower levels of interactions (mean ± sd of interaction:
352
3.94 ± 0.002) and spent less time close to other wolves (mean ± sd of the average dyadic
353
association index, Clutton-Brock, 1982: 0.004 ± 0.002) than all other pack members (mean ± sd
354
of interaction: 8.39 ± 3.60; mean ± sd of the average dyadic association index: 0.03 ± 0.01). 355
Therefore, they appeared to be peripheral individuals in the pack who probably would have
356
dispersed in the wild. Manuscript to be reviewed 346
5) Does the rank order in our pack conform to the ‘age-(sex)-graded’ model? PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed 370
Based on these results we analysed the intra-sexual hierarchical organization. The
371
directional consistency (DCI), linearity (h'), the number and strength of inconsistency (I and SI),
372
the proportion of transitive triangles relative to all triangles (Pt), and the triangle transitivity
373
metric (ttri) for each agonistic behavioural category in the two different contexts analysed (in the
374
presence of food and in its absence) are summarised in Table 5. Aggressive behaviour emerged
375
as the best measure of dominance relationships between females since it showed the highest
376
value of linearity, complete triangle transitivity, and a rank order without any inconsistencies. A
377
similar result was found for submissive behaviours between females, although it showed a low
378
linearity due to the relatively high percentage of null dyads (36.11 %). However, the aggressive
379
rank order was highly correlated to the submissive rank order (rs = 0.97, n = 9, p = 0.00002). The
380
best measure of dominance relationships between males was based on submissive behaviours,
381
which showed the highest values of directionality and linearity, complete triangle transitivity and
382
no inconsistencies in the rank order. In fact, dominance behaviour between males also appeared 370
Based on these results we analysed the intra-sexual hierarchical organization. The
371
directional consistency (DCI), linearity (h'), the number and strength of inconsistency (I and SI),
372
the proportion of transitive triangles relative to all triangles (Pt), and the triangle transitivity
373
metric (ttri) for each agonistic behavioural category in the two different contexts analysed (in the
374
presence of food and in its absence) are summarised in Table 5. Aggressive behaviour emerged
375
as the best measure of dominance relationships between females since it showed the highest
376
value of linearity, complete triangle transitivity, and a rank order without any inconsistencies. A
377
similar result was found for submissive behaviours between females, although it showed a low
378
linearity due to the relatively high percentage of null dyads (36.11 %). However, the aggressive
379
rank order was highly correlated to the submissive rank order (rs = 0.97, n = 9, p = 0.00002). The
380
best measure of dominance relationships between males was based on submissive behaviours,
381
which showed the highest values of directionality and linearity, complete triangle transitivity and
382
no inconsistencies in the rank order. Manuscript to be reviewed Excluding these two wolves from analyses shows the correlation between
357
rank and age to be noticeably higher (rs = 0.80, n = 17, p = 0.0001), while sex still has no effect
358
(U = 18, Z = -1.73, p = 0.09). Overall, dominance relationships appeared to be influenced by age,
359
with older wolves being dominant over younger individuals, but not by sex. 360
However, sex did affect the distribution of agonistic behaviours. The frequency of
361
submissive and aggressive behaviours were higher between female-female (FF) and male-male
362
(MM) dyads than female-male dyads (submissive behaviours, GLM: FF-FM z = -3.76, p =
363
0.0004; MM-FM z = 4.04, p = 0.0002; aggressive behaviours, GLM: FF-FM z = -5.19, p =
364
0.001; MM-FM z = 3.25, p = 0.003) but no differences emerged between male-male and female-
365
female dyads (submissive behaviours, GLM: FF-MM z = -0.06, p = 0.99; aggressive behaviours,
366
GLM: FF-MM z = -1.59, p = 0.24). Female-female dyads showed a frequency of dominance
367
behaviours higher than female-male dyads (GLM: FF-FM z = -5.20, p = 0.001) but no significant
368
difference was found between all other combinations (GLM: MM-FM z = 1.96, p = 0.11; FF-
369
MM z = -2.13, p = 0.07). 360
However, sex did affect the distribution of agonistic behaviours. The frequency of PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed In fact, dominance behaviour between males also appeared
383
to be a good measure of hierarchy and the relative rank order was highly correlated to that based
384
on submissive behaviours (rs = 0.94, n = 10, p = 0.00006). 381
which showed the highest values of directionality and linearity, complete triangle transitivity and
382
no inconsistencies in the rank order. In fact, dominance behaviour between males also appeared
383
to be a good measure of hierarchy and the relative rank order was highly correlated to that based
384
on submissive behaviours (rs = 0.94, n = 10, p = 0.00006). 385
The female rank orders based on both aggressive and submissive behaviours and the male
386
rank orders based on both submissive and dominance behaviours were highly correlated to the
387
rank order that both sexes had in the entire inter-sexual hierarchy based on submissive
388
behaviours (female aggressive behaviour: rs = 0.98, n = 9, p < 0.00001; female submissive
389
behaviour: rs = 0.98, n = 9, p < 0.00001; male submissive behaviour: rs = 0.93, n = 10, p =
390
0.0001; male dominance behaviour: rs = 0.99, n = 10, p < 0.00001). 391
Female rank orders were positively correlated to age (aggressive rank order: rs = 0.76, n = 385
The female rank orders based on both aggressive and submissive behaviours and the male
386
rank orders based on both submissive and dominance behaviours were highly correlated to the
387
rank order that both sexes had in the entire inter-sexual hierarchy based on submissive
388
behaviours (female aggressive behaviour: rs = 0.98, n = 9, p < 0.00001; female submissive
389
behaviour: rs = 0.98, n = 9, p < 0.00001; male submissive behaviour: rs = 0.93, n = 10, p =
390
0.0001; male dominance behaviour: rs = 0.99, n = 10, p < 0.00001). 391
Female rank orders were positively correlated to age (aggressive rank order: rs = 0.76, n =
392
9, p = 0.02; submissive rank order: rs = 0.83, n = 9, p = 0.005). For males, positive and 391
Female rank orders were positively correlated to age (aggressive rank order: rs = 0.76, n =
392
9, p = 0.02; submissive rank order: rs = 0.83, n = 9, p = 0.005). For males, positive and PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 393
significant correlations were found only when the two potentially dispersing adult males were
394
not considered (all males: submissive behaviour, rs = 0.38, n = 10, p = 0.28 and dominance
395
behaviour, rs = 0.37, n = 10, p = 0.29; without the two dispersing males: submissive behaviour,
396
rs = 0.78, n = 10, p = 0.002 and dominance behaviour, rs = 0.79, n = 10, p = 0.002). 397
Overall, although no sex effect emerged on the hierarchical rank order of the pack, both
398
males and females showed agonistic behaviours preferentially towards other males and females,
399
respectively. Sex-separate hierarchies showed higher linearity than the hierarchy including the
400
whole pack. Male hierarchical relationships appeared to be based on dominance and submissive
401
behaviours, while female hierarchal relationships appeared to be based on aggressive and
402
submissive behaviours. 393
significant correlations were found only when the two potentially dispersing adult males were
394
not considered (all males: submissive behaviour, rs = 0.38, n = 10, p = 0.28 and dominance
395
behaviour, rs = 0.37, n = 10, p = 0.29; without the two dispersing males: submissive behaviour,
396
rs = 0.78, n = 10, p = 0.002 and dominance behaviour, rs = 0.79, n = 10, p = 0.002). 397
Overall, although no sex effect emerged on the hierarchical rank order of the pack, both
398
males and females showed agonistic behaviours preferentially towards other males and females,
399
respectively. Sex-separate hierarchies showed higher linearity than the hierarchy including the
400
whole pack. Male hierarchical relationships appeared to be based on dominance and submissive
401
behaviours, while female hierarchal relationships appeared to be based on aggressive and
402
submissive behaviours. 404
Using linearity (de Vries, 1995), triangle transitivity (Shizuka & McDonald, 2014), matrix-
405
ranking procedures (MatMan; de Vries, 1998), and taking into account both the sex and ages of
406
the wolves in our pack, we found: 1) the existence of a clear linear hierarchy unaffected by the
407
competitive context and which remained solid also when the highest ranking individuals (the
408
breeding pair) were removed from analyses, 2) evidence suggesting the use of ‘greeting’ as a
409
formalised signal of subordination, and 3) partial support for the age-(and sex)-graded model. Manuscript to be reviewed 416
behaviours (e.g. crouch, passive and active submission, flee, etc.). The breeding pair was
417
involved in most of the interactions, as previously reported also in other captive and wild packs
418
(e.g. Van Hooff & Wensing, 1987¸ Mech, 1999), and although Shizuka & McDonald (2015)
419
point out that linearity of a hierarchy may be ‘skewed’ due to dominant individuals showing
420
more behaviours than the rest, this was not the case in our study. Indeed results showed that a
421
linear and completely transitive hierarchy based on submissive behaviours was still highly
422
significant when the two top-ranking individuals were removed from the analyses. These results
423
indicate that clear dominance relationships exist among all siblings and confirm submissive
424
behaviours as a more reliable indicator of hierarchical relationships in the pack than aggressive
425
and dominance behaviours. 416
behaviours (e.g. crouch, passive and active submission, flee, etc.). The breeding pair was
417
involved in most of the interactions, as previously reported also in other captive and wild packs
418
(e.g. Van Hooff & Wensing, 1987¸ Mech, 1999), and although Shizuka & McDonald (2015)
419
point out that linearity of a hierarchy may be ‘skewed’ due to dominant individuals showing
420
more behaviours than the rest, this was not the case in our study. Indeed results showed that a
421
linear and completely transitive hierarchy based on submissive behaviours was still highly
422
significant when the two top-ranking individuals were removed from the analyses. These results
423
indicate that clear dominance relationships exist among all siblings and confirm submissive
424
behaviours as a more reliable indicator of hierarchical relationships in the pack than aggressive
425
and dominance behaviours. 426
Although the common social structure in wild wolves is usually made up of the
427
reproducing parent pair and their offspring of the last two years, ranging from 2 to 15 individuals
428
(e.g. Bloch, 2002), families composed of several generations of up to 19-26 individuals (e.g. 429
Landau, 1993; White, 2001; VonHoldt, et al., 2008; Smith et al., 2011), have been described. 430
Hence our pack of Arctic wolves, composed of 5 generations and a total of 19 individuals, can be
431
considered representative of a multigenerational family pack of wolves. Manuscript to be reviewed 410
1) Agonistic dominance relationships in the presence and absence of food 411
The main result of the current study is that the relationship between family pack members
412
of the Arctic wolves studied were not randomly distributed but rather, showed a high linear,
413
transitive, and significant hierarchy, which remained constant across both the feeding and non-
414
feeding contexts. Furthermore, we found that the best indicator of dominance, which resulted in
415
the clearest hierarchical relationship between individuals, was the direction of submissive 411
The main result of the current study is that the relationship between family pack members
412
of the Arctic wolves studied were not randomly distributed but rather, showed a high linear,
413
transitive, and significant hierarchy, which remained constant across both the feeding and non-
414
feeding contexts. Furthermore, we found that the best indicator of dominance, which resulted in
415
the clearest hierarchical relationship between individuals, was the direction of submissive PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Therefore, the clear
432
presence of a linear hierarchy in our family pack of wolves goes against recent suggestions that
433
hierarchical relationships may only be adequate to describe atypical pack structures such as
434
disrupted families or forced packs of unrelated individuals (Mech & Cluff, 2010) and rather
435
supports the importance of this concept also in describing the relationship between wolves in a
436
multi generational family pack. 426
Although the common social structure in wild wolves is usually made up of the
427
reproducing parent pair and their offspring of the last two years, ranging from 2 to 15 individuals
428
(e.g. Bloch, 2002), families composed of several generations of up to 19-26 individuals (e.g. 429
Landau, 1993; White, 2001; VonHoldt, et al., 2008; Smith et al., 2011), have been described. 430
Hence our pack of Arctic wolves, composed of 5 generations and a total of 19 individuals, can be
431
considered representative of a multigenerational family pack of wolves. Therefore, the clear
432
presence of a linear hierarchy in our family pack of wolves goes against recent suggestions that
433
hierarchical relationships may only be adequate to describe atypical pack structures such as
434
disrupted families or forced packs of unrelated individuals (Mech & Cluff, 2010) and rather
435
supports the importance of this concept also in describing the relationship between wolves in a
436
multi generational family pack. 437
A further confirmation of the importance of dominance relationships in wolves comes from
438
our second finding, that such relationships remained constant across competitive and non- 437
A further confirmation of the importance of dominance relationships in wolves comes from
438
our second finding, that such relationships remained constant across competitive and non- 437
A further confirmation of the importance of dominance relationships in wolves comes from
438
our second finding, that such relationships remained constant across competitive and non- PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 439
competitive contexts. Indeed the dominance and submissive rank orders detected in the presence
440
of food were highly correlated to the respective rank orders detected in the absence of food. The
441
slight differences observed between the two contexts may be explained by the high percentage of
442
null dyads (Van Hoof & Wensing, 1987). Indeed, when adding together all submissive and
443
dominant interactions occurring in the two contexts, we found improved values of linearity and
444
unidirectionality for both hierarchies, further indicating that dominance relationships in our
445
family pack were not influenced by the competitive context. In some mammal species, it may be
446
reasonable to predict the existence of asymmetries in fighting abilities and resource value,
447
especially between different age-sex classes, leading to different rank orders in different
448
contexts. Indeed, food is considered a major determinant of the reproductive success of
449
individuals hence, in species where females play the main role in rearing pups food should have
450
a higher value for them than for males, leading to a female over male dominance hierarchy
451
during feeding competition but not in other contexts. This has been found to be the case in both
452
chimpanzees and cats, where females raise their infants largely with no male intervention (e.g. 453
chimpanzees, Noë, de Waal, & Van Hooff, 1980; domestic cats, Bonanni et al., 2007). However,
454
wolf packs rely on cooperation between all pack members in both rearing pups and providing
455
food; this may account for the consistency of dominance relationships and the absence of a
456
diverse effect of sex in the feeding and non-feeding context. 457
Submissive behaviours best fulfilled the criteria of agonistic dominance indicators since 439
competitive contexts. Indeed the dominance and submissive rank orders detected in the presence
440
of food were highly correlated to the respective rank orders detected in the absence of food. The
441
slight differences observed between the two contexts may be explained by the high percentage of
442
null dyads (Van Hoof & Wensing, 1987). Indeed, when adding together all submissive and
443
dominant interactions occurring in the two contexts, we found improved values of linearity and
444
unidirectionality for both hierarchies, further indicating that dominance relationships in our
445
family pack were not influenced by the competitive context. Manuscript to be reviewed In some mammal species, it may be
446
reasonable to predict the existence of asymmetries in fighting abilities and resource value,
447
especially between different age-sex classes, leading to different rank orders in different
448
contexts. Indeed, food is considered a major determinant of the reproductive success of
449
individuals hence, in species where females play the main role in rearing pups food should have
450
a higher value for them than for males, leading to a female over male dominance hierarchy
451
during feeding competition but not in other contexts. This has been found to be the case in both
452
chimpanzees and cats, where females raise their infants largely with no male intervention (e.g. 453
chimpanzees, Noë, de Waal, & Van Hooff, 1980; domestic cats, Bonanni et al., 2007). However,
454
wolf packs rely on cooperation between all pack members in both rearing pups and providing
455
food; this may account for the consistency of dominance relationships and the absence of a
456
diverse effect of sex in the feeding and non-feeding context. 457
S b i i
b h
i
b
t f lfill d th
it i
f
i ti d
i
i di
t
i 457
Submissive behaviours best fulfilled the criteria of agonistic dominance indicators since
458
they showed a higher linearity, a complete transitivity, and rank orders with no inconsistencies. 459
The importance of submissive behaviours in establishing and maintaining dominance
460
relationships have been widely highlighted in primates (Rowell, 1974; de Wall & Luttrell, 1985)
461
but also in wolves (Schenkel, 1967; Mech, 1999). In our pack, subordinate individuals often 457
Submissive behaviours best fulfilled the criteria of agonistic dominance indicators since
458
they showed a higher linearity, a complete transitivity, and rank orders with no inconsistencies. 459
The importance of submissive behaviours in establishing and maintaining dominance
460
relationships have been widely highlighted in primates (Rowell, 1974; de Wall & Luttrell, 1985)
461
but also in wolves (Schenkel, 1967; Mech, 1999). In our pack, subordinate individuals often 457
Submissive behaviours best fulfilled the criteria of agonistic dominance indicators since
458
they showed a higher linearity, a complete transitivity, and rank orders with no inconsistencies. 459
The importance of submissive behaviours in establishing and maintaining dominance
460
relationships have been widely highlighted in primates (Rowell, 1974; de Wall & Luttrell, 1985)
461
but also in wolves (Schenkel, 1967; Mech, 1999). Manuscript to be reviewed In our pack, subordinate individuals often PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 462
determined the outcome of agonistic interactions by lowering themselves when being
463
approached by or when approaching dominant individuals, as described in wild wolf interactions
464
(Mech, 1999). Similar results have also been found in other captive family packs (Van Hooff &
465
Wensing, 1987; Romero et al., 2014). 466
In sum, to date the results suggest that submissive behaviours play a more relevant role
467
than dominance displays in terms of maintaining dominance relationships between all members
468
of a family pack, although further investigation should assess the importance of submissive
469
behaviours in promoting friendly relations and pack cohesion in wolf pack, as has been
470
suggested by some authors (e.g. Mech, 1999). 471
2) Greeting as formal indicator of submission
472
Overall, our results showed that greeting in Arctic wolves partially fulfilled the criteria of a
473
formal signal of submission, although it occurred only in a limited number of dyads, it was
474
almost completely unidirectional and it was exhibited in line with the agonistic dominance
475
hierarchy, in that it was displayed mainly by subordinate individuals towards dominant ones. The
476
main exception was the breeding pair, in which this behaviour was exchanged equally. This is
477
particularly interesting considering that their relative position in the hierarchy was also not
478
always fixed; the male appearing dominant over the female when calculating the rank based on
479
dominance displays and vice versa when basing the rank on submissive behaviours. This might
480
indicate a relaxed dominance relationship between breeding partners, with the females prevailing
481
in some situations and the male in others, as described in other captive family packs (Van Hooff
482
& Wensing, 1987) and wild packs (e.g. Mech, 1999). 483
The frequency of greeting behaviours however, did not correlate with the agonistic rank
484
making it an unreliable measure on which to base the ordering of pack members in a consistent 462
determined the outcome of agonistic interactions by lowering themselves when being
463
approached by or when approaching dominant individuals, as described in wild wolf interactions
464
(Mech, 1999). Similar results have also been found in other captive family packs (Van Hooff &
465
Wensing, 1987; Romero et al., 2014). 462
determined the outcome of agonistic interactions by lowering themselves when being
463
approached by or when approaching dominant individuals, as described in wild wolf interactions
464
(Mech, 1999). Manuscript to be reviewed Similar results have also been found in other captive family packs (Van Hooff &
465
Wensing, 1987; Romero et al., 2014). 466
In sum, to date the results suggest that submissive behaviours play a more relevant role
467
than dominance displays in terms of maintaining dominance relationships between all members
468
of a family pack, although further investigation should assess the importance of submissive
469
behaviours in promoting friendly relations and pack cohesion in wolf pack, as has been
470
suggested by some authors (e.g. Mech, 1999). 471
2) Greeting as formal indicator of submission
472
Overall, our results showed that greeting in Arctic wolves partially fulfilled the criteria of a
473
formal signal of submission, although it occurred only in a limited number of dyads, it was
474
almost completely unidirectional and it was exhibited in line with the agonistic dominance
475
hierarchy, in that it was displayed mainly by subordinate individuals towards dominant ones. The
476
main exception was the breeding pair, in which this behaviour was exchanged equally. This is
477
particularly interesting considering that their relative position in the hierarchy was also not
478
always fixed; the male appearing dominant over the female when calculating the rank based on
479
dominance displays and vice versa when basing the rank on submissive behaviours. This might
480
indicate a relaxed dominance relationship between breeding partners, with the females prevailing
481
in some situations and the male in others, as described in other captive family packs (Van Hooff
482
& Wensing, 1987) and wild packs (e.g. Mech, 1999). 483
The frequency of greeting behaviours however, did not correlate with the agonistic rank
484
making it an unreliable measure on which to base the ordering of pack members in a consistent 483
The frequency of greeting behaviours however, did not correlate with the agonistic rank
484
making it an unreliable measure on which to base the ordering of pack members in a consistent PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 485
linear hierarchy. This was most likely due to the numerous dyads in which no greeting
486
behaviours were observed. Indeed greeting in wolves is widely described to occur upon reunion
487
after a period of separation and before travelling and hunting (e.g. Mech, 1999; Peterson et al.,
488
2002). This context is limited in captivity, which may explain why, for many dyads, we were
489
unable to observe this behaviour. Nevertheless, with the only exception of the breeding pair, who
490
exchanged greetings exclusively towards each other, in all other dyads the behaviour was
491
completely unidirectional, displayed mainly from subordinates towards the dominant wolves and
492
with all pack members showing this behaviour most often towards the dominant breeding pair. 493
This is consistent with studies in other canids, showing that the use of greeting is a signal of
494
acknowledgment of dominance status (Ethiopian wolves, Sillero-Zubiri, et al 1996; domestic
495
dog, Cafazzo et al., 2010), and with theories suggesting that the mouth licking behaviour that
496
occurs during greeting interactions may be derived from food begging behaviour displayed from
497
the offspring towards the breeding pair to elicit regurgitation (Schenkel, 1967; Mech, Wolf &
498
Packard, 1999). 499
3) The age-(sex)-graded model
500
In our pack we found an overall dominance hierarchy based on submissive behaviours in 485
linear hierarchy. This was most likely due to the numerous dyads in which no greeting
486
behaviours were observed. Indeed greeting in wolves is widely described to occur upon reunion
487
after a period of separation and before travelling and hunting (e.g. Mech, 1999; Peterson et al.,
488
2002). This context is limited in captivity, which may explain why, for many dyads, we were
489
unable to observe this behaviour. Nevertheless, with the only exception of the breeding pair, who
490
exchanged greetings exclusively towards each other, in all other dyads the behaviour was
491
completely unidirectional, displayed mainly from subordinates towards the dominant wolves and
492
with all pack members showing this behaviour most often towards the dominant breeding pair. Manuscript to be reviewed 508
work both in captivity and in the wild never statistically tested the effect of sex and age. Our
509
results support the effect of age, showing largely that older siblings are dominant over younger
510
ones, but do not support a sex effect of males being dominant over females. 511
Interestingly however, when looking at the frequency of the three main behavioural
512
categories used to calculate dominance relationships in our pack, we found that female-male
513
agonistic interactions were fewer compared to intra-sexual (female-female and male-male)
514
agonistic interactions. In other words, although an overall hierarchy including animals of both
515
sexes was detected, agonistic displays were not so frequently expressed in interactions between
516
females and males. In fact, females showed agonistic behaviours preferentially towards other
517
females and males towards other males. Taking into account this differential pattern of
518
behaviours, we calculated sex-separate linear hierarchies, which, in both cases, showed stronger
519
linearity than the mixed hierarchy. Moreover, dominance relationships appeared to be expressed
520
making use of different behavioural categories in male’s and female’s hierarchies. The best
521
hierarchies (in terms of unidirectionlity, linearity, and transitivity) in females were based on
522
aggressive and submissive interactions, whereas in males, hierarchies based on submission and
523
dominance behaviours showed better indices. Taken together, results suggest that although the
524
pack as a whole shows a clear hierarchical organization, the structure of the hierarchy within
525
each sex is even clearer. Furthermore, it appears that females and males may use different ways
526
to communicate their reciprocal rank when interacting with members of their own sex. Van
527
Hooff & Wensing (1997) found similar results in a family pack of European wolves, where intra-
528
sexual relationships were characterized by a higher intensity of exchange of agonistic behaviour
529
than inter-sexual relationships. 508
work both in captivity and in the wild never statistically tested the effect of sex and age. Our
509
results support the effect of age, showing largely that older siblings are dominant over younger
510
ones, but do not support a sex effect of males being dominant over females. 511
Interestingly however, when looking at the frequency of the three main behavioural
512
categories used to calculate dominance relationships in our pack, we found that female-male
513
agonistic interactions were fewer compared to intra-sexual (female-female and male-male)
514
agonistic interactions. Manuscript to be reviewed 493
This is consistent with studies in other canids, showing that the use of greeting is a signal of
494
acknowledgment of dominance status (Ethiopian wolves, Sillero-Zubiri, et al 1996; domestic
495
dog, Cafazzo et al., 2010), and with theories suggesting that the mouth licking behaviour that
496
occurs during greeting interactions may be derived from food begging behaviour displayed from
497
the offspring towards the breeding pair to elicit regurgitation (Schenkel, 1967; Mech, Wolf &
498
Packard, 1999). 499
3) The age-(sex)-graded model
500
In our pack we found an overall dominance hierarchy based on submissive behaviours in
501
which males were not, on average, higher in rank than females, but older wolves were dominant
502
over younger ones (with the exception of two adult males who ranked at the bottom of the
503
hierarchy). In wild wolf packs, it is usually reported that all members submit to the breeding pair,
504
and the breeding female to the breeding male, with no clear dominance displays being observed
505
between offspring (Mech, 1999; Bloch, 2002). In captive studies, males are mostly described as
506
being dominant over females and older individuals over younger ones (e.g. Van Hooff &
507
Wensing, 1987; Romero et al., 2014). However, differently from the current study, previous 500
In our pack we found an overall dominance hierarchy based on submissive behaviours in
501
which males were not, on average, higher in rank than females, but older wolves were dominant
502
over younger ones (with the exception of two adult males who ranked at the bottom of the
503
hierarchy). In wild wolf packs, it is usually reported that all members submit to the breeding pair,
504
and the breeding female to the breeding male, with no clear dominance displays being observed
505
between offspring (Mech, 1999; Bloch, 2002). In captive studies, males are mostly described as
506
being dominant over females and older individuals over younger ones (e.g. Van Hooff &
507
Wensing, 1987; Romero et al., 2014). However, differently from the current study, previous PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed In other words, although an overall hierarchy including animals of both
515
sexes was detected, agonistic displays were not so frequently expressed in interactions between
516
females and males. In fact, females showed agonistic behaviours preferentially towards other
517
females and males towards other males. Taking into account this differential pattern of
518
behaviours, we calculated sex-separate linear hierarchies, which, in both cases, showed stronger
519
linearity than the mixed hierarchy. Moreover, dominance relationships appeared to be expressed
520
making use of different behavioural categories in male’s and female’s hierarchies. The best
521
hierarchies (in terms of unidirectionlity, linearity, and transitivity) in females were based on
522
aggressive and submissive interactions, whereas in males, hierarchies based on submission and
523
dominance behaviours showed better indices. Taken together, results suggest that although the
524
pack as a whole shows a clear hierarchical organization, the structure of the hierarchy within
525
each sex is even clearer. Furthermore, it appears that females and males may use different ways
526
to communicate their reciprocal rank when interacting with members of their own sex. Van
527
Hooff & Wensing (1997) found similar results in a family pack of European wolves, where intra-
528
sexual relationships were characterized by a higher intensity of exchange of agonistic behaviour
529
than inter-sexual relationships. 508
work both in captivity and in the wild never statistically tested the effect of sex and age. Our
509
results support the effect of age, showing largely that older siblings are dominant over younger
510
ones, but do not support a sex effect of males being dominant over females. 508
work both in captivity and in the wild never statistically tested the effect of sex and age. Our
509
results support the effect of age, showing largely that older siblings are dominant over younger
510
ones, but do not support a sex effect of males being dominant over females. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed Manuscript to be reviewed 530
An unexpected result is that females, but not males, appeared to use aggression to
531
communicate their reciprocal status in interactions with other females. This result disagrees with
532
most of the studies on hierarchies outlining submission as the best measure of dominance
533
relationships (e.g. Rowel, 1974; Bernstein, 1981; Hand, 1986; Cafazzo et al., 2010). A potential
534
explanation is that in general, aggressive interactions were frequent between individuals of our
535
study pack, potentially due to the data being collected mostly during the breeding season, which
536
starts in January and lasts approximately until April. During this time the hierarchical structure of
537
the pack likely regulates breeding activity, and aggressive interactions may be used to more
538
forcefully maintain the status among individuals. Further studies are needed to ascertain whether
539
indeed the behaviours used to maintain the hierarchy are different during breeding and non-
540
breeding periods. 541
The greater linearity of the hierarchical organization and the differential patterns of
542
behaviours used to maintain it in males and females raises the question about the most
543
appropriate way to characterize the dominance relationships among members of a wolf pack. Are
544
sex-separate hierarchies a better model than all-member hierarchies to describe such
545
relationships? Several authors suggest that separate same-sex hierarchies best describe the social
546
structure of wolf packs (Schenkel, 1947; Rabb, Woolpy & Ginsburg, 1967; Zimen, 1975, 1978;
547
Derix et al. 1993; Derix & VanHooff, 1995). Nevertheless, Zimen highlighted the existence of an
548
overall hierarchy with males being dominant over females in each age class, which is also the
549
usual model reported in studies of wild wolves (Clark, 1971; Mech, 1999). Unfortunately, as
550
stated above, most of the previous studies carried out both in captivity and in the wild, did not
551
follow a systematic procedure aimed to statistically show the dominance relationships in the
552
pack, which makes a comparative assessment of results difficult. Based on current results, when 530
An unexpected result is that females, but not males, appeared to use aggression to
531
communicate their reciprocal status in interactions with other females. This result disagrees with
532
most of the studies on hierarchies outlining submission as the best measure of dominance
533
relationships (e.g. Rowel, 1974; Bernstein, 1981; Hand, 1986; Cafazzo et al., 2010). PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 553
considering the pack as a whole the hierarchical structure does not show males being dominant
554
over females, but given the stronger linearity indices of separate male and female hierarchies, it
555
would appear that status within sexes may carry an even greater weight than within the mixed
556
sex group. 557
A final point to consider is the validity of captive-based studies when attempting to
558
characterize the social structure of a wild species. It is undeniable that studies with wild animals
559
are preferable when exploring such topics, however it is perhaps interesting to note that in a
560
metanalyses involving 113 studies looking at dominance structures in 85 species (172 groups),
561
Shizuku and McDonald (2015) found that whether studies were conducted in the wild or in a
562
captive setting did not affect results. With such elusive species as wolves, partial reliance on
563
captive studies is probably unavoidable, however future research using the same methodologies
564
adopted here on wild animals would be particularly important to further our understanding of
565
wolves’ social behaviour. 557
A final point to consider is the validity of captive-based studies when attempting to
558
characterize the social structure of a wild species. It is undeniable that studies with wild animals
559
are preferable when exploring such topics, however it is perhaps interesting to note that in a
560
metanalyses involving 113 studies looking at dominance structures in 85 species (172 groups),
561
Shizuku and McDonald (2015) found that whether studies were conducted in the wild or in a
562
captive setting did not affect results. With such elusive species as wolves, partial reliance on
563
captive studies is probably unavoidable, however future research using the same methodologies
564
adopted here on wild animals would be particularly important to further our understanding of
565
wolves’ social behaviour. Manuscript to be reviewed A potential
534
explanation is that in general, aggressive interactions were frequent between individuals of our
535
study pack, potentially due to the data being collected mostly during the breeding season, which
536
starts in January and lasts approximately until April. During this time the hierarchical structure of
537
the pack likely regulates breeding activity, and aggressive interactions may be used to more
538
forcefully maintain the status among individuals. Further studies are needed to ascertain whether
539
indeed the behaviours used to maintain the hierarchy are different during breeding and non-
540
breeding periods. 530
An unexpected result is that females, but not males, appeared to use aggression to
531
communicate their reciprocal status in interactions with other females. This result disagrees with
532
most of the studies on hierarchies outlining submission as the best measure of dominance
533
relationships (e.g. Rowel, 1974; Bernstein, 1981; Hand, 1986; Cafazzo et al., 2010). A potential
534
explanation is that in general, aggressive interactions were frequent between individuals of our
535
study pack, potentially due to the data being collected mostly during the breeding season, which
536
starts in January and lasts approximately until April. During this time the hierarchical structure of
537
the pack likely regulates breeding activity, and aggressive interactions may be used to more
538
forcefully maintain the status among individuals. Further studies are needed to ascertain whether
539
indeed the behaviours used to maintain the hierarchy are different during breeding and non-
540
breeding periods. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 575
We are grateful to Dr. Jitka Vokurková, the director, and employees of Olomouc Zoo f
576
allowing us to run observations in their institution. Special thanks are due to Daizaburo Shizuk
577
for statistical advice and to Rachel Dale for language revision. We also thank two anonymou
578
referees for useful and constructive suggestions that improved the manuscript. 579
580
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world: perspectives of behaviour, ecology and conservation. Park Ridge (NJ): Noyes
716
Publication. p. 282–322. 714
Zimen E. 1982. A wolf pack sociogram. In: Harrington FH, Paquet PC, editors. Wolves of the 715
world: perspectives of behaviour, ecology and conservation. Park Ridge (NJ): Noyes 717
White AB. 2001. Wild and captive wolf (Canis lupus) aggression in relation to territory
718
availability and pack size. Honors thesis - University of Colorado, Boulder. 719 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 724
Name
Sex
Date of birth
Age class
Removed
Returned
Viki
Female
mar-04
Adult
Beta*
Female
apr-07
Adult
09-feb
Normale
Female
apr-12
Sub-adult
13-mar
Uno Beta
Female
apr-12
Sub-adult
Lacrima
Female
apr-12
Sub-adult
Volpe
Female
apr-12
Sub-adult
22-apr
12-may
Musocorto
Female
apr-12
Sub-adult
Husky
Female
apr-13
Sub-adult
13-mar
Sosia
Female
apr-13
Sub-adult
Cane
Female
apr-12
Sub-adult
Macchia
Male
mar-04
Adult
Maschera
Male
apr-09
Adult
13-mar
Sfregiato
Male
apr-09
Adult
Storto
Male
apr-09
Adult
13-mar
Procione
Male
apr-10
Adult
22-apr
Secondo
Male
may-11
Adult
Taglio
Male
apr-12
Sub-adult
Musolungo
Male
mag-11
Adult
Due
Male
apr-12
Sub-adult
Zampa
Male
apr-12
Sub-adult 726 727
Table 2. Ethogram 727
Table 2. Ethogram 27
Table 2. Ethogram
Behavioural
categories
Behavioural
pattern
Description
Greeting
behaviours
Greeting
To interact in a friendly and relaxed manner holding the ears back, showing much tail
wagging and licking of the other’s mouth/muzzle. The subject however does not show
crouching/lowered hindquarters nor is the tail tucked between the legs
Dominance
behaviours
Stand tall
Subject straightens up to full height, with a rigid posture and tail, may include raised
hackles, ears erect and tail perpendicular or above the back
Stand over
To stand over another's body, with all four paws on the ground and the tail above the
plane of the back. The receiver may have either the whole body or just the forepaws
under the actors’ belly/side
Paw on
To place one or both forepaws on the other’s back
Ride up
To mount another one from behind or from the side, exhibiting a thrusting motion
Head on
The subject approaches another’s shoulder/back with the tail above the plane of the back
and puts its head on it. Most of times formation looks like a capital “T”
Muzzle bite
To grab the muzzle of another subject softly
Approach
dominant
To approach another subject within one body length for at least 5 seconds, with the tail
perpendicular or above the plane of the back and the ears erect and pointed forward
Submissive
behaviours
Crouch
Lowering the head, sometimes bending the legs, arching the back, lowering the tail
between the hind legs, and avoiding eye contact
Passive
submission
To lie on the back showing the stomach and holding the tail between the legs. The ears
are held back and close to the head and the subject raises a hind leg for inguinal
presentation
Active
submission
The subject has its tail tucked between the hind legs sometimes wagging it while he is in
a crouched position (with hindquarters lowered) and may attempt to paw and lick the side
of actors’/aggressor’s muzzle. The behaviour may include urination. Withdrawing
The subject withdraws from another moving away slowly in the opposite direction,
displaying a submissive posture. It occurs when a subject has been threatened or attacked
by another, or a fight has taken place
Flee
To run away from another with tail tucked between the legs and body ducked. PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) 727
Table 2. Ethogram It occurs
when a subject has been threatened or attacked by another, or after a fight
Avoidance
In response to another reducing the distance towards it, the subject moves away
displaying a submissive posture. The subject may also look at the individual he is trying
to avoid
Approach
submissive
To slowly approach another within one body length remaining within that distance for at
least 5 seconds. The approach is characterized by a ducked posture and tail between the
legs. Subject can also be moving in a wavy line and in a hesitant (stop-start) manner
Aggressive
behaviours
Threat
Subject orients towards another performing one or more of the following: staring intently
at, curling of the lips, baring of the canines, raising the hackles, snarling, growling, and
barking, sometimes with the tail perpendicular or above the back
Attack
Running into or jumping onto another with tail, ears and sometimes hackles up, often
with bites at the neck
Knock down
To strike another subject sharply with the chest or shoulder so that the other falls to the
ground
Pin
To grab another at the neck or at the muzzle, forcing it down to the ground and holding it
there
Chase
A subject runs after a conspecific, exhibiting threatening behaviours (see ‘threat’ above)
Snapping
To snap teeth into the air, noisily
Bite
Bite a conspecific, without inhibition, with enough pressure to cause potential injury
28 To interact in a friendly and relaxed manner holding the ears back, showing much tail
wagging and licking of the other’s mouth/muzzle. The subject however does not show
crouching/lowered hindquarters nor is the tail tucked between the legs Subject straightens up to full height, with a rigid posture and tail, may include raised
hackles, ears erect and tail perpendicular or above the back To stand over another's body, with all four paws on the ground and the tail above the
plane of the back. The receiver may have either the whole body or just the forepaws
under the actors’ belly/side To mount another one from behind or from the side, exhibiting a thrusting motion The subject approaches another’s shoulder/back with the tail above the plane of the back
and puts its head on it. Manuscript to be reviewed 729
Table 3. Summary of values of the directionality (directional consistency index, DCI), linearity h' and its
730
significance level, number and strength of inconsistencies (No. I and SI, respectively) for the I&SI rank orders, and
731
triangle transitivity (proportion of transitive triangles relative to all triangles Pt, triangle transitivity metric ttri, and
732
significance level) for all behavioural categories in the absence, and in the presence, of food and for all dominance
733
and submissive interactions regardless of the context. 729
Table 3. Summary of values of the directionality (directional consistency index, DCI), linearity h' and its
730
significance level, number and strength of inconsistencies (No. I and SI, respectively) for the I&SI rank orders, and
731
triangle transitivity (proportion of transitive triangles relative to all triangles Pt, triangle transitivity metric ttri, and
732
significance level) for all behavioural categories in the absence, and in the presence, of food and for all dominance
733
and submissive interactions regardless of the context. 729
Table 3. Summary of values of the directionality (directional consistency index, DCI), linearity h' and its
730
significance level, number and strength of inconsistencies (No. I and SI, respectively) for the I&SI rank orders, and
731
triangle transitivity (proportion of transitive triangles relative to all triangles Pt, triangle transitivity metric ttri, and
732
significance level) for all behavioural categories in the absence, and in the presence, of food and for all dominance
733
and submissive interactions regardless of the context. Agonistic behaviours displayed in the absence of food
Directionality
Linearity
Inconsistency:
No. I (and SI)
Triangle transitivity
Aggressive behaviour
DCI =0.94
No (h'=0.25, p=0.08)
-
Pt=0.88, ttri=0.52,p=0.009
Dominance behaviour
DCI =0.97
Yes (h'=0.38, p=0.002)
1 (3)
Pt=0.99, ttri=0.97, p=0.000
Submissive behaviour
DCI =0.98
Yes (h'=0.45, p=0.0001)
1 (2)
Pt=0.99, ttri=0.97, p=0.000
Agonistic behaviours displayed in the presence of food
Directionality
Linearity
Inconsistency:
No. I (and SI)
Triangle transitivity
Aggressive behaviour
DCI =0.85
Yes (h'=0.36, p=0.003)
4 (24)
Pt=0.98, ttri=0.90,p=0.000
Dominance behaviour
DCI =0.99
Yes (h'=0.33, p=0.006)
1 (4)
Pt=1.00, ttri=1.000,p=0.000
Submissive behaviour
DCI =0.99
Yes (h'=0.30, p=0.02)
1 (2)
Pt=0.99, ttri=0.95,p=0.000
Agonistic behaviours displayed in both the absence and the presence of food
Directionality
Linearity
Inconsistency:
No. Manuscript to be reviewed I (and SI)
Triangle transitivity
All dominance behaviours
DCI =0.97
Yes (h'=0.58, p=0.0001)
2 (9)
Pt=0.992, ttri=0.970,p=0.000
All submissive behaviours
DCI =0.97
Yes (h'=0.56, p=0.0001)
0
Pt=1.000, ttri=1.000,p=0.000
Agonistic behaviours displayed in both the absence and the presence of food without considering the alpha male and female
Directionality
Linearity
Inconsistency:
No. I (and SI)
Triangle transitivity
All dominance behaviours
DCI =0.96
Yes (h'=0.44, p=0.0008)
2 (9)
Pt=0.983, ttri=0.932,p=0.000
All submissive behaviours
DCI =0.94
Yes (h'=0.40, p=0.005)
0
Pt=1.000, ttri=1.000,p=0.000 splayed in both the absence and the presence of food without considering the alpha male and female 735 727
Table 2. Ethogram Most of times formation looks like a capital “T”
To grab the muzzle of another subject softly To approach another subject within one body length for at least 5 seconds, with the tail
perpendicular or above the plane of the back and the ears erect and pointed forward p
The subject has its tail tucked between the hind legs sometimes wagging it while he is in
a crouched position (with hindquarters lowered) and may attempt to paw and lick the side
of actors’/aggressor’s muzzle. The behaviour may include urination. gg
y
The subject withdraws from another moving away slowly in the opposite direction,
displaying a submissive posture. It occurs when a subject has been threatened or attacked
by another, or a fight has taken place To slowly approach another within one body length remaining within that distance for at
least 5 seconds. The approach is characterized by a ducked posture and tail between the
legs. Subject can also be moving in a wavy line and in a hesitant (stop-start) manner Subject orients towards another performing one or more of the following: staring intently
at, curling of the lips, baring of the canines, raising the hackles, snarling, growling, and
barking, sometimes with the tail perpendicular or above the back Running into or jumping onto another with tail, ears and sometimes hackles up, often
with bites at the neck Bite a conspecific, without inhibition, with enough pressure to cause potential injury 728 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 736
Table 4. Dominance relationships based on all submissive behavioural patterns recorded between wolves. 737
Bold type: males; italic type: females. The signallers, who are the performers of the submissive behaviours, are
738
listed in rows, whereas the recipients in columns. 4. Dominance relationships based on all submissive behavioural patterns recorded between wolves. 736
Table 4. Dominance relationships based on all submissive behavioural patterns recorded between wolves. 737
Bold type: males; italic type: females. The signallers, who are the performers of the submissive behaviours, are
738
listed in rows, whereas the recipients in columns. Manuscript to be reviewed vik
mac
mas
sec
sfr
zam
due
unb
vol
lac
nor
can
tag
mul
muc
sos
sto
pro
hus
vik
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0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
mac
1
*
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
mas
1
14
*
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
sec
3
14
4
*
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
sfr
2
4
13
4
*
0
0
0
0
0
0
0
0
0
0
0
0
0
0
zam
0
3
0
0
0
*
0
0
0
0
0
0
0
0
0
0
0
0
0
due
1
10
3
2
1
0
*
0
0
0
0
0
0
0
0
0
0
0
0
unb
48
6
1
0
0
0
1
*
0
0
0
0
0
0
0
0
0
0
0
vol
31
4
1
2
2
0
0
2
*
0
0
0
0
1
0
0
0
0
0
lac
27
3
1
2
1
0
0
1
9
*
0
0
0
1
0
0
0
0
0
nor
3
1
0
0
0
0
0
0
4
6
*
0
0
0
0
0
0
0
0
can
1
2
0
0
0
0
0
3
0
6
0
*
0
0
0
1
0
0
0
tag
2
13
3
0
7
1
1
0
0
0
0
0
*
0
0
0
1
0
0
mul
5
22
10
0
10
0
0
1
1
2
0
0
0
*
0
0
0
0
0
muc
11
13
0
2
2
0
1
1
8
16
1
42
1
1
*
2
0
0
0
sos
1
2
0
0
1
1
1
0
0
0
0
1
0
0
11
*
0
0
0
sto
4
4
3
0
1
0
0
1
2
1
2
0
4
0
2
0
*
0
0
pro
1
23
3
2
5
2
7
1
0
1
0
7
2
5
3
1
1
*
0
hus
2
1
4
0
0
1
0
0
0
1
0
0
0
1
0
0
0
1
*
9 740 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) Manuscript to be reviewed 741
Table 5. Summary of values of the directionality (directional consistency index, DCI), linearity h' and its
742
significance level, number and strength of inconsistencies (No. I and SI, respectively) for the I&SI rank orders, and
743
triangle transitivity (proportion of transitive triangles relative to all trangles Pt, triangle transitivity metric ttri, and
744
significance level) for all behavioural categories for females and males separately. 741
Table 5. Summary of values of the directionality (directional consistency index, DCI), linearity h' and its
742
significance level, number and strength of inconsistencies (No. I and SI, respectively) for the I&SI rank orders, and
743
triangle transitivity (proportion of transitive triangles relative to all trangles Pt, triangle transitivity metric ttri, and
744
significance level) for all behavioural categories for females and males separately. Agonistic behaviours displayed between females
Directionality
Linearity
Inconsistency:
No. I (and SI)
Triangle transitivity
Female aggressive behaviour
DCI =0.92
Yes (h'=0.78, p=0.004)
0
Pt=1.000, ttri=1.000,p=0.008
Female dominance behaviour
DCI =0.98
Yes (h'=0.74, p=0.007)
1 (2)
Pt=0.973, ttri=0.892,p=0.004
Female submissive behaviour
DCI =0.98
Yes (h'=0.59, p=0.048)
0
Pt=1.000, ttri=1.000,p=0.008
Agonistic behaviours displayed between males
Directionality
Linearity
Inconsistency:
No. I (and SI)
Triangle transitivity
Male aggressive behaviour
DCI =0.90
Yes (h'=0.61, p=0.015)
1 (4)
Pt=0.972, ttri=0.889,p=0.002
Male dominance behaviour
DCI =0.96
Yes (h'=0.78, p=0.0009)
0
Pt=1.000, ttri=1.000,p=0.001
Male submissive behaviour
DCI =0.97
Yes (h'=0.81, p=0.0002)
0
Pt=1.000, ttri=1.000,p=0.001
745 746 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) 747
Figure 1. 48
The relation between the rank order based on all dominance behaviours and the rank order based
49
on all submissive behaviours. 748
The relation between the rank order based on all dominance behaviours an 748
The relation between the rank order based on all dominance behaviours and the rank order based 749
on all submissive behaviours. 749
on all submissive behaviours. 750
751 750 752 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016) 47
Figure 1. Manuscript to be reviewed Manuscript to be reviewed 53
Figure 2. 753
Figure 2. elation between the agonistic rank order based on submission and the age of wolves 754
The relation between the agonistic rank order based on submission and the age of wolves. 755 755 755 PeerJ reviewing PDF | (2016:06:11561:2:0:NEW 7 Oct 2016)
|
https://openalex.org/W2948991595
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https://europepmc.org/articles/pmc6603983?pdf=render
|
English
| null |
Metabolic Outcomes in Southern Italian Preadolescents Residing Near an Industrial Complex: The Role of Residential Location and Socioeconomic Status
|
International journal of environmental research and public health/International journal of environmental research and public health
| 2,019
|
cc-by
| 10,220
|
International Journal of
Environmental Research
and Public Health International Journal of
Environmental Research
and Public Health Article
Metabolic Outcomes in Southern Italian
Preadolescents Residing Near an Industrial Complex:
The Role of Residential Location and
Socioeconomic Status Esha Bansal 1,2, Donatella Placidi 1,*
, Shaye Carver 1,3, Stefano Renzetti 4,5
,
Augusto Giorgino 6, Giuseppa Cagna 1, Silvia Zoni 1, Chiara Fedrighi 1, Miriana Montemurro 1,6,
Manuela Oppini 1, Michele Conversano 6, Stefano Guazzetti 1,7, Robert O. Wright 2,
Donald Smith 8, Luz Claudio 2 and Roberto G. Lucchini 1,2 1
Department of Medical and Surgical Specialties, Radiological Sciences and Public Health, University of
Brescia, 25123 Brescia, Italy; esha.bansal@icahn.mssm.edu (E.B.); carversh@bc.edu (S.C.);
giuseppa.cagna@unibs.it (G.C.); silvia.zoni@unibs.it (S.Z.); chiara.fedrighi@unibs.it (C.F.);
miriana.montemurro@unibs.it (M.M.); manuela.oppini@unibs.it (M.O.);
stefano.guazzetti@ausl.re.it (S.G.);roberto.lucchini@unibs.it (R.G.L.) g
2
Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai,
New York, NY 10029, USA; robert.wright@mssm.edu (R.O.W.); luz.claudio@mssm.edu (L.C.) 2
Department of Environmental Medicine and Public Health, Icahn School of Medicine at Mount Sinai,
New York, NY 10029, USA; robert.wright@mssm.edu (R.O.W.); luz.claudio@mssm.edu (L.C.)
3
Department of Biology, Morrissey College of Arts and Sciences, Boston College,
Chestnut Hill, PA 02467, USA g
(
)
(
)
3
Department of Biology, Morrissey College of Arts and Sciences, Boston College,
Chestnut Hill, PA 02467, USA 4
Department of Molecular and Translational Medicine, University of Brescia, 25123 Brescia, Italy;
stefano.renzetti@unibs.it 5
Department of Clinical Sciences and Community Health, University of Milan, 20122 Milan, It
6 6
Department of Prevention, Local Health Authority of Taranto, 74121 Taranto, Italy;
augusto.giorgino@asl.taranto.it (A.G.); michele.conversano@asl.taranto.it (M.C.) g
g
g
7
Local Health Authority of Reggio Emilia, 42122 Reggio Emilia, Italy y
gg
gg
y
8
Department of Microbiology and Environmental Toxicology, University of California Santa Cruz,
Santa Cruz, CA 95064, USA; drsmith@ucsc.edu y
gg
gg
y
8
Department of Microbiology and Environmental Toxicology, University of California Santa Cruz,
S
t C
CA 95064 USA d
ith@
d *
Correspondence: donatella.placidi@unibs.it; Tel.: +39-030-399-6834 1. Introduction Exposure to industrial pollutants is a serious environmental health problem, particularly as it
affects children. Even low-level toxicity from contaminated air, water, and food sources has been
implicated in pediatric pathologies of high morbidity and mortality, such as obesity, organ damage,
and neurological dysfunction [1–3]. Many of the pediatric metabolic conditions linked to environmental exposure have been studied
and found to be associated with specific sociodemographic conditions. This is particularly true for
the Mediterranean region of Europe, where childhood obesity is increasing at alarming rates [4–7]. In Italy, 22.2% of children at the age of 8–9 years are overweight, and 17.4% are obese. These rates
have worsened substantially over the past decades, particularly for girls, yet remain higher in males
relative to females and in Southern relative to Northern Italy [4,7,8]. A recent study of 15,035 Italian
schoolchildren aged 11–15 years found 21.8% of boys and 13.3% of girls to be overweight or obese
in 2014 [9]. These findings agree with prior literature, which associates childhood obesity with low
socioeconomic status (SES) and low maternal education level [5,8–10]. Childhood obesity has also
been linked to cognitive conditions, including ADHD, risky behavior, and antisocial behavior [11,12]. However, such health conditions have not been as well described in the context of multiple
sociodemographic and anthropometric variables, or in the setting of industrial activity. Much remains
to be understood about the role of sociodemographic and lifestyle factors in mediating harmful
pediatric health effects linked to environmental exposure. Numerous chemicals present in industrial
sites—including heavy metals, polychlorinated biphenyls, dioxins, and bisphenol A—are considered
obesogens because they have been shown to alter adipose tissue formation and neuroendocrine
regulation of appetite [13]. Exposure to industrial chemicals may also increase obesity indirectly by
promoting impulsive behaviors that interfere with appetite control [12]. While children are far more
sensitive than adults to such toxins, relatively little is known about the differential effects of each
chemical based on child characteristics such as sex and body size [14]. To our knowledge, there is
also scarce currently published work that evaluates the metabolic outcomes of children living near
industrial sites. This knowledge gap could limit the investigation of environmental contributors to
metabolic syndromes. In addition to body size metrics, metabolic pathologies have been described in relation to early-life
environmental exposure. Received: 13 May 2019; Accepted: 6 June 2019; Published: 8 June 2019 Abstract: Evidence suggests that environmental exposures and socioeconomic factors may interact
to produce metabolic changes in children. We assessed the influence of residential location and
socioeconomic status (SES) on pediatric body mass index (BMI) Z-score and fasting blood glucose
(FBG) concentration. Participants included 214 children aged 6–11 years who live near a large
industrial complex in Taranto, Italy. Participants were grouped into residential zones based on the
distance between their home address and the complex periphery (Zone 1: 0.000–4.999 km, Zone
2: 5.000–9.999 km, Zone 3: 10.000–15.000 km). BMI Z-scores were calculated via World Health
Organization (WHO) pediatric reference curves. FBG was obtained via venous blood sampling. Closer residential location to the industrial complex on the order of 5.000 km was significantly
associated with worsened metabolic outcomes, particularly in female children. Zone 1 participants
had higher BMI-adjusted FBG than Zone 2 and 3 participants (p < 0.05 versus Zone 2; p < 0.01 versus
Zone 3). SES did not significantly influence BMI-adjusted FBG. Moreover, BMI Z-scores indicated
high rates of overweight (22.0%) and obesity (22.9%) in the cohort. BMI Z-score was not significantly
associated with SES or residential zone but was negatively associated with maternal education level
(p < 0.05). These results offer new evidence that residing near industrial activity may predict adverse
effects on child metabolic health. Int. J. Environ. Res. Public Health 2019, 16, 2036; doi:10.3390/ijerph16112036 www.mdpi.com/journal/ijerph 2 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 Keywords: children; socioeconomic status; residential location; industrial; air pollution; body mass
index; BMI; blood glucose; obesity Keywords: children; socioeconomic status; residential location; industrial; air pollution; body mass
index; BMI; blood glucose; obesity 2.1. Study Design and Population A cross-sectional study was carried out with a cohort of 214 primary school children aged 6–11 years,
recruited from 12 public primary schools in the Taranto municipality. Among the 432 children who
received parental consent to participate in this study, full or partial data were collected from the 312
children that satisfied the inclusion and exclusion criteria. Of the 312 eligible participants, 214 participants
(68.6%) provided sufficient data to be included in the analyses of this paper. The cohort of 214 participants
included in these analyses did not differ significantly from the 98 participants whose data were not
used, on any analyzed characteristic. A more detailed breakdown of enrollment data is available
upon request. Inclusion Criteria: To participate in the study: (1) children must have been born and raised
continuously in one of the target study areas in the province of Taranto, Italy; and (2) the pregnancy of
the child’s mother must have been carried out within the participant’s current area of residence at the
time of recruitment. Exclusion Criteria: Subjects were excluded from the study for having one or more of the following
conditions: history of total parenteral nutrition; history of neurodegenerative disease; current use
of pharmaceuticals affecting the nervous system or with known neuropsychological side effects;
inadequately corrected visual defects; deficits in hand and/or finger function; and/or presence of a
neurological, neuropsychiatric, hematological, metabolic, endocrine, kidney, or bile tract pathology. Children excluded due to pathologies were referred to the pediatric care service of the Azienda Sanitaria
Locale (ASL) of Taranto. Because participants were below 12 years of age, informed written consent for child participation
and for anonymous data collection was obtained from both parents of each participant. Children were
enrolled in this study from March 2015 to May 2016. This study was conducted in accordance with
the Declaration of Helsinki. On September 11, 2014, the study was reviewed and approved by the
Independent Medical Ethics Committee of the ASL of Brindisi, the approval body responsible for
health research conducted in the Province of Taranto (ID number: 142/14). 1. Introduction For instance, the ambient air pollutants ozone and sulfate have been
characterized as triggers of Type I diabetes in early childhood [15]. Literature indicates that arsenic, a
heavy metal compound produced by steel plants, contributes to both obesity and prediabetic insulin
resistance, an important step in the pathogenesis of Type II diabetes [16]. This study was conducted in the areas surrounding an industrial complex that includes the largest
steel plant in the European Union (Taranto, Italy). The industrial activities of this complex are known to
produce substances that affect child obesity and metabolism. The objective of this study is to describe
the metabolic health effects of industrial site proximity on school-aged children, a population segment
that has not been well studied in this context. In particular, this paper aims to: (1) describe trends
in body mass index (BMI) Z-score and fasting blood glucose (FBG) concentration among a cohort of
urban children aged 6–11 years residing near the industrial complex; and (2) relate these findings to
children’s residential distance from the industrial complex and SES. Our approach combines bodily
measurements and physiological data with sociodemographic and geographic information. In this way,
the study offers a deeper analysis of the relationship between metabolic outcomes and environmental
exposure than is typically possible in pediatric population studies about industrial activity. The authors Int. J. Environ. Res. Public Health 2019, 16, 2036 3 of 16 intend that these analyses will be considered when designing future health interventions for children
with environmental exposure to industrial emissions. intend that these analyses will be considered when designing future health interventions for children
with environmental exposure to industrial emissions. 2.3. Division of Residential Location into Residential Zones
2 3 Division of Residential Location into Residential Zones To categorize residential location, the Taranto municipality was divided geographically into
three concentric residential zones (1, 2, 3) of increasing radial distance from the industrial complex. The industrial complex was defined as a polygonal region in which processes of steel preproduction
(including iron ore extraction), production, and refinery were performed regularly (Figure 1). 2.3. Division of Residential Location into Residential Zones
To categorize residential location, the Taranto municipality was divided geographically into
three concentric residential zones (1, 2, 3) of increasing radial distance from the industrial complex. The industrial complex was defined as a polygonal region in which processes of steel preproduction
(including iron ore extraction), production, and refinery were performed regularly (Figure 1) Figure 1. Geographic description of the residential zones (circles) used to define participant
proximity to the industrial complex (polygon). Figure 1. Geographic description of the residential zones (circles) used to define participant proximity
to the industrial complex (polygon). Figure 1. Geographic description of the residential zones (circles) used to define participant
proximity to the industrial complex (polygon). Figure 1. Geographic description of the residential zones (circles) used to define participant proximity
to the industrial complex (polygon). First, geolocalization of participants’ reported residence and school of attendance was
performed using the World Geodetic System (WGS84). Thereafter, residential distance from the
industrial complex was calculated for each participant as the straight-line distance between his/her
home address and the closest point of the polygon denoting the perimeter of the complex. The
perimeter, rather than center, of the industrial complex was used in distance measurement due to
the presence of accumulated metal dusts at the industrial complex borders; wind forces have been
kno
n to resuspend these dusts and transport them airborne across the city
First, geolocalization of participants’ reported residence and school of attendance was performed
using the World Geodetic System (WGS84). Thereafter, residential distance from the industrial complex
was calculated for each participant as the straight-line distance between his/her home address and the
closest point of the polygon denoting the perimeter of the complex. The perimeter, rather than center,
of the industrial complex was used in distance measurement due to the presence of accumulated metal
dusts at the industrial complex borders; wind forces have been known to resuspend these dusts and
transport them airborne across the city. known to resuspend these dusts and transport them airborne across the city. 2.2. Study Design and Enrollment Subject enrollment was conducted in primary schools. Within each of the three geographic zones
delineated in the study, four public primary schools were selected, for a total of 12 schools (Table 1). These schools were chosen in order to accurately represent the environmental effects of industrial
complex emissions within the Province of Taranto. To this effect, maps of average PM10 concentration
at ground level in the Province of Taranto, created by the Puglia Regional Agency for Prevention
and Protection of the Environment (ARPA Puglia) in 2010, informed school selection. After verifying
children’s registration forms and eligibility for the study, participants were enrolled, and the cohort
was balanced for zone, school, age, and gender. Data were anonymized by assigning each participant
a numerical identification code. 4 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036
R di l Di t
f Table 1. Description of primary school enrollment sites by residential zone, distance from industrial
complex, and neighborhood. Residential Zone
Radial Distance from
Industrial Complex (km)
Neighborhoods
Primary Schools
1
0.000–4.999
Tamburi, Città Vecchia, Borgo
Vico, Deledda, Giusti, XXV
Luglio
2
5.000–9.999
Italia Montegranaro, Tre
Carrare Battisti, Solito
Corvisea, Salinella, Paolo VI,
Comune di Statte
Alfieri, Viola, Pertini, Giovanni
XXIII
3
10.000–15.000
Talsano-San Vito-Lama
Frascolla, Salvemini, Sciascia,
De Amicis
f
d
l
d
l
Zone
Industrial Complex
(km)
Neighborhoods
Primary Schools
1
0.000–4.999
Tamburi, Città Vecchia, Borgo
Vico, Deledda, Giu
XXV Luglio
2
5.000–9.999
Italia Montegranaro, Tre Carrare
Battisti, Solito Corvisea, Salinella,
Paolo VI, Comune di Statte
Alfieri, Viola, Perti
Giovanni XXIII
3
10.000–15.000
Talsano-San Vito-Lama
Frascolla, Salvemin
Sciascia, De Amic Table 1. Description of primary school enrollment sites by residential zone, distance from industrial
complex, and neighborhood. Zone
Industrial Complex
(km)
Neighborhoods
Primary Sch 2.3. Division of Residential Location into Residential Zones
2 3 Division of Residential Location into Residential Zones 2.6. Determination of BMI Z-Score A clinical determination of underweight, healthy weight, overweight, or obese was made for each
participant based on parent-reported data, using the World Health Organization (WHO) BMI-for-age
reference charts for girls and boys. Based on these charts, participants with calculated BMI Z-scores
below or equal to −2 standard deviations (SD) for their age and gender were classified as underweight. Participants with Z-scores from −2 SD up to and including +1 SD were classified as healthy weight. Z-scores from +1 SD up to and including +2 SD were considered overweight, and those greater than
+2 SD were classified as obese [20,21]. To corroborate the accuracy of Z-score results, clinical weight classification via BMI was also
conducted based on BMI percentile, using the Children’s BMI Tool for Schools of the United States
Centers for Disease Control and Prevention (CDC; values not used for analysis). All correlations of BMI
percentile and BMI-adjusted fasting blood glucose with other covariates remained at the same level of
statistical significance using this approach. The distribution of participants into weight classifications
was also comparable (6.5% underweight, 52.8% healthy weight, 20.1% overweight, 20.6% obese). 2.7. Determination of SES SES was classified for each participating child as low, medium, or high, according to the validated
protocol described by Cesana et al [22]. The following characteristics of both parents were used as
inputs to determine the SES classification of each child: age, years of formal education, occupation,
and work-related stress perception. 2.5. Collection of BMI Z-Score, SES, and Lifestyle Data 2.5. Collection of BMI Z-Score, SES, and Lifestyle Data A written questionnaire adapted from the Elementary Home Observation for Measurement of
the Environment (HOME) Inventory [17] was administered to the parent(s) of participants to obtain
self-reported child data. For determination of BMI Z-score, these included participant birthdate, sex,
height, and weight. Parental assessments of child height and weight have been described as reasonably
accurate for this age group, particularly when classifying large cohorts into obese and non-obese
categories [18,19]. Similarly, information on residential address, parental occupation, and parental education level
was collected from parents via the Elementary HOME Inventory. Participant lifestyle data, including
weekly hours of sports activity, weekly hours of outdoor play, and total weekly hours of physical
activity, were also provided by parents in this manner. The questionnaire was completed by the
parent(s) at the primary school of the child, during the evaluation of the child by study personnel. 2.4. Collection and Analysis of Fasting Blood Glucose Data Fasting blood glucose measurements were collected at participants’ primary schools by trained
medical and nursing personnel of the Taranto ASL Department of Prevention. Venous whole blood
was collected from participating children in the morning hours after fasting overnight, with at least
one parent present. Blood specimens were drawn in heparinized tubes and promptly transported to
the analytical laboratories of the Hospital of Taranto for immediate analysis. 2.3. Division of Residential Location into Residential Zones
2 3 Division of Residential Location into Residential Zones Subsequently, the distance from the industrial complex perimeter to the farthest participant
residential location was measured and divided by three, to form three levels of geographical distance
(zones). Residential distance from the industrial complex was categorized as follows: less than 5.000 km
(Zone 1), between 5.000 km and 9.999 km (Zone 2), or between 10.000 km and 15.000 km (Zone 3). Int. J. Environ. Res. Public Health 2019, 16, 2036 5 of 16 3.1. Sociodemographic and Physical Characteristics of the Cohort The main sociodemographic and physical characteristics of participating children (n = 214) are
summarized in Table 2. The three residential zones had similar numbers of participants (n = 62 for
Zone 1; n = 77 for Zone 2; n = 75 for Zone 3). The cohorts were also well-balanced by sex (n = 114 or
53.3% female; n = 100 or 46.7% male). Zone 1 had more females than males, while Zones 2 and 3 had
nearly equal numbers of males and females (62.9% female in Zone 1; 49.4% female in Zone 2; 49.3%
female in Zone 3). The mean age of all study participants was 8.6 years, and the age distribution was
quite consistent for all zones and sexes (8.9 ± 1.6 years for Zone 1; 8.2 ± 1.4 years for Zone 2; 8.6 ± 1.5
years for Zone 3; 8.5 ± 1.5 years for all females; 8.6 ± 1.5 years for all males). Table 2. Sociodemographic and physical characteristics of the study cohort (mean (± SD) or n (%))
in totality, by residential zone, and by sex (BMI = Body mass index; SES = socio-economic status;
FBG = fasting blood glucose). Table 2. Sociodemographic and physical characteristics of the study cohort (mean (± SD) or n (%))
in totality, by residential zone, and by sex (BMI = Body mass index; SES = socio-economic status;
FBG = fasting blood glucose). 2.8. Statistical Analysis The cohort was first described using standard statistics (mean and standard deviation for
continuous variables; frequency, and percentage for discrete variables) to explore the characteristics
of each residential zone and group. Generalized additive models were used to confirm a linear
relationship between each independent variable—residential zone and SES—and each metabolic
dependent variable of interest [23]. Linear modeling was then performed to explore these relationships quantitatively. Different
residential proximities to the industrial complex were represented and compared via residential zone, 6 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 the categorical variable described above (Zone 2 vs. Zone 1; Zone 3 vs. Zone 1). SES was expressed
and compared in terms of the above-described categorized indices (High vs. Low; Medium vs. Low). We also performed a mediation analysis to test the role of BMI Z-score as a mediator in the association
of SES and residential-to-industrial-complex distance with FBG. The 95% confidence intervals were
calculated for each regression. Differences between groups were considered statistically significant at
p < 0.05 for a two-tailed hypothesis test. All statistical analyses, tables, and graphs were performed
and generated with R 3.5.2 [24]. 3.1. Sociodemographic and Physical Characteristics of the Cohort Measured
Characteristic
Total
(n = 214)
Zone 1
(n = 62)
Zone 2
(n = 77)
Zone 3
(n = 75)
Females
(n = 114)
Males
(n = 100)
Sex (F)
114 (53.3%)
39 (62.9%)
38 (49.4%)
37 (49.3%)
Age (years)
8.6 (±1.5)
8.9 (±1.6)
8.2 (±1.4)
8.6 (±1.5)
8.5 (±1.5)
8.6 (±1.5)
Weight (kg)
33.1 (±10.1)
35.4 (±10.9)
31.5 (±9.4)
33.0 (±10.0)
31.8 (±9.0)
34.7 (±11.2)
Height (cm)
133.6 (±11.5)
134.5 (±13.5)
132.3 (±10.6)
134.0 (±10.8)
132.9 (±11.2)
134.3 (±11.9)
BMI Z-Score
0.8 (±1.5)
1.1 (±1.5)
0.62 (±1.5)
0.66 (±1.6)
0.56 (±1.3)
1.0 (±1.7)
Underweight
9 (4.2%)
2 (3.2%)
5 (6.5%)
2 (2.7%)
5 (4.4%)
4 (4%)
Healthy Weight
109 (50.9%)
27 (43.6%)
39 (50.6%)
43 (57.3%)
64 (56.1%)
45 (45%)
Overweight
47 (22.0%)
16 (25.8%)
20 (26.0%)
11 (14.7%)
32 (28.1%)
15 (15%)
Obese
49 (22.9%)
17 (27.4%)
13 (16.9%)
19 (25.3%)
13 (11.4%)
36 (36%)
SES
Low
91 (42.5%)
41 (66.1%)
26 (33.8%)
24 (32.0%)
48 (42.1%)
43 (43%)
Medium
70 (32.7%)
16 (25.8%)
25 (32.5%)
29 (38.7%)
41 (36.0%)
29 (29%)
High
53 (24.8%)
5 (8.1%)
26 (33.8%)
22 (29.3%)
25 (21.9%)
28 (28%)
FBG (mg/dL) 1
85.5 (±6.6)
87.8 (±6.3)
85.5 (±7.1)
83.5 (±5.6)
85.4 (±6.8)
85.6 (±6.3)
1 For FBG data, n = 212 for cohort (Zone 1: n = 62; Zone 2: n = 76; Zone 3: n = 74; females: n = 113; males: n = 99). Across the three residential zones and both sexes, the distribution of height was quite uniform
(133.6 ±11.5 cm for all participants). Weight was slightly higher in Zone 1 relative to Zones 2 and
3 (35.4 ± 10.9 kg for Zone 1; 31.5 ± 9.4 kg for Zone 2; 33.0 ± 10.0 kg for Zone 3), as well as in males
relative to females (31.8 ± 9.0 kg for females; 34.7 ± 11.2 kg for males). g
g
In general, the BMI classification of participating children showed a disproportionately high
prevalence of overweight and obesity (4.2% underweight, 50.9% healthy weight, 22.0% overweight,
22.9% obese). This trend towards overweight and obesity was especially strong among participants in
Zone 1 (25.8% overweight, 27.4% obese) and among male participants (15% overweight, 36% obese), as
over 50% of participants in these two groups were overweight or obese. Across the three residential zones and both sexes, the distribution of height was quite uniform
(133.6 ±11.5 cm for all participants). Weight was slightly higher in Zone 1 relative to Zones 2 and
3 (35.4 ± 10.9 kg for Zone 1; 31.5 ± 9.4 kg for Zone 2; 33.0 ± 10.0 kg for Zone 3), as well as in males
relative to females (31.8 ± 9.0 kg for females; 34.7 ± 11.2 kg for males). 3.1. Sociodemographic and Physical Characteristics of the Cohort Mean BMI Z-score for the
cohort was 0.8 ± 1.5 (1.1 ± 1.5 for Zone 1; 0.62 ± 1.5 for Zone 2; 0.66 ± 1.6 for Zone 3; 0.56 ± 1.3 for
females; 1.0 ± 1.7 for males). In general, the BMI classification of participating children showed a disproportionately high
prevalence of overweight and obesity (4.2% underweight, 50.9% healthy weight, 22.0% overweight,
22.9% obese). This trend towards overweight and obesity was especially strong among participants in
Zone 1 (25.8% overweight, 27.4% obese) and among male participants (15% overweight, 36% obese), as
over 50% of participants in these two groups were overweight or obese. Mean BMI Z-score for the
cohort was 0.8 ± 1.5 (1.1 ± 1.5 for Zone 1; 0.62 ± 1.5 for Zone 2; 0.66 ± 1.6 for Zone 3; 0.56 ± 1.3 for
females; 1.0 ± 1.7 for males). 7 of 16 7 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 Study participants tended towards low SES (42.5% low SES; 32.7% medium SES; 24.8% high SES). This tendency occurred because Zone 1 participants were disproportionately concentrated in the low
SES index (66.1% low SES, 25.8% medium SES, 8.1% high SES). By contrast, Zone 2 and Zone 3 were
relatively well-balanced by SES index (Zone 2: 33.8% low SES, 32.5% medium SES, 33.8% high SES;
Zone 3: 32.0% low SES, 38.7% medium SES, 29.3% high SES). Further, males and females had SES
distributions, with nearly equal portions of each sex in the low SES index, a slightly greater portion
of females in the medium SES index, and a slightly greater portion of males in the high SES index
(females: 42.1% low SES; 36.0% medium SES; 21.9% high SES; males: 43% low SES, 29% medium SES;
28% high SES). g
Fasting blood glucose values were within the age-appropriate range of normality for all subjects [25],
with a cohort average of 85.5 ± 6.6 mg/dL, and are described in detail in Section 3.2. 3.2. FBG by Sociodemographic Factors Tables 3–5 present regression coefficients and 95% confidence intervals for the association of
sociodemographic factors with BMI Z-score and FBG (Table 3 describes all participants, Table 4 describes
female participants only, and Table 5 describes male participants only). When analyzing FBG, the
relationship between FBG and BMI Z-Score was taken into account. Overall, Zone 1 participants had
significantly higher FBG compared to Zone 2 and Zone 3 participants (p < 0.05 vs. Zone 2; p < 0.001 vs. Zone 3; Table 3). When considering only female participants; Zone 1 continued to show significantly
elevated FBG relative to Zone 3 (p < 0.001), with a higher magnitude of association (βAll participants = −4.6;
βFemales = −6.3). The difference in FBG between Zones 1 and 2 dropped below the threshold of
significance for female participants only, yet the magnitude of association increased relative to the full
cohort (βAll participants = −2.5; βFemales = −3.0; Table 4). When only male participants were analyzed, none
of the differences in FBG by residential zone remained statistically significant. For males only, FBG
comparisons by residential zone showed lower magnitudes of association than in the full cohort (Table 5). Low SES participants did not show statistically significant differences in FBG relative to medium SES or
high SES participants, neither for any particular sex nor for the cohort as a whole. Table 3. All participants (n = 214): Linear regression coefficients and 95% confidence intervals for
associations of (i) residential zone; (ii) socioeconomic status (SES) index; and (iii) maternal education
level to body mass index (BMI) Z-score and BMI-adjusted fasting blood glucose (FBG) (mg/dL). Sociodemographic Variable
BMI Z-Score
FBG Adjusted by BMI Z-Score
BMI Z-Score
0.337
(−0.254, 0.928)
Zone 2 vs. Zone 1
−0.223
−2.518 *
(−0.755, 0.309)
(−4.813, −0.224)
Zone 3 vs. Zone 1
−0.052
−4.638 ***
(−0.606, 0.501)
(−7.020, −2.255)
SES: Medium vs. Low
−0.23
1.453
(−0.729, 0.269)
(−0.699, 3.606)
SES: High vs. Low
0.199
1.71
(−0.699, 1.096)
(−2.157, 5.576)
Maternal Education: 13 years vs. 5–8 years
−0.539 *
(−1.056, 0.023)
−0.203
(−2.450, 2.044)
Maternal Education: 16+ years
vs. 5–8 years
−1.031 *
(−2.014, −0.048)
−0.761
(−5.037, 3.514)
Constant
1.347 ***
87.036 ***
(0.934, 1.760)
(85.089, 88.983)
Legend: * p < 0.05; *** p < 0.001. Sociodemographic Variable
BMI Z-Score
FBG Adjusted by BMI Z-Score Legend: * p < 0.05; *** p < 0.001. Int. J. Environ. Res. 3.2. FBG by Sociodemographic Factors Public Health 2019, 16, 2036 8 of 16 Table 4. Female participants (n = 114): Linear regression coefficients and 95% confidence intervals for
associations of (i) residential zone; (ii) socio-economic status (SES) index; and (iii) maternal education
level to body mass index (BMI) Z-score and BMI-adjusted fasting blood glucose (FBG). Sociodemographic Variable
BMI Z-Score
FBG Adjusted by BMI Z-Score
BMI Z-Score
0.537
(−0.412, 1.485)
Zone 2 vs. Zone 1
−0.011
−3.033
(−0.629, 0.608)
(−6.080, 0.015)
Zone 3 vs. Zone 1
0.015
−6.312 ***
(−0.676, 0.706)
(−9.717, −2.907)
SES: Medium vs. Low
−0.209
0.659
(−0.825, 0.408)
(−2.383, 3.702)
SES: High vs. Low
−0.002
3.623
(−1.406, 1.402)
(−3.291, 10.536)
Maternal Education: 13 years vs. 5–8 years
−0.664 *
(−1.279, −0.048)
1.037
(−2.059, 4.132)
Maternal Education: 16+ years
vs. 5–8 years
−0.537
(−2.015, 0.942)
−2.899
(−10.199, 4.401)
Constant
0.998 ***
87.319 ***
(0.527, 1.469)
(84.813, 89.825)
Legend: * p < 0.05; *** p < 0.001. Table 5. Male participants (n = 100): Linear regression coefficients and 95% confidence intervals for
associations of (i) residential zone; (ii) socio-economic status (SES) index; and (iii) maternal education
level to body mass index (BMI) Z-score and BMI-adjusted fasting blood glucose (FBG). Sociodemographic Variable
BMI Z-Score
FBG Adjusted by BMI Z-Score
BMI Z-Score
0.265
(−0.536, 1.066)
Zone 2 vs. Zone 1
−0.664
−1.213
(−1.617, 0.289)
(-4.918, 2.491)
Zone 3 vs. Zone 1
−0.458
−1.659
(−1.414, 0.498)
(−5.354, 2.036)
SES: Medium vs. Low
−0.104
2.994
(−0.945, 0.737)
(−0.241, 6.229)
SES: High vs. Low
0.196
1.303
(−1.090, 1.483)
(−3.649, 6.255)
Maternal Education: 13 years vs. 5–8 years
−0.462
(−1.344, 0.419)
−1.959
(−5.369, 1.452)
Maternal Education: 16+ years
vs. 5–8 years
−1.311
(−2.788, 0.166)
0.196
(−5.582, 5.974)
Constant
1.923 ***
85.993 ***
(1.173, 2.674)
(82.721, 89.266)
Legend: *** p < 0.001. BMI Z-score showed a positive association with FBG but was not statistically significant for any
sex or for the cohort as a whole. The same analysis was performed using categorical BMI, and results
were very similar to those previously described. Examining FBG results by clinical BMI subgroup (with
all participants included), we found an almost significant difference in FBG between healthy weight Int. J. Environ. Res. Public Health 2019, 16, 2036
9 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 9 of 16 subjects and obese subjects, with the former category showing a lower average FBG concentration
(β = −2.0; CI = −4.2, 0.3). 3.3. BMI Z-Scores and Clinical Subgroups by Sociodemographic Factors Results on the impact of sociodemographic factors on BMI Z-score are shown in Tables 3–5. No statistically significant relationship was found between residential zone and BMI Z-score for any
sex or for the cohort as a whole. BMI Z-score was also not significantly different across SES categories
for males, females, or the entire cohort. Across the cohort, participants whose mothers had completed high school education (13 years of
schooling) had significantly lower BMI Z-scores than those whose mothers were formally educated up
to middle or primary school (5–8 years) (p < 0.05; Table 3). The same was true for participants whose
mothers had a university-level education or higher (16+ years in total) with respect to those whose
mothers completed up to middle or primary school (p < 0.05; Table 3). Likewise, female children whose
mothers completed high school had significantly lower BMI Z-scores than female children whose
mothers completed only 5–8 years of formal education (p < 0.05; Table 4). However, the relationship
between BMI Z-score and maternal education level was no longer significant when comparing female
children whose mothers had university-level education or higher with female children whose mothers
had only middle or primary school education (Table 4). For male children, no comparison by maternal
education level showed a significant difference in BMI Z-score (Table 5). Furthermore, no significant association with BMI Z-score or FBG was found for weekly hours of
sports activity, weekly hours of outdoor play, or total weekly hours of physical activity (p > 0.05 for all
comparisons). Similarly, no significant difference between residential zones was found for any of the
lifestyle variables (p > 0.05 for all comparisons). Low SES participants had significantly lower reported
weekly hours of outdoor play than high SES participants (p < 0.05), although all other comparisons of
lifestyle outcomes by SES were statistically nonsignificant. 3.2. FBG by Sociodemographic Factors Additionally, in our analyses, BMI Z-score was not a mediator of the relationships between FBG
and either residential zone or SES (results not shown). When FBG was not corrected for BMI Z-score,
similarly significant associations at the same p-value thresholds were found between these residential
zones and SES indices. 4. Discussion This study describes the BMI values and FBG levels of a cohort of 214 Taranto schoolchildren aged
6–11 years, in relation to residential distance from a nearby industrial complex and SES. Our results
showed that residential proximity to the complex was associated with high BMI-adjusted FBG. This
effect of residential location on BMI-adjusted FBG was stronger in female children than in male children. Residential proximity to the industrial complex was not associated with BMI Z-score, and SES was not
associated with BMI Z-score or FBG. Additionally, higher maternal education level was associated
with lower BMI Z-score. Both BMI Z-score and the resultant clinical subgroups (underweight, healthy
weight, overweight, obese) showed positive but nonsignificant associations to FBG. 4.1. Fasting Blood Glucose Concentration by Sociodemographic Factors Despite no significant difference in BMI Z-score makeup across SES and residential groups, FBG
was higher in children who lived closer to the industrial complex. At the same time, SES and BMI
Z-score were not associated with FBG. Taken together, these results show that residential location
with respect to the industrial complex influenced children’s FBG levels; they suggest that the presence
of the industrial complex plays a role in the corporeally elevated fasting blood glucose of children
in the surrounding area. While consistent with preliminary literature on the child health outcomes
and hyperglycemia in the setting of industrial metal exposure [26–29], this association has not been
described previously. More thorough investigation of the relationship between residential proximity
to industrial activity and increase in pediatric FBG is highly merited. 10 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 As residential proximity to the industrial complex increased, female children experienced
substantially more significant increases in FBG than male children. This male–female disparity was
strongly apparent in the Zone 1 vs. Zone 3 comparison. The Zone 1 vs. Zone 2 comparison also
suggested that females may be more vulnerable to increased FBG based on closer residential location
to the industrial complex, yet the reduced sample size of the single-sex analyses limited the detection
of statistically significant differences between boys and girls at this level. These findings concur with
prior literature that describes female children as potentially more vulnerable than male children to the
health consequences of environmental exposure [30,31]. For instance, a study of 6730 Chinese children
aged 3–7 years found that higher concentrations of particulate matter, sulfur dioxide, and nitrogen
dioxides in ambient air were significantly associated with increased respiratory symptoms in girls,
but not in boys [31]. However, since there is no clear consensus about the effects of sex on pollution
sensitivity, nor about the reasons for which pollution sensitivity may differ between boys and girls,
the role of sex in the relationship between FBG and residential proximity to the industrial complex
should be studied further. In addition, further analysis is required to understand the mechanisms of
this effect. For instance, FBG levels could be mediated in several ways by environmental exposure
to obesogenic and metabolically disruptive steel production byproducts. 4.1. Fasting Blood Glucose Concentration by Sociodemographic Factors Potential pathways for this
mechanism include ambient air or water contamination, a greater frequency of contact with persons
directly exposed to toxins from the industrial complex, or behavior modification due to negative
perceptions of the industrial complex. Considering the lack of a statistically significant BMI Z-score
gradient with respect to residential proximity to the industrial complex, the latter possibility seems
less probable. Moreover, these data suggest a geographic threshold for the negative effects of residing near an
industrial complex. While Zone 1 had significantly worse outcomes than Zones 2 and 3 with regard to
FBG levels, differences between Zones 2 and 3 were not statistically significant. This finding indicates
that a categorical interpretation of distance may be effective for identifying groups most impacted by
industrial activity. The positive association of BMI Z-score with FBG and the nearly significant difference in FBG
between healthy weight and obese participants may be relevant to preventative health measures. A 2017 study of obese, nondiabetic children aged 8–15 years in the United States found that proximity
to air with nitrogen dioxide and particulate matter contaminants decreased insulin sensitivity and
increased Type II diabetes risk at early adulthood [32]. The interaction between BMI status, FBG,
and environmental exposure suggested by our study and others should be further explored, in
order to inform clinical and public health management of metabolic disease risks in childhood and
early adulthood. 4.2. BMI Z-Scores and Clinical Subgroups by Sociodemographic Factors As a whole, the BMI Z-score makeup of participating children was congruent with that described
by prior studies of age-matched Italian cohorts; 44.9% of children were overweight or obese, and
higher obesity and overweight/obesity rates were found in male children than in female children [4–10]. In our study, overweight or obese status were not linked to any particular socioeconomic or residential
condition in a statistically significant way. This contrasts with prior literature, in which the presence of
overweight/obesity in children was linked to economic disadvantage [33–35] and poor neighborhood
conditions [36,37]. However, the comparatively smaller size of the Taranto cohort may have limited
the statistical power of our study to capture SES influences. The association of higher maternal education level with lower pediatric BMI Z-score, and the lack
thereof with BMI-adjusted FBG, agrees with previous literature [5,8]. In adults, formal education level
has been shown to affect health literacy and, in turn, health outcomes [38]. Given the central role of the
maternal figure in controlling child diet in Southern Italian society, the influence of maternal education
level on child BMI was considered worthy of investigation. Notably, maternal education was lowest 11 of 16 Int. J. Environ. Res. Public Health 2019, 16, 2036 in Zone 1, the area closest to the plant and with the lowest overall SES. This difference in maternal
education by zone would likely have been more apparent with a larger sample size. Similarly, the weakening of the association between maternal educational level and BMI Z-score
when the cohort was disaggregated by sex most likely results from the reduction in sample size
(n = 214 total participants; n = 114 females, n = 100 males). In 2019, a population-based study of 45,000
Italian adolescents recorded significantly lower overweight/obesity rates for both males and females as
maternal education increased [39]. In our study, however, the stronger relationship between maternal
education and BMI Z-score for female children relative to male children is nonetheless noteworthy. This observation merits deeper investigation, particularly in light of the more intense association of
residential location to BMI-adjusted FBG for girls. Additionally, the association between maternal education level and child BMI Z-score supports
the notion that obesity is mediated by the interaction of multiple different environmental conditions,
rather than a single predominant factor. 4.3. Implications This study found that closer residential location to a nearby industrial complex on the order of
5.000 km was significantly associated with worsened metabolic outcomes. This result is consistent with
past studies conducted by our research group in Brescia Province (Italy), in which greater outdoor dust
Manganese concentrations were observed within 2.000 km of ferromanganese alloy plants [43]. SES
(low, medium, or high) was not significantly associated with any studied change in metabolic variables. Therefore, these findings support the notion that residential area may be a more effective starting
point to reach populations experiencing the negative health effects of industrial exposure [44,45]. Furthermore, the FBG consequences of residing near the industrial complex were more pronounced in
female children than in male children. This indicates that young girls may be more susceptible to the
health effects of industrial exposure, and that their potentially elevated health risks from exposure
merit special attention. 4.2. BMI Z-Scores and Clinical Subgroups by Sociodemographic Factors A genetic modeling study of 925 pediatric twin pairs found
that children living in obesogenic homes (defined by quantitative measurement of the food, physical
activity, and media influences present in the household) displayed greater BMI heritability than those
in non-obesogenic homes [40]. Such literature suggests that the home environment in early life may
play an important role in modifying genetic propensities for obesity. In this regard, the lack of association between BMI Z-score and weekly hours of sports activity,
weekly hours of outdoor play, or total weekly hours of physical activity in this study is notable. This
result suggests that, while an important component of obesity prevention, physical activity alone
may be insufficient to alter obesity prevalence on a population level. This insight concords with
past literature and is an important consideration for public health policies and programs addressing
obesity [41,42]. Finally, the SES index used in our analyses was derived from the parental occupation and
education level. As a result, it may have been differently informative about parental awareness of,
and ability to afford, healthy lifestyle options when compared to the SES classifications used by other
studies [5,33–35]. For instance, the idea that parental occupation may not be related to childhood
overweight and/or obesity is corroborated by prior work [5]. Finally, it is possible that obesogenic
factors originating from the industrial complex are ubiquitous in the local environment and affect the
entire cohort, altering expected patterns in overweight/obesity [5,36,37]. 4.4. Strengths, Limitations, and Future Directions This study describes the interrelationships between two important environmental factors (SES
and residential location) and the metabolic health outcomes of a unique, sizable, and robust pediatric
cohort. While previous publications have focused on urban children aged 6–11 years or populations
residing near industrial sites, few studies have explored both conditions simultaneously. The quantity
and diversity of available data allowed us to study the metabolic results of BMI and FBG together. Int. J. Environ. Res. Public Health 2019, 16, 2036 12 of 16 For this reason, a fuller understanding of how SES and residential proximity to the industrial complex
influence metabolic health could be obtained. This cohort was also balanced across the variables of
age, sex, SES, and residential proximity to the industrial complex, offering a useful system to study
these multiple relationships. However, this study was not without limitations. BMI inputs of height and weight were based on
parental perceptions and not measured according to a standardized protocol, allowing for subjective
bias that is difficult to quantify. Furthermore, the sample size of this cohort did not provide enough
statistical power to analyze severely obese participants in a separate BMI category. Severe obesity is
defined as a BMI percentile value over 1.2 times that of the 95th percentile for the child’s age and gender
according to the WHO reference curve and predicts distinctly elevated cardio-metabolic risk [46]. Another important consideration regards the approach by which height, weight, age, and sex
data are converted into pediatric BMI measurements and cutoffs for underweight, healthy weight,
overweight, and obese. The WHO standards used in this paper are considered most appropriate for
measuring obesity and overweight at the population level, given their higher sensitivity relative to
other systems. Additionally, the use of Z-scores was determined to be more statistically meaningful
for our analytical purposes than the percentile values generated by the CDC tool [20,21,46]. At the
same time, Italian national standards for pediatric BMI measurement and classification have also
been developed previously. While more specific than the WHO standards used herein for identifying
children at high cardiovascular risk, these standards are considered less useful for cohort studies due
to their lower sensitivity and tendency to underestimate rates of overweight and obesity in larger
samples [47]. References 1. Hanna-Attisha, M.; LaChance, J.; Sadler, R.C.; Champney Schnepp, A. Elevated blood lead levels in children
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children aged 6–8 years living in five Italian cities (the MAPEC_LIFE cohort). Int. J. Environ. Res. Public
Health 2016, 13, 1002. [CrossRef] [PubMed] 5. 4.4. Strengths, Limitations, and Future Directions Public Health 2019, 16, 2036 13 of 16 13 of 16 studies have demonstrated a link between obesity and elevated serum creatinine levels in children
above 10 years of age, with implications for renal function [51]. In a prior cohort study of 396 Italian
children aged 5–11 years, urine creatinine levels were directly correlated with measurements of urban
benzene pollution surrounding the home environment [52]. Therefore, more detailed and multifactorial
analyses are required to elucidate the relationships of residential location and SES with these variables. 5. Conclusions Our study found that greater residential proximity to an industrial complex was associated with
significant increases in FBG concentration among a cohort of primary school children in Taranto, Italy. BMI Z-scores were not significantly different by residential zone, and neither BMI Z-score nor FBG was
significantly associated with SES. Moreover, the relationship between decreased residential distance
from the industrial complex and increased FBG was particularly strong among female children. Taken
together, these results provide additional evidence that living close to industrial activity can negatively
affect the metabolic health of children aged 6–11 years. These data also support residential location
as a fundamental consideration for reaching the pediatric populations most acutely impacted by
industrial exposure. They corroborate the need for customized interventions that address potential
differences in the health needs and risk profiles of boys and girls. As a result, this study provides
useful evidence for the design of public health policies and interventions for children living in the
setting of industrial activity. Author Contributions: Conceptualization: E.B., D.P., S.C., R.O.W., D.S., L.C., and R.G.L.; Data curation: S.R. and
S.G.; Formal analysis: S.R. and S.G.; Funding acquisition: R.G.L.; Investigation: A.G., G.C., S.Z., C.F., M.M., M.O.,
and M.C.; Methodology: E.B. and D.P.; Project administration: D.P.; Resources: R.G.L.; Software, S.R.; Supervision:
D.P. and R.G.L.; Validation: S.R.; Visualization: E.B. and S.R.; Writing—original draft: E.B.; Writing—review and
editing: E.B., D.P., R.O.W., D.S., L.C. and R.G.L. Funding: This research was funded by the Italian Ministry of Health (grant number CCM 2013: “Biomonitoring
and toxicity of pollutants in the territory of Taranto, Italy”) and by the National Institute of Environmental
Health Sciences (grant numbers R01ES019222 and R56ES019222). The APC was funded by the Department of
Environmental Medicine and Public Health of the Icahn School of Medicine at Mount Sinai. Acknowledgments: We thank the Mount Sinai International Exchange Program for Minority Students funded by
the National Institute of Minority Health and Health Disparities (T37 MD001452) and the International Training
and Research Program in Environmental and Occupational Health funded by the Fogarty International Center
(Fogarty International Center TW00640). Conflicts of Interest: The authors declare no conflict of interest. 4.4. Strengths, Limitations, and Future Directions The analysis and interpretation of pediatric BMI values in this study is advantageous for
the sensitivity and broad applicability of the study, although other methods to ensure compatibility
with national and regional tendencies in body composition should also be considered. Participants’ residential distance from the plant was analyzed as a categorical variable in order
to represent the neighborhood structure of the Taranto municipality. In this way, the study design
attempted to maintain consistency with health policies and interventions, which are most often
organized on a discrete zone-by-zone or neighborhood-by-neighborhood basis. At the same time, two
potential limitations of this approach exist. First, the similarity and contrast of environmental exposure profiles within and across the 5.0 km
zones, respectively, have not been experimentally verified. Second, therefore, multiple equally
reasonable zone delineations might have emerged when clustering participant residences by distance
from the industrial complex. However, when the same correlations were run using distance as a
continuous variable (measured in kilometers from the perimeter of the industrial complex), nearly
identical correlations were obtained. This suggests that categorical measures of distance employed
herein are an appropriate unit of analysis in the context of this study. These results would also be stronger if combined with quantitative measures of industrial
complex-associated pollution in the studied residential areas and/or with biomarkers of exposure. Therefore, future studies from our group will aim to measure industrial particles and byproducts
in ambient air, soil, and water of the three residential zones, as well as participants’ physiological
uptake of these substances [48]. By specifying the relationship between residential location and
environmental/physiological exposure to industrial activities, these data will better contextualize
the results described herein. Additionally, expanding this cohort to include a control population far
removed from the industrial complex and accounting for variation in participants’ dietary and lifestyle
behaviors will permit a more potent interpretation of these results [49]. More broadly, sociodemographic and biological factors beyond the scope of this study such as
home environment and diet may play relevant obesogenic roles in interaction with SES and residential
proximity to the industrial complex [50]. Other biological variables should also be incorporated into
future studies. For instance, blood creatinine levels were collected for all participants in this cohort. These data were not analyzed in relation herein, because biological and environmental mediators
of blood creatinine levels are vast. However, these data merit further investigation. In fact, prior Int. J. Environ. Res. References Grassi, T.; De Donno, A.; Bagordo, F.; Serio, F.; Piscitelli, P.; Ceretti, E.; Zani, C.; Viola, G.; Villarini, M.;
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children in Xinjiang, China. Genet. Mol. Res. 2014, 13, 2409–2416. [CrossRef] 52. Protano, C.; Andreoli, R.; Manini, P.; Vitali, M. Urinary trans, trans-muconic acid and S-phenylmercapturic
acid are indicative of exposure to urban benzene pollution during childhood. Sci. Total Environ. 2012, 435–436,
115–123. [CrossRef] © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access
article distributed under the terms and conditions of the Creative Commons Attribution
(CC BY) license (http://creativecommons.org/licenses/by/4.0/).
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The application of information fusion technology in the cultivation of talents in fine arts majors
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Applied mathematics and nonlinear sciences
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Submission Info Communicated by Z. Sabir
Received December 18, 2023
Accepted December 23, 2023
Available online January 31, 2024 Communicated by Z. Sabir
Received December 18, 2023
Accepted December 23, 2023
Available online January 31, 2024 Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 The application of information fusion technology in the cultivation of talents in fine
arts majors The application of information fusion technology in the cultivation of talents in fine
arts majors Zuochuan Wang1, 2,† 1. Nanjing University of the Arts, Nanjing, Jiangsu, 210013, China. 2. Suke Jiangong, Yancheng, Jiangsu, 224000, China. 1. Nanjing University of the Arts, Nanjing, Jiangsu, 210013, China. Abstract In this paper, we use information fusion technology to describe the problem formalization of art major talent cultivation
and obtain the similarity coefficients and probability matrices of art major talent cultivation by calculating the ability
level of art majors. On this basis, the art major talent cultivation path is proposed from two aspects: the planning of the
art major cultivation path and the recommendation of a personalized art major academic talent cultivation path. The data
set is selected, the experimental environment is determined, and the data analysis software is used to analyze the example
of the ant colony optimization algorithm-based talent cultivation path planning for fine arts majors and the CNN-based
talent cultivation path recommendation for fine arts majors. The results show that the teaching effect of mastering
knowledge points is poor, and the duration has a more obvious change (598s), which confirms that the ant colony
optimization algorithm can optimize the teaching duration of video knowledge points according to the situation of talent
cultivation path of fine arts majors. CNN, in solving the problem of recommending the talent cultivation path of fine arts
majors, compares with the genetic algorithm GA (0.662) and the original ant colony algorithm ACO (0.665); the most
personalized learning path recommended is not only more suitable for the user’s learning style, but also in line with the
actual learning sequence, and thus can help users efficiently achieve their career goals. rds: Information fusion technology; CNN; Ant colony optimization algorithm; Similarity; Fine arts major
010 codes: 94A08 †Corresponding author. Email address: wdchydq@163.com
ISSN 2444-8656
https://doi.org/10.2478/amns-2024-0135
© 2023 Zuochuan Wang, published by Sciendo. This work is licensed under the Creative Commons Attribution alone 4.0 License. ISSN 2444-8656
https://doi.org/10.2478/amns-2024-0135 ISSN 2444-8656
https://doi.org/10.2478/amns-2024-0135 ISSN 2444-8656 1. Nanjing University of the Arts, Nanjing, Jiangsu, 210013, China. 2. Suke Jiangong, Yancheng, Jiangsu, 224000, China. 1
Introduction Local undergraduate colleges and universities are accustomed to formulating their talent cultivation
programs based on the talent cultivation mode of professional art colleges and setting up professional
directions and curriculum teaching according to the idea of cultivating specialized art talents [1-2]. At present, local colleges and universities specializing in fine arts have the old talent training mode,
the convergence of talent training pathways, and the fuzzy positioning of talent training goals [3-4]. The knowledge and skills learned in school do not match with the ability required by the job after
work, which directly leads to the difficult employment of graduates [5]. However, the social demand
for high-level specialized personnel also presents a “labor shortage”, resulting in “on the one hand,
the market demand for professionals is far from being able to meet, on the other hand, college
graduates face ‘hard to get a job’ the Huge pressure, society ‘labor shortage’ and college graduates
‘difficult to employ’ phenomenon coexist” [6-7]. At present, there are a series of problems in the
training of talents in the fine arts program in domestic universities, resulting in the long-term
development being affected, and the graduates of the fine arts program are unable to meet the status
quo of social positions and talent needs [8]. Under the new situation that emphasizes “talent is
competitiveness”, how colleges and universities, especially local colleges and universities, can
combine the characteristics of fine arts majors and the characteristics of the institutions and construct
a set of effective application-oriented talent cultivation modes is a problem that practitioners of fine
arts education need to pay attention to [9-10]. Under the background of big data technology, accelerating the reform of innovative talent cultivation
mode of fine arts majors, optimizing the content of talent cultivation, and perfecting the talent
evaluation system, we need to respond to the social demand for the intersection of disciplines and
emphasize the in-depth fusion of modern information technology, such as artificial intelligence, and
fine arts majors as well as the talent cultivation mechanism guided by application-oriented talents. Literature [11] suggests that virtual continuing professional education programs are excellent learning
platforms for art professionals that can provide evidence-based knowledge to a global audience and
help them gain knowledge, even in a distance learning environment. Art professionals can access
excellent resource tools for knowledge at the fastest speed. ISSN 2444-8656
https://doi.org/10.2478/amns-2024-0135 Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 2 1
Introduction Literature [12] analyzes the differences
between sculpture professional artists and students in the process of sculpture art creation, aiming to
understand those factors that have the greatest impact on sculpture art creation and then to derive the
mechanism of influence on sculpture art creation, which is a guide for the enhancement of the students’
sculpture art creation ability. Literature [13] explains the theory of life education in the form of the
professional framework of fine arts and tries to let students use the knowledge of art theory to solve
social and life problems, which is conducive to student’s development of good artistic literacy and
values. The aim of Literature [14] is to promote the development of contemporary art discourse by
studying black women who make impassioned art statements in American museums using the direct
address strategy. Literature [15] selected 16 female art therapy students to participate in eight
simulated art therapy sessions and divided the 16 research subjects into two groups to study the
mechanism of the art therapy program’s effect on the student’s professional development as well as
their career planning by means of simulation experiments. Literature [16] distributed questionnaires
to find out the similarities and connections between art therapists and psychotherapists, as well as art
therapists’ views on artworks and exhibitions, and to give the reasons why it is difficult for art
therapists to be accepted by people. Literature [17] collected research data through unstructured,
open-ended interviews in an attempt to understand students’ perceptions of the art practice course in
the Master of Arts in Art Education program at the University of Roehampton, London, as well as
exploring the link between theoretical knowledge of art teaching and art practice. Literature [18]
improves the creative and practical skills of art students by maintaining an active art/design practice;
therefore, the art and design practice course plays a crucial role in the path of developing artists. The application of information fusion technology in the cultivation of talents in fine arts majors 3 Literature [19] explores the way painting is taught and assessed in schools in the UK by means of a
survey and demonstrates that incorporating the art history elements of the college art syllabus is into
art practice to further improves students’ aesthetic skills. 1
Introduction Literature [19] explores the way painting is taught and assessed in schools in the UK by means of a
survey and demonstrates that incorporating the art history elements of the college art syllabus is into
art practice to further improves students’ aesthetic skills. In this paper, firstly, from the perspective of information fusion technology, we formally describe the
problem of art major talent cultivation in the era of information fusion technology and obtain the art
major ability level, similarity coefficient and probability matrix through the calculation of art major
ability level based on information fusion. Secondly, on the basis of the ability level and similarity
degree of fine arts majors, the talent cultivation path of fine arts majors based on information fusion
technology is proposed from the four aspects of current cognitive state annotation of fine arts majors’
learners, target learning state annotation, group learning path planning, and personalized fine arts
majors’ talent cultivation path recommendation. Finally, the experimental environment and dataset
are determined, and through the empirical analysis of the ant colony optimization algorithm-based
talent cultivation path planning for fine arts majors, the empirical analysis of the convolution-based
talent cultivation path recommendation for fine arts majors, and the correlation analysis of the talent
cultivation mode for fine arts majors in the era of information fusion technology, the effective
feasibility of this paper’s research results are confirmed, and it can provide guidance value for the
cultivation of fine arts majors in colleges and universities in the era of information fusion. Guiding
value. 2.1.2 Calculation of professional competence level in fine arts based on information fusion Aiming at a certain knowledge and corresponding skill point
j
Kt of students majoring in fine arts,
combining multiple learning result data E and learning behavior data , the calculation formula of
each sub-ability
i in each professional ability (for example,
5 represents information
acquisition ability and
8 represents professional attitude) is shown in formula (1). 1
n
i
j
ij
j w B
=
=
(1) (1) Where,
(
1,2,
, )
j
w
j
n
=
is the weighting coefficient of the j nd learning outcome data
je and
ij
B is
the value of the professional competency level of the i th professional competency in Fine Arts
achieved in the j th learning activity as shown in Equation (2). Where,
(
1,2,
, )
j
w
j
n
=
is the weighting coefficient of the j nd learning outcome data
je and
ij
B is
the value of the professional competency level of the i th professional competency in Fine Arts
achieved in the j th learning activity as shown in Equation (2). (
)
,
(
1,2,
,
;
1,2,
, )
ij
j
j
B
F e
i
m j
n
=
=
=
(2) (2) where
(
)
,
j
j
F e
is a calculated function of the level of professional competence in fine arts that can
be achieved in that learning activity using a single learning outcome and learning behavior data
combined. 2.1.1 Formal description of the problem In the era of information integration, in order to improve the quality of training of fine arts
professionals, it is necessary to abandon the previous education concept of pan-fine arts professionals
and change the existing teaching methods. In the training of fine arts professionals, we need to reflect
on the integration of production and education as an educational concept, in the integration of
production and education concept, we need to highlight the integration of the relationship between
the school and the industry, the school in the training of fine arts professionals, we need to take the
industry as the object of service, for the industry to deliver the fine arts professionals it needs, and
this requires the school to optimize the existing professional setup, the full use of information
integration technology Understand the actual needs of the industry, on this basis to strengthen the
cooperation between schools and enterprises, so that the school can carry out the combination of
production, learning and research, so as to realize the synergistic cultivation of art professionals, and
then make the school and the enterprise can really achieve a win-win situation. Learning outcome data for students majoring in Fine Arts in higher education is defined as
1
2
,
,
,
n
E
e e
e
=
, where,
ie is the outcome of the i th learning of a certain knowledge and
corresponding skill point
j
Kt . Learning behavior data is defined as
1
2
,
,
,
n
=
, where
i is
the learning behavior data of the i th learning of a certain knowledge and corresponding skill point
j
Kt . Student Learning Competency is defined as
1
2
,
,
m
=
, where
i is the professional
competency for a knowledge and corresponding skill point
j
Kt . Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 4 2.1.3 Calculation of similarity coefficients The collegiate art studies major group is defined as
1
2
,
,
,
n
Stu
s s
s
=
, and the corresponding art
major competencies are defined as
1
2
,
,
,
n
X
x x
x
=
, where,
ix represents the learner
is art major
competency data.
1
2
,
,
,
k
=
represents the k base clusters of the n learner occupational
college art major competency data set, where
1
2
,
,
,
k
j
j
j
j
n
C
C
C
=
is the j th base cluster,
j
i
C is the
i th cluster in
j
, and
j
n is the number of base classes in
k
. The set of all clusters in the cluster
integration is denoted as
1
2
,
,
,
cn
C
C C
C
=
, where
i
C is the i th cluster and
cn is the total
number of clusters in . The similarity between two clusters is measured by considering the
intersection size and concatenation size of the clusters through Jaccard’s coefficient as shown in
Equation (3). (
)
,
i
j
i
j
i
j
C
C
Jaccard C C
C
C
=
(3) (3) where is the intersection of two clusters, is the concatenation of two clusters, and | | is the
number of learners in a cluster. The Jaccard coefficient is used as a similarity measure between the
clusters to construct an initial cluster similarity graph, with each cluster as a graph node, as shown in
Equation (4). where is the intersection of two clusters, is the concatenation of two clusters, and | | is the
number of learners in a cluster. The Jaccard coefficient is used as a similarity measure between the
clusters to construct an initial cluster similarity graph, with each cluster as a graph node, as shown in
Equation (4). { , }
=
G
V
(4) (4) (4) where V
=
is the set of nodes and is the set of edges in Fig. G. The weight
,
i
j
C C V of an edge
between two nodes is calculated as in equation (5). 2.1.3 Calculation of similarity coefficients where V
=
is the set of nodes and is the set of edges in Fig. G. The weight
,
i
j
C C V of an edge
between two nodes is calculated as in equation (5). The application of information fusion technology in the cultivation of talents in fine arts majors 5 (
)
,
ij
i
j
e
Jaccard C C
=
(5) (5) (5) The similarity calculation, which incorporates multidimensional information, is a dynamic process
that switches from one node to one of its neighbors at each step with a certain probability, and the
probabilistic transfer probability matrix
ij
N N
P
p
=
is computed in Equation (6) as follows. The similarity calculation, which incorporates multidimensional information, is a dynamic process
that switches from one node to one of its neighbors at each step with a certain probability, and the
probabilistic transfer probability matrix
ij
N N
P
p
=
is computed in Equation (6) as follows. ,
if
0,
if
k
i
ij
ik
ij
C
C
e
i
j
e
p
i
j
=
=
(6) (6) where
ij
p is the random probability that the learner transitions from node
i
C to node
j
C in one step,
which is proportional to the edge weights between them. Based on the single-step transfer probability
matrix, we can obtain the multi-step transfer probability matrix
( )
( )
t
t
ij
N N
P
p
=
, as shown in
Equation (7). ( )
(
1)
,
if
1
,
if
1
t
t
P
t
P
P
p
t
−
=
=
(7) (7) where
( )t
ij
p
denotes the random probability that a learner majoring in Fine Arts transitions from node
i
C to node
j
C in t steps. By capturing the multidimensional information in the graph G and using
the random trajectories at different step sizes to refine the cluster similarity, the new similarity matrix
between all clusters in is shown in Equation (8). (
)
(1: )
(1: )
:
:
,
t
t
ij
i
j
Z
Sim p
p
=
(8) (8) 2.2
Talent cultivation path for fine arts majors based on information fusion technology Information fusion technology can also be called data fusion technology, and data fusion technology
utilizes a variety of computer algorithms to associate, correlate and synthesize data and information
from single and multiple information sources. On the basis of the ability level and similarity of the
art studies major, the information fusion technology-based art studies major talent training path
recommendation process is proposed as shown in Fig. 1 from the two aspects of talent training path
planning for art studies major learners and personalized art studies major academic talent training
path recommendation. Information fusion technology is employed to categorize major learners in the
subject knowledge map based on their current cognitive state of the art. Talent cultivation path
planning for fine arts majors, according to the current cognitive state of fine arts majors and the target
learning state, the improved ant colony optimization algorithm is used to plan the talent cultivation
path planning for fine arts majors. Personalized learning path recommendation, according to the
learner characteristics, using the improved convolutional neural network to recommend personalized
art major talent training paths for different art major learners to meet their needs. Zuochuan Wang. 2.2
Talent cultivation path for fine arts majors based on information fusion technology Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 6 Learner Profile
Basic Characteristic
Attributes
Learning Behavioral
Attributes
Learning Outcome
Attributes
Learning Objectives
Knowledge Learning
Objectives
Problem-solving
objectives
Competency
Development Objectives
Disciplinary
knowledge mapping
Learning path planning for group
learners
Group Knowledge
Learning Pathway
1
3
5
7
9
10
1
2
3
4
8
10
1
2
4
6
8
10
K
K
K
K
K
K
K
K
K
K
K
K
K
K
K
K
K
K
→
→
→
→
→
→
→
→
→
→
→
→
→
→
→
Group Problem
Solving Pathways
1
2
3
4
5
10
1
3
4
7
0
10
1
4
7
8
9
10
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
Q
→
→
→
→
→
→
→
→
→
→
→
→
→
→
→
Pathways to group capacity
formation
1
2
4
7
9
10
1
3
6
8
9
10
1
3
4
6
8
10
A
A
A
A
A
A
A
A
A
A
A
A
A
A
A
A
A
A
→
→
→
→
→
→
→
→
→
→
→
→
→
→
→
Current cognitive status of
group students
i1
i2
in
o1
o2
on
Hidden
Layer
Extrinsic
Layer
Cohort Student Goal
Perception Status
1
2
10
1
2
10
1
2
10
K
K
K
Q
Q
Q
A
A
A
→
→
→
→
→
→
→
→
→
Group Knowledge
Learning Pathway
1
3
5
7
9
10
1
2
3
4
5
10
1
2
4
7
9
10
K
K
K
K
K
K
Q
Q
Q
Q
Q
Q
A
A
A
A
A
A
→
→
→
→
→
→
→
→
→
→
→
→
→
→
→
Figure 1. The teaching of artistic learning is the recommended process of the path recommendation Disciplinary
knowledge mapping Figure 1. The teaching of artistic learning is the recommended process of the path recommendation 2.2.1 Talent cultivation path planning for fine arts majors Using the improved ant colony optimization algorithm to mine the optimal path in the candidate set
of paths for talent cultivation of fine arts majors, the ant colony optimization algorithm is a heuristic
search algorithm for the shortest path, and its basic idea is that ants release a special substance
pheromone in the process of searching for food, and when more ants pass through a certain path, the
greater the pheromone concentration of the path, and for the shorter paths, the higher the residual
concentration of pheromone will be, so that there is a greater probability of attracting more ants to
choose that path. For the shorter path, the higher the residual concentration of pheromone will be, so
that there is a greater probability of attracting more ants to choose that path, and under the action of
positive feedback mechanism, it will eventually lead to the whole ant colony finding the shortest path. The ant colony algorithm has the problems of low search efficiency, long search time, and easy to fall
into the local optimum, while Dijkstra’s algorithm has a low time complexity in the case of fewer
nodes, and it can search for the optimal solution quickly. For this reason, this paper adopts the
improved ant colony algorithm (Dijkstra and ant colony algorithm combined) to carry out the path
planning of talent cultivation for fine arts majors. 1) Dijkstra algorithm solution
Numbering the entities in the set of learning paths as
1
2
3
,
,
e e e gives the set of entity vertices
1
2
3
,
,
,
E
e e e
=
. Numbering all backward and forward relationships in the set of learning paths as
1
2
3
,
,
v v v gives the set of backward and forward edges
1
2
3
,
,
V
v v v
=
. Numbering the entities in the set of learning paths as
1
2
3
,
,
e e e gives the set of entity vertices
1
2
3
,
,
,
E
e e e
=
. Numbering all backward and forward relationships in the set of learning paths as
1
2
3
,
,
v v v gives the set of backward and forward edges
1
2
3
,
,
V
v v v
=
. 2.2.1 Talent cultivation path planning for fine arts majors (4) Repeat steps 2 and 3 to find the shortest path length from
0v to the end point
iv in set V ,
and record the set
k
E where the shortest path set
kv is located. 2) Ant colony optimization algorithm fine arts professional training path planning and the
maximum number of iterations and other parameters are initialized. Due to the existence of
before-and-after relationship between entities, ants searching for paths will bring different
time and cost overheads due to different path combinations, for this reason, this study
introduces delay arrays and cost arrays. 2) Ant colony optimization algorithm fine arts professional training path planning and the
maximum number of iterations and other parameters are initialized. Due to the existence of
before-and-after relationship between entities, ants searching for paths will bring different
time and cost overheads due to different path combinations, for this reason, this study
introduces delay arrays and cost arrays. (1) Define the ant colony search node array
[ ][ ]
vv i
j , which consists of the start point, the
end point and the set
k
K where the set
kv of shortest paths in Dijkstra’s algorithm is
located. (2) Perform the ant colony search, starting from the starting point
0v , and calculate the delay
array
[ ][ ]
delay i
j and cost array
[ ][ ]
cost i
j between the node where the ant colony is
located and the reachable nodes. 2.2.1 Talent cultivation path planning for fine arts majors (3) Based on
[ ][ ]
delay i
j and
[ ][ ]
cost i
j , the next node of the colony is selected and the
transfer probability of a single ant moving from node i to node j is calculated as shown
in (9): (3) Based on
[ ][ ]
delay i
j and
[ ][ ]
cost i
j , the next node of the colony is selected and the
transfer probability of a single ant moving from node i to node j is calculated as shown
in (9): feasible domains
( )
( ) ,
,
( )
( )
( )
,
O
e
0
th r
ij
ij
k
ij
ij
ij
t
t
i j
P
t
t
t
=
(9) (9) Where,
( )
ij t
represents the pheromone concentration between nodes i and j on the ant colony
search path, and
( )
ij t
is the heuristic information indicating the degree of transfer from node i to
node j expectation. Where,
( )
ij t
represents the pheromone concentration between nodes i and j on the ant colony
search path, and
( )
ij t
is the heuristic information indicating the degree of transfer from node i to
node j expectation. 2.2.1 Talent cultivation path planning for fine arts majors The application of information fusion technology in the cultivation of talents in fine arts majors 7 7 7 (1) Define sets M , P ,
0 , [ ]
[0][ ],
0,1,
,
1
M
v
P i
Arcs
i i
n
=
=
=
−, where N is the set of
vertices of the shortest path and P is the length of the shortest path from the start point
0v to the end point
iv . (1) Define sets M , P ,
0 , [ ]
[0][ ],
0,1,
,
1
M
v
P i
Arcs
i i
n
=
=
=
−, where N is the set of
vertices of the shortest path and P is the length of the shortest path from the start point
0v to the end point
iv . (1) Define sets M , P ,
0 , [ ]
[0][ ],
0,1,
,
1
M
v
P i
Arcs
i i
n
=
=
=
−, where N is the set of
vertices of the shortest path and P is the length of the shortest path from the start point
0v to the end point
iv . (2) Select
jv such that
[ ]
min
[ ]|
,
0,1,
,
1
i
P j
P i
v
M
N
i
n
=
−
=
−; (3) Modify the shortest path length from
0v to any node
kv
on set M
N
−
, or
[ ]
[ ]
[ ][ ]
P k
P j
Arcs j k
=
+
if [ ]
[ ]
[ ][ ]
P k
P j
Arcs j k
+
; (3) Modify the shortest path length from
0v to any node
kv
on set M
N
−
, or
[ ]
[ ]
[ ][ ]
P k
P j
Arcs j k
=
+
if [ ]
[ ]
[ ][ ]
P k
P j
Arcs j k
+
; (4) Repeat steps 2 and 3 to find the shortest path length from
0v to the end point
iv in set V ,
and record the set
k
E where the shortest path set
kv is located. 2.2.1 Talent cultivation path planning for fine arts majors (4) After each ant search, the pheromone concentration on the path needs to be updated, and
the pheromone update formula is shown in (10-12): (4) After each ant search, the pheromone concentration on the path needs to be updated, and
the pheromone update formula is shown in (10-12): (
1)
( )
( ,
1)
ij
ij
ij
t
t
t t
+
=
+
+
(10)
1
( ,
1)
( ,
1)
n
k
ij
ij
k
t t
t t
=
+
=
+
(11) (
1)
( )
( ,
1)
ij
ij
ij
t
t
t t
+
=
+
+
(10)
(
1)
(
1)
n
k
(
1)
( )
( ,
1)
ij
ij
ij
t
t
t t
+
=
+
+
(10) (10) 1
( ,
1)
( ,
1)
n
k
ij
ij
k
t t
t t
=
+
=
+
(11) (11) Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 8 8 Ants through
p
/
,
( )
0,
Ant without assing
k
k
ij
k
ij
k
ij
F S
t
=
(12) (12) Where, F denotes the pheromone intensity factor, which represents the total amount of pheromone
released by an ant searching once. k
S denotes the total length of the path traveled by the k rd ant
during the search. (5) Repeat steps 2, 3, and 4 for the next generation of search until all ants complete the search
to obtain the optimal population learning path. (5) Repeat steps 2, 3, and 4 for the next generation of search until all ants complete the search
to obtain the optimal population learning path. 2.2.2 Recommendation of personalized art major talent cultivation paths The personalized art major talent training path recommendation is a learning sequence based on the
analysis of learning behaviors and learning results of each art major learner, which provides learning
contents and learning activities that meet their learning styles, cognitive levels, and learning styles,
and is self-paced and controlled by the learners. Based on the group learning path planned above, the
basic structure of the neural network for the personalized learning path is trained using an improved
convolutional neural network (CNN) to generate a personalized art professional talent cultivation
path [20]. 1) Input layer, the input layer in this study is the group learning path. 2) Convolutional layer, the function of the convolutional layer is to extract features from the
input data, and the convolutional kernel calculation formula is shown in (13): 2) Convolutional layer, the function of the convolutional layer is to extract features from the
input data, and the convolutional kernel calculation formula is shown in (13): (
)
1
1
1
0
0
1
1
1
( , )
( , )
,
( , )
l
l
l
l
K
f
f
l
l
k
k
k
x
y
Z
i j
Z
w
i j
b
Z
s i
x s j
y w
x y
b
+
+
+
=
=
=
=
+
=
+
+
+
(13) (13) The summation part of Eq. is equivalent to solving a cross-correlation, where b is the deviation,
l
Z
and
1
l
Z + denote the convolutional inputs and outputs of layer
1
l + ,
( , )
Z i j corresponds to the pixels
of the feature map, K is the number of channels of the feature map, and f ,
0s , and p are the
parameters of the convolutional layer corresponding to the convolutional kernel size, the
convolutional step size, and the number of filler layers. The summation part of Eq. 2.2.2 Recommendation of personalized art major talent cultivation paths is equivalent to solving a cross-correlation, where b is the deviation,
l
Z
and
1
l
Z + denote the convolutional inputs and outputs of layer
1
l + ,
( , )
Z i j corresponds to the pixels
of the feature map, K is the number of channels of the feature map, and f ,
0s , and p are the
parameters of the convolutional layer corresponding to the convolutional kernel size, the
convolutional step size, and the number of filler layers. 3) Normalization layer, the normalization layer is after the convolutional layer, before entering
the next layer, the input of the previous layer will be normalized, which can speed up the
network training, effective and prevent the gradient disappearance. Its calculation formula is
shown in (14-17): 3) Normalization layer, the normalization layer is after the convolutional layer, before entering
the next layer, the input of the previous layer will be normalized, which can speed up the
network training, effective and prevent the gradient disappearance. Its calculation formula is
shown in (14-17): 1
1
n
i
i
X
n
=
=
(14)
(
)
2
2
1
1
n
i
i
X
n
=
=
−
(15)
2
i
i
X
Y
−
=
+
(16) (14) (15) (16) The application of information fusion technology in the cultivation of talents in fine arts majors The application of information fusion technology in the cultivation of talents in fine arts majors The application of information fusion technology in the cultivation of talents in fine arts majors 9 i
i
Y
Y
=
+
(17) (17) Where represents the mean, X represents the original data, n represents the number of samples,
2
is the variance, represents the constant, and & are the learning parameters. Where represents the mean, X represents the original data, n represents the number of samples,
2
is the variance, represents the constant, and & are the learning parameters. Where represents the mean, X represents the original data, n represents the number of samples,
2
is the variance, represents the constant, and & are the learning parameters. 2.2.2 Recommendation of personalized art major talent cultivation paths 4) Pooling layer, the function of the pooling layer in this study is to convert the results of a single
point in the feature map into the statistics of its neighboring regions. In this study, Lp pooling
model is used and its basic representation formula is shown in (18): (
)
1
0
0
1
1
( , )
,
f
f
p
p
l
l
k
k
x
y
A i j
A
s i
x s j
y
=
=
=
+
+
(18) (18) 5) Fully-connected layer, the fully-connected layer is located in the last part of the implicit layer
of the convolutional neural network and transmits signals to other fully-connected layers. 5) Fully-connected layer, the fully-connected layer is located in the last part of the implicit layer
of the convolutional neural network and transmits signals to other fully-connected layers. 6) Output layer: the output layer in this study uses the classical logistic regression model to
generate personalized learning paths. 6) Output layer: the output layer in this study uses the classical logistic regression model to
generate personalized learning paths. 3.1.1 Experimental environment In order to facilitate the subsequent empirical analysis of the ant colony optimization algorithm-based
talent cultivation path planning for fine arts majors proposed in this paper, the experiments in this
paper have selected the appropriate hardware and software environments, and the experimental
hardware and software environments are shown in Table 1. Table 1. Experimental hardware and hardware environment
Experimental environment
Parameter
Operating system
Windows 10 x64
Processor
Intel(R) Core(TM) i7-4210U
Main frequency
2.6GHz
Running memory
32GB
Hard disk space
512GB Solid disk
Experimental platform
MATLAB R2018b
Visual tool
Pajek32 5.09 3.1.2 Data sets The experimental dataset of this paper comes from a variety of behavioral data generated in the talent
cultivation process of fine arts majors at Shanghai Art College. The selected course is “Career
Planning for Fine Arts Majors”, which contains 200 video knowledge points, and the experiments are
selected from the fine arts majors in 2019 intermediate, 2020 junior, and 2021 senior level, which
covers the learner’s learning behavioral log information on each video knowledge point, interaction
behavior log information and test information. Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 10 3.1.3 Results of Talent Cultivation Path Planning for Fine Arts Majors According to the level of competence and similarity of the art studies major that integrates multiple
factors obtained above, the time series data generated during the learning process of the beginner in
2020, the intermediate in 2019 and the advanced in 2021 are analyzed by using the ant colony
optimization algorithm to solve the degree of mastery of the knowledge points, the degree of
interaction of the knowledge points, the degree of achievement of the conceptual interactions, and the
teaching effect of the learners of different levels. Figure 2 shows the optimization results of the talent
cultivation path of fine arts majors in 2020, Figure 3 shows the optimization results of the talent
cultivation path of fine arts majors in 2021, and Figure 4 shows the optimization results of the talent
cultivation path of fine arts majors in 2019. The knowledge node color is related to the number of
times learners learn in the planning of the talent cultivation path for fine arts majors, with purple
knowledge nodes indicating one occurrence in the planned talent cultivation path for fine arts majors,
orange knowledge nodes indicating two occurrences, and blue knowledge nodes indicating three and
more occurrences. The paths planned for beginner learners are relatively shorter and simpler; due to
the lower cognitive level of this type of learner, each knowledge point may take longer to master, and
learning simpler paths in the same learning time is more conducive to improving the conceptual
interaction of knowledge points reached by learners of this level. The paths planned for advanced
learners are longer and more complex, and this type of learner may be able to master a knowledge
point in a relatively short period, but the learners’ conceptual interaction attainment of the knowledge
point decreases over time, so they need to constantly review the relevant knowledge points they have
learned before to strengthen their understanding of the current learning knowledge point, which is
conducive to improving the quality and level of talent cultivation of the university’s fine arts program. 3.1.3 Results of Talent Cultivation Path Planning for Fine Arts Majors In 2021, the optimization result of the training path of the professional talents 1
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Figure 3. In 2021, the optimization result of the training path of the professional talents Figure 3. In 2021, the optimization result of the training path of the professional talents Figure 3. 3.1.3 Results of Talent Cultivation Path Planning for Fine Arts Majors 1
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Figure 2. The optimization result of the training path of the professional talents of art science in 2020 Figure 2. The optimization result of the training path of the professional talents of art science in 2020 Figure 2. 3.1.3 Results of Talent Cultivation Path Planning for Fine Arts Majors In 2021, the optimization result of the training path of the professional talents 1
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Figure 4. In 2019, the optimization result of the professional talents training path is optimized Figure 4. In 2019, the optimization result of the professional talents training path is optimized 3.1.3 Results of Talent Cultivation Path Planning for Fine Arts Majors The optimization result of the training path of the professional talents of art science in 2020 The application of information fusion technology in the cultivation of talents in fine arts majors 11 11 11 1
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Figure 3. 3.1.4 Results of the optimization of teaching hours in the talent cultivation path of fine arts
majors The data on teaching hours generated in the process of cultivating talents in art studies for three
categories of students, namely, beginners in 2020, intermediate in 2019 and advanced in 2021, were
analyzed, and the allocation of hours was adjusted based on the teaching effect of the learners and
used to optimize the design of the teaching process, while the teaching hours remained unchanged. When the teaching effect of the knowledge point is poor, a longer teaching time is planned for the
learner to give the learner sufficient time to understand and master the knowledge point, and when
the teaching effect of the knowledge point is good, it means that the learner understands and applies Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 12 the knowledge point better, and the teaching time can be reduced appropriately. The ant colony
optimization algorithm is used to optimize teaching duration, and the comparison between the
optimized duration and the original duration for each level is depicted in Fig. 5, where (a), (b), and
(c) is the comparison of the duration of the beginner learner, the comparison of the duration of the
intermediate learner and the comparison of the duration of the advanced learner, respectively. The
teaching of mastering the knowledge point is less effective, and there is a more significant change in
the length of time (598s). The teaching duration for the same knowledge point after optimizing the 3
levels is evidently different, with 3430s, 2481s, and 2358s, respectively. It confirms that the ACO
algorithm can optimize the teaching duration of video knowledge points according to the situation of
the talent cultivation path of fine arts majors in order to meet the learning needs of the learners,
improve the learning efficiency of the learners, and provide a basis for teachers to carry out the design
of the teaching duration of the knowledge point, and to improve the Fine arts professional talent
cultivation efficiency. (a) Primary learner time contrast
(b) Intermediate learners’ time contrast
(c) Senior learner time contrast (a) Primary learner time contrast (a) Primary learner time contrast (b) Intermediate learners’ time contrast (c) Senior learner time contrast Figure 5. The comparison of the length of the teaching and the original length of the class 3.2.1 Feasibility Analysis of Talent Training Path Recommendation In order to verify the feasibility of CNN-based talent cultivation path recommendation for fine arts
majors, this paper looks at the two aspects of user satisfaction and the degree of matching between
the path and the user’s learning style. In this experiment, the initial population number is set to be 5,
the number of nodes is set to be 10, and the maximum number of iterations is set to be 50. Taking The application of information fusion technology in the cultivation of talents in fine arts majors 13 13 user 2 as an example, whose learning style is (-3, 1, -5, 7), the CNN-based fine arts majors proposed
by this paper Talent cultivation path recommended in this paper after 50 iterations. The similarity
between the talent cultivation path for fine arts majors and the learning style of user 2 is shown in
Table 2, and the experimental results of the three methods for four types of users when the number of
iterations is from 1 to 50 are shown in Fig. 6, in which (a)~(d) are users 1-4, respectively. It can be
clearly seen that the three methods will continuously derive learning paths with higher user
satisfaction with the increase in the number of iterations and will be gradually stabilized after reaching
a certain height. Gradually stabilizes. It can be seen that all three methods are capable of planning a
talent cultivation path for users who specialize in fine arts with different learning styles. However,
from the experimental results of all four users, it can be seen that through 50 iterations, the matching
degree (0.75) of the CNN-based art professional talent cultivation path recommendation method
proposed in this paper is better than the other two (0.703), (0.687), that is, the CNN-based art
professional talent cultivation path method proposed in this paper can obtain users more in line with
the user’s 2 learning style. The CNN-based art major talent cultivation path recommendation research
plays an important auxiliary function in art major talent cultivation so that students in the art major
category can carry out independent learning and online learning. 3.2.1 Feasibility Analysis of Talent Training Path Recommendation Furthermore, online assessment can
be carried out with the help of computers to comprehensively improve the quality of talent cultivation
of fine arts majors, give full play to the advantages of the application of information fusion technology
in teaching and learning, and provide students of fine arts majors with a more flexible, interactive and
open learning mode. Table 2. The professional talent training path is similar to the learning style of student 2
Method
The art students cultivate the path nodes
Matching degree
1
2
3
4
5
6
7
8
9
10
This method
0.73
0.76
0.79
0.81
0.78
0.73
0.75
0.71
0.73
0.71
0.75
GA
0.77
0.65
0.64
0.55
0.71
0.68
0.75
0.81
0.78
0.69
0.703
ACO
0.73
0.65
0.72
0.81
0.83
0.63
0.65
0.56
0.61
0.68
0.687
(a) User 1 :(1,-1,0,-3)
(b) User 2 :(-3,1,-5,7) (a) User 1 :(1,-1,0,-3) (b) User 2 :(-3,1,-5,7) Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 14 (c) User 1 :(7,9,-11,-9)
(d) User 2 :(-11,-3,7,0)
Figure 6. The number of iterations from 1to 50 is the result of four kinds of users (c) User 1 :(7,9,-11,-9) (d) User 2 :(-11,-3,7,0) Figure 6. The number of iterations from 1to 50 is the result of four kinds of users 3.2.2 Effectiveness Analysis of Talent Cultivation Path Recommendation Conduct experiments based on 760 candidate learning materials in the computer field, 450 candidate
learning materials in the art field, and all 1210 candidate learning materials, respectively. Set the
initial population number as 5 and the number of nodes as 10, and take user 2 as an example to plan
the optimal talent cultivation path for the art major through 1-50 iterations. The matching degree of
learning paths and user learning styles with different numbers of candidate resources is shown in
Table 3, and the experimental results of the three methods for user 2 at three candidate learning
resources are shown in Fig. 7, in which (a)~(c) the candidate learning materials are 450, 760, and
1,210, respectively, and even in the case of the different numbers of candidate learning resources, the
CNN-based talent cultivation path recommendation of the fine arts majors proposed in this paper can
be optimized after After 50 iterations, it is able to effectively construct a talent cultivation path for
users that meets their learning styles and actual learning sequences and is able to obtain a higher user
similarity than the GA and ACO algorithms. In order to further verify that the cultivation path derived
from CNN is more suitable for the user’s learning style than GA and ACO algorithms, this paper
adopts the Euclidean-based similarity calculation method to calculate the similarity between the
optimal learning paths derived from the three methods and the user’s learning style under different
candidate resources. It can be seen that the CNN proposed in this paper can bring greater user
satisfaction to users with different learning styles than the genetic algorithm GA (0.662) and the
original ant colony algorithm ACO (0.665) in solving the problem of recommending paths for
cultivating professionals in the field of fine arts, and the most personalized learning paths
recommended in this paper not only suit the learning styles of the users better but also conform to the
actual learning sequence, which can help users realize their learning styles efficiently. The most
personalized learning paths recommended are not only more suitable for users’ learning styles but
also conform to the actual learning sequence, which can help users realize their career goals efficiently. We will continue to explore the training programs for art majors that can meet the requirements of
industrial development and continuously deliver high-quality, applied and innovative art majors to
society. 3.2.2 Effectiveness Analysis of Talent Cultivation Path Recommendation The application of information fusion technology in the cultivation of talents in fine arts majors 15 15 Table 3. The number of different candidate resources is matched by the user learning style
N
Method
The art students cultivate the path nodes
Matching degree
1
2
3
4
5
6
7
8
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760
This method
0.71
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GA
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ACO
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450
This method
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GA
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0.683
ACO
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0.64
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0.679
(a) 450
(b) 760
(c) 1210
Figure 7. Three methods of candidate learning resources are the results of the experiment of user 2 (a) 450 (c) 1210 (b) 760 ure 7. Three methods of candidate learning resources are the results of the experiment of user 2 3
Analysis of the Relevance of Talent Cultivation Mode for Fine Arts Majors Pearson correlation coefficient analysis is used to study the correlation between overall satisfaction
and six items, namely, personnel training objectives, curriculum system, faculty, teaching system,
training evaluation, and implicit curriculum construction, Pearson correlation coefficient is used to
indicate the degree of correlation between the variables, which can present the degree of correlation
and the direction of the effect between the variables. When the absolute value of the correlation
coefficient is larger, the higher the degree of correlation between the variables, and the positive and
negative signs indicate whether the direction of change between the variables is the same. A
correlation coefficient greater than 0.7 indicates that the variables are strongly correlated, a
correlation coefficient between 0.3 and 0.7 indicates that the variables are moderately correlated, and
a correlation coefficient less than 0.3 indicates that the variables are weakly correlated. The results of
the correlation analysis of the talent cultivation mode of fine arts majors in the era of information
integration are shown in Figure 8. The correlation coefficient between the overall satisfaction of the
talent cultivation mode of fine arts majors in the era of information fusion and the talent cultivation
goal is 0.752, so there is a significant positive correlation between the overall satisfaction and the
talent cultivation goal. The application of information fusion technology in the cultivation of fine arts
majors can improve the students’ internationalized fine arts professional level while providing
endogenous power for the development of fine arts in colleges and universities. Zuochuan Wang. Applied Mathematics and Nonlinear Sciences, 9(1) (2024) 1-17 16 Figure 8. Analysis of the relationship between the training mode of the art and the training of the art Figure 8. Analysis of the relationship between the training mode of the art and the training of the art Figure 8. Analysis of the relationship between the training mode of the art and the training of the art References [1] Dikiy, Igor, S., Dikaya, Liudmila, & A., et al. (2016). Neurophysiological correlates of artistic creativity
of art representatives with different professional levels. International Journal of Psychophysiology. [2] Webb, A. K., & Fitzjohn, J. (2016). Poetry, music, writing and painting; developing the artistic talents of
adults with cystic fibrosis - sciencedirect. Paediatric Respiratory Reviews, 17, 39-41. [3] Mariana, M., Sattin, Vickitoriana, K.,. A., & Silva, et al. (2018). Use of a garment as an alternative to
body painting in equine musculoskeletal anatomy teaching. Journal of Veterinary Medical Education,
45(1), 119-125. [4] Finn, G. M., & White, P. M. (2012). The role of colour in knowledge retention: a body‐painting study. The FASEB Journal, 26(S1), 529.5-529.5. [5] Kong, X. (2014). Xu beihong’s artistic influence on current university education teaching of chinese
painting art. International Journal of Technology, Management(011), 000. [6] Sui, G. (2018). Reverse ekphrasis: teaching poetry-inspired chinese brush painting workshops - in english. International Journal of Art & Design Education, 38. [7] Elkoshi, R. (2019). Tone painting and painting tones: a follow-up study of listeners’ audiovisual responses
to beethoven’sthunder storm:. International Journal of Music Education, 37(3), 476-492. [8] Tara, & Chittenden. (2013). Body-building: a female student’s use of the transitional spaces of a painting
degree course to explore her sexual desirability and aesthetics as a ‘grotesque’ female body. International
Journal of Art & Design Education, 32(1), 55-67. [9] Lohr, V. I. (2013). Diversity in landscape plantings: broader understanding and more teaching needed. Horttechnology, 23(1), 126-129. [10] You, J. (2021). Retraction note to: distribution of earthquake activity in mountain area based on big data
and teaching of landscape design. Arabian Journal of Geosciences, 14(22), 1-1. [11] Nijs, M., Morroll, D., Lynch, C., Levett, S., Fleming, S., & Chin, R., et al. (2021). P–786 virtual continual
professional education programs in art in time of sars-cov–2: do they deliver?. Human Reproduction
(Supplement_1), Supplement_1. [12] Puppe, L., Jossberger, H., & Gruber, H. (2020). Creation processes of professional artists and art students
in sculpting. Empirical Studies of the Arts(11), 027623742094271. [13] Meyer, M., & Wood, L. (2020). My living theory of a professional framework for art education. Action
Research(4), 147675032097101. [14] Williams, S. S. (2016). Speaking Out of Turn: Race, Gender, and Direct Address in American Art
Museums. (Doctoral dissertation, University of Southern California.). [15] Eyal-Cohen, D., Regev, D., Snir, S., & Bat-Or, M. (2020). 4
Conclusion In the era of information fusion, it is increasingly difficult to meet the requirements of the
development of the past talent training requirements of fine arts majors, and this paper makes full use
of information fusion technology to integrate the on-campus and off-campus faculty and training path. On the basis of information fusion technology, the proposed training path of fine arts majors based
on E-GPPE-C model is designed to make fine arts majors always meet the requirements of industrial
development in training. The following conclusions are drawn: 1) The teaching duration after optimization of the three levels of primary study, intermediate and
advanced, is obviously different, respectively 33430s, 2481s and 2358s, which confirms that
the ACO optimization algorithm can optimize the teaching duration of video knowledge
points according to the situation of the cultivation path of fine arts majors, and
comprehensively improve the quality of the cultivation of fine arts majors in colleges and
universities, so as to make the cultivation of fine arts majors can be truly in line with the
industry. 2) Through 50 iterations, the matching degree (0.75) of the CNN-based talent cultivation path
recommendation method for art majors proposed in this paper is better than the other two
(0.703) and (0.687). It can bring greater user satisfaction to users with different learning styles,
and the most personalized learning path recommended is not only more suitable for the user’s
learning style but also has a very important impact on promoting the cultivation of talents in
fine arts majors, promoting the increase of employment rate, and stabilizing social relations. 3) The correlation coefficient between the overall satisfaction of the training mode of fine arts
majors in the era of information fusion and the talent cultivation goal is 0.752, which is
statistically significant at the level of 0.01. Therefore, there is a significant positive correlation
between overall satisfaction and the talent cultivation goal. Making use of the advantages of
information fusion technology in education and learning and providing Fine Arts students with
a more flexible, interactive, and open approach to talent development. The application of information fusion technology in the cultivation of talents in fine arts majors 17 17 References Developing the professional identity of art
therapy students as reflected in art therapy simulation sessions. The Arts in Psychotherapy, 71(3), 101706. [16] Jue, & Juliet. (2017). The extent of engagement in art making and exhibition by art therapy practitioners
and students. Arts in Psychotherapy, 55, 32-39. [17] Hall, J. (2010). Making art, teaching art, learning art: exploring the concept of the artist teacher. International Journal of Art & Design Education, 29(2), 103-110. [18] Budge, & Kylie. (2016). Learning to be: the modelling of art and design practice in university art and
design teaching. International Journal of Art & Design Education, 35(2), 243-258. [19] Owen, C. (2020). Through a glass darkly: the teaching and assessment of drawing skills in the uk post‐16
art & design curriculum. International Journal of Art & Design Education, 39(2). [20] Saravanapriya, M., Senthilkumar, R., & Saktheeswaran, J. (2022). Multi-label convolution neural network
for personalized news recommendation based on social media mining. Journal of Scientific & Industrial
Research.
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From the Executive
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Southern African journal of HIV medicine
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F Conradie
President F Conradie
President
Southern African HIV Clinicians Society
Johannesburg
fconradie@witshealth.co.za President
Southern African HIV Clinicians Society
Johannesburg
fconradie@witshealth.co.za MESSAGE MESSAGE MESSAGE MESSAGE MESSAGE
From the Executive M
F 'The times they are a-changing.' The
South African National AIDS Council
(SANAC) reconvened at an impressive
inaugural meeting in Pietermaritzburg
on 4 October 2012, attended by
the Minister of Health, Dr Aaron
Motsaeledi,
and
Deputy
President
Kgalema Motlanthe. SANAC announced
that the incidence of mother-to-child
transmission of HIV was down and
life expectancy was up – all very good
news. However, in my opinion, the most
important development is that fixed-
dose combinations are now going to be
part of the national tender. While I think
that this will improve adherence, more
importantly, we will not be faced with
stock-out of a single drug. The impact of Register for the conference as soon
as you can. The line-up of speakers is
impressive, and we have very interesting
debates planned. Skills building will be
provided in many areas, and conference
attendees will have the chance to rub
shoulders with the academics. More
than that, the conference will present an
opportunity to meet a number of brave
and hardworking healthcare providers
from the region. I encourage you to
share your experiences and learn. patients having received two out of three
of their drugs will be felt in the years to
come. The Southern African HIV Clinicians
Society has been invited to be a plenary
member of SANAC, so we will continue
our role as the voice of reason to the
Department of Health, to ensure that the
goals of the National Strategic Plan are
achieved. This is not the time to let up
in any way – an AIDS-free generation is
within our grasp. Lastly, if you have not yet made
travel arrangements to attend the
conference of the Southern African
HIV Clinicians Society in Cape Town
from 25 to 28 November 2012, you
should get onto it as soon as possible. 160 SAJHIVMED November 2012, Vol. 13 No. 4
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de
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Das Dölitzer Schlösschen
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transcript Verlag eBooks
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cc-by-sa
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Das Dölitzer Schlösschen
Geschichte und Narrativ
Georg-Felix Sedlmeyer
Etwa fünf Kilometer südlich des Leipziger Stadtzentrums liegt die ehemalige
Schlossanlage im Stadtteil Dölitz-Dösen. Das einstige Rittergut, vom Flüsschen
Mühlpleiße umflossen, lässt sich bis ins 13. Jahrhundert zurückverfolgen. Es erfuhr einen Ausbau im Stil der Renaissance,1 erlitt eine Beschädigung im Dreißigjährigen Krieg, wurde wieder instandgesetzt und bei einem Besitzübergang
1636 zur vierflügeligen Anlage ausgebaut.2 Am 16. und 18. Oktober 1813 wurde die
Schlossanlage Schauplatz von Kampfhandlungen der Völkerschlacht bei Leipzig
und erlangte damit eine weitere geschichtliche Aufladung.3 Die Stadt erwarb die
Schlossanlage 1927 und richtete dort ab 1931 eine Freiluftschulungsstätte ein.4 So
galt das Schloss früher bzw. gilt sein Ort heute als Erinnerungsstätte des Dreißigjährigen Kriegs und der Völkerschlacht bei Leipzig.5
Spricht man heute vom Dölitzer Schlösschen, so sind im Wesentlichen nur
dessen verbliebene Bauteile in Form eines Torhauses und einer Gartenanlage gemeint. Das Hauptgebäude ist in den Jahren von 1944 bis 1947 beschädigt, geplündert und abgebrochen worden. Die Ereignisse sind unterschiedlich überliefert.
In dem vom Krieg verschonten separaten Torhaus 6 wird über die Baugeschichte
des Anwesens informiert: »In der Nacht vom 20. zum 21. Februar 1944 wird das
Schloss durch eine Fliegerbombe schwer beschädigt und nach einem tödlichen
Unfall 1947 gesprengt.« 7 Ähnlich knapp, sogar widersprüchlich geben andere
1 So die Angaben auf der Informationstafel im Torhaus Dölitz.
2 Cornelius Gurlitt: Amthauptmannschaft Leipzig (Leipzig Land). Beschreibende Darstellung der älteren
Bau- und Kunstdenkmäler des Königreichs Sachsen. Bd. 16. Dresden: Meinhold 1894, S. 11–12.
3 Gurlitt 1894 (wie Anm. 2), S. 12.
4 Die Freiluftschulungsstätte wurde für den planmäßigen Volksschulunterricht während der Sommermonate genutzt. Stadtarchiv Leipzig (StadtAL): Kapitelakten (Kap.) 19, Nr. 155 Bh. 3. Bd. 4: Fragebogen
des Landesdenkmalpflegers in Sachsen vom 28. September 1943.
5 Siehe weiter unten und vgl. Anm. 1.
6 Das Torhaus wurde ab den 1950er Jahren saniert und beherbergt heute ein Zinnfigurenmuseum. Vgl.
Horst Immisch: Dölitz. Zur Geschichte eines Leipziger Vorortes. Leipzig: Pro Leipzig 2002, S. 31–38.
7 Vgl. Immisch 2002 (wie Anm. 6).
228
Georg-F elix Sedlmeyer
Autoren das Ende der Baugeschichte wieder.8 Der Lokalhistoriker Horst Immisch
berichtete 2002 etwas ausführlicher, indem er auf fehlende Baustoffe zur Instandsetzung, den witterungsbedingten Verfall und die Plünderung von Brennmaterialien durch die Bevölkerung hinwies.9
Das vorhandene Narrativ zum Verlust des Bauwerks ist damit kurzgehalten
und lässt viel Raum für eine individuelle und freie Interpretation, obwohl es ein
wichtiger Teil der regionalen Architekturgeschichte ist.10 Doch wer verhandelte
und entschied aus welchen Gründen über die Zukunftsfähigkeit des Objekts?
Wer plädierte nun für die Sprengung des Schlosses und warum, wer erkannte
welche Werte in der Ruine und wer trug letzten Endes die Entscheidungsgewalt? Darüber hinaus kann gefragt werden, ob die Objektgeschichte mit dessen
Abbruch tatsächlich endet oder ob durch die Zuweisung von Erinnerungswerten die Schlossgeschichte fortgeschrieben werden sollte und muss – auch weil
lokale Aktivist*innen gegenwärtig an eine Rekonstruktion denken. Spätestens
die Schrift des Architekturhistorikers Erwin Schleichs zur »zweite[n] Zerstörung Münchens« von 1978 machte auf den Verlust von Baudenkmälern nach
dem Zweiten Weltkrieg und im Kontext des Wiederaufbaus aufmerksam.11 Die
Bauhistoriker Hartwig Beseler und Niels Gutschow zeigten 1988 die Dimensionen der Verluste an westdeutschen Baudenkmälern auf. Auch der Abbruch von
rettbaren Schlossbauten wie etwa das Braunschweiger Residenzschloss wurden
thematisiert.12 Im selben Rahmen wies der Politikwissenschaftler Klaus von
Beyme 1988 ebenfalls auf die Tragweite von »Vorentscheidungen durch Ruinenpolitik« hin, die vielerlei bauliche Verluste einleiten konnte.13 An anderen
Stellen wurde belegt, dass man Kriegsbeschädigungen als Chance zur Umgestaltung ganzer Quartiere sah, wobei mancherorts kulturgeschichtlich wertvolle Bausubstanz bereitwillig einer neuen Planung geopfert wurde.14 Dazu muss
angemerkt werden, dass Schlossbauten, meist aufgrund von Größe und Lage,
hohe Ansprüche an Nutzungskonzepte stellen. Für das Dölitzer Schlösschen
8 Vgl. Immisch, 2002 (wie Anm. 6), S. 31–38; Götz Eckardt, Horst Drescher, Ludwig Deiters: Schicksale
deutscher Baudenkmale im Zweiten Weltkrieg. Eine Dokumentation der Schäden und Totalverluste auf dem Gebiet der neuen Bundesländer. Bd. 2: Bezirke Halle, Leipzig, Dresden, Karl-Marx-Stadt
(Chemnitz), Erfurt, Gera, Suhl. Wiesbaden: Panorama-Verlag 2000; vgl. auch Wikipedia: Torhaus Dölitz, https://de.wikipedia.org/wiki/Torhaus_Dölitz (aufgerufen am 16.05.2022).
9 Immisch 2002 (wie Anm. 6).
10 Vgl. Andrew Herscher: Violence Taking Place. The Architecture of the Kosovo Conflict. Stanford: Stanford University Press 2010. Herscher macht darauf aufmerksam, dass das existenzielle Ende von Bauwerken Teil ihrer Geschichte ist.
11 Erwin Schleich: Die zweite Zerstörung Münchens. Neue Schriftenreihe des Stadtarchivs München.
Bd. 100. Stuttgart: Steinkopf 1978.
12 Hartwig Beseler, Niels Gutschow: Kriegsschicksale Deutscher Architektur. 2 Bde. Neumünster: Wachholtz 1988, S. XVII.
13 Klaus von Beyme: Der Wiederaufbau. Architektur und Städtebaupolitik in beiden deutschen Staaten.
München: Piper 1987, S.101–110.
14 Jörn Düwel, Niels Gutschow, Freie Akademie der Künste (Hg.): A Blessing in Disguise. War and Town
Planning in Europe, 1940–1945. Berlin: DOM Publishers 2013.
Das Dölitzer Schlösschen. Geschichte und Narrativ
schienen zudem Abbrüche bei Beschädigungen aus ideologischen Gründen
denkbar, da man vergangenen Herrschaftsstrukturen kein neues Denkmal
setzen wollte.15
All dies trifft hier aber nicht zu, wie im Folgenden noch belegt wird. Im Fall
Dölitz wird wie an vielen anderen Orten auch ausgespart, warum und wie es zur
Niederlegung und nicht zu einer Sicherung und Instandsetzung eines (lokal-)
geschichtlich bedeutsamen Bauwerks kam. Handlungsabläufe zum materiellen
Ende von Bauwerken wurden bislang noch zu wenig beschrieben; das gilt insbesondere für die zeitlich kurzen Phasen nach Kriegsbeschädigungen und vor
Wiederaufbauausführungen am Ende des Zweiten Weltkriegs. Dieser Beitrag
möchte einen Lückenschluss für die hier angesprochene Zeitspanne versuchen,
um am konkreten Beispiel anhand von Schadenskarten, -listen und Korrespondenzen unterschiedlicher beteiligter Ämter die variierenden Wahrnehmungen
des beschädigten Schlosses zwischen Staat, Stadt und Bürger*innen nachzuzeichnen. Die Verhandlungen über und der Umgang mit dem Schloss können als
beispielhaft für die Schicksale zahlreicher kulturhistorisch wichtiger Bauten im
Kontext des Zweiten Weltkriegs gesehen werden.
Die Schadensfeststellungen
Für einen Überblick zur historischen Situation und für einen Zugang zu einstigen Bewertungs- und Verhandlungsdiskursen dienen als Ausgangspunkt damalige Schadensbewertungen und Schadenserfassungen. Aus den Akten geht
dazu hervor, dass der allgemein für Leipzig als verheerend geltende Luftangriff
am 4. Dezember 1943 das Stadtplanungsamt veranlasste, bis Anfang Januar 1944
eine Prüfung des aktuellen Zustands aller Denkmäler der Stadt vorzunehmen,
die nach dem Ortsgesetz über die Pflege des Stadtbilds von 1929 gelistet waren.
Das Dölitzer Schloss wurde hierin schon genannt und dementsprechend geprüft.16 Es wurde als »nicht betroffen« verzeichnet.17 Ein handschriftlich hinzugefügtes »T« weist aber auf »total zerstört« bis spätestens zum 24. Juni 1946
hin.18 In einem Nachtrag zur Liste über den Zustand der Denkmäler lassen sich
Schäden an weiteren Bauten zum Fliegerangriff vom 20. Februar 1944 festmachen. Hier erscheint das Schloss nun mit der wenig aussagekräftigen Beschreibung: »teils total zerstört, teils in verschiedenem Grade beschädigt«.19 Beigefügte Wertungen, die auf eine Instandsetzungs- oder Abbruchmaßnahme abhängig
15 Vgl. Beseler, Gutschow 1988, S. XVII (wie Anm. 12).
16 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4: Schreiben des Stadtplanungsamtes an den Landesdenkmalpfleger vom 8. Januar 1944.
17 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4, Anlage A.
18 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4, Vermerk vom 24. Juni 1946. Gemeint ist der Zeitpunkt der Erfassung, welcher den Bauzustand beschreibt. Neben Kriegsbeschädigungen bis Kriegsende können hier
auch Abbrüche, Einsturz oder Rückbau nach Kriegsende gemeint sein.
19 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4, Addendum zu Anlage A, Schäden beim Fliegerangriff vom
20. Februar 1944.
229
230
Georg-F elix Sedlmeyer
vom ermittelten Schaden hindeuten, wurden nicht gefunden. Damit hatte das
Stadtplanungsamt den Schaden vorerst neutral zur Kenntnis genommen. Im
Aktenverkehr 20 zur Leipziger Denkmalpflege findet sich eine undatierte Fotografie, die einen bildlichen Eindruck von dem Zustand im Jahr 1944 vermittelt
(Abb. 1).21
Der Leipziger Stadtbaurat Baumeister kommentierte dazu, er habe die
fotografische Aufnahme nach dem 20. Februar 1944 anfertigen lassen und der
Bombeneinschlag sei von der Wasserseite aus erfolgt: »Die Vorderseite mit
dem Eingang und dem Vorhofe sowie die Seite nach dem Parke zu bleiben im
[W]esentlichen unbeschädigt.« 22 Die Ruine ist demnach als Schlossbau noch
deutlich zu erkennen. Dennoch erscheinen dem Foto nach Material- und Personalaufwand für eine statische und substanzielle Sicherung des Baukörpers
erheblich, insbesondere in Anbetracht der Kriegsbedingungen. Eine weitere
Notiz zur Lädierung des Bauwerks findet sich in zwei verschiedenen Schadenskarten. Es handelt sich an erster Stelle um einen Organisationsplan der Luftschutzstellen (LS-Stellen) und Luftschutzreviere (Abb. 2), der auch Schadensstellen nach unterschiedlichen Merkmalen verzeichnet. An zweiter Stelle wird
eine Schadenskarte des LS-Reviers 11 c zum Abschnitt Dölitz-Dösen (Abb. 3)
wiedergegeben, welche Kriegseinwirkungen in drei verschiedenen Schadensgraden inklusive eines Datums markiert. Anhand von beiden Karten lässt sich
die Einwirkung am Schloss der Kategorie »schwerer Schaden« zuordnen.23 Eine
weiterführende Wertung der Beeinträchtigung hinsichtlich eines darauffolgenden Umgangs mit dem Bauwerk lassen die Karten alleine nicht zu. Die vorangegangene Schadensdokumentation vor Ort hatten sogenannte Revierarchitekten
im Einvernehmen mit dem Stadtplanungsamt und LS-Stellen übernommen.24
Unklar muss an diesem Punkt bleiben, nach welchen Maßstäben oder unter welchem Blickwinkel die kriegsbeschädigten Bauten betrachtet wurden. Denkbar
wäre eine Schadensbewertung unter dem Gesichtspunkt des voraussichtlichen
Aufwands einer etwaigen Instandsetzung.
Weitere Schadenskarten, die den Stadtteil Dölitz abbilden, sind im Auftrag
von Albert Speers »Arbeitsstab für Wiederaufbauplanung« gezeichnet worden.
Hier wurden reichsweit Schadenskarten mit dem Stand zum 1. Mai 1944 erstellt,
20 StadtAL, Stadtverordnetenversammlung und des Rats der Stadt Leipzig (StVuR) 15408: Schreiben der
Abteilung der Sofortmaßnahmen vom 30. Januar 1945. Eine Aktenablage zum Schloss beim Stadtplanungsamt soll bei dem Luftangriff am 6. April 1945 verloren gegangen sein. Dies geht aus einer
handschriftlichen Notiz auf dem Schreiben hervor. Eine Recherche zu den Bauakten des Schlosses
fand nicht statt.
21 StadtAL, StVuR 15408: Aktenvermerk mit Abbildung des Schloss Dölitz ohne Datum.
22 StadtAL, StVuR 15408: Auszug aus Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
23 StadtAL, StVuR 13486: Legende auf Planblatt 11 a.
24 Die Revierarchitekten waren in Leipzig über die Polizei- und LS-Stellen organisiert; insgesamt gab
es 29 LS-Reviere mit Unterteilungen für das Stadtgebiet Leipzig. Der Stadtteil Dölitz-Dösen befand
sich im LS-Revier 11 c. Der Revierarchitekt stellte die durch »Feindeinwirkung« entstandenen Schäden
an Baulichkeiten fest und arbeitete zur Begrenzung von Folgeschäden mit der »Abteilung für Sofortmaßnahmen« zusammen. Vgl. Deutsche Fotothek, DF_DK_0006495: Übersichtskarte der LS-Reviere
in Leipzig, nach 1943.
Das Dölitzer Schlösschen. Geschichte und Narrativ
Abb. 1: Schloss Dölitz nach der Beschädigung, Foto: 1944.
so auch für Leipzig.25 Diese Karten wurden bei städtischen Ämtern vorgezeichnet und anschließend durch den Arbeitsstab vereinheitlicht.26 Der bauliche Verlust am Dölitzer Schlösschen war zum Zeitpunkt der Kartenerstellung schon
eingetreten und spätestens ab dem 14. April 1944 der Stadtverwaltung bekannt.27
Jedoch wurde die Kriegseinwirkung am Schloss nicht in diese Karten aufgenommen, obwohl sie schwere bis totale Schäden verzeichneten. Dieses Fehlen kann
25 Zu Leipzig finden sich zwei Karten in den Carleton University Archives, Ottawa (German destruction
maps, Leipzig); ausführlicher dazu Werner Durth: Der programmierte Aufbau: Speers ›Arbeitsstab
zum Wiederaufbau bombenzerstörter Städte‹. In: Bauwelt 48 (1984), S. 378–390.
26 Für Augsburg beschrieben bei Georg-Felix Sedlmeyer: Augsburg. Die Funktion der Kriegsschadenserfassung in der Wiederaufbauplanung. In: Lisa Marie Selitz, Sophie Stackmann (Hg.): Wertzuschreibungen und Planungslogiken in historischen Stadträumen. Neue Beiträge zur städtebaulichen Denkmalpflege. Bamberg: University of Bamberg Press 2018, S. 13–53, hier S. 27–29.
27 Vgl. StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4: Schreiben des Vermietungsamtes 5. Bezirk an das Stadtplanungsamt vom 14. April 1944.
231
232
Georg-F elix Sedlmeyer
Abb. 2: Kartenausschnitt, Ortsteil Dölitz, Organisationsplan der LS-Stellen
Leipzig mit Schadenseintragungen nach 1943.
Abb. 3: Kartenausschnitt, Plan 11c des Revierarchitekten, Schadens
dokumentation 29. März 1944.
Das Dölitzer Schlösschen. Geschichte und Narrativ
Abb. 4: Kartenausschnitt, Schadenskarte des ›Arbeitsstabes für Wiederaufbau
planung‹ mit Stand zum 1. Mai 1944.
damit erklärt werden, dass sich der Arbeitsstab lediglich für stadtplanerische
Belange interessierte.28 Da in der Anlage weder Wohnungen verloren gegangen
waren noch städtebauliche Veränderungen erstrebenswert schienen, war das
Schloss städtebaulich nicht von Interesse. Die vorweg unternommene Schadensdokumentation wurde von dem Tiefbauamt 29 für weiterführende Zwecke neu
bewertet, das dem Dölitzer Schlösschen keine städtebauliche Relevanz attestierte. Für die Forschung zu Schadenskarten, insbesondere zum Kartenbestand
des Arbeitsstabs, ließe sich hieraus ableiten, dass die Angaben der Karten des
Arbeitsstabs keine absolute Übersicht über alle tatsächlich entstandenen Schäden oder Schadensstellen der Stadt wiedergeben, sondern subjektiv nur für den
Stab relevante Inhalte anzeigen (Abb. 4).
28 Uta Hohn: Die Zerstörung deutscher Städte im Zweiten Weltkrieg. Regionale Unterschiede in der
Bilanz der Wohnungstotalschäden und Folgen des Luftkrieges unter bevölkerungsgeographischem
Aspekt. Dortmund: Dortmunder Vertrieb für Bau- und Planungsliteratur 1991, S. 36.
29 Vgl. Kartensignatur, Carleton University Archives (German destruction maps, Leipzig).
233
234
Georg-F elix Sedlmeyer
Unterschiedliche Interessen:
Die Verhandlungen um das beschädigte Schloss
Bewertung in Abhängigkeit zur Nutzung:
Vermietungsamt und Stadtplanungsamt
Amtsinterne Korrespondenzen geben eine Diskussion zu erkennen, welche
die Zerstörung des Schlosses nachzeichnen und nachfolgend unterschiedliche
Bewertungen der Ruine aufzeigen. Das städtische Vermietungsamt erhielt als
Eigentümer des Schlosses 30 unmittelbar nach dem Schadensfall einen Zustandsbericht vom Stadtplanungsamt einschließlich eines Hinweises auf dessen Bedeutung als Baudenkmal.31 In einer Rückantwort vom 14. April 1944 lässt sich darin
erstmals eine wertende Beschreibung des Schadens ausmachen:
Bei dem Fliegerangriff am 20.2.44 ist am Schloß Dölitz etwa 8 m hinter der Rückfront eine große Sprengbombe niedergegangen, die das Mauerwerk der Umfassungswände an der Südwestecke weggerissen und alles übrige Mauerwerk,
Zwischenwände, Fußböden, [ . . . ] usw. stark beschädigt hat. Ein Brand ist nicht ausgebrochen. Wiederaufbau ist sehr fraglich. Der Revierarchitekt hat hiervon Kenntnis. Das Gebäude steht unter Heimatschutz und ich bitte um Kenntnisn[ahme] und
weitere Veranlassung.32
Obwohl das Schloss noch Ende 1943 als »kriegswichtig« 33 eingestuft worden war,
wurde durch das Vermietungsamt die Option einer Instandsetzung und somit
der Substanzsicherung erstmals infrage gestellt. Das Amt betrachtete – so lässt
sich vermuten – die Liegenschaft aus einer wirtschaftlich-rationalen Perspektive hinsichtlich der Nutzung. Im Kontext des Kriegs und der damit zusammenhängenden wirtschaftlichen Situation scheint man Nutzen oder Bedeutung des
Baus gegen Arbeitsaufwand und Kosten abzuwägen, wobei es als für eigene
Zwecke nicht mehr instandsetzungsfähig eingeschätzt wird. Das Vermietungsamt scheint sich dahingehend mit einer fachlichen Expertise – nachstehend zitiert – beim Stadtplanungsamt über eine weitere Behandlung der Liegenschaft
absichern zu wollen. Das Stadtplanungsamt konstatierte dazu am 19. April 1944:
Da die Bombe im Park hinter dem Schlosse einschlug, ist der Hauptbau an der
Westseite durch Luftdruckwirkung zu 2/3 total und zu 1/3 schwer beschädigt worden. Soweit noch etwas vom Mauerwerk bestehen blieb, ist es samt den Gewölben
30 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4: Fragebogen des Landesdenkmalpflegers in Sachsen vom 28. September 1943.
31 Vgl. StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945. Der Zustandsbericht konnte nicht ermittelt werden.
32 StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4: Schreiben des Vermietungsamtes 5. Bezirk an das Stadtplanungsamt vom 14. April 1944.
33 Nutzung durch die Nationalsozialistische Volkswohlfahrt; StadtAL: Kap. 19, Nr. 155 Bh. 3. Bd. 4: Fragebogen des Landesdenkmalpflegers in Sachsen vom 28. September 1943. Antwortschreiben des Stadtplanungsamtes auf der Rückseite vom 6. Oktober 1943.
Das Dölitzer Schlösschen. Geschichte und Narrativ
und Decken so gesprengt und gerissen, daß nur ein völliger Neubau in Frage käme.
Das Giebeldach einschl. des Turmes ist zwar stark beschädigt, aber in der Gesamtform noch erhalten. Der südliche Anbau ist auch total zerstört. Dagegen haben die
beiden nach Osten gerichteten Seitenflügel und die Vorhalle samt dem Innenhof
mit den Holzgalerien weniger gelitten. Im Ganzen gesehen sind diese Schäden
viel zu umfangreich, um sie in den Rahmen der Sofortmaßnahmen bringen zu
können.34
Im Schreiben des Vermietungsamts vom 14. April lassen sich Zweifel an einer
Sicherung für eine Weiternutzung des Schlosses erkennen, welche das Stadtplanungsamt am 19. April bestätigte. Es beschrieb die Schäden als so schwerwiegend, dass nur ein Neubau sinnvoll wäre. Die Bewertung vom 19. April war
an der vorhergehenden Nutzung orientiert; dies wird deutlich, da auf die historische Bedeutung der Anlage nicht weiter eingegangen und zusätzlich auf ältere
bauliche Mängel verwiesen wurde:
Auch müßte mit einer Wiederinstandsetzung des Schlosses über die Behebung
der Fliegerschäden hinaus eine gründliche Sanierung des ganzen Gebäudes verbunden werden. Vor allem müßten die Fundamente und Keller gegen die aus den
Pleiße-Armen aufsteigende Feuchtigkeit isoliert werden, um die Räume in allen
Geschossen für die Schule voll ausnutzbar zu machen. Aus diesen Gründen bleibt
z. Zt. nichts übrig, als das Schloß im jetzigen Zustand zu belassen und die Frage
des Wiederaufbaues und der Instandsetzung bis nach Beendigung des Krieges
zurückzustellen.35
Positive Wertungen hinsichtlich einer Bauwerkssicherung erfolgten nicht. Maßnahmen zur Notsicherung wurden – im Gegenteil – sogar als unrealistisch abgetan, was auf die kriegswirtschaftlichen Bedingungen zurückgeführt werden
darf. Eine Ablehnung von Sicherungsmaßnahmen bedingte allerdings einen weiteren Verfall der noch jungen Ruine durch Witterungseinflüsse. Dieser Tatsache
dürfte sich das Stadtplanungsamt bewusst gewesen sein; doch zu diesem Zeitpunkt wird keine Nutzungsperspektive bestanden haben. Weder vom Stadtplanungsamt noch vom Vermietungsamt wurde der Ruine eine Zukunftsfähigkeit
zugestanden. Für den Eigentümer wäre ein Abbruch angesichts der Hinweise des
Stadtplanungsamts nun eine wirtschaftlich-logische Konsequenz gewesen. Das
Stadtplanungsamt hingegen sprach sich dafür aus, die Entscheidung erst nach
Kriegsende zu treffen. Vermutlich erhoffte man für die Nachkriegszeit zumindest, bessere wirtschaftliche oder zumindest klarere Bedingungen hinsichtlich
eines Wiederaufbaus, einer neuen Nutzung oder einer endgültigen Zweckbestimmung vorzufinden.
34 StadtAL, Kap. 19, Nr. 155 Bh. 3. Bd. 4: Antwortschreiben des Stadtplanungsamtes vom 19.04.1944. Der
Begriff »Sofortmaßnahmen« bezieht sich auf bauliche Maßnahmen zu Notsicherung und für provisorische Nutzung, ausgeführt durch Bautrupps der Abteilung für Sofortmaßnahmen.
35 StadtAL, Kap. 19, Nr. 155 Bh. 3. Bd. 4: Antwortschreiben des Stadtplanungsamtes vom 19.04.1944.
235
236
Georg-F elix Sedlmeyer
Neubewertung als Erinnerungsstätte:
Stadtplanungsamt und Abteilung für Sofortmaßnahmen
In der zuvor angesprochenen Vertagung der Entscheidung über den weiteren
Umgang kann auch der Wunsch nach Erhaltung des Bauwerks erkannt werden,
eben wegen der vorher unausgesprochenen kulturgeschichtlichen Bedeutung
des Orts. Es sei an dieser Stelle darauf hingewiesen, dass rechtlich die Möglichkeit bestanden hätte, Sicherungen einzuleiten. Die Reichsgesetzgebung billigte
»Maßnahmen zur Beseitigung von Bombenschäden« sowie »Sicherungsarbeiten
an beschädigten Baudenkmälern«.36 Demnach konnten substanzielle Sicherungen eingeleitet werden, »wenn von dem zuständigen amtlichen Denkmalpfleger
das Vorhaben und sein Umfang als unabweisbar dringlich bescheinigt« würde.37
Eine solche Bescheinigung geht jedoch aus den Leipziger Akten nicht hervor.
Selbst wenn eine Sicherung beantragt worden wäre, hätte das Problem eines
Mangels an Baumaterialien und Arbeitskräften fortbestanden. Für die Kriegszeit
lassen sich dementsprechend keine Sicherungsarbeiten belegen, womit einem
weiteren Verfall Vorschub geleistet wurde.
Der geschichtlichen Bedeutung der Schlossanlage schien man sich im Stadtplanungsamt stets bewusst gewesen zu sein. Ein Schreiben des Amts, hier in der
Funktion der Bauberatungsstelle, vom 30. Januar 1945 an die Leitung der Abteilung für Sofortmaßnahmen belegt dies anschaulich:
Wie ich von Anfang an dargelegt habe, muß das Schloß nämlich in seiner ganzen
historischen Anlage als Erinnerungsstück an die Völkerschlacht erhalten bleiben,
soweit es möglich ist. Wenn die Schloßanlage leider nicht mehr völlig wiederhergestellt werden kann, so muß man sich eben mit einer teilweise [sic!] Ruine zufrieden geben, wie ja auch viele andere historische Denkmäler nur in mehr oder weniger zerstörtem Zustand bestehen. Zur Sicherung der Ruine wie der erhaltenen
Gebäudeteile werden Baustoffe vom alten Bestand (Dachziegel und Mauersteine
alten Formates, [ . . . ] usw.) von hohem Wert sein.38
Gegenüber der Leitung der Abteilung für Sofortmaßnahmen wurde knapp ein
Jahr später (und im Gegensatz zum Briefwechsel mit dem Vermietungsamt)
die Wertigkeit der Schlossanlage als Denkmal mit der Erinnerungsfunktion an
einen Kriegsschauplatz hervorgehoben. Ob hier die damalige Kriegspropaganda
einbezogen wurde, bliebe an anderer Stelle noch zu erörtern. Die Würdigung
des Bauwerks als Zeugnis der Spätrenaissance tritt nicht auf. Auch die vorherige
Nutzung als Freiluftschulungsstätte bzw. die erst kurz zuvor als »kriegswichtig« attestierte Nutzung scheinen keinen Einfluss zu nehmen. In der Korrespondenz ging es offensichtlich nicht um die Bewertung im Sinne einer ehemaligen Nutzung, sondern um den tatsächlichen Substanzerhalt für den Zweck
36 Runderlass des Reichsministeriums des Innern vom 18. November 1942.
37 Runderlass 1942 (wie Anm. 36), Abs. 6.
38 StadtAL, StVuR 15408: Schreiben des Stadtplanungsamts an die Sofortmaßnahme, Abt. Lenkung vom
30. Januar 1945.
Das Dölitzer Schlösschen. Geschichte und Narrativ
einer zukünftigen Nutzung als Erinnerungsstätte – wie oben erwähnt auch als
»teilweise Ruine«. Das Stadtplanungsamt versuchte damit, der Abteilung für
Sofortmaßnahmen zu verdeutlichen, wie wichtig es sei, die noch vorhandene
Bausubstanz weitestmöglich am Ort zu erhalten. Das schien notwendig, da die
Abteilung für Sofortmaßnahmen Baumaterialien von Schadensstellen entfernen
lassen durfte, um sie an anderen Baustellen einzusetzen.39 Die Forderung nach
Substanzerhalt wurde auch weiterhin unterstrichen, da in diesem Schreiben
nun doch eine spätere Instandsetzung erwogen wurde. Für Anfang 1945 lässt
sich konstatieren, dass das Stadtplanungsamt eine Bedeutsamkeit der Ruine als
mögliche Erinnerungsstätte erkannt hatte und nun den Schutz der verbliebenen
Baustrukturen forderte.
Dieser Forderung nach Erhaltung sollten aber andere Interessen entgegengestellt werden – nämlich von privater Seite. In demselben Schreiben an die Abteilung für Sofortmaßnahmen wurde beschrieben, inwieweit die in der Ruine vorhandenen Baumaterialien doch für Zwecke Dritter abgegeben werden können:
Gegen die Überlassung der Heizkörper und -rohre sowie des Küchenherdes aus
den zerstörten Räumen des Schlosses an den Bewerber bestehen keine Bedenken.
Das Aufräumen der Schadensstelle von Einsturzmaterialien ist aber nur soweit unbedenklich, als das Material später nicht zur Instandsetzung des Schlosses selbst
gebraucht wird. [ . . . ] Auf keinen Fall darf das Schloß, wie es der Bewerber beabsichtigt, auf Abbruch vergeben werden. Ich bitte, bei der Dölitzer Schloßanlage
die spätere Erhaltung, wenn auch als teilweise Ruine, im Auge zu behalten. Soweit
Baumaterialien und Bauteile entnommen sind, die wir für eine spätere Konservierungsarbeit selbst benötigen, sind sie für uns sicherzustellen.40
Aus diesem Schriftverkehr geht hervor, dass auch die Interessen von Privatpersonen mit in die Verhandlungen um die baulichen Strukturen und deren Erhalt
eingingen. Offenbar lag eine private Anfrage an die Abteilung für Sofortmaßnahmen zur Nutzung vorhandener Baumaterialien vor. Das Gesuch des »Bewerbers« lag weder in der Nutzung noch in der Wiederinstandsetzung der Schlossanlage; zudem wurden an dieser Stelle keine Erinnerungswerte als Argument
angeführt, sondern lediglich das reine Interesse an vorhandenem Baumaterial.
Angenommen werden darf, dass der »Bewerber« sich in einer Notlage befand
und versuchte, sein eigenes beschädigtes Anwesen wiederaufzubauen oder instand zu setzen. Er forderte aus einem banalen, aber verständlichen Grund den
Abbruch der Schlossruine, dem vonseiten des Stadtplanungsamts aber entschieden widersprochen wurde.41 So fand am 3. Februar 1945 eine Ortsbegehung des
Schlosses statt, an der Stadtbauräte, Vertreter des Vermietungsamts und der Revierarchitekt teilnahmen. Konsens unter den Teilnehmenden der Ortsbegehung
39 Runderlass des RMI vom 18. November 1942; Runderlass des GB-Bau vom 16. September 1943, Nr. GB
8544/43 VIII.
40 StadtAL, StVuR 15408: Schreiben des Stadtplanungsamtes an die Sofortmaßnahme, Abt. Lenkung
vom 30. Januar 1945.
41 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
237
238
Georg-F elix Sedlmeyer
war die Erhaltung der Schlossanlage, die Sicherstellung von wertvollen oder
historischen Baumaterialien sowie weitere Entscheidungen nach Kriegsende.
Zu einer beabsichtigten Beratung mit dem sächsischen Landesdenkmalpfleger
in Dresden ist es vor Kriegsende nicht mehr gekommen.42 Später wurde zu der
Ortsbegehung am 3. Februar 1945 notiert, dass der »Bewerber« um die Baumaterialien, »der es nicht unterließ, das Schloß weiterhin für seine eigenen Bauten
in der Gärtnerei auszubeuten, strengste Anweisung [erhielt], eine weitere Ausplünderung zu unterlassen.« 43 Die Entfernung von Baumaterialien aus der Ruine
wurde mit dem Erkennen einer zukünftigen Nutzungsmöglichkeit untersagt,
daher wurde die Erhaltung der Schlossruine gefordert.
Wie ferner aus den beiden zitierten Schreiben des Stadtplanungsamts hervorgeht, bewertete das Amt die Zukunftsfähigkeiten der Schlossanlage auf zwei
Ebenen. Die erste Ebene bezog sich im April 1944 auf die Nutzung der Anlage
in ihrer bisherigen Form vor der Beschädigung. Dabei ist anzunehmen, dass das
Amt die Ruine unter wirtschaftlichen Gesichtspunkten zur Wiederinstandsetzung betrachtete und den Bau gegenüber dem Eigentümer mehr oder weniger
aufgab. Die Aussicht auf Weiternutzung wäre nur mit einem Abbruch und einem
darauffolgenden Neubau erstrebenswert gewesen. Auf einer zweiten Ebene (mit
dem Erkennen einer möglichen zukünftigen und geänderten Nutzung Anfang
1945) bewertete das Stadtplanungsamt die Ruine hinsichtlich ihrer kulturellen
Bedeutung neu. Hierbei wurde der verbliebenen Baustruktur eine Zukunftsfähigkeit eben als Erinnerungsstätte und auch als teilweise Ruine zugesprochen.
Es wurde gegenüber der Abteilung für Sofortmaßnahmen und dem privaten
Bewerber dementsprechend eine Konservierung gefordert, »soweit es möglich
ist«.44 Die Bausubstanz dürfe nur vom Ort entfernt werden, wenn sie keine historische oder bautechnische Wertigkeit besaß.
Bei den beiden unterschiedlichen Stellungnahmen des Stadtplanungsamts
soll nun auf den zeitlichen Abstand eingegangen werden. Im Jahr 1944 stand
gegenüber dem Vermietungsamt die frühere Nutzung des Objekts im Vordergrund, welche für die Zukunft nicht mehr erkannt wurde; im Jahr 1945 schien
das Stadtplanungsamt in dem Schloss eine Perspektive als Erinnerungsstätte zu
sehen, welche sich vorher noch nicht belegen lässt. Vermutlich unterstützte der
durch den Kriegsverlauf weiter fortschreitende Verlust an Kulturgütern diese
unterschiedliche Wertung. Die Option zur Sicherung der Ruine als Erinnerungsstätte schien das Stadtplanungsamt mit Blick auf den Zeitpunkt der Luftkriegsbeschädigung damit erst spät anzugehen.
42 StadtAL, StVuR 15408: Aktennotiz zum Schreiben des Stadtplanungsamtes an die Sofortmaßnahme,
Abt. Lenkung vom 30. Januar 1945.
43 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
44 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
Das Dölitzer Schlösschen. Geschichte und Narrativ
Weitere Zerstörung und eine erneute Bewertung:
Bürger, Hochbauamt und Stadtplanungsamt
Weitere Akten zum Fall sind erst nach Kriegsende wieder auszumachen. Am
26. Juni 1945 wurde mit einer Bitte um den gegenwärtigen Sachstand der Fall des
Dölitzer Schlösschens erneut aufgegriffen. Unmittelbar darauf, am 5. Juli 1945,
erfolgte nochmals eine Ortsbegehung mit Vertretern des Stadtrats, des Stadtbaurats, unter anderem mit dem für den Leipziger Wiederaufbau bedeutsamen
Stadtbaurat Walther Beyer, des stadtgeschichtlichen Museums, der Baupolizei,
des Kulturamts, des Schulamts und dem Revierarchitekten. Die Vielzahl der anwesenden Amtsmänner zeigt bereits, welche Bedeutung der Schlossruine innerhalb der Stadtverwaltung beigemessen wurde. Der ebenfalls anwesende Stadtbaurat Baumeister legte im Nachhinein dar, welche Werte das Stadtplanungsamt
in der Schlossruine erkannt hatte:
Ich habe sofort dem Vermietungsamt einen Bericht von dem Zustand gegeben mit
dem Hinweis, daß die ganze Gebäudeanlage als Baudenkmal des 16. und 17. Jahrhunderts und Erinnerungsstück an die Völkerschlacht von 1813 und auch an diesen
Krieg, wenn auch als teilweise Ruine erhalten bleiben müsse. Ich habe mich auch
mit dem Rev. Architekten [ . . . ] ins Benehmen gesetzt und ihm ausführlich dargelegt, daß zur Sicherung des Bestandes später die alten Baumaterialien und Bauteile dringend benötigt würden [ . . . ].45
Nach Kriegsende wurden von dem Stadtbaurat die Denkmalwerte der Schlossanlage aufgezählt, die nun dringlich für eine Erhaltung – auch als Ruine – gesprochen hätten. Der Stadtbaurat plädierte somit für die Zukunftsfähigkeit
der verbliebenen Bausubstanz und fügte im Nachgang sogar eine weitere Bedeutungsebene als Erinnerungsort für den soeben erst beendeten Krieg hinzu.
Es zeigt sich damit, wer die Deutungshoheit über die Zukunft der Ruine beanspruchte. Dass diese aber nicht in den Händen der zuvor genannten Amtsmänner
lag, belegt der weitere Teil des Protokolls: Mehrere Bürger*innen des Ortsteils
wären demnach für die »völlige Zerstörung und Plünderung« verantwortlich
zu machen.46 Sie hätten der Ruine Baumaterialien entnommen, wobei ein Mann
von herabstürzenden Trümmern erschlagen wurde. Ein polizeiliches Eingreifen sei aber abgelehnt worden, da zu diesem Zeitpunkt amerikanische Truppen
die Stadt eingenommen hätten. Der bereits genannte »Bewerber« gab an, »er
habe nicht widerrechtlich gehandelt, denn er habe vom städt. Hochbauamt die
schriftliche Ermächtigung erhalten, außer anderem 15.000 Mauersteine aus dem
Schloßbau für seine Zwecke herauszuholen«.47 Das Protokoll kommentiert dazu:
45 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
46 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
47 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
239
240
Georg-F elix Sedlmeyer
Abb. 5: Schloss Dölitz nach der Ausbeutung von Baumaterialien, Foto: 1945.
Es erregte von allen Teilnehmern der Ortsbesichtigung Verwunderung, daß eine
Abteilung der Stadtverwaltung, obwohl ihr bekannt sein mußte, daß das Schloß
unbedingt zu erhalten sei, die Genehmigung erteilte, eine so beträchtliche Anzahl
von Mauersteinen aus dem Schloß herauszunehmen. [ . . . ] Jedenfalls muß nach
übereinstimmender Ansicht aller Teilnehmer an der Ortsbesichtigung das Schloß
als Baudenkmal nunmehr aufgegeben werden und nur die Eingangspartie [ . . . ]
wird von dem einstigen Herrenhause zeugen.48
Nach der Ortsbegehung im Juli 1945 wurde eine weitere Fotografie angefertigt.
Das Schloss zeigt sich in sichtlich zurückgebauter Form, wobei die Baustoffentnahme zum Einsturz des Dachs führte.49 Die erwogene Instandsetzung oder
Erhaltung als teilweise Ruine im Sinne eines Erinnerungsorts wurde nach der
letzten Begehung verworfen. Somit findet sich hier die Erklärung, wieso der
Schlossbau in der zuvor genannten Liste über den Zustand der Baudenkmäler
im Nachhinein als totalbeschädigt nachmarkiert wurde (Abb. 5).
48 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
49 StadtAL, StVuR 15408: Protokoll der Ortsbegehung am Schloss Dölitz vom 6. Juli 1945.
Das Dölitzer Schlösschen. Geschichte und Narrativ
Einordnung
Die Stadtverwaltung war mit mehreren Ämtern der Bauverwaltung mit dem
Objekt betraut. Nutzungen, Werte, aber auch Schäden waren ihr bekannt gewesen. Es lässt sich festhalten, dass für das erste Jahr nach der Beschädigung
des Schlosses keine Erhaltungsforderung aufgestellt wurde, was wahrscheinlich
in der kriegswirtschaftlichen Mangelsituation begründet war. Erst mit der aufkommenden Perspektive zur Nutzung der Ruine als Erinnerungsstätte versuchte
das Stadtplanungsamt, diese aktiv zu schützen. Es erwog gar eine Wiederinstandsetzung des Schlosses, obwohl sich die schwierige wirtschaftliche Situation bis unmittelbar nach Kriegsende kaum verändert haben dürfte. Es darf
angenommen werden, dass die bis dahin weiter fortgeschrittenen Verluste an
Kulturgütern die städtischen Organe zu einer vehementeren Schutzforderung
bewogen. Dennoch bleibt fraglich, warum das Leipziger Hochbauamt entgegen
bestehender städtischer Schutzforderungen dem »Bewerber« Baumaterialien in
einer derartigen Höhe zur Entnahme freigab, welche die schwerwiegende Beschädigung des Objekts erst hervorrief. Schlussendlich bediente sich die kriegsleidende Bevölkerung an den Baustoffen. Einen Schutz der Ruine konnten oder
wollten die exekutiven Organe des zusammenbrechenden NS-Staats nicht mehr
leisten. Dabei wäre interessant zu wissen, ob eine zügige Instandsetzung als Erinnerungsstätte, zumindest aber eine provisorische Sicherung, eine Plünderung
der Baumaterialien seitens der Bevölkerung verhindert hätte.
Insgesamt wäre ein Schloss als mahnende Kriegsruine eine Seltenheit gewesen, sind es doch wiederholt innerstädtische Kirchen, denen diese Funktion zugesprochen wurde. Die Diskussionen um den Wiederaufbau oder den Abbruch
von Schlössern nach 1945 sind bereits als widersprüchlich für innerstädtische
Prestigebauten bekannt.50 So sollte mit diesem Beitrag ein weiterer Einblick in
die Debatte gegeben werden, da diese noch nicht abgeschlossen scheint, wenn
auch bis heute noch neue Nutzungen für bereits abgegangene Schlösser gesucht
werden. Die Ereignisse um das Dölitzer Schlösschen zum Kriegsende dürften
symptomatisch für vielerlei weniger beachtete, aber kulturgeschichtlich wertvolle Bauten sein. Das Ausplündern einer Ruine nach Baumaterialien ist dabei
kein singuläres Phänomen unterlassener Absperrarbeiten, sondern wurde auch
institutionell zur Baumaterialgewinnung betrieben. Die Weiterverwendung von
Baumaterial – vor allem aus Burgen, Schlössern oder Herrschaftshäusern – ist
historisch gesehen kein Novum. Die Weiterverwendung von Trümmern oder
Trümmermaterial ist bekannt, insgesamt aber für den Zweiten Weltkrieg noch
recht wenig erforscht. In diesem Kontext bleiben vielfach auch die Diskussionen
um den Umgang mit Ruinen unbekannt.
50 Vgl. Beseler, Gutschow 1988, S. XVIII–XIX (wie Anm. 12).
241
242
Georg-F elix Sedlmeyer
Abstract
The Manor House of Dölitz
History and Narrative
In the final phase of the Second World War, and before the first measures of reconstruction, the future viability of war-related ruins was negotiated all across
Germany. This was also the case for the Dölitzer Schlösschen (the manor house
of Dölitz) near Leipzig. Depending on the divergent cultural and material values of those involved, former structures were to be either rebuilt, repaired, and
reinterpreted, or abandoned and demolished. Damage maps and lists, as well as
correspondence, reveal who had what particular interest in the ruins. The documents show hitherto unknown decisions, actors, and valorisations in a short but
significant period of time that decisively shaped Dölitzer Schlösschen’s further
history.
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https://openalex.org/W2081978128
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https://www.app.pan.pl/article/item/article/item/app20080057.html?pdf=39
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English
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A New Genus of Lungfish from the Givetian (Middle Devonian) of Central Australia
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Acta Palaeontologica Polonica
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A new genus of lungfish from the Givetian (Middle Devonian) of central
Australia Alice M. Clement
Acta Palaeontologica Polonica 54 (4), 2009: 615-626 doi: http://dx.doi.org/10.4202/app.2008.0057 Alice M. Clement
Acta Palaeontologica Polonica 54 (4), 2009: 615-626 doi: http://dx.doi.org/10.4202 Acta Palaeontologica Polonica 54 (4), 2009: 615-626 doi: http://dx.doi.org/10.4202/app.2008.0057 A new Dipterus−like lungfish, Harajicadipterus youngi, is described from the Givetian
(Middle Devonian) Harajica Sandstone Member of central Australia. The material is
comprised of five specimens representing the skull roof, orbital bones, tooth plates,
operculo−gular bones, a partial pectoral girdle, centra and scales. Harajicadipterus can
be distinguished from other dipnoans by its long postorbital cheek, broad B bone, lack of
contact between E and C bones, and radiating tooth rows with some denticles evident
between the rows. Results of a cladistic analysis of 81 characters for 33 dipnoan taxa
resolved Harajicadipterus below the holodontid clade but as more derived than Dipterus and the
chirodipterid clade. words: Dipnoi, phylogeny, Devonian, Givetian, Harajica Formation, Australia. Key words: Dipnoi, phylogeny, Devonian, Givetian, Harajica Formation, Australia. Alice M. Clement [aclement@museum.vic.gov.au], Museum Victoria, PO Box 666, Melbourne, Victoria,
3001, Australia; Research School of Earth Sciences, Australian National University, Canberra, Australian
Capital Territory, 0200, Australia. Alice M. Clement [aclement@museum.vic.gov.au], Museum Victoria, PO Box 666, Melbourne, Victoria,
3001, Australia; Research School of Earth Sciences, Australian National University, Canberra, Australian
Capital Territory, 0200, Australia. This is an open-access article distributed under the terms of the Creative Commons This is an open-access article distributed under the terms of the Creative Commons
Attribution License (for details please see creativecommons.org), which permits unrestricted use,
distribution, and reproduction in any medium, provided the original author and source are credited. This is an open access article distributed under the terms of the Creative Commons
Attribution License (for details please see creativecommons.org), which permits unrest
distribution, and reproduction in any medium, provided the original author and source a ion License (for details please see creativecommons.org), which permits unrestricted us
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di tion, and reproduction in any medium, provided the original author and source are credit Full text (1,142.2 kB) Full text (1,142.2 kB)
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https://openalex.org/W2900292961
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https://europepmc.org/articles/pmc6221338?pdf=render
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English
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Lack of serological and molecular evidence of arbovirus infections in bats from Brazil
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PloS one
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RESEARCH ARTICLE Editor: Naomi Forrester, Keele University Faculty of
Natural Sciences, UNITED KINGDOM Copyright: © 2018 Bittar et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. Funding: This work was financially supported by
FAPESP (São Paulo Research Foundation - http://
www.fapesp.br/) grant number 2015/09704-6,
received by RRGM and by CNPq (National Council
for Scientific and Technological Development -
http://cnpq.br/) grant number 165802/2015-4,
received by CB. Lack of serological and molecular evidence of
arbovirus infections in bats from Brazil Cı´ntia Bittar1☯, Rafael R. G. MachadoID1☯*, Manuela T. Comelis2, Larissa M. Bueno2,
Eliana Morielle-Versute2, Matheus R. Beguelini2,3, Renato P. de Souza4, Maurı´cio
L. Nogueira5, Paula Rahal1 Cı´ntia Bittar1☯, Rafael R. G. MachadoID1☯*, Manuela T. Comelis2, Larissa M. Bueno2,
Eliana Morielle-Versute2, Matheus R. Beguelini2,3, Renato P. de Souza4, Maurı´cio
L. Nogueira5, Paula Rahal1 1 Laborato´rio de Estudos Genoˆmicos, Instituto de Biociências, Letras e Ciências Exatas, UNESP—
Universidade Estadual Paulista “Ju´lio de Mesquita Filho”, São Jose´ do Rio Preto, São Paulo, Brazil,
2 Laborato´rio de Chiroptera, Instituto de Biociências, Letras e Ciências Exatas, Universidade Estadual
Paulista “Ju´lio de Mesquita Filho”, São Jose´ do Rio Preto, São Paulo, Brazil, 3 Centro das Ciências
Biolo´gicas e da Sau´de, UFOB—Universidade Federal do Oeste da Bahia, Barreiras, Bahia, Brazil, 4 Nu´cleo
de Doenc¸as de Transmissão Vetorial, Instituto Adolfo Lutz, São Paulo, Brazil, 5 Laborato´rio de Pesquisa em
Virologia, FAMERP-Faculdade de Medicina de São Jose´ do Rio Preto, São Jose´ do Rio Preto, São Paulo,
Brazil a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 ☯These authors contributed equally to this work. * rafarahalmachado@gmail.com ☯These authors contributed equally to this work. * rafarahalmachado@gmail.com Abstract OPEN ACCESS
Citation: Bittar C, Machado RRG, Comelis MT,
Bueno LM, Morielle-Versute E, Beguelini MR, et al. (2018) Lack of serological and molecular evidence
of arbovirus infections in bats from Brazil. PLoS
ONE 13(11): e0207010. https://doi.org/10.1371/
journal.pone.0207010 OPEN ACCESS Viruses are important agents of emerging zoonoses and are a substantial public health
issue. Among emerging viruses, an important group are arboviruses, which are character-
ized by being maintained in nature in cycles involving hematophagous arthropod vectors
and a wide range of vertebrate hosts. Recently, bats have received increasing attention as
an important source for the emergence of zoonoses and as possible viral reservoirs. Among
the arboviruses, there are many representatives of the genera Flavivirus and Alphavirus,
which are responsible for important epidemics such as Dengue virus, Zika virus and Chikun-
gunya virus. Due to the importance of analyzing potential viral reservoirs for zoonosis control
and expanding our knowledge of bat viruses, this study aimed to investigate the presence of
viruses of the Alphavirus and Flavivirus genera in bats. We analyzed serum, liver, lungs and
intestine from 103 bats sampled in northeast and southern Brazil via Nested-PCR and the
hemagglutination inhibition test. All samples tested in this study were negative for arbovi-
ruses, suggesting that no active or past infection was present in the captured bats. These
data indicate that the bats examined herein probably do not constitute a reservoir for these
viruses in the studied areas. Further studies are needed to clarify the role of bats as reser-
voirs and sources of infection of these viral zoonoses. Citation: Bittar C, Machado RRG, Comelis MT,
Bueno LM, Morielle-Versute E, Beguelini MR, et al. (2018) Lack of serological and molecular evidence
of arbovirus infections in bats from Brazil. PLoS
ONE 13(11): e0207010. https://doi.org/10.1371/
journal.pone.0207010 Editor: Naomi Forrester, Keele University Faculty of
Natural Sciences, UNITED KINGDOM
Received: May 16, 2018
Accepted: October 23, 2018
Published: November 7, 2018 Editor: Naomi Forrester, Keele University Faculty of
Natural Sciences, UNITED KINGDOM
Received: May 16, 2018
Accepted: October 23, 2018
Published: November 7, 2018 Editor: Naomi Forrester, Keele University Faculty of
Natural Sciences, UNITED KINGDOM Ethics statement The animals were collected under environmental licenses from the Brazilian Institute of
Environment and Natural Renewable Resources (IBAMA), SISBIO n˚: 21707–1 (Process:
02027.001957 / 2006–02); 46190–1 and handled according to the Guide for the Care and Use
of Laboratory Animals of the Institute for Laboratory Animal Resources Commission on Life
Sciences National Research Council [21]. In addition, it should be noted that this project was
approved by the Ethics Committee on the Use of Animals of the Institute of Biosciences, Let-
ters and Exact Sciences (CEUA / IBILCE—Protocol 135/2016). Study areas Sampling was performed between 2014 and 2017 at ten different sites in urban and peri-urban
areas of two cities from two different states of Brazil: São Jose´ do Rio Preto, state of São Paulo
(SP) and Barreiras, state of Bahia (BA). The complete geographical coordinates address and
ecological characteristics of all sampling sites are available as supplementary information (S1
Table). Additionally, climatological characteristics (temperature and rainfall) are given in S1
Fig (“A” for São Jose´ do Rio Preto—SP and “B” for Barreiras-BA). Investigation of arbovirus in bats Competing interests: The authors have declared
that no competing interests exist. Competing interests: The authors have declared
that no competing interests exist. Bats are mammals belonging to the order Chiroptera [3], and they are considered to be one
of the most abundant, diverse and geographically distributed vertebrates in the world [4]. In
Brazil, there is a great diversity of bats, with approximately 179 species (10 of which are
endemic) and 68 subspecies belonging to 68 genera documented [5,6]. They present a broad
geographic distribution, being able to fly long distances and often coming into direct or indi-
rect contact with humans [3]. Recently, these vertebrates have received increasing attention as
an important source for the emergence of zoonoses and possibly as viral reservoirs [7–9]. The
infection of bats by arboviruses has long been reported by several authors [8,10–14]. Although
the possibility of them acting as reservoirs has been raised, it is not clear yet if they play this
role in the ecological cycle [15,16]. Being a large highly populated tropical country with one third of its territory covered by
forests, Brazil presents ideal conditions for the existence of many arboviruses [17]. More than
200 arboviruses have been isolated in the country, and approximately 40 of these viruses cause
diseases in humans [17,18]. The country presents a constant risk of emergence and re-emer-
gence of arboviruses due to the existence of densely populated cities infested by mosquitoes of
the genera Culex and Aedes, which are important vectors for arboviruses [1,7,19,20]. Focusing on the importance of the analysis of potential sources of zoonoses and viral reser-
voirs for the control of emerging viruses, the aim of this study was to investigate arbovirus
infections, of the Alphavirus and Flavivirus genera, in bats from southeast and northeast Brazil. In addition, we aim to provide relevant information that may contribute to the epidemiologi-
cal surveillance of diseases of great public health impact. Introduction Among emerging viruses, an important group are arboviruses (arthropod-borne viruses),
which are characterized by being maintained in nature in cycles involving hematophagous
arthropod vectors and a wide range of hosts [1,2]. These hosts are often vertebrates, especially
mammals and birds. 1 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 Samples Bats were collected using mist nets, and the sex and species of the animals were determined
[22–24]. Following euthanasia, which was performed by subcutaneous anesthesia with 80 mg/
kg ketamine (Dopalen-Vertebrands, Paulı´nia, SP, Brazil) and 20 mg/kg xylazine (Rompun-
Bayer S.A., São Paulo, SP, Brazil), the liver, intestines and lungs from each specimen were
removed and stored at -150˚C. Blood was also collected, and serum was separated and stored
at -150˚C. Finally, the animals were fixed in 10% formaldehyde for 24 hours and deposited in PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 2 / 10 Investigation of arbovirus in bats 70% alcohol in the Chiroptera Collection of the Department of Zoology and Botany—IBILCE
/ UNESP, where they are available for taxonomic studies. 70% alcohol in the Chiroptera Collection of the Department of Zoology and Botany—IBILCE
/ UNESP, where they are available for taxonomic studies. Endogenous control amplification After cDNA synthesis, in order to check the RNA quality, PCR was performed for the endoge-
nous control, β-actin, as described previously [25]. Molecular detection of Alphavirus and Flavivirus Detection of viral RNA in the tissue samples was carried out by Nested-PCR assay. We
designed a set of primers targeting the nsp4 region of Alphavirus based on 23 viruses from this
genus (S1 File). To test for Flavivirus, we used PCR primers external to Flav100F and
Flav200R, published by Maher-Sturgess et al., 2008 [26], for the Nested-PCR reaction, which
targets the NS5 region. The sets of primers used for each reaction is described in Table 1. Addi-
tional information on primer design and molecular tests are available in S1 and S2 Files. The
PCR reaction was carried out using Long PCR Enzyme Mix (Thermo Fisher Scientific, Wal-
tham, MA, USA). Amplification conditions were 3 min at 94˚C, 35 cycles at 94˚C for 1 min,
annealing at 50˚C (for Alphavirus) and 48˚C (for Flavivirus) for 45 seconds, and extension at
72˚C for 1 min followed by a final extension at 72˚C for 10 minutes. The Nested-PCR reaction
was performed as described above except for the annealing temperature, 45˚C (for Alphavirus)
and 42˚C (for Flavivirus). Samples were resolved in 1% agarose gels. The expected sizes of the
amplicons were 803 bp for Flavivirus and 913 bp for Alphavirus. RNA extraction and cDNA synthesis The RNA of the lungs, intestines and liver was extracted in order to test for the presence of
Alphavirus and Flavivirus RNA. Tissues were homogenized in a Turrax-MA102 (Marconi, Pir-
acicaba, SP, Brazil), and pellets were used for RNA extractions in TRIzol (Thermo Fisher Sci-
entific, Waltham, MA, USA), according to manufacturer’s instructions. Finally, the RNA was
resuspended in 100 μl of water treated with DEPC (Sigma Aldrich, St. Louis, Missouri, USA)
and stored at -150˚C. Quantification of samples was performed on the NanoDrop 2000 spec-
trophotometer (Thermo Fisher Scientific, Waltham, MA, USA). Nucleic acids extracted from
the organs of individual bats were subjected to cDNA synthesis using the High-Capacity
cDNA Reverse Transcription Kit (Applied Biosystems, Foster City, CA, USA). Alphavirus and Flavivirus antibody detection The presence of antibodies for Alphavirus and Flavivirus in the serum samples were tested by
hemagglutination inhibition (HI), as described previously [27]. Additional information about Table 1. Sequences 5’-3’ of Alphavirus and Flavivirus specific primers used for Nested-PCR reactions. PCR reaction
Nested-PCR reaction
Name
Sequence 5’-3’
Name
Sequence 5’-3’
Alphavirus
α.nsP4.PF
TAYYTDGAYATGGTIGABGG
α.nsP4.NF
TGYAAYGTIACICARATGMG
α.nsP4.PR
GGYTTICCIADYTTVAAIAG
α.nsP4.NR
AAICCICCRCARAARTAIGG
Flavivirus
F.NS5P-F
ACIMTBITSTGTGACATHGGIGA
Flav100F
AAYTCIACICAIGARATGTAY
F.NS5P-R
GTBAHIGTGTTIARGGCRTAIGT
Flav200R
CCIARCCACATRWACCA
Flav100F and Flav200R primers were published by Maher-Sturgess et al., 2008 [26]. https://doi.org/10.1371/journal.pone.0207010.t001 Table 1. Sequences 5’-3’ of Alphavirus and Flavivirus specific primers used for Nested-PCR reactions. PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 3 / 10 Investigation of arbovirus in bats the antigens and the positive controls used in the HI, are given in S2 Table. The tests were per-
formed by the Adolfo Lutz Institute–SP. the antigens and the positive controls used in the HI, are given in S2 Table. The tests were per-
formed by the Adolfo Lutz Institute–SP. Results A total of 39 animals were collected in Barreiras-BA and 64 in the region of São Jose´ do Rio
Preto-SP, totaling 103 bats. These were distributed in four families: Molossidae, Phyllostomi-
dae, Emballonuridae and Vespertilionidae (Fig 1 and Table 2). The diversity of species and the
amount of male/female per species are reported in Table 2. The livers and intestines were col-
lected from 28 specimens from Barreiras–BA and only the livers from 11 specimens. From the
region of São Jose´ do Rio Preto-SP liver, lungs and intestines were collected from all bats. Detailed information on species, sex, organs tested, site of sampling and month of collection
for each specimen are presented in S3 Table. The necropsies did not show any morphological
changes that indicated a pathological condition. Detailed information on species, sex, organs tested, site of sampling and month of collection
for each specimen are presented in S3 Table. The necropsies did not show any morphological
changes that indicated a pathological condition. RNA from all tissue samples was extracted and quantified. The quality of the RNA was con-
firmed by the amplification of the endogenous gene, β-actin, from all tested samples. The presence of Alphavirus and Flavivirus RNA was investigated by Nested-PCR in all
available tissue samples. The results revealed that none of the 103 samples were infected by
Alphavirus and Flavivirus at the time they were collected. We also tested for serological evidence of previous infections by viruses from this groups
using HI. A total of 73 serum samples (46 from São Jose´ do Rio Preto–SP and 27 from Bar-
reiras–BA) were tested for anti-DENV-1, anti-DENV-2, anti-DENV-3, anti-DENV-4, anti- Fig 1. Locations of bat collections and the families found in each sampling site. On the left is the map of Latin America, highlighting the two Brazilian states, Bahia
(in blue) and São Paulo (in green) in which bats were collected. At greater magnification, the collection sites within the regions of São Jose´ do Rio Preto–SP and
Barreiras–BA are shown. The families of bats collected are represented by colored circles. The image was designed using QGIS 2.18.15 software (http://www.qgis.org/en/
site/about/index.html). Fig 1. Locations of bat collections and the families found in each sampling site. On the left is the map of Latin America, highlighting the two Brazilian states, Bahia
(in blue) and São Paulo (in green) in which bats were collected. Results At greater magnification, the collection sites within the regions of São Jose´ do Rio Preto–SP and
Barreiras–BA are shown. The families of bats collected are represented by colored circles. The image was designed using QGIS 2.18.15 software (http://www.qgis.org/en/
site/about/index.html). https://doi.org/10.1371/journal.pone.0207010.g001 https://doi.org/10.1371/journal.pone.0207010.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 4 / 10 Family
Species
Number of specimens
Male
Female
Molossidae
Eumops glaucinus
-
1
Molossops temminckii
1
-
Molossus molossus
6
18
Molossus rufus
14
4
Vespertilionidae
Eptesicus furinalis
1
2
Eptesicus sp
-
1
Myotis nigricans
1
-
Phyllostomidae
Artibeus lituratus
17
5
Artibeus planirostris
9
3
Carollia perspicillata
1
-
Desmodus rotundus
1
-
Diphylla ecaudata
2
-
Glossophaga soricina
2
1
Phyllostomus discolor
3
2
Phyllostomus hastatus
1
-
Platyrrhinus lineatus
1
-
Sturnira lilium
1
-
Vampyressa pussilla
-
1
Emballonuridae
Peropteryx leucoptera
1
-
https://doi.org/10.1371/journal.pone.0207010.t002 MAYV, anti-WEEV, anti-EEEV, anti-YFV, anti-SLEV, anti-ROCV, anti-ILHV, anti-MUCV
and anti-IGUV antibodies. No HI was detected in any of the bats’ serum or in the negative
serum used as a control, indicating no previous infection by any of these viruses. Di
i
Table 2. Diversity of the species collected in relation to the sex of each specimen. Family
Species
Number of specimens
Male
Female
Molossidae
Eumops glaucinus
-
1
Molossops temminckii
1
-
Molossus molossus
6
18
Molossus rufus
14
4
Vespertilionidae
Eptesicus furinalis
1
2
Eptesicus sp
-
1
Myotis nigricans
1
-
Phyllostomidae
Artibeus lituratus
17
5
Artibeus planirostris
9
3
Carollia perspicillata
1
-
Desmodus rotundus
1
-
Diphylla ecaudata
2
-
Glossophaga soricina
2
1
Phyllostomus discolor
3
2
Phyllostomus hastatus
1
-
Platyrrhinus lineatus
1
-
Sturnira lilium
1
-
Vampyressa pussilla
-
1
Emballonuridae
Peropteryx leucoptera
1
-
https://doi.org/10.1371/journal.pone.0207010.t002 MAYV anti-WEEV anti-EEEV anti-YFV anti-SLEV anti-ROCV anti-ILHV anti-MUCV
Table 2. Diversity of the species collected in relation to the sex of each specimen. Family
Species
Number of specimens
Male
Female
Molossidae
Eumops glaucinus
-
1
Molossops temminckii
1
-
Molossus molossus
6
18
Molossus rufus
14
4
Vespertilionidae
Eptesicus furinalis
1
2
Eptesicus sp
-
1
Myotis nigricans
1
-
Phyllostomidae
Artibeus lituratus
17
5
Artibeus planirostris
9
3
Carollia perspicillata
1
-
Desmodus rotundus
1
-
Diphylla ecaudata
2
-
Glossophaga soricina
2
1
Phyllostomus discolor
3
2
Phyllostomus hastatus
1
-
Platyrrhinus lineatus
1
-
Sturnira lilium
1
-
Vampyressa pussilla
-
1
Emballonuridae
Peropteryx leucoptera
1
-
https://doi.org/10.1371/journal.pone.0207010.t002 Table 2. Diversity of the species collected in relation to the sex of each specimen. MAYV, anti-WEEV, anti-EEEV, anti-YFV, anti-SLEV, anti-ROCV, anti-ILHV, anti-MUCV
and anti-IGUV antibodies. No HI was detected in any of the bats’ serum or in the negative
serum used as a control, indicating no previous infection by any of these viruses. PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 Investigation of arbovirus in bats MAYV, anti-WEEV, anti-EEEV, anti-YFV, anti-SLEV, anti-ROCV, anti-ILHV, anti-MUCV
and anti-IGUV antibodies. No HI was detected in any of the bats’ serum or in the negative
serum used as a control, indicating no previous infection by any of these viruses. Discussion
The role of bats in the transmission and ecology of arboviruses, such as Flavivirus and Alpha-
virus, is not fully elucidated; however, several studies over the past 40 years have demonstrated
that bats are susceptible to infection by viruses of these genera. For example, evidence of
nucleic acids and antibodies from the four DENV serotypes has been reported in bats in Cen-
tral and South America [28]. In addition, CHIKV was detected in bats from Asia [29]. In this
study, we analyzed the presence of RNA from Alphavirus and Flavivirus and antibodies from
viruses from these genera in animals collected in São Jose´ do Rio Preto (São Paulo State) and
Barreiras (Bahia State). The first city is in the northwest region of São Paulo state and com-
prises an area with a high incidence of arbovirus infection in humans. Several studies have
shown that this is a region of YFV transmission [30,31], is hyper-endemic for DENV [32–34],
has confirmed cases of MAYV [35,36], Saint Louis encephalitis virus (SLEV) [34,37] and
ZIKV [38–40]. Additionally, some cases of DENV intra-serotype co-infection [32] and co-
infection with other Flaviviruses [34,41] have been reported. In the Barreiras region, epidemio-
logical reports from 2014 to 2017 also show the occurrence of DENV, CHIKV, ZIKV and YFV
[42–44]. In addition, all animals were collected in densely populated urban or peri-urban areas
where the main vector of these arboviruses, Aedes aegypti, has extensive circulation. Our
results suggest that no active or past infections by the arboviruses in this study were present in
th
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ith
Table 2. Diversity of the species collected in relation to the sex of each specimen. Discussion The role of bats in the transmission and ecology of arboviruses, such as Flavivirus and Alpha-
virus, is not fully elucidated; however, several studies over the past 40 years have demonstrated
that bats are susceptible to infection by viruses of these genera. For example, evidence of
nucleic acids and antibodies from the four DENV serotypes has been reported in bats in Cen-
tral and South America [28]. In addition, CHIKV was detected in bats from Asia [29]. In this
study, we analyzed the presence of RNA from Alphavirus and Flavivirus and antibodies from
viruses from these genera in animals collected in São Jose´ do Rio Preto (São Paulo State) and
Barreiras (Bahia State). The first city is in the northwest region of São Paulo state and com-
prises an area with a high incidence of arbovirus infection in humans. Several studies have
shown that this is a region of YFV transmission [30,31], is hyper-endemic for DENV [32–34],
has confirmed cases of MAYV [35,36], Saint Louis encephalitis virus (SLEV) [34,37] and
ZIKV [38–40]. Additionally, some cases of DENV intra-serotype co-infection [32] and co-
infection with other Flaviviruses [34,41] have been reported. In the Barreiras region, epidemio-
logical reports from 2014 to 2017 also show the occurrence of DENV, CHIKV, ZIKV and YFV
[42–44]. In addition, all animals were collected in densely populated urban or peri-urban areas
where the main vector of these arboviruses, Aedes aegypti, has extensive circulation. Our
results suggest that no active or past infections by the arboviruses in this study were present in
the captured bats. These facts indicate that although the bats collected are in close contact with
these viruses, that they are not being infected and that they probably do not constitute a reser-
voir in the studied regions. 5 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 Investigation of arbovirus in bats Our study sampled bats from the Molossidae, Vespertilionidae, Phyllostomidae and Embal-
lonuridae families. The few previous studies that sought to identify arboviruses in these bat
families show that Molossidae and Phyllostomidae have the highest incidence of arbovirus
infection. As an example of Molossidae infection, St. Louis encephalitis virus (SLEV) was iso-
lated from Tadarida brasiliensis mexicana in Texas [45]. Additionally, in east Africa, antibod-
ies reactive to ZIKV were detected at a high seroprevalence in Mops condylurus using the
indirect hemagglutination test (HAI) [10]. Discussion In the Phyllostomidae family, there is a single work
that detected the viral RNA of DENV-1 in Carollia perspicillata in French Guiana [46]. Addi-
tionally, specific antibodies against West Nile Virus (WNV), SLEV and DENV 1–4 were
detected by the plaque reduction neutralization test (PRNT) in three bat species from Mexico:
Glossophaga soricina, Artibeus jamaicensis and Artibeus lituratus, with a Flavivirus antibody
prevalence of 33%, 24%, and 9%, respectively [47]. For the Emballonuridae and Vespertilioni-
dae families, there are no records of viral RNA or antibodies against the Flavivirus and Alpha-
virus genera [46]. Even with the absence of studies that reported the lack of active and/or past arbovirus infec-
tion in bats, some studies with DENV corroborate the results obtained in this work. In a study
carried out in Mexico, which investigated the presence of the 4 serotypes of DENV in serum,
lung and liver of 240 bats, no active or past infection in these animals was found [48]. Addi-
tionally, other studies with DENV, demonstrate that some serotypes of this virus did not repli-
cate efficiently in cell lines derived from neotropical bat species and indicate that some species
are incapable of sustaining Dengue virus replication and are unlikely to act as reservoirs for
this virus [49–51]. Moreover, a recent work showed that bats sampled from households in
Costa Rican urban environments do not sustain DENV amplification, since they do not sup-
port sufficient virus replication. These findings excluded them as potential hosts or reservoirs
with no role in the transmission cycle and more likely are functioning as epidemiological
dead-end hosts for this virus [52]. To date, few studies have aimed to identify arbovirus in bats, even with all the recognition
of the importance of these animals in the emergence of zoonotic viruses. Some studies have
demonstrated that ecological, behavioral and phylogenetic characteristics can influence and
diversify the immunological response to viral infections in different species of bats [53,54]. For
example, some evidence suggests that large colonies and higher species richness were signifi-
cantly positively associated with European Bat lyssavirus 1 (EBLV-1) seroprevalence [54]. Additionally, they observed that EBLV-1 seroprevalence in bats from the Vespertilionidae and
Rhinolophidae families were different. This difference is likely due to differences between bat
species in the immune response and the lifespan of immunity to a virus infection [53,55]. Discussion Therefore, it is more likely to find seropositive bats in species with long lifespan immunity
[55]. However, no study aimed to investigate differences in immunological responses between
bat species to arbovirus infection. Even though there is no serological and molecular evidence of arbovirus infections in Bra-
zilian bats from the studied regions, we emphasize the importance of continuing studies in
other locations in order to evaluate the importance of bats as arbovirus reservoirs and to deter-
mine if these animals are an important part of its enzootic cycle. Acknowledgments The authors would also like to thank all members of the Laboratory of Genomics Studies
(IBILCE-UNESP, BR) for their helpful suggestions and discussions. This work was financially
supported by FAPESP (São Paulo Research Foundation) grant number 2015/09704-6 and by
CNPq (National Council for Scientific and Technological Development) grant number
165802/2015-4. Supporting information S1 Fig. Climatological characteristics of the sampling sites. A. Average monthly rainfall and
temperature in the São Jose´ do Rio Preto region, from 2014 to 2017. The data were provided
by the Integrated agrometeorological information center (CIIAGRO-Brazil: http://www. ciiagro.sp.gov.br). B. Average monthly rainfall and temperatures in the Barreiras region, from 6 / 10 PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
November 7, 2018 Investigation of arbovirus in bats www.inmet.gov.br). (TIF)
S1 Table. Sampling sites information. Additional information, geographic coordinates and
ecological characteristics of sampling sites. The ecological characteristics were obtained by the
Brazilian company of agricultural research—Ministry of Agriculture, Livestock and Supply
(EMBRAPA-Brazil: https://www.embrapa.br/) and by the Forestry Institute—Sao Paulo’s State
Government—Secretariat of Environment (IF-Brazil: http://iflorestal.sp.gov.br/). (XLSX) S2 Table. HI Antigens and Positive Controls. Description of the antigens (strain, virus and
sample) and the positive controls used in HI. The positive controls were pools of mouse hyper-
immune sera for each subgroup of arboviruses (Pool A—Alphavirus and B—Flavivirus). (XLSX) S3 Table. Characteristics of bats collected. Characteristics of bats collected (identification
number—ID, family, species, sex, type of sample collected of each specimen and sampling site
and month/year of collection). (XLSX) S1 File. Alphavirus primers design and molecular tests.
(PDF) S2 File. Flavivirus primers design and molecular tests. (PDF) Author Contributions Conceptualization: Cı´ntia Bittar, Paula Rahal. Data curation: Cı´ntia Bittar, Rafael R. G. Machado. Formal analysis: Cı´ntia Bittar, Rafael R. G. Machado, Paula Rahal. Funding acquisition: Maurı´cio L. Nogueira, Paula Rahal. Investigation: Cı´ntia Bittar, Rafael R. G. Machado. Methodology: Cı´ntia Bittar, Rafael R. G. Machado, Manuela T. Comelis, Larissa M. Bueno,
Eliana Morielle-Versute, Matheus R. Beguelini, Renato P. de Souza. Project administration: Cı´ntia Bittar, Rafael R. G. Machado. Resources: Paula Rahal. Supervision: Maurı´cio L. Nogueira, Paula Rahal. Validation: Cı´ntia Bittar, Rafael R. G. Machado. Conceptualization: Cı´ntia Bittar, Paula Rahal. Data curation: Cı´ntia Bittar, Rafael R. G. Machado. Data curation: Cı´ntia Bittar, Rafael R. G. Machado. Formal analysis: Cı´ntia Bittar, Rafael R. G. Machado, Paula Rahal. Funding acquisition: Maurı´cio L. Nogueira, Paula Rahal. Investigation: Cı´ntia Bittar, Rafael R. G. Machado. Methodology: Cı´ntia Bittar, Rafael R. G. Machado, Manuela T. Comelis, Larissa M. Bueno,
Eliana Morielle-Versute, Matheus R. Beguelini, Renato P. de Souza. Project administration: Cı´ntia Bittar, Rafael R. G. Machado. Project administration: Cı´ntia Bittar, Rafael R. G. Machado. PLOS ONE | https://doi.org/10.1371/journal.pone.0207010
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AUFSATZ
Strategien von Frieden und Erneuerung in Belfast
Der nordirische Unionismus auf der Suche nach einem Platz im
Friedensprozess
Felix Schiedlowski
Eingegangen: 11. Dezember 2019 / Überarbeitet: 7. September 2020 / Angenommen: 12. September 2020
/ Online publiziert: 1. Oktober 2020
© Der/die Autor(en) 2020
Zusammenfassung Mehr als zwanzig Jahre nach dem Abschluss des Karfreitagsabkommens steckt der nordirische Friedensprozess in einer Sackgasse. Während
der Einfluss paramilitärischer Gruppen massiv schrumpfte, stagniert die politische
und gesellschaftliche Annäherung zwischen den britisch-protestantischen Unionisten und den irisch-katholischen Nationalisten. Dieser Artikel identifiziert daher einen
Friedensprozess der zwei Geschwindigkeiten, welcher nirgendwo so offen zu Tage
tritt wie in Belfast. In der Hauptstadt hat sich die Form der politischen Auseinandersetzung partiell verschoben, Faktoren wie Geschichte, Identität oder Kultur
sind unlängst zur Ware geworden. Insbesondere der Unionismus hat Schwierigkeiten, mit dieser Entwicklung Schritt zu halten. Während der Unionismus landläufig
mit der konfliktträchtigen Vergangenheit des Landes assoziiert wird, inszeniert sich
insbesondere das Stadtzentrum von Belfast als aufstrebend und befriedet. Für die
unionistische Gemeinschaft der Stadt stellt sich jedoch die Frage, wie sie an diesem
Wandel Anteil nehmen kann und muss. Dieser Prozess ist zugleich eine Suche nach
einem Platz im nordirischen Friedensprozess an sich.
Schlüsselwörter Friedensprozess · Urbanität · Kulturerbe · Belfast · Nordirland
Strategies of peace and renewal in Belfast
Northern Irish Unionism and the search for a place in the peace process
Abstract More than twenty years after the signing of the Good Friday Agreement,
the Northern Irish peace process seems to be locked in a stalemate. While the influence of paramilitary groups decreased massively, the political and social relationship
F. Schiedlowski ()
Seminar für Ethnologie, Martin-Luther-Universität Halle-Wittenberg,
Reichardtstraße 11, 06114 Halle, Deutschland
E-Mail: felix.schiedlowski@ethnologie.uni-halle.de
K
234
F. Schiedlowski
between the British-Protestant unionist and the Irish-Catholic nationalist community
remains tensed. Therefore, this article identifies a Janus-faced peace process which
becomes openly visible in Belfast. In the capital city, factors such as history, identity, or culture have become commodities. The unionist community, in particular,
has difficulties to keep pace with this trend. While unionism tends to be critical of
the developments post-1998, some corners of Belfast appear to be a built manifestation of a positive peace process. For the city’s unionist community, however, this
opens up the question as to how it can participate in this change. This process is
also a search for a place in the Northern Ireland peace process in itself.
Keywords Peace process · Urbanity · Cultural heritage · Belfast · Northern Ireland
1 Einleitung
Belfast galt lange Zeit als Epizentrum des Nordirlandkonflikts, doch mit dem Karfreitagsabkommen von 1998 erlebt die Stadt einen bemerkenswerten Aufschwung.
Mit diesem Wandel, vom Sinnbild einer schmutzigen Vergangenheit (Theroux 1983
(1999): 73 f) zur angesagten Partystadt (Lonely Planet o. J.), symbolisiert Belfast die
Erfolgsgeschichte des nordirischen Friedensprozesses. Mit dem massiven Rückgang
der Gewalt einher ging die politische Zusammenarbeit zwischen ehemals verfeindeten britisch-protestantischen Unionisten und irisch-katholischen Nationalisten. Mit
Hilfe lokaler und internationaler Investitionen entstand eine post conflict Infrastruktur bestehend aus Hotels, Besucherzentren und landmark buildings. Doch zugleich
ist der Friedensprozess vor Rückschlägen nicht gefeit. Noch immer existieren paramilitärische Strukturen (Gray et al. 2018, S. 106–112). Und während die politische Zusammenarbeit zwischen Unionisten und Nationalisten regelmäßig von
Krisen erschüttert wird (Nagle 2017), ist die Polarisierung zwischen beiden Bevölkerungsgruppen kaum weniger geworden (Jarman 2016, S. 144). Der nordirische
Friedensprozess ist geprägt von diesem Widerspruch, welcher sich nirgendwo so
gut beobachten lässt wie in Belfast.
Dieser Artikel tritt jenem Paradoxon mittels einer räumlich-kulturell verorteten
Studie zum Unionismus in Belfast entgegen. Die Parallelität und Gleichzeitig eines
gelungenen und eines stagnierenden Friedensprozesses ist in Belfast auch in den
Stadtraum eingeschrieben. Zentral geht es um die Frage: Wie verorten sich unionistische Akteure von Belfast in diesem widersprüchlichen Friedensnarrativ? Ziel ist
es, durch ethnologische Perspektiven auf Prozesse der urbanen Erneuerung einen
alternativen Blick auf den nordirischen Friedensprozess zu eröffnen. Auf lokaler
Ebene werden Begriffe wie Frieden und urbaner Wandel geschaffen und verhandelt,
so auch in den mehrheitlich protestantischen Wohnvierteln Sandy Row und OstBelfast, welche in diesem Artikel im Fokus stehen. Primärdaten aus Interviews und
ethnographischen Beschreibungen lassen dabei erkennen, wie in beiden Stadträumen Strategien der Abschottung und Anpassung geprobt werden, um Anschluss an
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Strategien von Frieden und Erneuerung in Belfast
235
dominante Repräsentationsmuster von einem befriedeten Belfast zu finden.1 Dafür
ist es zu Beginn nötig, das Gewebe der unionistischen Bedeutungswelt in Belfast,
genauer in Pitt Park, zu verorten.
2 Pitt Park: Unionistische Identität in einem neuen Belfast
Pitt Park, gelegen an der unteren Newtownards Road im Osten von Belfast, wirkt im
Vergleich zu einer klassischen Grünanlage eher unscheinbar: Eine Rasenfläche in der
Größe eines Fußballplatzes, ein paar Bäume, einige Bänke und ein Kinderspielplatz,
mehr nicht. Dennoch lädt dieser Ort zum Verweilen ein, wenn man auf der Suche
nach dem protestantisch-britischen Belfast ist. Pitt Park ist symbolisch aufgeladen,
vereint auf engstem Raum jene Mythen und Geschichten, welche die Identität von
Nordirlands Unionisten prägen:
Das Gedenken an den Ersten Weltkrieg ist hier allgegenwärtig. Im November
eines jeden Jahres, rund um den Remembrance Day, entsteht auf der Grünfläche des
Parks ein Meer aus kleinen Holzkreuzen, versehen mit dutzenden Poppies – stilisierte
rote Mohnblüten als Zeichen des Erinnerns an die Männer aus Ost-Belfast, welche
in beiden Weltkriegen für King and Country gefallen sind. Als 1914 der erste jener
Kriege ausbrach, waren viele der Männer bereits an den Waffen organisiert, als
freiwillige Mitglieder der 1912 gegründeten Ulster2 Volunteer Force (UVF). In der
protestantischen Miliz fanden sich tausende britische Iren zusammen, welche bereit
waren, gegen eine immer stärker werdende irische Nationalbewegung zu kämpfen.
Schließlich unterband der Erste Weltkrieg dieses Vorhaben, und aus der UVF wurde
die 36th Division, eine offizielle Einheit der britischen Armee. Der Kampf um das
Vaterland fand von nun an auf den Feldern Frankreichs statt. Den Ulstermen an
der Waffe ist in Pitt Park ein Wandgemälde gewidmet, For Valour – für Tapferkeit,
steht es in großen Lettern an einer Mauer geschrieben. Nie soll die Opfergabe dieser
Männer vergessen werden, nie soll vergessen werden, wie loyal man der britischen
Nation sein kann.
Aufrichtigkeit, Hingabe und Stolz sind auch die Werte, die einem anderen Ereignis jener Zeit zugeschrieben werden. Vor der Rasenfläche des Parks wird mit
den Skulpturen von drei Arbeitern – sie tragen Westen und Ballonmützen, sind dargestellt mit ernstem Blick und schnellem Schritt, auf dem Weg in die Werft von
Harland & Wolff – an den Bau der Titanic erinnert. To the memory of men who built
1
Die Daten für diesen Artikel wurden zwischen Juli und September 2017 im Rahmen einer ethnologischen Feldforschung erhoben. Hierfür wurden vorrangig qualitative Interviews (elf formelle, zahlreiche
informelle) und teilnehmende Beobachtungen im Stadtraum von Belfast durchgeführt. Ausschnitte der
Forschungsergebnisse wurden im Oktober 2019 auf der Jahreskonferenz der Assoziation Peace and Conflict Studies in Anthropology in Belfast vorgestellt.
2 Die irische Insel ist in vier historische Provinzen eingeteilt: Leinster im Osten, Munster im Süden, Connacht im Westen und Ulster im Norden. Die Provinzen sind wiederum in 32 Grafschaften aufgegliedert.
Während Leinster, Munster und Connacht vollständig zum Hoheitsgebiet der Republik Irland gehören, ist
Ulster geteilt: Sechs Grafschaften bilden den nordirischen Staat, drei Grafschaften sind Teil der Republik.
Viele Unionisten verwenden Ulster als einen historischen Namen für Nordirland sowie als Ausdruck ihrer
irisch-britischen Identität.
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F. Schiedlowski
giants steht es neben den 2012 errichteten Figuren geschrieben, 100 Jahre nachdem
das größte Schiff seiner Zeit Belfast verließ und wenig später mit dem Untergang
im Atlantik zum Mythos wurde. Lange genug ist dieses Unglück nun her, so dass
der Stolz über die Leistung der zumeist protestantischen Yardmen stärker wiegt als
das unheilvolle Ende der Titanic. Die Schiffsbautradition der Stadt begann Mitte
des 19. Jahrhunderts und war lange eine Erfolgsgeschichte (Lynch 2012, S. 41),
von der noch heute zwei riesige, gelbe Kräne im Hafen der Stadt zeugen. In den
1970er Jahren gebaut, thronen sie im Hintergrund über Pitt Park, von fast überall in
Belfast sind sie zu sehen. Die Kräne der Werft wurden zum Wahrzeichen der Stadt,
zu einem Monument der protestantischen Arbeitsethik.
Gegenüber von Pitt Park, auf der anderen Seite der Newtownards Road, steht die
Westbourne Church, in Erinnerung an die Arbeiter aus der Gegend auch Shipyard
Church genannt. Unter dem Dach der presbyterianischen Kirche, dem mitgliederstärksten Zweig des protestantischen Glaubens in Nordirland, wird Religion zum
Motor der Tüchtigkeit. Auch politisch hat die Westbourne Church eine stolze Geschichte zu erzählen. Im Jahr 1912 rief die unionistische Führungselite Nordirlands
die protestantische Bevölkerung dazu auf, mit ihrer Unterschrift den Verlust des
britischen Irlands an die Anhänger der irischen Unabhängigkeit zu verhindern. Am
28. September 1912, dem Anlass entsprechend Ulster Day getauft, fanden sich tausende Unionisten in dutzenden öffentlichen Einrichtungen des Landes zusammen,
um den Ulster Covenant zu unterzeichnen: Das förmlich verbriefte und stolz ausgerufene Versprechen, mit aller Macht und mit allen Mitteln der britischen Krone
treu zu bleiben. Die Westbourne Church war einer der Orte, an welchen sich die
protestantischen Männer (und ihre Frauen, welche eine ähnliche Erklärung with
their menfolk unterschrieben) in großer Zahl einfanden. Heute wird diese Geschichte beständig weitererzählt, von der Kirchengemeinde unter der Leitung von Pfarrer
Mervyn Gibson.
Gibson ist gleichzeitig hochrangiges Mitglied der Bruderschaft des Oranier-Ordens, welcher die Einheit bildet zwischen dem protestantischen Glauben und der
britischen Identität in Nordirland. Während der marching season in den Sommermonaten macht der Orden mit zahlreichen Paraden auf sich aufmerksam, es ist das
vielleicht bekannteste Element protestantischer Identität in Nordirland. Der Paradentradition ist dann auch eine weitere Wandinstallation in Pitt Park gewidmet, auf
einem asphaltierten Areal neben der Grünanlage, angebracht an der Längsseite eines
Schiffscontainers.3 Darauf zu sehen sind drei Männer in Reih und Glied, abgebildet
in historischen Gewändern der UVF. Sie sind in Bewegung dargestellt, als Teilnehmer einer Parade, spielen die pipes and drums, die Flöten und Trommeln als
klassische Begleittöne solcher Märsche (Law 1998, S. 52–54). Die Figuren sind
größer als der Container, im Drang des Marschierens scheinen sie auszubrechen
3
Nordirland ist berühmt für unzählige Wandgemälde oder -installationen: Sowohl innerhalb der protestantischen wie auch innerhalb der katholischen Gemeinschaft werden sie genutzt, um politische Botschaften
in die Öffentlichkeit zu tragen. Im frühen 20. Jahrhundert wurden die so genannten murals zunächst zu
einer frühen Form protestantischer Popkultur, ehe sie auch von der katholischen Bevölkerung übernommen wurden. Mit dem Ausbruch des Nordirlandkonflikts in den 1960er Jahren wurden sie zum Träger
politischer Botschaften, seit den 1990er Jahren ziehen sie zunehmend das Interesse von Touristen an und
werden auch von unpolitischen Akteuren gestaltet (Jarman 1998).
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aus dem Wandbild. Neben ihnen, in weißer Schrift auf gelb-rotem Grund, steht
geschrieben: Culture Threatens No one.
2.1 Protestantisches Kulturerbe – doppelter Boden
Doch Culture Threatens No one bedeutet mehr als ein oft beschworener protestantischer Stolz. In Nordirland, wo das Gegeneinander zwischen britischen Protestanten
und irischen Katholiken nach wie vor das politische und gesellschaftliche Leben
definiert, wird auch der Kulturbegriff4 in diesen Kategorien gedacht. Der nordirische Konflikt hat sich in den vergangenen 20 Jahren von einer militärischen zu einer
kulturellen Auseinandersetzung gewandelt (siehe Bryan 2000; Jarman 1997; Parr
2017). Kultur kann eben doch eine Gefahr sein für die einen, oder selbst in Gefahr
geraten, meinen die anderen. Kultur kann gesellschaftlicher Kitt sein, ist aber oft
spaltender Pfahl, kann gleichermaßen gewichtiges Kapital sein oder erdrückende
Last. Kultur wird zum Indikator, wie gut sich die beiden politischen Traditionen mit
dem Friedensprozess arrangieren können. In den vieldeutigen und gegensätzlichen
Bedeutungen, die insbesondere dem protestantischen Kulturerbe zugeschrieben sind,
spiegelt sich der gegenwärtige Zustand der Tradition des Unionismus. Den Erinnerungsorten von Pitt Park sind noch weitere Narrative zugeschrieben, viele davon
bereiten der unionistischen Gemeinschaft ein ernsthaftes Imageproblem. Der Unionismus, so scheint es, stand und steht das ein oder andere Mal auf der falschen Seite
der Geschichte.
Mit der Teilung der irischen Insel im Jahr 1921 wurde der Grundstein gelegt
für einen Konflikt, welcher bis heute nicht überwunden ist.5 Aus den 26 irischen
Grafschaften, welche den von Großbritannien unabhängigen irischen Freistaat begründeten, wurde „ein katholischer Staat für ein katholisches Volk“, wie es Regierungschef Éamon de Valera im Jahr 1934 formulierte. Dem setzte Nordirlands
Premierminister James Craig entgegen, die sechs Grafschaften der Provinz Ulster, welche das britische Nordirland formten, hätten ein „protestantisches Volk und
ein protestantisches Parlament“ (Edwards 2011, S. 16). Beide Bekundungen gingen
4
„Anthropologists get remarkably nervous when they discuss culture“ – mit dieser Feststellung behält
Adam Kuper (1999, S. 226) bis heute recht. Einst von zentraler Bedeutung in der Ethnologie, ist der
Kulturbegriff im Zuge von Neuausrichtungen des Faches in die Kritik geraten (siehe Clifford und Marcus
1986; Ortner 1999). Dieser ethnologische Streit soll hier jedoch keine Rolle spielen. Stattdessen wird
Kultur als emische Kategorie verstanden: Um diesen Kulturbegriff, wie er von lokalen Akteuren genutzt
wird, von einer theoretischen Definition abzugrenzen, wird Kultur in dieser Arbeit kursiv geschrieben.
5 Die bis heute gültige konstitutionelle Aufteilung der irischen Insel in einem britischen Norden und einen
unabhängigen Süden geht auf das Jahr 1921 zurück. Die Frage nach dem Ursprung der irischen Frage hat
jedoch deutlich tiefere Wurzeln. Austausch zwischen Irland und Britannien findet bereits seit dem 5. Jahrhundert v. Chr. statt, mit dem 12. Jahrhundert n. Chr. waren beide Inseln in einer frühen Form staatlicher
Kooperation miteinander verbunden (Maurer 2013, S. 13, 36 f). Die Plantation of Ulster (1603–1685) legte
schließlich den Grundstein für einen protestantisch geprägten Norden Irlands (Bardon 1992, S. 124–128).
Nachdem dutzende englische Versuche scheiterten, dem Protestantismus eine Machtbasis im katholischen
Irland zu verschaffen, setzte König James I auf schottische Siedler. Zwar missglückte schlussendlich auch
dieser Versuch, die irische Insel komplett unter britische Kontrolle zu bringen. Im nördlich gelegenen
Ulster jedoch, wo sich aufgrund der geografischen Nähe zu Schottland die meisten Siedler niederließen,
entstanden größere protestantische Gemeinschaften. Ulster wurde von da an zur Bastion britisch-protestantischer Loyalität in Irland.
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F. Schiedlowski
jeweils zulasten der katholischen Minderheit im Norden und der protestantischen
Minderheit im Süden. Beide Gruppen waren im Idealbild der neuen Staaten nicht
vorgesehen. Doch während das Schicksal der deutlich kleineren protestantischen
Bevölkerung im Süden Irlands von Auswanderung, Resignation oder Anpassung
geprägt war (Bury 2017), gipfelten die Forderungen der nordirischen Katholiken
nach Gleichberechtigung lautstark in den Bürgerrechtsbewegungen der 1960er Jahre. Der nordirische Staat war unwillig und später unfähig, Ungleichbehandlungen
bei der Arbeits- und Wohnungsvergabe sowie bei der politischen Partizipation zu
beheben. Bürgerrechtsdemonstrationen mündeten zunehmend in Ausschreitungen,
mobilisierten mehr und mehr katholische Unterstützer und protestantische Widersacher (Bardon 1992, S. 643–655). Ende der 1960er Jahre entwickelte sich eine Spirale
der Gewalt, welche weder durch zaghafte politische Reformen noch durch den Einsatz der britischen Armee gestoppt werden konnte. Schließlich schlitterte Nordirland
in einen fast 30 Jahre währenden Konflikt, welcher knapp 3600 Todesopfer forderte
und tiefe gesellschaftliche Narben hinterlässt (Downs et al. 2009, S. 894).
In diesem historischen Kontext wurde eine wiederbelebte UVF zu einer der tödlichsten paramilitärischen Akteure des Nordirlandkonflikts. Dabei machte man sich
den traditionsreichen und respektierten Namen aus dem frühen 20. Jahrhundert zu
nutze. Heute hat sich die UVF, wie andere lokale Paramilitärs, neue Tätigkeitsfelder
gesichert, viele davon im Bereich der organisierten Kriminalität (Basra und Neumann 2018). Der Osten von Belfast, rund um Pitt Park, gilt als ein Hoheitsgebiet der
Organisation, dargestellt durch Flaggen oder, als bildliche Vergegenwärtigung eines
eigentlich beendeten Konflikts, Wandbilder von vermummten, bewaffneten Volunteers, dazu in großen Lettern die Erläuterung: We seek nothing but the elementary
right implanted in every man: The right if you are attacked, to defend yourself. Auf
der Suche nach einer Aufgabe im heutigen Nordirland dient der Name der historischen UVF den Paramilitärs als Anker. Eine UVF im Weltkrieg, eine andere UVF
im Nordirlandkonflikt aktiv. Die eine geehrt, die andere gefürchtet. Oder, wie es die
moderne UVF formulieren würde: In beiden Fällen waren es mutige Männer, die
getan haben, was getan werden musste. Während die Bombardements der IRA in
manchen Kreisen als legitimier Freiheitskampf interpretiert werden und sogar von
Popgrößen wie John Lennon honoriert wurden (Brown et al. 2001, S. 69), gilt das
Werk der Loyalisten durchweg als Frevel. Im Gegensatz zu ihnen haben die Kämpfer der IRA ihren Platz im Frieden gefunden. Als Sinn Féin Mitte der 1980er Jahre
überraschende Wahlerfolge feierte, wandelte sich deren Strategie von einer militärischen in eine politische. Die Kampagne der IRA wurde langsam abgewickelt, aus
IRA volunteers wurden einflussreiche Sinn Féin Politiker (Belfast News Letter 3. Juni 2011). Den Loyalisten hingegen fehlen bis heute einflussreiche Partner. Auf der
parteipolitischen Ebene gilt die kleine, lediglich auf kommunaler Ebene vertretene
Progressive Unionist Party als politischer Arm der UVF (McAuley 2004, S. 527 f).
An der Basis, in den ehemaligen Hoheitsgebieten der protestantischen Paramilitärs,
fungiert die Vereinigung Action for Community Transformation als wohltätige Einrichtung und zivile Nachfolgeorganisation der UVF (Edwards 2017, S. 312 f, 333).
Dennoch, so der Historiker Tony Novosel, sehen die Unionisten der Mittelklasse die
Loyalisten der UVF häufig als „embarrassment and not worthy of study or serious
consideration because of their involvement in violence“ (2013, S. 5). Loyalismus in
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Zeiten des Friedens bedeutet dem Journalisten Malachi O’Doherty zu Folge: „All
that is required of them is that they be silent“ (2015, S. 32).
Der Nordirlandkonflikt erschütterte auch die stolze protestantische Schiffsbautradition. In den 1970er und 1980er Jahren neigte sich die goldene Ära der Schwerindustrie überall in Westeuropa ihrem Ende zu, in Belfast wurde dieser Prozess noch
verstärkt durch den alltäglichen Terror in der Stadt (O’Connell 2012, S. 290–296).
Während Belfast zum Schauplatz eines blutigen konfessionellen Konflikts wurde,
brach der Stadt die wichtigste Industrie weg: Das britische Königreich hat seine
Vormachtstellung auf den Weltmeeren verloren, der Hafen in Belfast war nicht eingestellt auf den Bedarf an immer größer werdenden Schiffen, die Konkurrenz aus
Asien und Ost-Europa wurde übermächtig (Lynch 2012, S. 50–59). Vom Aus der
Schiffsindustrie war fast ausschließlich die protestantische Arbeiterklasse betroffen,
nur wenige Katholiken waren in diesem Sektor angestellt.
Immerhin hat der Mythos der Titanic überlebt. Kein Schiff verkörpert den Stolz
der Yardmen aus Ost-Belfast so sehr wie der Luxusliner. Es war ein Schiffsbautriumph, zwischen 1909 und 1912 erschaffen in der Werft von Harland & Wolff. Wenig
später, nach dem kolossalen Unglück auf dem Atlantik, wurde das Schiff zunächst
zum Symbol für das Unheil der Moderne sowie für die Grenzen des technologischen Fortschritts (Neill 2011, S. 71 f). Aus Stolz wurde Schmach, welche sich
schnell in eine gesellschaftliche Erinnerungslücke verwandelte. Doch mit James
Camerons Leinwanderfolg aus dem Jahr 1997 kam die Titanic zurück nach Belfast
(Hodson 2019, S. 232). Das Schiff entwickelte sich zu einer Chance. In Nordirland
stritten Parteien, Paramilitärs und die Zivilgesellschaft um und für einen politischen
Frieden, Belfast wollte nicht länger Europas Hauptstadt des Terrors sein, sehnte
sich nach Normalität und sah in der Titanic das Potential eines gänzlich unpolitischen Alleinstellungsmerkmals. Das Ship of Dreams wurde zu einem gewaltigen
Infrastrukturprogramm für die Stadt, ein Teil des verwaisten Hafengeländes auf
Queen’s Island wurde in ein Titanic Quarter umgewandelt. Im Jahr 2012, 100 Jahre
nach dem Unglück, eröffnete hier das neue Wahrzeichen der Stadt, ein interaktives
Museum mit dem Namen Titanic Belfast. Die in das Schiff gesetzten Hoffnungen
gingen auf, Belfast lockt nunmehr als Titanic Town Touristen aus aller Welt an.
Doch die Suche nach einem unpolitischen Symbol geht zu Lasten der unionistischen Geschichte: Selten wird vom Platz des Schiffes im kulturellen Gedächtnis
der Protestanten gesprochen, von der Titanic als Sinnbild britisch-protestantischer
Ingenieurskunst. Der Mythos vom Schiffbau hat in Belfast überlebt, ist in Form der
Titanic gar zum größten Exportschlager der Stadt geworden. Doch dass der neue
Stolz ein Stück protestantische Kultur darstellt, geht dabei allgemein unter (Hodson
2019, S. 237–238).
Im Gegensatz dazu steht die Politik und Tradition der presbyterianischen Kirche
allzu sehr im Fokus und verkörpert für viele den Habitus des nordirischen Unionismus. Mit der fundamentalen Ablehnung der gleichgeschlechtlichen Ehe steht die
Glaubensgemeinschaft zunehmend auf Kriegsfuß mit weiten Teilen der nordirischen
Bevölkerung. Insbesondere im urbanen Kontext von Belfast zeichnet sich eine starke
Opposition gegen die Position der presbyterianischen Kirche ab. Eine Umfrage aus
dem Jahr 2015 zeigt, dass 68 % der nordirischen Bevölkerung schon lange auf die
Einführung der gleichgeschlechtlichen Ehe drängte, welche erst seit Januar 2020
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F. Schiedlowski
gesetzlich verankert ist. Doch verteilt man die Zahlen auf die politischen Parteien,
zeigt sich das Dilemma des Unionismus. Während die irisch-katholischen Parteien Sinn Féin (zu 80 %) und die Social Democratic and Labour Party (zu 61 %),
ebenso wie die überkonfessionelle Alliance Party (zu 79 %), geeint für die gleichgeschlechtliche Ehe stritten, ist der Unionismus gespalten: Die beiden großen Parteien,
die Democratic Unionist Party (DUP, zu 45 %) und die Ulster Unionist Party (zu
49 %), weisen deutlich geringere Zustimmungsraten auf (Cromie, 6. Juli 2015). In
der Debatte um die gleichgeschlechtliche Ehe steht der Unionsmus isoliert und ohne
Verbündete da.
Mit der presbyterianischen Kirche eng verbunden ist der Oranier-Orden, wie
das Beispiel von Orangeman Gibson als Pfarrer der Shipyard Church illustriert.
Die Paradentradition der Bruderschaft ist zum Sinnbild des nordirischen Kulturkampfs geworden. Darf der Oranier-Orden, auf der Grundlage seiner altbewährten
Marschrouten, auch weiterhin Stadtviertel passieren, welche heute vornehmlich katholisch bewohnt sind? Die Bruderschaft beruft sich auf ihr right to march, das
Grundrecht auf Demonstrationsfreiheit. Katholische Anwohnerinitiativen hingegen
verstehen diese Forderung häufig als Provokation. Für sie ist der Oranier-Orden
das historische Sinnbild protestantischer Fremdherrschaft über die Katholiken. Der
Paradenkonflikt symbolisiert die nordirische Gretchenfrage: Ist der Boden, auf dem
Unionisten und Nationalisten gemeinsam leben, nun ein britischer oder ein irischer
Boden? Das Marschieren oder Blockieren ist dabei ein Versuch, diese Frage öffentlichkeitswirksam zu beantworten (Bryan 2000). Nicht selten endet der Streit um
eine Parade in handfester Gewalt und tagelangen Unruhen, zuletzt in den Jahren
2013 und 2015. Es sind solche Bilder, die ein düsteres Bild der protestantischen
Paradentradition zeichnen.
Es spricht vieles dafür, Nordirlands Unionisten eine Krise der Identität zu attestieren. Seit der Teilung der irischen Insel im Jahr 1921 verteidigen die Unionisten
ihre politische und kulturelle Überzeugung von einem britischen Nordirland. Im
Ringen um den richtigen Weg liegt dabei ein schier unerschütterlicher Stolz und die
ständige Angst vor dem Ausverkauf der eigenen kulturellen Identität eng beieinander. Die Geschichten aus Pitt Park illustrieren das Dilemma des Unionismus: Der
vielfach zitierte Stolz jener Tradition ist nicht universell, steht aus anderen Perspektiven für bedrückende Überreste des Nordirlandkonflikts, für fortschrittsfeindliche
Positionen, für einfältige und bornierte Überzeugungen.
Alte Ideale der protestantischen Ethik gelten vielen Unionisten noch immer als
vorbildlich. Die Verpflichtung gegenüber der Kirche und der Krone, harte Arbeit
und Disziplin, der individuelle und kritische Geist. Doch diese Taktik stößt an ihre Grenzen. Generell leidet der Unionismus unter dem Stigma der Kulturlosigkeit.
Fernab des Oranier-Ordens, so die immer wieder durchschimmernde Ansicht von
Politikern und Journalisten, habe der Unionismus kaum kulturelles Kapital anzubieten. Während die irische Nationalbewegung seit jeher mit kulturellen Elementen wie
der irisch-gälischen Sprache, traditional Irish music oder Gaelic sporting Games in
Verbindung gebracht wird, fehlt den Unionisten eine solche Beziehung (McCoy und
O’Reilly 2003, S. 156; Vallely 2008, S. 249). Der Vorwurf der unionistischen Kulturlosigkeit ist dabei, wie es der Politikwissenschaftler Connal Parr aufzeigt, Teil der
politischen Debatte: Der Unionismus, so das Argument vieler irisch-katholischer Na-
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tionalisten, sei auf der Illusion von einem britischen Nordirland aufgebaut, und die
Identitätskrise mit all ihren kulturpolitischen Ursachen sei die logische Konsequenz
aus diesem Trugschluss (2017, S. 12–19). Diese Darstellung mag misslich sein, doch
wirklich gekümmert hat sie einen Großteil der Unionisten bislang nicht. Schließlich,
folgen wir dem Argument der protestantischen Ethik, wussten die Unionisten um
ihre Stärken. Der Pomp und die Zurschaustellung sei den Katholiken überlassen, mit
besserer PR gewinnt man vielleicht Sympathien, jedoch nicht die Deutungshoheit
über die irische Frage. Doch der Friedensprozess von 1998 bringt eine neue Form
der politischen Auseinandersetzung mit sich, welche diese defensive Position des
Unionismus ins Wanken bringt.
2.2 Frieden in Belfast: doppelte Geschwindigkeit
Im imposanten Rathaus von Belfast ist seit 2017 auch eine Dauerausstellung zur
lokalen Geschichte untergebracht. Zentral gelegen, ist das Rathaus oft die erste Anlaufstelle für Gäste der Stadt, welche sich nun über den Wandel von Belfast im
Spiegel der Zeit informieren können, vom ruhigen Dorf zur „vibrant, innovative,
attractive city it is today“ (Love Belfast, 15. Mai 2017). So ist fast alles zu sehen,
was Belfast ausmacht, von berühmten Söhnen und Töchtern der Stadt über den Aufund Abstieg als Industriemetropole bis hin zum Belfast slang. Auffallend wenig
Aufmerksamkeit wird jedoch der jüngeren Geschichte gewidmet. Erklärungen und
Einordnungen zum Nordirlandkonflikt bleiben aus. Stattdessen ist dieser Periode der
Geschichte ein Reflection Space gewidmet. Zitate von Opfern des Konflikts stehen
an den Wänden eines kleinen, mit weißem Licht gefluteten Raums geschrieben. Die
wenigen Quadratmeter vermitteln einen Eindruck vom Leid dieser Zeit und den
damit verbundenen, anhaltenden Schmerzen. Doch Fragen zur Schuld werden nicht
gestellt, Täter werden nicht genannt. Voraussetzung für das Entstehen der Ausstellung war es, dass die beiden dominanten politischen Traditionen sich angemessen
repräsentiert sahen. Geht es um das Erbe des Konflikts und um Fragen von Schuld
und Verantwortung, war ein Raum der Ruhe der Minimalkonsens. Oder, wie es einer
meiner Forschungspartner ausdrückte: „They couldn’t agree on anything“.
Das Karfreitagsabkommen von 1998 beendete die heiße Phase des Konflikts. Die
Auseinandersetzungen dieser Zeit sind Geschichte, gut aufgehoben in einem Reflection Space und taugen nicht als Zukunftsvisionen für Nordirland. Darüber sind sich
die meisten protestantischen und katholischen Akteure einig, doch viel weiter reicht
der Konsens nicht. Weder das Friedensabkommen noch die seither verstrichene
Zeit haben erreicht, dass Misstrauen und Zorn zwischen beiden Seiten verschwinden. Auch scheitert man daran, ein universelles Narrativ für die Vergangenheit zu
etablieren, Fragen von Schuld und Verantwortung bleiben unbeantwortet, Definitionen von Opfern und Tätern umkämpft. Das Karfreitagsabkommen skizzierte vielmehr, manchmal vage und manchmal konkret, wie ein friedliches Zusammenleben in
Nordirland aussehen sollte. Das Jahr 1998 markiert einen Meilenstein für den hiesigen Friedensprozess, der jedoch als dessen Anfang, nicht als Endpunkt zu verstehen
ist. Wandel basierend auf Vertrauen einst verfeindeter politischer Fraktionen oder
Bevölkerungsgruppen wird auf der Grundlage politischer Abkommen ermöglicht,
braucht aber deutlich mehr Zeit und nicht selten auch mehr Mühe (Brewer 2010,
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S. 15). Für Nordirland bedeutet das, dass sich die nach wie vor existente Polarisierung zwischen Katholiken und Protestanten nicht aufgelöst hat. Das gilt auch für
Belfast: Viele Bereiche des alltäglichen Lebens sind vom Gegensatz zwischen britisch-protestantisch und irisch-katholisch gezeichnet. Ein Großteil der Grundschulen
sind protestantisch oder katholisch, integrated education bleibt die Ausnahme. Auch,
weil working class districts überwiegend als homogen britische oder irische Viertel
markiert sind. Während sich Belfast bereits zu Zeiten der industriellen Revolution in
vornehmlich irische und britische Stadtviertel unterteilen ließ, verstärkte sich dieser
Trend mit dem Ausbruch des nordirischen Konflikts. Die Angst vor und das Erleben
von ethnisch begründeter Gewalt trieb die Menschen in homogene Nachbarschaften
(Doherty und Poole 1997, S. 532 f). Und wo unterschiedlich geprägte Stadtviertel
aneinandergrenzen, ist die Trennung auch baulich markiert, durch Hauptverkehrsstraßen, Sackgassen, Brachland, Zäune oder Mauern (Belfast Interface Project 2017,
S. 7). Um der Gewalt an den konfessionellen Grenzen in der Stadt Herr zu werden,
wurden provisorische Barrieren errichtet. Aus den Barrieren der späten 1960er Jahre
wurden Mauern, und über die Jahrzehnte wurden es immer mehr. Nur die wenigsten
konnten wieder abgerissen werden, die meisten wuchsen in die Höhe, viele davon
auch nach dem Karfreitagsabkommen von 1998. Die sogenannten Friedensmauern
machen einen sozialen Friedensprozess an diesen Orten fast unmöglich, stattdessen
definieren sie Orte als politische und ökonomische Brennpunkte. Doch allzu oft erfüllen sie eben auch noch ihren Zweck. Sie sichern den brüchigen Frieden an diesen
Orten, und einige Nachbarschaften fürchten sich vor einem Rückbau der Barrieren
(Wilson 2016, S. 64–66). Hinter den Friedensmauern ringen paramilitärische Gruppen noch immer mit Gewalt, Einschüchterungen und kriminellen Geschäften um die
Kontrolle über die oft abgehängten Viertel (Nolan 23. April 2018). Friedensmauern
sind zu einem Symbol verkommen für die Spaltung der nordirischen Gesellschaft
und für die Tücken des Friedensprozesses. Und währenddessen – als Folge von traumatischen Erlebnissen aus dem Nordirlandkonflikt, der ständigen Angst vor Gewalt,
ökonomischer sowie sozialer Isolation – weist Nordirland die höchste Selbstmordrate des Vereinigten Königreichs auf, zudem fanden 45 % der zwischen 1965 und
2012 verzeichneten Suizide nach 1998 statt (McKee 25. August 2017).
In einigen Teilen der Stadt bleibt der Frieden somit ein unerfülltes Versprechen. Doch Städte tragen verschiedene, oft gegensätzliche Repräsentationen mit
sich (Shields 1996, S. 235, 245). Belfast kann nach wie vor als das Sinnbild einer
polarisierten Stadt gelesen werden, doch parallel gilt die Stadt auch als befriedet,
aufstrebend und angesagt. Mit dem Friedensprozess der 1990er Jahre ging die von
katholischen und protestantischen Paramilitärs ausgeübte Gewalt spürbar zurück. Im
Jahr 2007 schließlich zog die britische Armee ihre Soldaten ab, beendete ihren über
30 Jahre währenden Einsatz im Nordirlandkonflikt. Das Stadtzentrum rund um die
prachtvolle City Hall ist nicht länger ein militärisch gesicherter Bereich, sondern
das kommerzielle und kulturelle Herz von Belfast. Diverse Kaufhäuser aus viktorianischer Zeit, etliche Zweckbauten der 1970er und 1980er Jahre, sowie moderne
Glasfassaden der frühen 2000er Jahre bilden die urbane Kulisse für Einheimische
und Gäste. Während der Konflikt also keinesfalls komplett aus Belfast verschwand,
blühten insbesondere das Stadtzentrum und die daran angrenzenden Viertel auf (siehe: Komarova und O’Dowd 2013; Murtagh 2018; Shirlow 2006).
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Doch sind diese aufstrebenden und kommodifizierten Stadtnarrative vereinbar
mit dem unionistischen Identitätskorsett, wie es sich in Pitt Park präsentiert? Die
Altlasten des Nordirlandkonflikts sind nicht beräumt. Nationalisten drängen auf ein
vereinigtes Irland, Unionisten wehren sich. Um in diesem ständigen Abnutzungskampf zu überleben, so der Politikwissenschaftler Arthur Aughey, entwickelte der
Unionismus eine „Kultur des Fatalismus“, welche sich aus einem fragilem ,Wir sind
immer noch da‘ – Optimismus speist (2000, S. 185 f). Die Zukunft gilt als prekär,
Misstrauen und Unsicherheit bestimmen den unionistischen Handlungsspielraum.
Den nordirischen Friedensprozess entwickelt sich somit in zwei Geschwindigkeiten.
Nirgendwo sonst wird dieser Dualismus so deutlich wie in der Hauptstadt Belfast.
Die doppeldeutige unionistische Bedeutungswelt, wie sie in Pitt Park manifestiert
ist, verbindet die Gemeinschaft mit den Idealen des alten, konfliktträchtigen Belfasts,
mit einem unperfekten Frieden. In den Stadtvierteln Sandy Row und Ost-Belfast ist
man schließlich gezwungen, dieser Dialekt zu begegnen.
3 Sandy Row
Das unscheinbare Wohnviertel Sandy Row, eine protestantische Enklave, grenzt
direkt an die Innenstadt von Belfast. Bislang hat das Areal kaum vom Aufschwung
der Stadt profitiert. Während der Stadtkern immer weiter an Sandy Row heranrückt,
machen die hiesigen Gassen einen geschundenen Eindruck. Der geplante Umbau
des angrenzenden Bahnhofs an der Great Victoria Street könnte das Schicksal des
Viertels endgültig besiegeln, fürchten Anwohner. Ein Bauvorhaben zieht besonders
viel Protest auf sich: Im Zuge der Umbaumaßnahmen soll die unscheinbare aber
historische Boyne Bridge abgerissen werden. Dagegen machen die Boyne Bridge
Defenders mobil.
Noch endet Belfasts Innenstadt dort, wo Sandy Row beginnt. Doch der Aufschwung der Stadt stellt diese alten urbanen Grenzen in Frage. Während Hotels,
Restaurants und Geschäfte immer mehr Platz brauchen, vegetiert Sandy Row vor
sich hin. Es scheint nur eine Frage der Zeit, bis sich der kapitalistische Trend auch
in diesen Teil der Stadt sichert. Sandy Row wäre lukratives Bauland für Hotels,
Bars und teure Wohnungen in bester Lage. Rings herum entsteht bereits viel Neues, doch das kleine Arbeiterviertel scheint sich dem Trend zu verwehren. Einfache
Häuser und graue Gassen, zwischendrin Brachland, ein Community Club, ein kleines Ladengeschäft, eine Kneipe, ein Gemeindehaus des Oranier-Ordens und diverse
Wandbilder: Manche zieren die Queen oder Nordirlands Fußballer, andere die Wappen loyalistischer Paramilitärs: Nicht selten wird Sandy Row als ein place apart
bezeichnet, der nicht recht reinpassen will in seine moderne Umwelt. Doch nun
könnte ein Infrastrukturprojekt dieses Image aufbrechen. Der in die Jahre gekommene Bahnhof Great Victoria Street soll zu einem Transport Hub umgebaut werden,
welcher den Ansprüchen einer expandieren Stadt Rechnung trägt. Gleichzeitig soll
rings um den neuen Hauptbahnhof auch ein neues Stadtviertel, Wavers Cross, entstehen. Laut Translink, dem nordirischen Nahverkehrsbetrieb und Auftraggeber des
Projekts, ermöglicht der Transport Hub Besuchern „an excellent first impression of
a confident capital city“ (2017, S. 1).
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Doch endet dieser tolle erste Eindruck nicht vielleicht in just dem Moment, in dem
sich der Blick auf Sandy Row richtet? Was bedeutet die Vision von Wavers Cross für
das schmucklose Arbeiterviertel? Anwohner haben wenig Vertrauen. Sie kämpfen
um den Erhalt ihres Viertels, konkret um die unscheinbare aber historisch bedeutende
Boyne Bridge. In Sandy Row wird Kultur zur letzten Patrone. Auf den folgenden
Seiten wird deutlich, dass der Streit um die Boyne Bridge auch die Geschichte
eines Friedensprozesses ist, der sich für die Bewohner von Sandy Row zu einem
gebrochenen Versprechen entwickelte.
3.1 „I don’t trust anyone“: Streit um die Boyne Bridge
Vielleicht zwanzig Personen haben sich an einem Samstagvormittag im August vor
dem Rathaus von Belfast versammelt.6 Im Gewusel der Wochenendbesorgungen geht
die Gruppe fast unter, lediglich die Uniformen von drei Polizisten sowie dutzende
Union Jacks und Banner (Loyal Peoples Protest) machen deutlich, dass es sich hier
um eine Demonstration für den Erhalt der Boyne Bridge handelt. Ich geselle mich
dazu, und sofort nimmt mich ein älterer Herr in Beschlag.
Besagte Brücke, so erklärt es mir der Herr, wurde in seiner heutigen Form im
Jahr 1936 errichtet, ihr Ursprung soll jedoch auf das 15. Jahrhundert zurück gehen.
Als Nord-Süd-Achse war die Boyne Bridge lange Zeit eine bedeutende Verkehrsader in Belfast, Mächtige aller Couleur sollen die Brücke überquert haben (BBC
9. August 2017; Save the Boyne Bridge 2020). Heute passieren Züge von oder nach
Great Victoria Street die Brücke, welche wie eine profane Straße daherkommt. Auch
ihre strategische Bedeutung hat die Boyne Bridge längst eingebüßt, wird der NordSüd-Verkehr doch heute über den nahe gelegenen Westlink geleitet. Doch auf diese Punkte kommt der Herr nicht zu sprechen, schnell verschiebt sich sein Fokus,
weg von der Brücke, hin zu den Verantwortlichen des Projekts. Translink will die
Brücke in eine Straße umwandeln und mit künstlerischen Elementen an ihre historische Bedeutung erinnern. Doch für die Demonstranten wäre das kein annehmbarer
Kompromiss. Die Brücke dürfe für den Transport Hub nicht abgerissen werden, im
Gegenteil, ihr Wert soll durch eine umfassende Renovierung hervorgehoben werden.
Mehr als 3000 Unterschriften haben sie bereits für den Erhalt der Boyne Bridge gesammelt, das könne Translink nicht einfach ignorieren. Ich frage ihn, ob sich sein
Protest auch gegen den Transport Hub und das neue Stadtviertel Wavers Cross an
sich richtet. Er sei jedenfalls nicht davon überzeugt, dass Sandy Row von dem
Unterfangen profitieren würde, seine Erklärungen mir gegenüber werden nun emotionaler. Verbittert verweist er auf frühere Versprechen, welche den Bewohnern von
Sandy Row gemacht wurden. Ihre Unterstützung für Bauprojekte rings um Sandy
Row herum sollte mit dringend benötigten Investitionen im Viertel belohnt werden.
Der Bau eines Hotels sollte mit dem Bau neuer Wohnungen einhergehen, stattdessen
entstand ein Parkhaus. Dementsprechend misstrauisch beäugen die Demonstranten
das Translink-Projekt: „I don’t trust anyone“, versichert mir der Herr.
Der Protest wirkt bizarr und doch nachvollziehbar. Sandy Row, soviel ist sicher,
hat Modernisierungsbedarf. Das Bauvorhaben von Translink wird die direkte Nach6
26. August 2017.
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barschaft des Viertels herausputzen. Davon könnte auch Sandy Row profitieren, geht
mit städtebaulichen Investitionen in Millionenhöhe doch stets der Wunsch einher,
kulturhistorische Orte aufzuwerten. Doch das Argument, Kultur zu retten kann nur
dort greifen, wo Kultur auch als solche anerkannt wird. Stadträume sind dabei stets
mit Bedeutungen aufgeladen, gelten als Träger von lokalen Werten und Interessen
(Kuper 1972, S. 421). In diesem Kontext gilt Sandy Row vielen als protestantische
Enklave, schützenswertes Kulturerbe ist hier nicht die erste Assoziation. Die misstrauischen Reaktionen auf das Bauprojekt rund um Sandy Row spiegeln auch eine
unionistische Geisteshaltung gegenüber den aus ihrer Sicht oft faulen Versprechen
des Friedensprozesses, von welchen wir im folgenden Abschnitt mehr hören werden. Für den älteren Herren von der Demonstration ist die Sache jedenfalls klar:
„I am not prepared to sell my history to anyone!“, ist seine trotzige Reaktion auf
den Wandel der Stadt.
3.2 „We believed we were save“: Vom Frieden enttäuscht
An einem Freitagvormittag im September7 bin ich mit Oliver8 verabredet, einige
Tage zuvor habe ich den Mann im mittleren Alter bei einer Führung zum Erbe
des Ersten Weltkriegs in Ost-Belfast getroffen. Zunächst bin ich von der Hoffnung
getrieben, dank Oliver mehr über die Bedeutung des Great War für den Unionismus
zu erfahren. Dazu kommt es nicht, unser geplanter Besuch des Somme Heritage
Centres muss ausfallen, das Museum bleibt freitags geschlossen, unsere Ausfahrt
wird nicht belohnt. Doch bereits einige Stunden zuvor treffen wir uns in Olivers
Haus in Sandy Row, wir trinken Tee und unterhalten uns, über sein Viertel, die
Boyne Bride, den nordirischen Frieden. Oliver will mir seine Leidenschaft, das
Gedenken an den Ersten Weltkrieg, näherbringen. Dazu lotst er mich auf seine
Facebookseite, auf welcher er dutzende historische Fotos und Dokumente teilt und
hochlädt. Beim Überfliegen seiner Inhalte erblicke ich auch politische Inhalte, zu
den meisten schweigt Oliver. Auf einen Beitrag von Save the Boyne Bridge kommt
er jedoch zu sprechen: Oliver erläutert mir den Hintergrund des Brückendisputs
und bekennt, dass er sich selbst für den Erhalt der Boyne Bridge engagiert. Den
Abriss hält er, wenig überraschend, für unnötig. Schnell, kommt Oliver auf größere
Sachverhalte zu sprechen. Er ruft die einstige Größe von Sandy Row in Erinnerung
und erläutert, wie das Viertel mit der Expansion des Stadtzentrums immer kleiner
wurde. Er spricht davon, wie den Bewohnern von Sandy Row seit Jahren neue,
dringend benötigte Häuser verwehrt werden, weil die Finanzkräfte kein Interesse an
diesem Viertel hätten.
Ich kann dem Eindruck von Oliver wenig entgegensetzen. Obwohl das Viertel
nicht groß ist – die Sandy Row, Herzstück und Namensgeber, von welcher kleine
Gassen abgehen, misst keinen Kilometer – ist der Kontrast zur direkten Umgebung
gewaltig. In Sandy Row vertreibt ein Geschäft diverse Paraden-Utensilien, über
Lautsprecher wird die Straße mit protestantischer Marschmusik beschallt. Und als
bräuchten Olivers Worte noch weitere Beweise, ist eine Brachfläche mitten auf der
7
1. September 2017.
8
Name geändert.
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F. Schiedlowski
Sandy Row drapiert wie eine Kulisse: Statt der ersehnten Wohnhäuser befinden sich
hier nur haufenweise leere Dosen und Flaschen als Überbleibsel der Oranierparade
vom 12. Juli, dahinter ein Altkleidercontainer, das alles vor einer angrenzenden
Gibelwand und einem großen Banner mit der Losung British and Proud.
Nach einer Tasse Tee verlassen wir Sandy Row, Oliver will mich jemandem
vorstellen, seinem Bekannten Jack9, Pfarrer und Gründer einer Community Church
im Niemandsland zwischen der katholischen Falls Road und der protestantischen
Shankill Road. Die Kirche hat mit einem sakralen Gebäude wenig gemein, erinnert
eher an eine große Turnhalle. Doch für Jack, der in etwa Olivers Alter teilt, ist
die Community Church vielmehr ein Ort, um die Nachbarn aus der Shankill Road
und der Falls Road zusammen zu bringen, der Glaube an Gott ist dabei nachrangig.
Jack ist mit seiner Arbeit ein Advokat des Friedens, und doch entwickelt sich dieses
Gespräch zwischen ihm und Oliver zu einer Abrechnung mit dem, was man in
Nordirland Friedensprozess nennt.
Jack gibt uns einen Kaffee aus, später einen zweiten, dazu bestellt er einige süße
Teilchen. Jack erzählt zunächst seine Geschichte: Er stammt aus Ballymurphy, einer
Gegend im Westen von Belfast, seine Familie musste zu Beginn des Nordirlandkonflikts jedoch in die Shankill Road umziehen, ihre protestantische Konfession
drohte ihnen in ihrem Heimatort zum Verhängnis zu werden. In den 1960er Jahren
schließlich war Jack selbst involviert in die täglichen Straßenkämpfe, beteiligte sich
an Angriffen auf Katholiken. Er teilt diese Geschichte mit Oliver, auch er war in die
alltägliche Gewalt involviert, verbüßte seine Taten im Gefängnis. Jack hat sich später
schließlich dem Ulster Defence Regiment der Britischen Armee angeschlossen und
ist seit 1982 verbunden mit dieser Kirche. Die persönlichen Einlassungen von Jack
bewegen schließlich auch Oliver, eine Geschichte aus dieser Zeit mit uns zu teilen.
Auf seiner damaligen Arbeitsstätte kannte er einen jungen Katholiken flüchtig. Eines Tages wurde der junge Mann erschossen, Paramilitärs hatten ihn verwechselt.
Oliver war in der Nähe, der junge Mann starb in seinen Armen. Die Geschichte ist
kurz, jäh ist ihr Ende. Beide machen deutlich, wie sehr sie den heutigen Frieden
schätzen, und doch teilen sie eine tiefe Wut.
Dabei haben beide Männer für den Friedensvertrag von 1998 gestimmt, Oliver gar
aus tiefer Überzeugung. Den Tür-zu-Tür-Wahlkämpfern der DUP, damals Gegner
des Karfreitagsabkommens, hat er vor dem Hintergrund der andauernden Gewalt
und mit Blick auf seine Kinder und Enkelkinder gesagt: „Don’t ask me to keep
this going“. Jack und seine Frau wollten zunächst mit Nein stimmen: „We wanted
peace but not at this price“. Doch nach einem Wahlkampfauftritt von Tony Blair
in Belfast und den dort gemachten (und später, so Jack, gebrochenen) Versprechen,
katholischen Paramilitärs keine Zugeständnisse zu machen, haben sie im Vertrauen
auf ihren Premierminister und gläubigen Christen Blair mit Ja gestimmt.10 Heute
9
Name geändert.
10
Ein Friedensprozess ohne die Einbeziehung von Sinn Féin war nicht möglich, gleichzeitig versuchte Tony Blair damals zu versichern, dass der IRA gegenüber keine unmoralischen Versprechen gemacht
werden (Brown und McKittrick, 26. Juni 1997). Kritiker jedoch verloren schnell das Vertrauen in derlei Ankündigungen. Der versprochene Entwaffnungsprozess dauerte bis 2005 an, IRA-Anschläge gingen
zunächst weiter. Dennoch wurde Sinn Féin als politischer Arm der Paramilitärs die Teilnahme an den Friedensgesprächen gewährt. Im Jahr 2015 wurde schließlich bekannt, dass die Blair-Regierung dutzende On
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sagt Jack: „If I would turn the time back I would vote no“. Für beide sind die Ziele
des Karfreitagsabkommens zu einer Illusion verkommen.
Wir machen eine kleine Tour durch die Kirche, ich sehe den Kinderspielbereich,
die Veranstaltungshalle sowie den Fußballplatz. Anschließend kehren wir zurück,
zum zweiten Kaffee. Oliver und Jack sind mittlerweile auf das Problem der unionistischen PR zu sprechen gekommen, oder wie es Oliver formuliert: „The unionist
PR is not existing“. Beide waren gegen die Einführung der gleichgeschlechtlichen
Ehe, doch Oliver stellt fest: „If we are not progressive the other side will see us as
dinosaurs“, worauf Jack entgegnet: „I am not a dinosaur. I have an opinion. That
opinion should not make me a dinosaur“. „We are not good in telling our story“ sagt
Jack schließlich, und da sind sich beide einig, doch woran liegt das? Die Unionisten,
so Jack, hätten stets gedacht: „We believed we were save. [...] We won two world
wars. But we were wrong“.
Jack und Oliver leben im Frieden, sie wollen keine Rückkehr der Gewalt. Doch
ihr Verdruss gilt den politischen Prozessen hinter dem Karfreitagsabkommen. Ihnen
zu Folge müssen die Unionisten bis heute einen hohen Preis zahlen: Die Aufgabe alter Privilegien, die Neuverhandlung öffentlicher Symbole, die gesellschaftliche
Rehabilitierung von Kämpfern der IRA. Stadträume wie Sandy Row bilden vor diesem Hintergrund Rückzugsorte in eine alte Welt. Hier akzeptiert man das Schweigen
der Waffen, will aber darüber hinaus wenig mit dem heutigen Friedensprozess zu
tun haben.
3.3 Abschottung als Taktik
In Sandy Row wird die unscheinbare Boyne Bridge aufgewertet und umgedeutet
zu einem politischen Symbol für die unionistische Unzufriedenheit mit dem Friedensprozess. Der Stadtraum wird zum Träger einer manifesten und unüberhörbaren
Botschaft (Kuper 1972, S. 258). Der Protest illustriert den symbolischen und politischen Charakter, welchen Stadträume einnehmen können. Die Stadt ist fluide und
formbar, ein Metatext mit parallelen und widersprüchlichen Botschaften (Shields
1996, S. 234, 245). Oliver und die Boyne Bridge Protestor widersetzen sich dem
Narrativ vom modernen Belfast, welches eng verzahnt ist mit dem Narrativ vom befriedeten Belfast, suchen zugleich nach eigenen Anknüpfungspunkten. Sandy Row
ist dieser Hinsicht entkoppelt von der nach kapitalistischem Vorbild modernisierten Innenstadt von Belfast, und das in ökonomischer, infrastruktureller und ideeller
Hinsicht. Das Leben in geschröpften Städten und Vierteln verlangt von dessen Bewohnern, ihr gebautes Umfeld ständig neu zu denken und zu erfinden (Mah 2012,
S. 175). In Sandy Row vollzieht sich dieser Wandel durch das Bewahren des Alten.
Der Kampf um die Boyne Bridge soll unionistisches Kulturgut retten und zugleich
die Brandmauer zu einem Belfast markieren, welches, anders als Sandy Row, von
den Versprechen des Friedens profitierte. Noch hält die Opposition gegen Verdrängung und Gentrifizierung. Der mit der Brücke verbundene Streit lässt sich von dem
the run letters versendete. Darin wurde flüchtigen Paramilitärs verbindlich Straffreiheit zugesichert. Nach
dem Bekanntwerden der Briefe platzen juristische Prozesse gegen Ex-IRA-Mitglieder. Tony Blair verteidigte die Briefe als notwendiges Mittel, um Sinn Féin und die IRA zum Frieden zu bewegen (McDonald
und Perraudin, 13. Januar 2015).
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Bauwerk loslösen und als Taktik auf andere Kulturgüter übertragen. Kultureller
Wettbewerb bedeutet in Sandy Row Widerstand und Abschottung. Doch es bleibt
fraglich, wie viel Kultur sich noch zur Waffe schmieden lässt, wie lange diese Taktik
Erfolg haben wird.
Auch in Ost-Belfast steht man vor der Aufgabe, Verbindungen zum neuen Belfast
aufzubauen. In der Ausgangslage ähneln sich beide Viertel, doch die Herangehensweise ist dort eine gänzlich andere.
4 Ost-Belfast
Ost-Belfast galt einst als Heimat der hiesigen Schwerindustrie und protestantischer
Paramilitärs. Bis heute zehrt man von dieser Geschichte, welche, so wird es im
folgenden Kapitel deutlich, stets auch in der Gegenwart erlebt und auf die Zukunft
projiziert wird. Anders als Sandy Row ist der mehrheitlich protestantische Osten
fernab der Innenstadt, getrennt durch den Fluss Lagen. In dieser Abgeschiedenheit
versucht man nun, die Geschichten von industriellem Niedergang und politischer
Gewalt umzuschreiben, um so ein modernes und auf den städtischen Wandel abgestimmtes Ost-Belfast zu gestalten.
Aslan der Löwe gilt als Star im Figurenensemble der Chroniken von Narnia, dem
Märchen und Kinderbuchklassiker des in Ost-Belfast geborenen Autors C. S. Lewis.
Aslan ist eine mystische Erscheinung, allwissend und barmherzig, er besitzt die Fähigkeit in anderen Körpern zu leben und mit Menschen zu sprechen. Lewis, selbst
gläubiger Christ, versteckte biblische Parallelen in seinen Märchen, in welchen Aslan die Fleischwerdung Jesu darstellt. Auch im heutigen Ost-Belfast ist von der
Inkarnation des prächtigen Löwen etwas zu spüren: Dem 2016 eröffneten Eastside
Visitor Centre auf der Newtownards Road ist der C. S. Lewis Square angeschlossen.
In dem Figurenpark, bestehend aus metallischen Nachbildungen von Charakteren
der Narnia-Saga, bildet der auf einem Hügel thronende Aslan das Herz der Anlage.
Wo Sandy Row dem Wandel der Stadt skeptisch gegenüber steht, hat ihn Ost-Belfast
zu einem gewissen Teil bereits vollzogen. Der Untergang der Schiffsindustrie war
ein schwerer Schlag für Ökonomie und Seele des Viertels, als Heimat der loyalistischen UVF erlebte der Osten eine besondere Bindung zum Nordirlandkonflikt
und von den positiven Entwicklungen in der Innenstadt profitierte man schon allein
deshalb nur zum Teil, weil der Fluss Lagan den Osten in mancher Hinsicht zu einem abgeschiedenen Teil der Stadt macht. Wie in keinem anderen protestantischen
Viertel lernte man in Ost-Belfast daher schnell, notwendige Veränderungen selbst
voranzutreiben.
So ist die eingangs zitierte, hoffnungsfrohe Botschaft Aslans Teil der Geschichte
von Ost-Belfast. Orte wie der C. S. Lewis Square geben Auskunft darüber, mit
welchen Antworten dem Wandel von Belfast begegnet wird. Das Zusammenspiel
zwischen urbanen Veränderungen und unionistischem Agieren präsentiert sich in
diesem Kapitel in einer neuen, weil mutigen und fortschrittsfreundlichen Form. Das
aktive Erinnern an eine andere Geschichte von Ost-Belfast ist somit auch als Versuch
zu lesen, Anschluss zu finden an das Narrativ vom befriedeten Belfast.
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Strategien von Frieden und Erneuerung in Belfast
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4.1 „Belfast is a transformed space“: Führungen durch das Kulturerbe des
Ostens
„It is once again a place we can be proud of“ meint Tourguide Laura ganz am
Ende der knapp dreistündigen Yardmen Walking Tour, quer durch den industriellen
Nachlass der hiesigen Schiffsindustrie.11 Es ist ein sonniger Nachmittag im August,
allein der lausig kalte Wind lässt keine Sommergefühle aufkommen. Die 22-köpfige
Gruppe wirkt nach dem langen Fußmarsch erschöpft, doch mit ihren Abschlussworten gewinnt Laura alle Aufmerksamkeit zurück. Die Tour begann und endete am
Eastside Visitor Centre, die Backsteinfassade des Gebäudes verbindet die Nostalgie
lokaler Industriegeschichte mit den Vorzügen zeitgenössischer Architektur, hier in
Form von vielen Fenstern und Glaselementen. Das Besucherzentrum ist nicht besonders groß, trotzdem bildet das Gebäude, gemeinsam mit den Metallskulpturen
des C. S. Lewis Square und einem kleinen Nachbarschaftsgarten, einen Dreh- und
Angelpunkt im sozialen Leben des Ostens. Dieses Areal und der damit verbundene
Tourismus, so Tourguide Laura abschließend, schaffe etwas lang ersehntes: „Giving
us a sense of pride in what we once had“.
Stunden zuvor, als das Sonnenlicht tatsächlich mit vergleichsweise sommerlichen
Temperaturen daherkam, beginnt die Tour „into the footsteps of the Yardmen“, wie
Laura es formuliert, später spricht sie von „men who built giants“. Die Yardmen
Tour ist eine Erzählung über die Größe und Bedeutung des Industriestadtteils OstBelfast, weit über den Schiffsbau hinaus, von der Leinen-Produktion bis zum besten
italienischen Eis weit und breit. Die Industrialisierung veränderte diesen Teil von
Belfast grundlegend. Die schweren Arbeitsbedingungen in den Werften, der ökonomische Verfall, heftige Zerstörungen durch Bombenangriffe der deutschen Luftwaffe
im Zweiten Weltkrieg, schließlich der Nordirlandkonflikt und dessen Nachwirkungen: „I don’t want to give the impression that it was glorious“, sagt Laura über die
Lebensbedingungen der Arbeiterschaft, sinnbildlich gilt diese Aussage wohl für das
gesamte Viertel. Doch am Ende sind es die positiven Entwicklungen, welche die
Tour maßgeblich prägen. Laura betont das stolze Erbe der Yardmen, darüber hinaus
lobt sie die Entwicklungen der letzten Jahre, den Frieden und den Tourismus. Tourguide Laura trifft den Geist ihrer Gruppe, wenn sie schließlich resümiert: „Belfast
is a transformed space“.
Dieser Wandel soll auch auf Häuserwänden in den Straßen rund um das Visitor
Centre sichtbar werden. Dutzende Wandgemälde entstanden in den letzten Jahren
und sollen Botschaften von Frieden und Aufbruch vermitteln: Looking to a Better Future steht es an einem Haus geschrieben, Dream, Seek, Educate, Achieve! an
einem anderen. In direkter Nachbarschaft finden sich prominente Fassaden, an welchen sich die UVF ihren Anteil am Straßenbild sichert: The Ulster Conflict Is About
Nationality. This We Shall Maintain ist eine Botschaft. An anderer Stelle ist es eine
schwarz gestrichene Giebelwand, in ihrer Mitte ein weißer Kreis, die Losung We
Are The Pilgrims, Master; We Shall Go Always A Little Further sowie drei mit Maschinenpistolen und Handgranaten ausgerüstete, vermummte Loyalisten. Ost-Belfast
erlebt die Gleichzeitigkeit von bewaffneten Geistern der Vergangenheit, bunten Frie11
8. August 2017.
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F. Schiedlowski
densbilder und dem Kulturerbe einer lokalen Fußballikone. Sie alle streiten um ihr
symbolisches Überleben im Frieden.
4.2 „It’s a lovely part of Belfast“: Heimat von George Best
„Has anyone ever met someone from the Best family?“ fragt Tourguide Peter, ein
Herr im besten Alter und im Shirt des nordirischen Fußballverbands, in die zehnköpfige Teilnehmerrunde.12 Peter akzeptiert das kollektive Nein aus der Gruppe,
doch eine Bekanntschaft mit dem Fußballtalent von Manchester United oder seiner
Familie hätte ihn vermutlich auch nicht tiefer überrascht. Auf der George Best Bus
Tour erzählt Peter nicht vorrangig die Geschichte einer Sportikone, sondern die eines East Belfast Boys, welcher den Stolz der hiesigen Fußballwelt verkörperte und
dessen früher Tod im Jahr 2005 noch immer eine Zäsur darstellt.
Seine fußballerische Heimat fand Best bei Manchester United, für die nordirische
Nationalmannschaft hingegen spielte er nur selten, auch aufgrund seines exzessiven
Lebensstils, für den Best im Laufe der Jahre ähnlich berühmt wurde wie für sein
sportliches Talent.13 Diese Schattenseite aus dem Leben von George Best wird von
Peter jedoch so gut es geht ausgeblendet, Fragen und Kommentare dazu hält er klein.
Über Best, so hält es Peter seit jeher, wird nur mit größtem Respekt und Anstand
gesprochen.
Wir halten im Burren Way in Outer East Belfast, die Gruppe entert das alte
Reihenhaus der Familie Best, hier wuchs die Ikone auf. „This is living history, you
can book it for 70 Pound a night“ sagt Peter, heute ist das nach Vorbild der 1970er
Jahre eingerichtete Haus im Besitz der örtlichen Tourismusbehörde. Jeder von uns
bekommt eine Tasse Tee, während Peter voller Stolz ein von Best gezeichnetes Trikot
präsentiert, er zeigt zudem Zeitungen herum, welche nach seinem Tod erschienen –
Remember me for my Football, titelte der Belfast Telegraph. Auf einem Platz ganz
in der Nähe lernte Best das Fußballspielen, ein Wandgemälde erinnert hier an ihn.
Noch heute, so Peter, leben Katholiken und Protestanten in diesem Wohnviertel
zusammen: „It’s a lovely part of Belfast“.
„I feel very proud of it. A very, very sad occasion. But what a legacy“: Peter
kommt auf die Beerdigung von Best zu sprechen. Zu Tausenden säumten die Menschen von Ost-Belfast und darüber hinaus die Straßen um ihrem Belfast Boy die
letzte Ehre zu erweisen. Roselawn Cemetery, Grabstätte von George Best, markiert
dann auch den letzten Punkt der Tour. Mit Zustimmung seiner Familie ist dieser Ort
der Öffentlichkeit zugänglich, Fans bringen Blumen, Fotos und Fanschals zu dem
ansonsten schlichten Grab. „I couldn’t come here for ten years. I couldn’t face it“,
bringt Peter seine Anteilnahme zum Ausdruck.
12
Tour, 11. August 2017.
13
Bests Alkoholsucht war kein Geheimnis. Über viele Jahre war es der Öffentlichkeit möglich, Bests
sportliche, gesundheitliche und familiäre Probleme mitzuerleben. Wenige Monate vor seinem Tod attestierte ihm die BBC: „Arguably the most naturally gifted footballer of his generation, Best is famous for
squandering his skill and failing to achieve his full potential“ (14. Juni 2005).
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Strategien von Frieden und Erneuerung in Belfast
251
4.3 Kulturerbe als Ausweg
Der Zustand relativen Friedens gibt Ost-Belfast die Möglichkeit, Kulturerbe fernab
des Nordirlandkonflikts zu produzieren. Die Beispiele der Yardmen-Tradition oder
des Gedenkens an George Best machen deutlich, dass Rückgriffe auf die Vergangenheit für die Kulturerbeproduktion zwingend notwendig sind. Um aus Fragmenten
lokaler Geschichte jedoch einen identitäts- und sinnstiftenden Faktor zu machen,
müssen Teile dieser Geschichte im Hier und Jetzt neu definiert, konstruiert und zu
einem einenden Gebilde modelliert werden (Kirschenblatt-Gimblett 1995, S. 370).
Darüber hinaus verrät das aus der Vergangenheit entlehnte und in der Gegenwart
nutzbar gemachte Kulturerbe auch etwas über die Zukunft: Im Konstruieren einer
stolzen Vergangenheit spiegeln sich nicht selten Wünsche und Vorstellungen. Ist die
Vergangenheit und Gegenwart geordnet und von lästigem Ballast bereinigt, kann
sie als Inspiration für kommende Entwicklungen dienen (Bryant und Knight 2019,
S. 196, 200). Führungen durch das Kulturerbe von Ost-Belfast spielen nicht allein
im Gestern, sie appellieren viel mehr daran, lokalen Stolz wiederzuentdecken und
in die Stadt zu tragen.
Die Ethnologen Jean und John Comaroff sprechen in solchen Fällen von empowerment, wenn sie die Suche nach einem kommodifizierbaren und in vielerlei Hinsicht gewinnbringenden Alleinstellungsmerkmal beschreiben (2009, S. 15). Weltweit
vonstattengehende Prozesse der Kulturerbeproduktion, inklusive der damit einhergehenden ökonomischen und politischen Erfolge, werden auch in Ost-Belfast als
Alternativen, „als vorgestellte Leben“ wahrgenommen und eröffnen die Möglichkeit, auch die eigene Zukunft in diese Richtung zu imaginieren (Appadurai 1996,
S. 53).
5 Schluss
Ziel dieses Artikels war es, zu erkennen, wie sich unionistische Akteure von Belfast
in einem Friedensprozess zweier Geschwindigkeiten positionieren, wie er in Nordirlands Hauptstadt auftritt. Das Bild der befriedeten Stadt hat die Assoziationen zu
Terror und Konflikt nicht verdrängt, sondern ergänzt. Im Zustand von Belfast lässt
sich somit die Parallelität eines erfolgreichen und eines stagnierenden Friedensprozesses erkennen. Für Unionisten, welche sich durch vermeintliche falsche Versprechen und der Omnipräsenz vom Albtraum eines vereinigten Irlands als Verlierer des
Friedensprozesses erachten, bedeutet das eine Assoziation mit dem konfliktträchtigen Belfast. Für Akteure wie Oliver und Jack in Sandy Row oder Laura und Peter
in Ost-Belfast gilt es, sich von diesem Narrativ zu lösen und Anschluss zu finden an
das aufstrebende Belfast. In beiden Stadträumen lassen sich kreative Antworten auf
den Wandel von Belfast und die Hürden des Friedensprozesses erkennen, in Form
von kulturpolitischem Widerstand oder Anpassung. Diese Antworten und Strategien
werden im öffentlichen Raum geschaffen und in Stellung gebracht gegenüber den
neuen politischen Deutungswelten vom boomenden Belfast. Das Verhalten gegenüber diesem urbanen Wandel kann auch als Suche nach einem Platz im hiesigen
Friedensprozess verstanden werden. Egal ob die Strategie Abschottung oder An-
K
252
F. Schiedlowski
passung lautet, es lässt sich in beiden Fallstudien erkennen, dass urbane Friedenskonsolidierung durch den Zugriff auf neue Stadtnarrative passiert. Dieser Artikel
macht mit seiner ethnographischen Herangehensweise deutlich, dass übergeordnete
Prozesse wie Frieden und Konflikt vor Ort konstruiert, negiert und gelebt werden.
Der Blick auf Sandy Row und Ost-Belfast ermöglicht somit einen alternativen Blick
auf regionale Entwicklungen des nordirischen Friedensprozesses. In beiden protestantischen Stadtvierteln bestimmt der Umgang mit der lokalen Vergangenheit über
gegenwärtige Verortungen unionistischer Akteure im Friedensprozess.
Es ist davon auszugehen, dass der Wandel von Belfast zum Ideal einer post conflict
city fortgeschrieben wird. Diese Entwicklung betrifft verlangt von den handelnden
Akteuren vor Ort Antworten auf Prozesse urbaner Erneuerung, auf Friedensnarrative, vielleicht gar auf den konstitutionellen Status des Landes. Nordirland feiert im
Jahr 2021 sein hundertjähriges Bestehen. Doch Nordirland als Herz und Heimathafen des Unionismus steht zur Diskussion. Umfragen deuten an, dass sich eine knappe
Mehrheit der Nordiren im Zuge des britischen EU-Austritts für ein vereinigtes Irland
aussprechen könnte. Die Verlässlichkeit der Daten ist dabei von nachrangiger Bedeutung, viel mehr ist die Irland-Frage im Zentrum der politischen Auseinandersetzung
angekommen. All diese Debatten spiegeln sich im Stadtraum, hier konstituieren sich
daraufhin Strategien und Antworten. Die in Belfast anzutreffende Gleichzeitigkeit
von erfüllten und unerfüllten Friedensversprechen, von urbanem Aufstieg und Verfall, von unionistischem Stolz sowie der Angst vor einem vereinigten Irland ist hier
kein Widerspruch, sondern Zustand der gelebten Alltagswelt.
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Open Access Dieser Artikel wird unter der Creative Commons Namensnennung 4.0 International Lizenz veröffentlicht, welche die Nutzung, Vervielfältigung, Bearbeitung, Verbreitung und Wiedergabe in
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Bloom’s taxonomy for the digital age student in a rural African context
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Abstract Bloom’s Taxonomy serves as an important guide for teachers in building their student’s cognition from low to high order
thinking. This taxonomy has been widely implemented in face-to-face settings worldwide. With the increased use of technology and
blended and online learning on the rise, there is a need for teachers to warm up to digital learning. Teachers must be innovative in us
ing technology to improve the quality of education and its delivery. Bloom’s Digital Taxonomy serves as an updated original Bloom’s
Taxonomy for designing technology-rich instruction for quality outcomes. This qualitative study explores the use of technology and
digital tools to facilitate student learning experiences and outcomes in the modern era. The secondary data collected and analyzed
was gathered from existing sources of information. The study recommends that for teachers to be proficient and achieve the best
outcomes and add incentives for the students, there is a need to follow the utilization of Bloom’s Digital Taxonomy and consolidate
innovation, following the application will get students closer to accomplishing their learning objectives. Teachers need support to
prevent forestall disdain and advancement weariness. To conclude the Bloom Digital Taxonomy is well practised in classrooms, and
teachers can rest assured that the students they produce will make a difference in this world through the skills they have accumulated
during their schooling years. Keywords: bloom taxonomy, digital technology, blooms digital taxonomy, rural learners, African educatio Original Research Article:
full paper
(2022), «EUREKA: Social and Humanities»
Number 6
BLOOM’S TAXONOMY FOR THE DIGITAL AGE STUDENT
IN A RURAL AFRICAN CONTEXT
Morakinyo Akintolu1
akintl@unisa.ac.za
Ntandokamezi Dlamini
Department of Curriculum and Instructional Studies2
Moeketsi Letseka1
1UNESCO Chair on Open Distance Learning2
2College of Education
University of South Africa
11-14 Winnie Madikizela-Mandela Building, Pretoria, South Africa
Corresponding author Original Research Article:
full paper Original Research Article:
full paper (2022), «EUREKA: Social and Humanities»
Number 6 BLOOM’S TAXONOMY FOR THE DIGITAL AGE STUDENT
IN A RURAL AFRICAN CONTEXT Ntandokamezi Dlamini
Department of Curriculum and Instructional Studies2 1UNESCO Chair on Open Distance Learning2
2College of Education
University of South Africa
11-14 Winnie Madikizela-Mandela Building, Pretoria, South Africa Corresponding author (2022), «EUREKA: Social and Humanities»
Number 6 Original Research Article:
full paper mary school, begins too late in life to meet the issue. Education should be encouraged early and
often, both inside and outside of the formal schooling system, according to the Science of Brain
Development (year). Programs that include prenatal health and early childhood development are
good examples of informal education before children start schooling. The author stresses that qual
ity instruction is critical in the early years to provide pupils with the core reading and numeracy
skills for lifelong learning. mary school, begins too late in life to meet the issue. Education should be encouraged early and
often, both inside and outside of the formal schooling system, according to the Science of Brain
Development (year). Programs that include prenatal health and early childhood development are
good examples of informal education before children start schooling. The author stresses that qual
ity instruction is critical in the early years to provide pupils with the core reading and numeracy
skills for lifelong learning. To bridge the gap between teachers and students at an early age for sustainable pedagogical
delivery Benjamin Bloom developed a learning theory, known as Bloom’s Taxonomy, which pro
vides a framework for developing strong learning objectives for children [2]. Bloom’s Taxonomy
serves as a toolbox that teachers and students can use to classify and organise learning objectives. However, when it was created in 1956 eLearning did not exist; it was intended for in-class style
teaching training. Therefore, the thrust of this article is how can this learning theory, Bloom’s Tax
onomy be adapted to create strong learning objectives through digital technology for children in a
rural classroom setting in this era. In recent times, studies have indicated that today’s students, regardless of demographics,
have shown an interest in digital learning opportunities, and the range of Web or mobile technology
that enables collaboration, innovation, and individual exploration is incredible [5–7]. According
to [6], providing students with authentic learning experiences is a critical component of digital
learning. An ongoing debate is how teachers and all other stakeholders provide meaningful learn
ing experiences for students using intrinsically motivating tools. However, the debate of such needs
to provide teachers with an innovative way of integrating digital technology that can encourage
higher-order critical thinking skills and creativity among children/ students. (2022), «EUREKA: Social and Humanities»
Number 6 In closing the gap, this study seeks to provide a guide for teachers on how to use technology
and digital tools to facilitate the student learning experience and outcomes using the framework of
Bloom’s Revised Taxonomy, most especially in the rural African context. 1. Introduction “Success provides confidence, security, a sense of well-being, the ability to contribute at a
greater level, hope and leadership,” [1]. Every parent wants their child to be successful in life and
one way that has been identified as key to ensuring success is education. Parents, therefore, take
their children to school to get an education. The people are responsible for ensuring that the dreams
and wishes of the parents for their children to achieve success are put in the hands of the teach
ers. Teachers are given the responsibility to provide learning experiences for the students, which
ensure that the dreams of the parents come true. The education they provide must be increasingly
concerned about the whole development of all individuals or learners, and it is the responsibility
of the school management, including teachers, to seek learning conditions that will enable individ
uals to reach the highest level of learning possible [2]. According to the Sustainable development
Goals (SDGs) United Nations Educational, Scientific and Cultural Organization’s (UNESCO’s)
agenda for 2030, the task of education is to offer children tools and strategies for access to knowl
edge, criteria for interpreting, abilities, and knowledge for living and growing in their life contexts. The SDG goal four states, ‘to ensure inclusive and equitable quality education and promote lifelong
learning opportunities for all both rural and urban environments [3]. Noting the importance of education for children, King [4] posits that Early learning skills
pave the way for a lifetime of learning. The traditional concept of education, which begins in pri 39 Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 1. 1. Conceptualization of terms Bloom’s Taxonomy: Bloom’s taxonomy is a set of three hierarchical models, used to cate
gorize educational learning objectives according to their complexity and specificity. The models
categorize learning objectives into three categories: cognitive, affective, and sensory/psychomotor. However, the focus of this paper is on the cognitive domain. Digital/Technology: Technology is the application of scientific knowledge to the practical
aims of human life, which promote the use of gadgets, devices, and equipment as well as online
network [8]. In other words, technology creates an opportunity for students to learn using online
platforms. In this study, technology is a form of learning that requires teaching to be modernised
and flexible using various technological tools. Digital Bloom’s Taxonomy: It is a form of selecting an appropriate digital tool by the teach
er based on the kind of learning experiences the students need to acquire. Children/Students: The word children vary from place to place [9], according to the [10],
refers the word child to anyone under 18 years unless, under the law applicable to the child, majorly
attained earlier. Merriam-Webster dictionary defines a child as a young person, especially between
infancy and puberty. However, a report, conducted by [11], affirmed that there are some 18 years
old individuals who are still children because of a lack of awareness and experience in life, making
them incapable of taking the right actions or decisions. For this study, the word students and chil
dren are used interchangeably. Rural Area: Rural area varies according to location [12] as well as Akintolu and [8]. Rural
areas in developed countries are distinct from those in developing or underdeveloped countries,
the majority of which are African. This is due to the characteristics that distinguish each of these
regions. For instance, [13] affirm that these are locations that are largely characterized by underde
velopment, high rate of poverty, illiteracy, untarred roads, poor electricity supply, and poor internet
connectivity among others. In the context of this study, rurality implies areas within the African
continent that are characterized by high levels of illiteracy, unemployment, poverty, and untarred
and poor road networks. 40 Social Sciences Original Research Article:
full paper (2022), «EUREKA: Social and Humanities»
Number 6 (2022), «EUREKA: Social and Humanities»
Number 6 Rural African context: These are specific strategic locations within and around African
settlements that lack development, high levels of illiteracy, poverty, and poor road networks. 1. 2. Rationale of the study The purpose of this study is to explore the use of technology and digital tools to facilitate
student learning experiences and outcomes in this era. The original Bloom’s taxonomy served as an
excellent tool for guiding teachers in the 50s going forward. The revision, done by Krathwolh and
his team, enabled teachers to implement Bloom’s Taxonomy in the 90s. The Covid-19 pandemic has
pushed many teaching and learning institutions to online learning after closure to control the spread
of the virus. While some teaching and learning institutions are back to face-to-face, others are still
fully online. Even those who are back have adopted the blended learning method. Blended learning
is a term, coined in the late 1990s [14], which refers to combining face-to-face and computer-medi
ated learning [15]. Bloom’s Taxonomy has generally been used in face-to-face situations; this study
explores how it can be made relevant in today’s classrooms. This study attempts to show teachers
how to embed digital technology in Bloom’s Taxonomy to facilitate students learning experiences
and outcomes. This study expands upon the skills, associated with each level of bloom’s taxonomy
as technology becomes a more ingrained essential part of learning. 2. Material and Methods This study employed a qualitative approach with an exploratory research design. The broad
aim of this study is to systematically review relevant kinds of literature that present an insight into
the bloom digital taxonomy and its relevance to education, centred on digital-age students in a rural
context. The input of data review is generated by the combination of secondary data from multiple
discussions relating to the subject matter. The databases consulted are google scholar, articles on
springer link and Taylor and Francis as well as data and reports from international organisations. Fig. 1. Bloom’s Taxonomy revision [17] Knowledge is the basis of the six cognitive processes: remember, understand, apply, an
alyze, evaluate, and create. The authors of the new framework also identified different types of
knowledge used in cognition: factual knowledge, conceptual knowledge, procedural knowledge,
and metacognitive knowledge. The lower-order thinking skills remain at the base of the pyramid with the higher-order
skills at the pinnacle. (2022), «EUREKA: Social and Humanities»
Number 6 (2022), «EUREKA: Social and Humanities»
Number 6 Original Research Article:
full paper Original Research Article:
full paper Fig. 1. Bloom’s Taxonomy revision [17] 3. 1. An overview of bloom’s taxonomy The cognitive domain of Bloom’s Taxonomy is the most popular one, hence this study’s
focus. It assumes that learning should be structured from easy to difficult in the following 6 step
levels, arranged from the least to the most difficult level: 1) knowledge; 2) comprehension; 3) application; 4) analysis; 5) synthesis; 6) evaluation. The original Bloom’s Taxonomy served educators well, but a group deemed it important
to revise it such that it is more user-friendly. This classification of human cognition, which in
cludes thinking, learning and understanding, is a good tool to guide instructional activities as well
as assessment in the classroom. These levels are organized in a hierarchy, the bottom three lev
els (knowledge, comprehension and application) being the most basic levels of cognition, referred
to as lower-order thinking, and the top three levels (analysis, synthesis, evaluation) being higher-or
der thinking skills. Teachers use this taxonomy to structure the learning process and guide students
from low to high levels of thinking in their learning experiences. A group of researchers, led by
David Krathworl and Lorin Anderson, saw a need to revise this taxonomy in the late 90s to make
it more relevant and easily usable by 21st-century teachers in their classrooms. The major change
they came with was changing the nouns in the hierarchy to verbs. The reasoning was to bring an
action to the hierarchy, since learning is an active process rather than a passive one [16]. The nouns
were then replaced by action words, i. e. remember, understand, apply, analyse, evaluate and create. They also re-arranged the top two levels, synthesis and evaluation to start with synthesising and
then creating. The changes are clearer in the Fig. 1, taken from David Krathwolh. 41 Social Sciences Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 The fourth level is analysed. On the fourth level, we learn to analyse. This involves exam
ining and breaking down information into components, determining how the parts relate to one
another and finding evidence to support generalizations. We study the lemon flesh, examine the
skin and look at the levels of vitamins. We conclude that we can eat everything inside, while the
skin tastes bitter and contains traces of toxic pesticides. It ought not to be consumed. The fifth level is evaluation. On this level, we analyse, critique and compare. For example, to
evaluate our lemon as a good source of vitamins, we compare it to other sources, such as oranges,
grapes and supplements. In this case, we consider the following properties: vitamin levels, afford
ability, taste, and packaging waste. If we evaluate our thoughts critically and without bias, we learn
where the lemons score high and where others score higher. The sixth and final level is created. Now after we have learned, understood, applied, ana
lyzed and evaluated, we are ready to create. As we now really understand lemons, also in compari
son to similar things, we can formulate a plan to create our natural lemonade. It is now easy to come
up with a cute shop design, a good name sweet lemon and a good slogan natural healthy yummy. So, to design learning activities for children using digital bloom taxonomy, it is important to
put all six levels into consideration. As educators and administrators, we need to design content that
will engage and provoke critical thinking and problem-solving skills in these learners by putting
different alternative approaches into consideration as highlighted in the example of lemonade above. Original Research Article:
full paper Original Research Article:
full paper Creating Blogging, Building, Animating, Adapting, Collaborating, Composing, Directing, Devising,
Podcasting, Wiki Building, Writing, Filming, Programming, Simulating, Role-Playing, Solving,
Remixing, Facilitating Designing a Presentation (Prezi or YouTube Channel), Negotiating and
Leading 3. 3. Bloom’s Taxonomy Power Verbs
Remembering Copying, Defining, Finding, Locating, Quoting, Listening, Googling, Repeating, Retriev
ing, Outlining, Highlighting, Memorizing, Networking, Searching, Identifying, Selecting, Tabulat
ing, Duplicating, Matching, Curating & Bookmarking and Bullet-pointing. Understanding Copying, Defining, Finding, Locating, Quoting, Listening, Googling, Repeating, Retriev
ing, Outlining, Highlighting, Memorizing, Networking, Searching, Identifying, Selecting, Tabulat ing, Duplicating, Matching, Curating & Bookmarking and Bullet-pointing. Understanding Annotating, Tweeting, Associating, Tagging (tagging your curriculum for example), Sum
marizing, Relating, Categorizing, Paraphrasing, Predicting, Comparing, Contrasting, Comment
ing, Journaling, Interpreting, Grouping, Inferring, Estimating, Extending, Gathering, Exemplify
ing and Expressing. Applying Acting out, Articulate, Reenact, Loading, Choosing, Determining, Displaying, Revising
Search Keywords, Executing, Examining, Implementing, Sketching, Experimenting, Hacking, In
terviewing, Painting, Preparing, Playing, Integrating, Presenting and Charting. Analyzing
Calculating, Categorizing (e. g., web content, search results, etc.), Breaking Down, Cor
relating, Deconstructing, Strategic Hyperlinking, Supporting (e. g., a cause), Mind-Mapping, Or
ganizing, Appraising, Advertising, Dividing, Deducing, Distinguishing, Illustrating, Questioning,
Structuring, Integrating, Attributing, Estimating and Explaining. Analyzing
Calculating, Categorizing (e. g., web content, search results, etc.), Breaking Down, Cor
relating, Deconstructing, Strategic Hyperlinking, Supporting (e. g., a cause), Mind-Mapping, Or
ganizing, Appraising, Advertising, Dividing, Deducing, Distinguishing, Illustrating, Questioning,
Structuring, Integrating, Attributing, Estimating and Explaining. Evaluating
Arguing & Debating, Validating, Testing, Scoring, Assessing, Criticizing, Commenting,
Iterating or Pivoting (e. g., a startup or app), Defending, Detecting, Experimenting, Grading, Hy
pothesizing, Judging, Moderating, Posting, Predicting, Rating, Reflecting, Reviewing (e. g., a ser
vice or platform) and Editorializing. Original Research Article:
full paper 3. 2. Level of Bloom’s Taxonomy The first level is remembered. On the first level, we learn to remember. At this level, there
is just rote memorization and recollection of facts without much understanding. For example, if we
learn about lemons, we want to remember their name, shape, colour, and size and that they are sour. Once we memorized these essentially meaningless facts, we move to the second level of learning. The second level is understood. On the second level, we begin to decode information and learn
that a lemon is yellow when it is ripe to eat, and if we take a bite, it is super sour. Furthermore, we also
understand that lemons love sunshine and that they contain lots of vitamin C, which is a great natural
antioxidant that keeps us healthy. Hence, as we understand a lemon, we can work with it. The third level is applied. On the third level, we apply what we know. We have understood
that while lemons are sour, they are also a great provider of vitamin C. To apply this knowledge
in a meaningful way. We could boil a lemon in hot water and add some honey. Then serve this hot
lemon to our sick sister, who needs treatment. 42 42 Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 other skills. A good understanding of Bloom’s Taxonomy would drive teaching and learning to
impact other very important skills, such as critical thinking skills, problem-solving, experiential
learning and interpersonal relationship among others. other skills. A good understanding of Bloom’s Taxonomy would drive teaching and learning to
impact other very important skills, such as critical thinking skills, problem-solving, experiential
learning and interpersonal relationship among others. Creating Creating
Canva design. Create online interactive posters
Video editing. Create and share online video lessons and explanations
YouTube: Upload, edit and share videos
Story creation
Show me
Whiteboard 3. 5. Exploring bloom’s digital taxonomy in the classroom It is important, that teachers create the best experiences for the students and remain relevant,
thus, equipping them with skills that will enable them to be marketable and ready for the work
place. The integration of the use of technology into Bloom’s Taxonomy creates what is now known
as Bloom’s Digital Taxonomy. The purpose of Bloom’s Digital Taxonomy is to help educators use
technology and digital tools to facilitate student learning experiences and outcomes (Fig. 2). Fig. 2. Bloom’s Digital Taxonomy activities. Adapted from [18] Fig. 2. Bloom’s Digital Taxonomy activities. Adapted from [18] 44
Creating
Canva design. Create online interactive posters
Video editing. Create and share online video lessons and explanations
YouTube: Upload, edit and share videos
Story creation
Show me
Whiteboard
Evaluating
Voice thread: Good tools for online discussions
Protagonize: publish and collaborate online
Google Docs: Create, edit, share, and collaborate on online docs, forms, drawings and
spreadsheets
Google Classroom
Edmodo
Zoom
Good drive
And canva design
Analyzing
Mindomo: create and share online mind maps
Poll Everywhere: Create and share polls/ surveys to collect information
Collaborative Classroom: Online classroom discussions
Vokiet avatars do the talking for you Evaluating Voice thread: Good tools for online discussions Protagonize: publish and collaborate online Social Sciences 3. 4. Why bloom’s taxonomy Bloom’s Taxonomy helps provoke critical thinking and problem-solving in learners. In ad
dition, it elicits innate talents in learners. The learning methodology in a typical African learning
space limits learning outcome to the acquisition of knowledge (cognitive skills), and hardly any 43 Social Sciences Original Research Article:
full paper (2022), «EUREKA: Social and Humanities»
Number 6 Analyzing 44 3. 5. Why bloom’s digital taxonomy should be integrated The integration of technology into classrooms is always praised and teachers are encouraged
to integrate it into their lessons. However, it is not always the case; some teachers still do not. There
are many reasons for the teachers to appear resisting. Some teachers are digital immigrants [19], also
known as BBTs (born before technology), they, therefore, fear being a laughingstock in class, since
the younger generation is born into technology and it surrounds most of their lives like the internet,
television, computers, emails etc. People are classified according to the time they were born when
it comes to technology. [19] describes the classes of people as baby boomers (1940–1959), gener
ation X (1960–1979), generation Y (1980–2000) and generation Z (after 2000). Prensky further
groups them according to their levels of exposure to technology at an early age; he states that baby
boomers and generation Y people are digital immigrants (born before the widespread adoption of
digital technology), while generation Y are digital natives (born after the widespread adoption of
digital technology). The older generation was exposed to digital technologies later in life, while the
younger one is born into them. The older generation is still in schools, teaching the younger ones. It, therefore, becomes very important that they are aware of the era they are teaching in and the kind
of students they are teaching, since they are very different from them. They must provide them with
an education that is relevant to the times they live in. Times have changed, and so have people and technology. Technology keeps advancing and
so should the people; [19] calls this ‘singularity”. It, therefore, becomes important that the gradu
ates produced are ready for the workplace and meet the requirements of the job market. It remains
the responsibility of the teachers to equip students with all the skills they require to survive in the
job market. It is essential now more than before, that student is equipped with digital skills as well
as 21st-century skills, identified as critical and creative thinking, problem-solving and communi
cation ones. Digital Natives think differently. Unlike digital immigrants, digital natives are more com
fortable with new technologies and are less scared of making mistakes [20]. This change in the
new generations calls for a change in the way they are taught so that learning takes place. 3. 5. Why bloom’s digital taxonomy should be integrated Teachers
cannot stick to the old ways of teaching when teaching the new generation because digital natives
learn and communicate in a different way than digital immigrants. Digital natives have a shorter
attention span than the traditional way of learning. Bloom’s Digital Taxonomy encourages interaction and creates motivation. Generally, chil
dren learn better when they have an interest in something. If they are not engaged in the activity,
they can easily get bored and lose interest, and not learn as a result. Deep learning is what Benja
min Bloom intended with his taxonomy, and what the Education Department and parents envisage
from the students. Making the students interested in the lesson makes even the job of the teacher
easy, they get to learn the high-order skills, fostered through the top three levels of Bloom’s Digital
Taxonomy. 44 Original Research Article:
full paper Original Research Article:
full paper (2022), «EUREKA: Social and Humanities»
Number 6 (2022), «EUREKA: Social and Humanities»
Number 6 Story bird: Write online stories
Google map
Google slide
Simple mind 3. 8. Limitation and suggestions for further study This study is only limited to a systematic review of secondary data from existing pieces of
literature. Hence, further study in this regard is suggested through an intervention using digital
tools adopting Bloom’s Digital Taxonomy using a quantitative method, which can be used to test
the students’ attitude, academic performance and achievement. Also, further study can explore the
use of experimental research by having experiments and control groups. 3. 7. How schools can support the use of bloom’s digital technology The provision of gadgets and connectivity – Schools need to invest in the provision of gad
gets for teachers and learners. Gadgets can be in the form of laptops and tablets. However, the
South African President, Mr Cycil Ramaphosa in his state of the nation address announced that
every South African learner will get a tablet [24]. The Minister of Basic Education, Mrs Angie
Motshekga affirmed the president’s words and added that the distribution would start in 2020 in
multigrade, multiphase and rural schools. According to the plan by the Minister, all learners should
have received their tablets by the year 2025. The aim is to enable all learners to access teaching
and learning support materials digitally. In the meantime, teachers can work with what they have,
allowing students to access computer labs even for non-ICT subjects. Training-It can be challenging and overwhelming for teachers to learn to use technology, es
pecially those who are less tech-savvy. Training is very important when one introduces something
new. As mentioned above, some of the teachers in schools are digital immigrants, but that does not
mean that they cannot learn to use technology. Some are even using it even though they started
later in their lives. The key is to give them support in the form of training. Digital immigrants
need to be trained before they can be able to use digital technology in their classrooms. They need
support from the schools and the Department of Education to achieve this. Training can be in the
form of workshops. For the workshops to be effective, they must be ongoing so that if the teachers
encounter challenges, they have people assisting them. This can help them feel at ease with the use
of technology. 3. 6. How to bloom’s digital taxonomy can be integrated Teachers must find ways to incorporate different teaching strategies to ensure that they
cater for the kind of students they are teaching. However, this does not mean that they abandon
traditional teaching strategies. The best way would be to use both traditional and modern teaching
strategies to produce students who are ready to take on the world. Traditional teaching strategies
are more on passive involvement of students, while modern learning strategies call for the involve
ment of students in the lesson. For the effective use of Bloom’s digital taxonomy, active learning
strategies must be used; teachers must involve in student teaching. Since the younger generation
has a short attention span, they will get bored of being passive in the classroom, which could result
in the lesson being ineffective. Involving learners actively in the lesson has benefits, they learn to 45 45 Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 (2022), «EUREKA: Social and Humanities»
Number 6 Original Research Article:
full paper take responsibility for their learning, they get a deeper understanding of the lesson, and their read
ing, writing and thinking skills are developed (….). [21] developed the Cone of Learning, which
shows that students can remember 70–90 % of what was learnt if they were actively involved in the
lesson. Furthermore, [22] states that active participation in the classroom is enjoyed by the students
compared to passive. The active involvement of students does not only accommodate the digital
natives, but it is also true since students assimilate and process information differently. The VARK
model classifies students as visual, aural, read/write and kinesthetic [23]. This model supports the
involvement of students when teaching and knowing their needs, so that the teacher is in a better
position of assisting them. take responsibility for their learning, they get a deeper understanding of the lesson, and their read
ing, writing and thinking skills are developed (….). [21] developed the Cone of Learning, which
shows that students can remember 70–90 % of what was learnt if they were actively involved in the
lesson. Furthermore, [22] states that active participation in the classroom is enjoyed by the students
compared to passive. The active involvement of students does not only accommodate the digital
natives, but it is also true since students assimilate and process information differently. The VARK
model classifies students as visual, aural, read/write and kinesthetic [23]. This model supports the
involvement of students when teaching and knowing their needs, so that the teacher is in a better
position of assisting them. Benefits of adopting bloom’s digital taxonomy in education: Benefits of adopting bloom’s digital taxonomy in education: – restructuring of teaching approaches to make it in form of learners centred approach; – it encourages immediate feedback; – it inspires the learners the possibility to actively participate; – improves digital competency; – makes learning fun (gamification); – increases engagement. Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 Original Research Article:
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doi.org/10.1207/s15430421tip4104_2 [18] Sneed, O. (2016). Integrating technology with Bloom’s Taxonomy. How to cite: Akintolu, M., Dlamini, N., Letseka, M. (2022). Bloom’s taxonomy for the digital age student in a rural African con
text. EUREKA: Social and Humanities, 6, 39–47. doi: http://doi.org/10.21303/2504-5571.2022.002472 4. Conclusion For professional educators to achieve the best results and add value for the learners, there
is a need to follow the application of Bloom’s Taxonomy and incorporate = technology, follow
ing the above application will get students closer to achieving their learning goals. Teachers need
support to prevent resentment and innovation fatigue. With this taxonomy well practised in class
rooms, teachers can rest assured that the students they produce will make a difference in this world
through the skills they have accumulated during their schooling years. 46 46 Social Sciences (2022), «EUREKA: Social and Humanities»
Number 6 Original Research Article:
full paper Original Research Article:
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Number 6 Arizona State University Teach Online. Available at: https://
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in Ireland. Dublin. [21] Dale, E. (1969). Audio-Visual Methods in Teaching. Holt, Rinehart & Winston, New York: Dryden Press, 10 [22] Močinić, S. N. (2012). Active teaching strategies in higher education. Metodički obzori: časopis za odgojno-obrazovnu teoriju
i praksu, 7 (15), 97–105. doi: https://doi.org/10.32728/mo.07.2.2012.08 [23] Prithishkumar, I., Michael, S. (2014). Understanding your student: Using the VARK model. Journal of Postgraduate Medicine,
60 (2), 183–186. doi: https://doi.org/10.4103/0022-3859.132337 [24] Government is giving every South African learner a table – here’s who is getting theirs first (2019). Business Tech. Received date 11.10.2022 Received date 11.10.2022 Accepted date 24.11.2022 Accepted date 24.11.2022 Published date 30.11.2022 How to cite: Akintolu, M., Dlamini, N., Letseka, M. (2022). Bloom’s taxonomy for the digital age student in a rural African con
text. EUREKA: Social and Humanities, 6, 39–47. doi: http://doi.org/10.21303/2504-5571.2022.002472 47 Social Sciences
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https://revistas.unjbg.edu.pe/index.php/eyn/article/download/1349/1506, https://dialnet.unirioja.es/descarga/articulo/8617573.pdf
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Gestión de riesgos en la estrategia de transición a un centro de servicios compartidos: percepción de los colaboradores de una empresa transnacional
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Economía y negocios
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Economía & Negocios, Vol. 4 Núm.1, abril-septiembre, pp. 29-40 (2022)
ISSN-e 2708-6062
©Universidad Nacional Jorge Basadre Grohmann, Fondo Editorial Universitario. Tacna, Perú.
DOI: https://doi.org/10.33326/27086062.2022.1.1349
ARTÍCULO ORIGINAL
Gestión de riesgos en la estrategia de transición a un
centro de servicios compartidos: percepción de los
colaboradores de una empresa transnacional
Risk management in the transition strategy to a shared services center:
perception of the collaborators of a transnational company
Juan Heriberto Robledo Martínez
Universidad Autónoma de San Luis Potosí
San Luis Potosí, México
Autor de correspondencia:
herirobledo@hotmail.com
https://orcid.org/0000-0002-0945-5488
Rosalba Martínez Hernández
Universidad Autónoma de San Luis Potosí
San Luis Potosí, México
rosalba.martínez@uaslp.mx
https://orcid.org/0000-0003-3721-6094
[Presentado: 21/02/2022, Aceptado: 20/03/2022]
RESUMEN
Los centros de servicios compartidos son un modelo de negocio que permite eficientar operaciones,
ubicándose geográficamente en lugares estratégicos. Entender la visión global de una organización
respecto a los riesgos en la transición de un centro de servicio compartido, conocer la forma en que se ha
desarrollado la implementación del proceso de gestión de riesgos de acuerdo con las normas internacionales
y analizar la forma en que se integra la administración estratégica a los procesos de gestión de riesgos, son
los objetivos de este trabajo. Para ello, se recogió la perspectiva de los colaboradores del CoE mediante una
encuesta. Los resultados revelan que el concepto de los riesgos y su gestión son ampliamente conocidos en
la organización y se cuenta con un ambiente de control que permite mitigar la mayoría de los riesgos que se
presentan, dado que la organización está alineada a las directrices emitidas por el Committee of Sponsoring
Organizations of the Treadway Commission (COSO) e ISO-31000 mediante la adaptación de un marco
propio y una plataforma robusta como parte de su estrategia de gestión de riesgos. La principal contribución
de este trabajo es evidenciar la forma en que una empresa líder en la industria llevó a cabo una gestión de
riesgos en la transición de las operaciones de sus países al centro de servicios compartidos.
Palabras clave: Centros de servicios compartidos, gestión de riesgos empresariales, estrategia,
ISO-31000 y COSO.
ABSTRACT
Shared service centers are a business model that makes operations more efficient, locating geographically
in strategic places. Understand the global vision of an organization regarding the risks in the transition of a
shared service center, know the way in which the implementation of the risk management process has been
developed in accordance with international standards and analyze the way in which it is integrates strategic
management to risk management processes, are the objectives of this work. For this, the perspective of
the CoE collaborators was collected through a survey. The results reveal that the concept of risks and
their management are widely known in the organization and there is a control environment that allows
mitigating most of the risks that arise, since the organization is aligned with the guidelines issued by the
COSO and ISO-31000 by adapting its own framework and robust platform as part of its risk management
strategy. The main contribution of this work is to show the way in which a leading company in the industry
carried out risk management in the transition of the operations of its countries to the shared services center.
Keywords: Shared service center, enterprise risk management, strategy, ISO-3100 y COSO.
Este artículo es publicado por la Revista Economía & Negocios de la Universidad Nacional Jorge Basadre Grohmann.
Este es un artículo de acceso abierto, distribuido bajo los términos de la Licencia Creative Commons Reconocimiento 4.0
Internacional. (https://creativecommons.org/licenses/by/4.0/deed.es).
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Robledo et al.
INTRODUCCIÓN
Las empresas se ven sometidas a distintas presiones que las obligan a mejorar los niveles de servicios,
reducir costos e incrementar sus controles y mantener su desempeño. Para resolver esta situación, han
recurrido desde hace varios años al esquema de los servicios compartidos (SC), el cual es un modelo
operativo en el que una entidad se especializa en proporcionar un servicio altamente transaccional
para diferentes unidades de negocio (UN) con la finalidad de reducir costos, consolidar funciones
administrativas y evitar la duplicidad de esfuerzos entre varias UN (Galaz, Yamazaki y Ruiz, S. C.,
2013).
Hoy en día, los centros de servicios compartidos (CSC) son vitales para toda estrategia comercial. Los
CSC tienen una larga historia de desarrollo, evolucionaron de proveedores de actividades contables
transaccionales y altamente repetitivas a organizaciones multifuncionales con un enfoque global
y funciones adicionales, y ahora están cambiando hacia los servicios comerciales globales (Fane,
2020), lo que implica la integración completa de las actividades comerciales no esenciales en una
organización de servicios consistente e independiente, con un enfoque específico en los procesos de
extremo a extremo. Ahora bien, se espera que se lleven a cabo no solo actividades transaccionales,
sino también intensivas en conocimiento y altamente sofisticadas para crear más valor en el negocio
(Pricewaterhouse Coopers, 2019).
La finalidad inicial de emplear los Centros de Servicios Compartidos (CSC) fue reducir costos, pero
en los últimos años, los CSC han pasado de ser un ‘‘proveedor de lo que piden’’ a un generador de
valor comercial tangible, especialmente cuando los CSC están presenciando una mayor penetración en
funciones estratégicas y de gran interacción, como soporte al cliente, ventas, marketing y adquisiciones
(Deloitte, 2019). Estas tendencias también se han soportado claramente en la literatura (Herráiz et al.,
2016).
Ante el interés por ubicar los CSC en países como Costa Rica y México, como una estrategia de
ubicación de las empresas (Deloitte, 2019) son evidentes las oportunidades, pero también los desafíos
en los CSC recolocados en los países señalados, al proveer servicios para la región de América. Existe
un amplio abanico de métodos, herramientas y técnicas orientadas al desarrollo de mejores prácticas
en el tema de los CSC. Sin embargo, la ejecución no siempre se lleva a cabo como se sugiere en las
mejores prácticas consideradas en la fase de planeación, lo que implica que la organización se vuelva
vulnerable a ciertos riesgos en la fase de ejecución.
Si bien los procesos de gestión de riesgos son observables en algunas empresas, el conocimiento es
escaso respecto a la implementación de un proceso de gestión de riesgos empresariales (ERM). La
mayoría de estudios sobre ERM se han llevado a cabo en otras partes del mundo (Ahmad, Ng, y
McManus, 2014).
En definitiva, tanto en el campo de la práctica profesional (Galaz, Yamazaki, Ruiz Urquiza, S.C., 2013;
Deloitte, 2019; Fane, 2020; Pricewaterhouse Coopers, 2019), como en el campo académico se han
desarrollado numerosos estudios sobre los CSC (Bangemann, 2005; Herráiz López, 2016; Marciniak,
2013; Mikson, Fielt, Bandara y Gable, 2013; Passerini, 2008; Petkovic y Lazarevic, 2012; Schulman,
Harmer, Dunleavy, y Lusk, 1999; San Martín, 2002; Ulbrich, 2006; Wirtz, Tuzovic, y Ehret, 2015;
Zamorano, 2014); sin embargo, hasta el momento no se ha identificado con los recursos de los que se
dispone, o alguna investigación que aborde el tema de servicios compartidos vinculado a la gestión de
riesgos y gestión estratégica. Por tanto, un estudio que analice la relación entre estos aspectos cobra
Economía & Negocios, Vol. 4 Núm.1, pp. 29-40 (2022)
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Gestión de riesgos en la estrategia de transición a un centro de servicios compartidos:
percepción de los colaboradores de una empresa transnacional
relevancia, resulta necesario y útil tanto para la comunidad científica como para los profesionales. Así
se justifica la conveniencia de analizar los procesos de gestión de riesgos en el contexto de los Centros
de Servicios Compartidos alineados a la estrategia de una empresa con presencia global.
Por tanto, el objetivo de este trabajo es realizar un análisis de los procesos de gestión de riesgos y
administración estratégica bajo las directrices de COSO e ISO-31000 en la transición de un Centro
de Servicios Compartidos (CSC) de otros países a México, a través del método de la encuesta. Para
ello, es necesario considerar como punto de partida el significado y evolución de los CSC hasta llegar
a los servicios globales de negocio Global Business Services (GBS) así como del concepto de gestión
de riesgos de conformidad con directrices como la Sarbaness Oxley, COSO 2004 y 2017 e ISO 31000
vinculado a la gestión estratégica (Apartado II). A continuación, se describe la metodología empleada
(Apartado III), en donde se identifica a la empresa transnacional objeto de estudio y la estrategia de
negocio con el objetivo de traspasar las operaciones de Contraloría y Planeación Financiera de 12
plantas productivas de los países del continente americano al Centro de Experiencia (CoE) situado en
San Luis Potosí y se describe la técnica de recolección de datos utilizada. Finalmente se presenta (en el
apartado IV de resultados), la percepción de los colaboradores de la empresa objeto de estudio sobre la
visión y gestión del riesgo e integración de los procesos de gestión de riesgos a la estrategia del negocio,
así como las conclusiones (Apartado V).
MATERIALES Y MÉTODOS
Los materiales y métodos utilizados en estudios relacionados al tema de gestión de riesgos, han sido
estudios de caso desarrollados mediante cuestionarios y entrevistas (Beck et al., 2018; GonzálezFajardo et al., 2018).
Para efectos de este trabajo, la empresa sujeta de estudio, es una corporación transnacional de capital
extranjero, cuya sede se encuentra en Zúrich (Suiza), cuyos mayores negocios son los de tecnologías
en generación de energía eléctrica y en automatización industrial. Actualmente, opera en 100 países y
emplea alrededor de 135 mil personas en todo el mundo.
El giro del negocio está relacionado con las industrias digitales vinculados originalmente a cuatro
negocios enfocados en el cliente a nivel mundial: 1) Electrificación (Electrification-EL), 2)
Automatización Industrial (Industrial Automation-IA), 3) Motorización (Motion-MO), y 4) Robótica
y Automatización Discreta (Robotics and Discrete Automation-RA), todos ellos respaldados por la
plataforma digital propia de la empresa (ABB, 2016). La empresa cuenta con cinco oficinas centrales
en el mundo, las cuales incluyen esta modalidad de servicios compartidos y se encuentran en Xiamen
(China), Bangalore (India), Cracovia (Polonia), Tallin (Estonia) y San Luis Potosí (México). La oficina
central de San Luis Potosí (México) cuenta con 418 empleados en donde se encuentra el Centro de
Experiencia en Planeación y Controlaría (Center of Expertise-CoE), el departamento de Servicios de
Negocios Globales (GBS), compras, recursos humanos, Sistemas de Información (Information Systems,
IS), digitalización de negocios, y logística (Fleet) (ABB, 2016).
En este contexto y como parte de la estrategia de negocio del corporativo de la empresa en Suiza, se
decidió traspasar las operaciones relacionadas con las áreas de Contraloría y Planeación Financiera de las
plantas productivas de los países del continente americano (Canadá, Estados Unidos, México, Panamá,
Colombia, Ecuador, Perú, Paraguay, Uruguay, Argentina, Chile y Brasil) al Centro de Experiencia
(CoE) situado en San Luis Potosí (México). Esto con la finalidad de ejecutar las actividades de
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Robledo et al.
análisis como son: revisión de costos, participación en el presupuesto anual, revisión gastos mensuales
real contra presupuesto, atender requerimientos de auditoría interna y externa, registros contables
manuales, cumplimiento con los controles internos establecidos, análisis de cuentas contables, análisis
y contrataciones de coberturas para ventas y compras, conciliaciones de cuentas contables, además de
actividades no transaccionales para agregar valor al negocio con la experiencia de sus colaboradores,
como la digitalización que mediante la herramienta Power BI permite a los usuarios de la información
contar con la información financiera al momento que se está generando de una manera más dinámica y
rápida (ABB, 2016).
La empresa programó y desarrolló un plan de transición de los diversos procesos de negocio de las
divisiones de cada país al CoE, para asegurar el éxito de esta transición y también mitigar los riesgos
inherentes en esta etapa de transición.
El proceso de transición incluyó un primer contacto con las divisiones de los negocios para la adecuada
planeación de entrega-recepción de las actividades, permitiéndole al negocio identificar y preparar las
actividades a entregar. En una siguiente etapa, se realizaron una o más visitas al país de origen para
el comienzo de la transferencia y explicación de las actividades, esto dependió de la complejidad y
barreras que surgieron en la primera visita.
La siguiente etapa consistió en el control y ejecución “ownership” de las actividades transferidas para
iniciar en una etapa posterior la “armonización” de las mismas. Una vez logrando tal armonización,
se decide llegar a la etapa de ir en vivo (Go-live) en donde finalmente el CoE se vuelve autónomo e
independiente ejecutando las actividades transferidas.
Una vez lograda la etapa de ir en vivo (Go-live) el CoE comienza la fase de estabilización, para lograr
identificar las lecciones aprendidas, conseguir mejorar el trabajo en equipo, mejorar las habilidades de
comunicación en el CoE local y globalmente. Posteriormente, se comienza una fase de estandarización
en los procesos y actividades, implementar esfuerzos de digitalización, logrando tener eficiencias en los
procesos, implementar indicadores de desempeño “KPI” (Key Performance Indicators) y llevar a cabo
encuestas de satisfacción del cliente para medir la calidad de servicio.
Para mejorar la calidad de servicio, se llevó a cabo una iniciativa llamada plan táctico de mejora “TIP”
(Tactical Improvement Plan) en donde se definieron proyectos que ayudaron a lograr tal iniciativa.
Como toda investigación que se apoya en técnicas o instrumentos específicos para la obtención de datos
(Mendoza et al., 2018), en este trabajo se utilizó como técnica de recolección de datos, un cuestionario
y análisis de resultados mediante estadística descriptiva con el objetivo de recoger la percepción de los
colaboradores en una empresa transnacional, respecto al proceso de gestión de riesgos y su integración
a la estrategia. El cuestionario diseñado se estructuró en tres secciones: Visión de riesgo (1), proceso
de gestión de riesgo (2), e integración de la estrategia en la gestión de riesgo (3) y tiempo (4) con 12
preguntas en total, considerando entre ellas la escala Likert para su diseño.
La población objeto de estudio son los colaboradores (analistas, especialistas y líderes de equipos)
ejecutores y responsables de los procesos y actividades de Planeación Financiera y Contraloría que
laboran en el Centro de Experiencia (CoE) de una empresa de capital extranjero. Así la población del
CoE se conformó por el total de los colaboradores que en ese momento prestaban servicio, siendo
58 funcionarios. El cuestionario se aplicó al personal que en su momento estaba presente en las
instalaciones del CoE y a todos los niveles jerárquicos analistas, especialistas y líderes. Se obtuvieron
44 cuestionarios completos y una tasa de respuesta de 76 % (Tabla 1). El cuestionario se aplicó en 3
semanas correspondientes al mes de enero del año 2020.
Economía & Negocios, Vol. 4 Núm.1, pp. 29-40 (2022)
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Gestión de riesgos en la estrategia de transición a un centro de servicios compartidos:
percepción de los colaboradores de una empresa transnacional
Tabla 1
Distribución de la muestra por género y área.
Área
Planeación
financiera
Contraloría de
fabrica
Entidad legal
Contraloría de
proyectos
Contraloría
funcional
Total por género
Hombres
Mujeres
Total
11
3
14
9
6
15
0
1
1
1
4
5
5
4
9
26
18
44
59 %
41 %
RESULTADOS
Visión de riesgo
El concepto de riesgo es usado como un valor esperado, una distribución de probabilidad, como
incertidumbre o como un evento. En este contexto, se cuestionó al personal su familiaridad con el
concepto de riesgo, el 50 % está familiarizado, el 43 % está muy familiarizado, el 7 % es indiferente
respecto al concepto de riesgo. Estos porcentajes demuestran el grado de conocimiento y experiencia
de los colaboradores del departamento CoE respecto del concepto de riesgo.
Referente al ambiente de control, la gran mayoría de los encuestados (66 % +16 %) consideran que
dicho ambiente de control que se está experimentando en el CoE es el adecuado, el 11 % informan que
no existe un adecuado ambiente de control y el 7 % tienen una opinión neutral. Los resultados reflejan
que la gran mayoría de los colaboradores identifican que existe un ambiente de control adecuado en el
CoE.
Cuando se asignan tareas nuevas, el 77 % de los encuestados se consideran capaces de identificar
inmediatamente los riesgos en dichas tareas, el 14 % mostraron indiferencia a esta situación y el 9 %
no identificaron riesgos. Este resultado puede ser atribuido al grado de experiencia de los colaboradores
para identificar los riesgos mencionados.
Referente al riesgo en la información financiera del negocio, la mitad de los encuestados (36 % + 14 %) contestaron
que, si existía riesgo por la inadecuada gestión del riesgo en el CoE, una cuarta parte (23 % + 2 %) respondieron
que no percibieron tal riesgo y la otra cuarta parte (25 %) les fue indiferente esta percepción (Figura 1). De este
modo, se vuelve de suma importancia rediseñar la estrategia de gestión de riesgos basados más tal vez en controles
que mitiguen riesgos financieros.
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Robledo et al.
Figura 1
Resultados de la encuesta de la sección de visión de riesgo
Proceso de gestión de riesgo empresarial
Respecto a la identificación de riesgos que representaban un peligro para el éxito de la transición de
conocimiento del país de origen al CoE, se identificó que más de la mitad de los encuestados (43 % + 14 %)
lograron identificar estos riesgos, una quinta parte (18 % + 2 %) no percibieron estos riesgos y el 23 % les fue
indiferente a tal situación. Lo que se traduce en que la organización pudiera diseñar e implementar algunos
controles mayormente en la etapa de transición para garantizar el éxito de esta transición.
En relación con dicha identificación de los riesgos, se preguntó si lo comunicaron a las instancias
adecuadas. Más de la mitad de los encuestados (48 % + 23 %) respondieron que si lo comunicaron, el
11 % contestaron que no lo hicieron y casi una quinta parte (18 %) les fue indiferente. Estos porcentajes
reflejan una adecuada reacción de los colaboradores al comunicar tales riesgos con los líderes de equipos
para evitar un impacto mayor.
Respecto si los controles sobre los procesos críticos han sido implementados para mitigar riesgos
potenciales, casi tres cuartas partes (52 % + 16 %) de los encuestados consideraron que si se
implementaron dichos controles, una minoría (11 %) respondieron que no se implementaron y una
quinta parte (20 %) no lograron identificar tal situación. Estos porcentajes indican la adecuada gestión
de riesgos que la empresa ABB lleva cabo para mitigar los riesgos que implica un proceso de transición
de los procesos de negocio mencionados.
Sobre la pregunta si los encuestados consideran que todavía existen riesgos que no han sido mitigados
en los diferentes procesos de negocio, la mitad (48 % + 2 %) consideran que todavía existen riesgos,
una cuarta parte (16 % + 9 %) consideran que ya no existen riesgos y la otra cuarta parte (25 %)
no mostraron conocimiento del tema. Estos resultados reflejan que las acciones llevadas a cabo
representan una oportunidad para realizar mejoras en los procesos correspondientes para mitigar los
riesgos identificados.
Respecto a la segregación de funciones como parte de una mitigación de riesgos, tres cuartas partes
de los encuestados (57 % + 18 %) manifestaron que existe una adecuada segregación de funciones,
el 11 % respondieron que no existe tales controles y el 14 % desconocen el tema (Figura 2). Estos
Economía & Negocios, Vol. 4 Núm.1, pp. 29-40 (2022)
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Gestión de riesgos en la estrategia de transición a un centro de servicios compartidos:
percepción de los colaboradores de una empresa transnacional
porcentajes indican que la empresa ABB dentro de un contexto de gestión de riesgos, ejecuta una
adecuada segregación de funciones.
Figura 2
Resultados de la encuesta de la sección de proceso de gestión de riesgos
Integración de la estrategia en la gestión de riesgos
Sobre la mitigación de riesgos, casi tres cuartas partes de los encuestados (64 % + 9 %) consideran que
los riesgos están mayormente mitigados en las actividades que ejecutan, tan solo el 7 % consideran que
no están mitigados y el 20 % informan desconocer el tema. Estos resultados denotan que la organización
dentro de su estrategia de la gestión de riesgos ha conseguido mitigarlos.
Referente a la estrategia en la gestión de riesgos, la gran mayoría de los encuestados (73 % + 9 %)
respondieron que el CoE llevó acciones adecuadas para mitigar los riesgos en forma exitosa, una mínima
parte (7 % + 2 %) informan que no han sido así, y el 9 % denotan desconocimiento o indiferencia del
tema.
Respecto a la capacitación para un entendimiento de la gestión del riesgo, casi la mitad de los encuestados
(34 % + 11 %) respondieron que el CoE los capacitó para lograr un entendimiento pleno de la gestión
de riesgo, casi una cuarta parte (20 % + 2 %) informan que no ha sucedido tal capacitación y el 32
% expresan indiferencia o desconocimiento (Figura 3). Estos resultados denotan que la organización
dentro de su estrategia de gestión de riesgos ha realizado esfuerzos por capacitar a sus colaboradores,
a fin de lograr que tengan los conocimientos necesarios para identificar riesgos y tomar las adecuadas
acciones para su mitigación, pero hay un área de oportunidad referente a la capacitación porque existe
indiferencia o desconocimiento de una tercera parte de los participantes.
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Robledo et al.
Figura 3
Resultados de la encuesta de la sección en la Estrategia de Integración de Gestión de Riesgos
Ante la pregunta “¿Cuánto tiempo te tomó tener el control total de las actividades que estás
desempeñando?” Los encuestados respondieron de la siguiente manera: al 34 % le tomó 6 meses, el 25
% indicó que le tomó 9 meses, el 20 % comentó que le tomó 3 meses, el 14 % respondió que le tomó
otro tiempo (no indicado en la encuesta) y el 7 % comentó que le tomó 12 meses (Figura 4).
Cabe mencionar que, en la opción de otro tiempo, la mayoría de los casos es personal nuevo que aún
están en la etapa de transferencia del conocimiento.
Es importante resaltar que en promedio el 18 % de los encuestados respondieron a la opción de ni estar
de acuerdo o estar de acuerdo, lo que pudiera indicar indiferencia o desconocimiento del tema sujeto
de investigación.
Figura 4
Resultados de la encuesta en la sección del tiempo en tener el control de las actividades
DISCUSIÓN
Economía & Negocios, Vol. 4 Núm.1, pp. 29-40 (2022)
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Gestión de riesgos en la estrategia de transición a un centro de servicios compartidos:
percepción de los colaboradores de una empresa transnacional
DISCUSIÓN
Derivado de los resultados obtenidos, se identifica para la empresa objeto de estudio, el cumplimiento
en lo establecido en las directrices COSO e ISO-31000 y que una administración estratégica alineada
permite mitigar los riesgos en la transición de un CSC de una empresa transnacional después de ser
evaluados.
Pareciera algo muy sencillo, sin embargo, los resultados encontrados por González-Fajardo et al.
(2018) en un estudio realizado a ocho empresas constructoras en el sureste mexicano, evidencian la
dificultad de adoptar adecuadamente la gestión de riesgos, pues solo una empresa observada entendió
los beneficios de ERM en todos los niveles de la organización. Lo que indica la necesidad de habilitar
al personal responsable de estos procesos en las organizaciones. Si bien las empresas que GonzálezFajardo et al. (2018) analizan, obtuvieron resultados positivos en los componentes de ambiente interno
y establecimiento de objetivos, correspondientes a los niveles iniciales de ERM; en los componentes
esenciales de ERM, como la evaluación de riesgos y respuesta al riesgo, presentaron puntajes más
bajos.
Finalmente, los resultados encontrados en este trabajo realizado para una compañía multinacional, se
suman a los trabajos que buscan mejorar en los procesos de gestión de riesgos, consistentes con los
resultados obtenidos por Beck et al. (2018) en el sector salud, obtenidos mediante entrevistas con 15
directores de riesgos (8 de Estados Unidos y 7 de Brasil) en donde se confirma que la adopción de ERM
para las organizaciones ha cobrado impulso y se ha convertido en una prioridad, y que la demanda
de orientación respecto a la fase de evaluación sobre el riesgo es común entre los administradores de
riesgos en el sector salud.
En este contexto, cabe subrayar las oportunidades de investigación respecto al diseño, implementación y
formalización de los procesos de gestión de riesgos, en distintos sectores y niveles de las organizaciones
a nivel global y sobre todo en países de contextos como el latinoamericano.
CONCLUSIONES
Entender la visión global de una organización respecto a los riesgos en la transición de un centro de
servicio compartido, conocer la forma en que se ha desarrollado la implementación del proceso de
gestión de riesgos de acuerdo con las normas internacionales y analizar la forma en que se integra la
administración estratégica a los procesos de gestión de riesgos, son los objetivos de este trabajo. Para
ello, se recogió la perspectiva de los colabores del CoE mediante una encuesta.
Los resultados indican que la visión global de esta organización respecto al significado de riesgos
corresponde a una empresa de primer mundo, ya que se identificó que el personal que labora en el CoE
está mayormente familiarizado con el concepto de riesgo y logran identificar los riesgos en las tareas
que ejecutan, esto demuestra el grado de experiencia y conocimiento en el personal respecto al concepto
de riesgo. También, se identifica que existe un adecuado ambiente de control interno con el que se logra
tener una mayor confianza en la gestión de riesgos. En cuestión del riesgo en la información financiera
es importante rediseñar la estrategia de la gestión de riesgos a una que se base en los controles que
mitiguen estos riesgos financieros.
Por otro lado, respecto al proceso de la gestión de riesgo empresarial se identificó un área de oportunidad
en el diseño e implementación de controles en la transición del conocimiento para garantizar el éxito de
37
Economía & Negocios, Vol. 4 Núm.1, pp. 29-40 (2022)
Robledo et al.
esta. Por el contrario, existió una adecuada comunicación de los colaboradores de los riesgos que estos
identificaron en esta etapa. Adicionalmente, la empresa cuenta con una adecuada gestión de riesgos para
que estos sean mitigados en este proceso de transición. Y, por último, ABB cuenta con una adecuada
segregación de funciones.
En materia de integración de la estrategia en la gestión de riesgos, se identificó que en ABB los riesgos
están mayormente mitigados; de igual forma, el CoE llevó a cabo acciones para mitigar riesgos en
la fase de transición como parte de esta estrategia. Además, la organización dentro de su estrategia
de gestión de riesgos realizó esfuerzos por capacitar a sus colaboradores con la finalidad de tener los
conocimientos necesarios para identificar riesgos y tomar las adecuadas acciones para su mitigación,
aunque también implica un área de oportunidad referente a la capacitación porque existe indiferencia o
desconocimiento de una tercera parte de los colaboradores.
Como una línea de investigación futura, es posible profundizar sobre las propuestas presentadas en este
trabajo relacionadas a robustecer el tema de control interno, reforzar las capacitaciones al personal en
materia de control interno, crear conciencia intercultural para un mejor entendimiento de las necesidades
de los clientes en otros países.
Finalmente, cabe señalar como limitación a este trabajo de tesis, el tamaño de muestra restringida a los
colaboradores de una empresa caso de estudio, de ahí que una oportunidad para investigaciones futuras
sea ampliar el tamaño de muestra y el número de empresas.
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English
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Supramolecular amplification of amyloid self-assembly by iodination
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Nature communications
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cc-by
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ARTICLE Received 5 Mar 2015 | Accepted 19 May 2015 | Published 30 Jun 2015 Results
Si
l Single crystal X-ray structure of p-iodo-phenylalanine. The
halogen bond21 is the strong, specific and directional interaction
involving halogen atoms as electrophilic species22. Increasing in
strength
with
halogen
atom
polarizability,
halogen
bonds
are most efficient with iodine substituents. This rather new
interaction is virtually unexplored in the field of amino acid and
peptide self-assembly. For this reason, to evaluate the possibility
of exploiting the halogen bond in the self-assembly of amyloid
peptides/proteins, we have first studied the single crystal X-ray
structure of the amino acid p-I-Phe. Amyloid
fibrils are
characterized
by their
cross-b-sheet
structures whereby bundles of b-strands form highly ordered
filaments that run perpendicular to the fibre axis11,13. The
stability of amyloid structures can be attributed to noncovalent
interactions,
namely
hydrogen
bonds,
p–p
stacking
and
hydrophobic interactions occurring between both side chain
and backbone atoms, which hold the b-sheets and strands
together11. On the basis of the assumption that noncovalent
interactions are key to the formation of the amyloid structure,
and since halogen bonds have been recently appreciated as new
tools for supramolecular engineering14, we decided to study the
impact of introducing halogen-bond donor groups, for example,
iodine atoms, into an already known amyloidogenic motif
to study the potential of halogen bonding in controlling and
promoting amyloid self-assembly. The crystal structure of p-I-Phe (Supplementary Fig. 1 and
Supplementary Table 1) highlights the amphoteric behaviour of
the iodine atom, which functions as Lewis acid along the
extension of the C–I bond and as Lewis base at the belt
perpendicular to it (Supplementary Fig. 2a). In fact, the crystal
packing of this iodinated amino acid is characterized by two
strands of amino acids running along the b crystallographic axis
and connected through hydrogen bonds (Supplementary Fig. 2b). These strands are then laterally assembled into two-dimensional
supramolecular
sheets
thanks
to
type
II
iodine iodine
contacts23, that is, halogen bonds (I I distance 3.7517(4) Å,
I I I angle 89.66), occurring at the strand surface
(Supplementary Fig. 2c). Importantly, no sign of p–p stacking
is observed, while C–H p interactions involving the benzyl
hydrogens contribute to aromatic side-chain ordering. Despite
the fact that inferring structural information on the amyloid state
from high-resolution X-ray diffraction analysis of small-molecule
models is difficult, we introduced the p-I-Phe residue into the
amyloidogenic core sequence DFNKF24 (NH2-Asp-Phe-Asn-Lys-
Phe-COOH, Fig. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 A
1 A
myloid fibrils are a class of nanomaterials that can be
assembled from a wide variety of peptides and proteins
and have an array of functional and pathological roles in
nature1. In the latter, the self-assembly process can be triggered
by peptide mutations and leads to the formation of insoluble
fibrillar
aggregates
that
are
associated
with
Alzheimer’s,
Parkinson’s, Creutzfeldt–Jakob and Huntington’s diseases2–6. Amyloid fibrils also perform a number of physiological roles
including being constituents of protective envelopes of fish and
insect eggs, essential amphipathic materials of fungi and bacteria
and a vital constituent of spider silk7. This wide variety of
physiological
functions
of
amyloids
has
inspired
many
nanocomposites thanks to the robustness of these fibrillar
materials, which are comparable to dragline silk and collagen,
as well as biomaterial applications like tissue engineering8–11. In
this
context,
it
is
important
that
the
amyloidogenic
peptide/protein self-assembles in a tunable and controlled
manner to provide fibrils of well-defined architecture12. of the obtained hydrogels. This has been explained by the
significant electronic effects of fluorine and the subsequent
perturbation of the energetics of the p–p stacking interactions,
although
hydrophobic
and
steric
effects
could
not
be
discounted20. Conversely, there is only one report on the
fibrillar nanostructures given by a diiodinated dipeptide17 but,
to the best of our knowledge, no detailed study on the effect of
iodination
on
promoting/inhibiting
the
self-assembly
of
amyloidogenic peptides. Under the hypothesis that introducing
an iodine atom on the p-position of the benzyl side chain of an
aromatic amino acid may result in the formation of halogen
bonding thus promoting fibrils’ formation, we studied the
structure
of
p-iodo-phenylalanine
(p-I-Phe)
and
the
self-
assembly behaviour of a series of iodinated derivatives of a
known amyloidogenic core sequence. Results
Si
l 1), with the purpose of exploiting similar Although many modifications of amyloidogenic sequences
have been utilized to tune their self-assembly behaviour12,
halogenation has rarely been pursued and only on single amino
acids or on a dipeptide15–17. The advantage of a strategy based on
the introduction of halogen atoms on amyloidogenic motifs lies
in the fact that halogenation is a minimal structural modification,
which, on the other hand, may induce a large difference in the
peptide supramolecular behaviour as a consequence of the rich
variety of noncovalent interactions given by halogen atoms18. It
has been shown previously that incorporation of single halogen
substituents on the aromatic side chain of amino acids enhances
their
self-assembly
into
amyloid-like
fibrils
that
promote
hydrogelation in aqueous solvents19. In particular, fluorinated
amino acids were found to function better than chlorinated and
brominated analogues in terms of assembly kinetics and rigidity O
O
O
O
O
OH
O
OH
H
H2N
NH2
NH2
R2
R2
R1
R1
DFNKF
H
H
H
H
I
Br
Br
CI
CI
I
I
I
DFNKF(I)
DF(I)NKF
DF(I)NKF(I)
DF(Br)NKF(Br)
DF(CI)NKF(CI)
hCT15–19
NH2 – Asp – Phe – Asn – Lys – Phe – COOH
1
2
3
4
5
O
N
H
H
N
N
H
N
Figure 1 | Molecular formulae of the peptides used in this study. The natural peptide DFNKF was modified by halogenation on the phenylalanine
residues in the para position. Modifications are shown in the peptide sequence in brackets where F(I) denotes 4-iodophenylalanine, F(Br) denotes
4-bromophenylalanine and F(Cl) denotes 4-chlorophenylalanine. O
O
O
O
O
OH
O
OH
H
H2N
NH2
NH2
R2
R1
hCT15–19
NH2 – Asp – Phe – Asn – Lys – Phe – COOH
1
2
3
4
5
O
N
H
H
N
N
H
N hCT15–19 Figure 1 | Molecular formulae of the peptides used in this study. The natural peptide DFNKF was modified by halogenation on the phenylalanine
residues in the para position. Modifications are shown in the peptide sequence in brackets where F(I) denotes 4-iodophenylalanine, F(Br) denotes
4-bromophenylalanine and F(Cl) denotes 4-chlorophenylalanine. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
Macmillan Publishers Limited All rights reserved NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 2 2 |
|
/
|
/
& 2015 Macmillan Publishers Limited. All rights reserved. Supramolecular amplification of amyloid
self-assembly by iodination Arianna Bertolani1, Lisa Pirrie1,2, Loic Stefan1, Nikolay Houbenov3, Johannes S. Haataja3, Luca Catalano1,
Giancarlo Terraneo1, Gabriele Giancane4, Ludovico Valli4, Roberto Milani2, Olli Ikkala3, Giuseppe Resnati1 &
Pierangelo Metrangolo1,2 Amyloid supramolecular assemblies have found widespread exploitation as ordered
nanomaterials in a range of applications from materials science to biotechnology. New strategies are, however, required for understanding and promoting mature fibril
formation from simple monomer motifs through easy and scalable processes. Noncovalent
interactions are key to forming and holding the amyloid structure together. On the other hand,
the halogen bond has never been used purposefully to achieve control over amyloid
self-assembly. Here we show that single atom replacement of hydrogen with iodine,
a halogen-bond donor, in the human calcitonin-derived amyloidogenic fragment DFNKF
results in a super-gelator peptide, which forms a strong and shape-persistent hydrogel at
30-fold lower concentration than the wild-type pentapeptide. This is remarkable for such
a modest perturbation in structure. Iodination of aromatic amino acids may thus develop as
a general strategy for the design of new hydrogels from unprotected peptides and without
using organic solvents. 1 Laboratory of Nanostructured Fluorinated Materials (NFMLab), Department of Chemistry, Materials, and Chemical Engineering ‘Giulio Natta’, Politecnico di
Milano, Via Mancinelli 7, Milano I-20131, Italy. 2 VTT-Technical Research Centre of Finland, PO Box 1000, Espoo FI-02044, Finland. 3 Department of Applied
Physics, Aalto University, PO Box 15100, Espoo FI-02150, Finland. 4 Dipartimento Beni Culturali, Universita` del Salento, Lecce I-73100, Italy. Correspondence
and requests for materials should be addressed to P.M. (email: pierangelo.metrangolo@polimi.it). NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications 1 1 & 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 halogen bonds at the fibril strand surface to promote fibril–fibril
lamination effects. fluorescence was observed upon mixing ThT with peptide
solutions. This is well in accordance with the literature since
previous studies have demonstrated that DFNKF does not bind
this fibril marker dye29. DFNKF is a short segment (residues 15–19) of the human
calcitonin (hCT) hormone25, an amyloidogenic protein with 32
amino acids, whose amyloid formation is related to medullary
carcinoma of the thyroid24. This particular pentapeptide is widely
used for investigating the nanoscopic arrangement of a fibril
complex since DFNKF forms well-ordered fibrils similar to the
aggregates of hCT24,25. For this reason, we selected DFNKF as a
simple model compound for fibril formation and obtained its
halogenated derivatives by introducing I, Br and Cl atoms at the
p-position of the phenylalanine (Phe) benzene ring. To study the
effect on fibrillation of the introduction of halogen atoms on
specific positions of the pentapeptide, we studied the 5-p-iodo-
Phe derivative DFNKF(I), the 2-p-iodo-Phe derivative DF(I)NKF,
the 2,5-bis-p-iodo-Phe derivative DF(I)NKF(I), as well as its bis-
brominated and bis-chlorinated analogues DF(Br)NKF(Br) and
DF(Cl)NKF(Cl), respectively (Fig. 1). Importantly, all of the
studied peptides carry free amino (N) and carboxyl (C) termini. y
Subsequently, a working concentration of 15 mM was chosen
where all halogenated peptides formed clear and elastic gels
within a reasonable time (r12 h). At this concentration, the
speed of hydrogel formation followed the order DF(I)NK-
F(I)4DF(I)NKFZDF(Br)NKF(Br)4DF(Cl)NKF(Cl)ZDFNKF(I),
whereas DFNKF did not form a gel even after 30 days
(Supplementary Table 3). The diiodinated peptide formed the
most homogeneous and shape-persistent gel (Fig. 2b), whereas
peptides DF(Cl)NKF(Cl) and DFNKF(I) showed phase separation
of the fibrous aggregates from the aqueous phase. The obtained
hydrogels were all thermoreversible with gel–sol transition
temperatures
ranging
from
65 C
(DFNKF(I)
to
119 C
(DF(l)NKF(l); Fig. 2c). In particular, the observed transition
temperatures followed the same order of the gel forming kinetics
reported above. These results clearly show that, in general,
halogenation of the DFNKF model peptide greatly promotes
hydrogel formation, with the diiodinated peptide being the most
efficient. This efficiency decreases with the polarizability of
the halogen atom, that is, DF(l)NKF(l)4DF(Br)NKF(Br)4
DF(CI)NKF(CI), and also depends on the specific position of
the halogen atom in the peptide scaffold, that is, the peptide
iodinated at the Phe in the second position is more efficient than
the one iodinated in the fifth. & 2015 Macmillan Publishers Limited. All rights reserved. Hydrogelation properties of halogenated DFNKF derivatives. Hydrogelation is highly indicative of fibrillation, therefore all
peptides were in the first instance assessed for their ability to form
hydrogels26,27. All of the studied peptides were found to self-
assemble into hydrogels over a minimum gelation concentration. Only the hydrogel of the wild-type peptide DFNKF has been
previously reported, though of its N-acetylated form at the N
terminus28. All the reported halogenated peptides are novel
types of gelators and, importantly, formed gels (Fig. 2a and
Supplementary Table 2) at concentrations much lower than that
of their wild-type parent DFNKF, that is, 75 mM, with the super-
gelator peptide DF(I)NKF that showed a minimum gelation
concentration of o0.2% (2.5 mM; 30-fold lower than DFNKF). Characterization of the different halogenated peptide hydrogels
was done by oscillatory rheology (ring-cast method) using the
15 mM concentration. At this low concentration, the wild-type
peptide DFNKF only formed a viscous fluid and was not studied
further. The diiodinated peptide DF(I)NKF(I) was confirmed to
form the stiffest gel, which is reflected in its high elastic modulus
(G04104 Pa and G044G00; Fig. 2d and Supplementary Fig. 3) and
by the fact that the gel assumes the well-defined shape of the
mould (Fig. 2b). The G0 value for DF(I)NKF(I) is comparable to Attempts to study the kinetics of fibril formation using
Thioflavin T (ThT) were unsuccessful since no increase in 1
10
100
1,000
10,000
100,000
Storage modulus, G′ (Pa)
Oscillation strain (%)
Amplitude sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
1
10
100
1,000
10,000
100,000
0.1
Storage modulus, G′ (Pa)
Angular frequency (rad s–1)
Frequency sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
Peptide
DFNKF(I)
DF(I)NKF
DF(I)NKF(I)
DF(Br)NKF(Br)
DF(Cl)NKF(Cl)
WT Halogenated
Transition T (°C)
64.7–69.0
88.2–92.7
114.0–119.0
92.1–96.4
78.1–82.4
100
10
1
100
10
1
0.1
0.01
Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. & 2015 Macmillan Publishers Limited. All rights reserved. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. WT Halogenated 1
10
100
1,000
10,000
100,000
Storage modulus, G′ (Pa)
Oscillation strain (%)
Amplitude sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
100
10
1
0.1
0.01 1
10
100
1,000
10,000
100,000
0.1
Storage modulus, G′ (Pa)
Angular frequency (rad s–1)
Frequency sweep
DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DFNKF(I)
DF(Cl)NKF(Cl)
100
10
1 Storage modulus, G′ (Pa) ) a) Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. & 2015 Macmillan Publishers Limited. All rights reserved. Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon
aging 12 h at RT After this period, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fluid. (b) The hydrogel formed by DF(I)NKF(I) was the most shape-persistent of all gels. The gel was prepared using the ring-cast method at 15 mM
concentration and imaged after 48 h. (c) Gel–sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological Figure 2 | Characterization of hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials contain rogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions upon hydrogels formed by halogenated DFNKF derivatives (a) Photograph of vials containing 15 mM peptide solutions up
d, all halogenated peptides formed clear hydrogels whereas the wild-type peptide DFNKF (WT) remained as a viscous fl concentration and imaged after 48 h. (c) Gel sol transition temperatures of 15 mM halogenated peptide hydrogels formed in 48 h. (d) Rheological
characterization of the gels by frequency sweep studies whereby the storage modulus (G0) was recorded as a function of angular frequency (o). The
peptide DF(I)NKF(I) was determined to be the strongest gel with G04104 Pa. (e) Amplitude sweep studies of peptide hydrogels showing G0 as a function of
oscillation strain (g). All halogenated hydrogels show similar linear viscoelastic region (LVR) profiles. Peptide hydrogels at a concentration of 15 mM were
utilized for the rheological measurements after 48 h from preparation. For the loss moduli, see the Supplementary Fig. 3. 3 & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 that of Ac-LIVAGD, a hexamer that forms one of the best
performing hydrogels in terms of ease of hydrogel formation and
strength30,31. Interestingly, the trend of G0 values parallels those
of gel formation efficiency and thermal stability whereby gels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br) are
the stiffest and DFNKF(I) and DF(Cl)NKF(Cl) formed the
weakest ones. similar to those of the diiodinated peptide DF(I)NKF(I) (Fig. 4a
and Supplementary Fig. 4a), which, in turn, had the most
complex structures with twisted ribbon-like fibrils tens of
nanometre wide and micrometre long. & 2015 Macmillan Publishers Limited. All rights reserved. These results highlight
the importance of the specific position of the iodine atom in the
peptide structure and therefore the subsequent specific inter-
actions, which result in different amyloid fibril topographies. That
the fibrillation and twisting is not due to drying is excluded by
high-resolution cryo-TEM and electron tomography (ET) studies. This is exemplified for the peptide DF(I)NKF(I) corresponding
to the strongest hydrogel. It shows fibrils with lateral sizes of
20–25 nm and helical twisting with periodicities between 250 and
140 nm (Fig. 4h and Supplementary Fig. 4b). Such periodicities
correspond to the different maturation steps of amyloid fibrils
as previously reported for b-lactoglobulin fibrils33. ET allowed
three-dimensional visualization of the twisting morphology of a
DF(I)NKF(I) fibril imaged in solution (Fig. 4i). Morphology and microarchitecture of the self-assembled
fibrillar networks constituting the halogenated hydrogels were
evaluated by confocal microscopy (Fig. 3)32. The network of the
hydrogel of DF(I)NKF(I) appeared to be very filamentous with
micrometre-long fibrils assembled in bundles with a helical sense,
which propagate along the same direction. These micrometre-
long
fibrils
become
fewer
and
thinner
on
going
from
DF(I)NKF(I) to DF(I)NKF and DF(Br)NKF(Br), and disappear
in the hydrogels of DF(CI)NKF(CI) and DFNKF(I) where only
entangled matrices of small fibrils and aggregates were observed. These observations fit well with the rheology data where the
strongest gels result from the entanglement of the longest fibrils. In agreement with the confocal microscopy study, the hydrogel
formed by the peptide DF(I)NKF(I) showed an intertwined
network of long fibrils in its transmission electron microscopy
(TEM) image (Fig. 3f). Amyloid structure of fibrils of halogenated peptides. There are
three criteria that define a protein aggregate as an amyloid fibril:
green birefringence upon staining with Congo Red, fibrillar
morphology and b-sheet secondary structure34. Therefore, Congo
red staining was carried out for all the peptides (at the same
15 mM concentration) and strong green-gold birefringence was
observed under polarized light, which is a reporter for long-range
cross-b structure (Supplementary Fig. 5). The nanostructure of the halogenated fibrils was revealed by
atomic force microscopy (AFM) (Fig. 4). The peptides were first
imaged after incubation in dilute aqueous conditions for 9 days
(see also Supplementary Fig. 4) and Fig. 4a–c highlight the most
strongly
fibrillating
peptides
DF(I)NKF(I),
DF(I)NKF
and
DF(Br)NKF(Br). While only small spherical aggregates were
observed for the wild-type peptide DFNKF (Supplementary
Fig. 4f), all of the halogenated peptides showed pronounced
fibrillar structures. & 2015 Macmillan Publishers Limited. All rights reserved. Large differences were, however, observed
between the monoiodinated peptides DFNKF(I) and DF(I)NKF:
Peptide DFNKF(I) (Supplementary Fig. 4e) showed only small
protofibrils and aggregates, whereas the peptide DF(I)NKF
(Fig. 4b and Supplementary Fig. 4c) showed large twisted fibrils Further evidence of amyloid nature was obtained by Fourier
transform infrared (FT-IR) spectroscopy. The FT-IR spectra of
both the solution and the gel state in D2O were recorded
(Supplementary Fig. 6). A solution of the wild-type peptide
DFNKF showed no significant amide I’ band, however, using a
concentration at which it forms a gel (75 mM), this band became
visible. This peak at around 1,630 cm 1 can be attributed to the
peptide bond carbonyl upon formation of the amyloid b-sheet
structure and subsequent gelation35. The spectra of the gel state DF(Br)NKF(Br) DF(I)NKF(I)
DF(I)NKF
DF(Br)NKF(Br)
DF(Cl)NKF(Cl)
DFNKF(I)
DF(I)NKF(I)
Figure 3 | Fibrillar morphologies of halogenated hydrogels. (a–e) Confocal microscopy images of peptide hydrogels at a concentration of 15 mM
upon aging 48 h at RTand after staining with Rhodamine B (scale bar, 100 mm). Panels a, b and c show bundles of long twisted fibrils belonging to hydrogels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br), respectively. Panels d and e show much smaller fibrils of hydrogels of peptides DF(Cl)NKF(Cl)
and DFNKF(I), which intertwine and form a matrix-type structure. (f) TEM image of the dried hydrogel of peptide DF(I)NKF(I) showing an intertwined
network of long fibrils (scale bars, 0.5 mm and 5 nm). DF(I)NKF(I) DF(I)NKF DF(I)NKF(I) DF(Cl)NKF(Cl) DFNKF(I) DFNKF(I) Figure 3 | Fibrillar morphologies of halogenated hydrogels. (a–e) Confocal microscopy images of peptide hydrogels at a concentration of 15 mM
upon aging 48 h at RTand after staining with Rhodamine B (scale bar, 100 mm). Panels a, b and c show bundles of long twisted fibrils belonging to hydrogels
of peptides DF(I)NKF(I), DF(I)NKF and DF(Br)NKF(Br), respectively. Panels d and e show much smaller fibrils of hydrogels of peptides DF(Cl)NKF(Cl)
and DFNKF(I), which intertwine and form a matrix-type structure. (f) TEM image of the dried hydrogel of peptide DF(I)NKF(I) showing an intertwined
network of long fibrils (scale bars, 0.5 mm and 5 nm). NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 4 & 2015 Macmillan Publishers Limited. All rights reserved. Electron tomography reconstructions were collected upon tilting of samples up to ±69 (scale bar, 25 nm). of the halogenated peptides showed this same amide I’ band
consistent with the formation of amyloid fibrillar species
comprising b-sheet elements. These data confirm that all the
studied halogenated derivatives of DFNKF form fibrils of the
same amyloid nature to their wild-type parent. Interestingly, this
1,630 cm 1 peak is red-shifted in the spectra of DF(I)NKF(I)
and DF(I)NKF, while it is not in the one of DFNKF(I)
(Supplementary Fig. 6). This red-shift indicates a reduced
electron density on the peptide bond and is consistent with the
involvement of the carbonyl oxygen in halogen bonding36. others41. A direct correlation exists between the role of oxidative
stress and protein fibrillation42. However, how halogenation
affects protein structure, folding and functioning is not yet
known. To study to what extent a partial degree of halogenation
may promote the amplified
formation of amyloid
fibrils,
we studied the co-assembly43 of the strongly self-assembling
diiodinated peptide DF(I)NKF(I) with the wild-type peptide
DFNKF. Mixing DFNKF and DF(I)NKF(I) at concentrations at
which normally neither form gels alone (Fig. 5a), 15 and 0.75 mM
(5%), respectively, resulted in a mixed hydrogel within 18 h. Characterization of the physical properties of the mixed
hydrogel was performed by oscillatory rheology (ring-cast
method) where the mixed hydrogel was found to be weaker than
the hydrogel containing only DF(I)NKF(I) (Fig. 5b versus
Fig. 2d). It was also observed that increasing the amount of the
strong gelator DF(I)NKF(I) led to an increase in the elastic
modulus value, whereas the gel containing 10% was stronger than
the one containing 5% of DF(I)NKF(I). Interestingly, circular
dichroism (CD) analysis of the mixed hydrogels showed the same
structural features observed in the CD spectra of the pure
iodinated peptides (see Supplementary Figs 8 and 9). Raman spectroscopy is a powerful tool to investigate the
occurrence of the halogen bond37. For this reason, we followed
the changes experienced by the C–I stretching band at around
167 cm 1 upon formation of the gel. Interestingly, compared
with the bulk powders of the starting materials, in the dried gels
of the iodinated peptides DF(I)NKF(I) and DF(I)NKF, this band
shifted to lower frequency (see Supplementary Fig. 7). This shift is
perfectly consistent with the weakening of the C–I bond as a
consequence of its involvement in halogen bonding upon
formation of the hydrogels37. & 2015 Macmillan Publishers Limited. All rights reserved. ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 0
0
4
0.4
0.8
1.2
μm
8
nm 0
0
0
0.1
0.2
0.3
0.4
0.5
0.6
4
0.4
0.8
1.2
μm
μm
Helical turn
Half-pitch helical cut
8
nm
0
1
3
2
nm
0
0
4
0.4
0.8
25 nm
25 nm
250 nm
20 nm
20 nm
255 nm
150 nm
150 nm
1.2
μm
8
nm
0
0
4
0.4
0.8
1.2
μm
8
12
nm
Figure 4 | Nanofibrillation of the halogenated pentapeptides. AFM image close-up insets of (a) peptide DF(I)NKF(I), (b) peptide DF(I)NKF, and (c)
peptide DF(Br)NKF(Br) evaporated on mica substrates after 9 days incubation in aqueous solutions (scale bar, 1 mm). (d–f) Height profiles of fibrils from a,
b and c (cross-section lines highlighted in white). (g) Cross-sectional analysis on the top of a fibril segment in a showing a helicoidal profile along the
longitudinal direction of the fibrils (highlighted in black). (h) Cryo-TEM images of the dried hydrogel of DF(I)NKF, showing a network of long fibrils
(scale bar, 200 nm). (i) In situ electron tomography of half-pitch helicoidal peptide DF(I)NKF(I) vitrified from aqueous solution. The twisted fibril
morphology is highlighted by arrows. Electron tomography reconstructions were collected upon tilting of samples up to ±69 (scale bar, 25 nm). 0
0
4
0.4
0.8
1.2
μm
8
nm 0
0
4
0.4
0.8
1.2
μm
8
12
nm 0
0.1
0.2
0.3
0.4
0.5
0.6
μm
μm
Helical turn
Half-pitch helical cut
0
1
3
2
nm 0
0.1
0.2
0.3
0.4
0.5
0.6
μm
0
1
3
2
nm 25 nm
20 nm
255 nm
150 nm 25 nm
250 nm
20 nm
150 nm Figure 4 | Nanofibrillation of the halogenated pentapeptides. AFM image close-up insets of (a) peptide DF(I)NKF(I), (b) peptide DF(I)NKF, and (c)
peptide DF(Br)NKF(Br) evaporated on mica substrates after 9 days incubation in aqueous solutions (scale bar, 1 mm). (d–f) Height profiles of fibrils from a,
b and c (cross-section lines highlighted in white). (g) Cross-sectional analysis on the top of a fibril segment in a showing a helicoidal profile along the
longitudinal direction of the fibrils (highlighted in black). (h) Cryo-TEM images of the dried hydrogel of DF(I)NKF, showing a network of long fibrils
(scale bar, 200 nm). (i) In situ electron tomography of half-pitch helicoidal peptide DF(I)NKF(I) vitrified from aqueous solution. The twisted fibril
morphology is highlighted by arrows. & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and
Raman spectroscopies are more consistent with the occurrence of type a
interaction, however, other interactions reported cannot be discounted. (a) Orthogonal hydrogen and halogen bonds involving the carbonyl oxygen
atom of the peptide bond36. (b) Type II iodine iodine contacts23. (c) Iodine p interactions49. (d) Triangular iodine synthon50. too small to crosslink and form a network (Fig. 5c). On the
addition of 10% DF(I)NKF(I), the resulting fibrils were much
longer and intertwined to form a fibrous network resulting in the
hydrogelation of the wild-type peptide DFNKF solution (Fig. 5d
and Supplementary Fig. 10a). The weakness of the resulting
mixed hydrogel compared with that of DF(I)NKF(I) alone can be
explained by the relative size and network formation of the fibrils
(Supplementary Fig. 10b). This result may have important
implications in a biological setting since only small amounts of
brominated or chlorinated peptides may be required to amplify
the supramolecular self-assembly of an amyloid fibril. Role of halogen bonding in hydrogels’ self-assembly. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep
10% DF(I)NKF(I) G′
10% DF(I)NKF(I) G″
5% DF(I)NKF(I) G′
5% DF(I)NKF(I) G″
15 mM DFNKF
1.5 mM DF(I)NKF(I) 15 mM DFNKF
1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep
10% DF(I)NKF(I) G′
10% DF(I)NKF(I) G″
5% DF(I)NKF(I) G′
5% DF(I)NKF(I) G″
II
III
IV
V
I
15 mM DFNKF
1.5 mM DF(I)NKF(I)
Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. (d) AFM of a sample of the mixed hydrogel containing 15 mM DFNKF and
1.5 mM DF(I)NKF(I) showed larger and more entangled fibrils (scale bar, 400 nm). 1
100
10,000
0.1
1
10
100
Storage/loss
moduli (Pa)
Angular frequency (rad s–1)
Frequency sweep II
III
IV
V
I 10% DF(I)NKF(I) G′
10% DF(I)NKF(I
5% DF(I)NKF(I) G′
5% DF(I)NKF(I)
15 mM DFNKF
1.5 mM DF(I)NKF(I) 15 mM DFNKF Figure 5 | Mixed hydrogels formed by co-assembly of DFNKF and DF(I)NKF(I). (a) Photograph of vials after 48 h containing (I) 15 mM DFNKF,
which did not form hydrogel; (II) 1.5 mM DF(I)NKF(I), which did not form hydrogel and some precipitation was observed; (III) 15 mM DFNKF:0.15 mM
DF(I)NKF(I), which did not form hydrogel; (IV) 15 mM DFNKF:0.75 mM DF(I)NKF(I), which formed hydrogel within 48 h; (V) 15 mM DFNKF:1.5 mM
DF(I)NKF(I), which formed hydrogel within 48 h. (b) Rheological characterization of mixed hydrogels by frequency sweep studies whereby the storage
concentration of 15 mM after 48 h were utilized for the rheological measurements. (c) AFM of a 15 mM solution of wild-type peptide DFNKF showed
small fibrils and aggregates unable to network sufficiently to form a hydrogel. & 2015 Macmillan Publishers Limited. All rights reserved. p p
pp
y
g
The resulting fibril morphologies in the mixed hydrogels were
studied by AFM (Fig. 5c,d). A 15 mM sample of the wild-type
peptide DFNKF showed only a mixture of intertwined aggregates
and small fibrils, which is consistent with the observation that no
gelation is observed at this concentration since the fibrils appear Co-assembly of wild-type peptide with diiodinated analogue. Bromination and chlorination of proteins in vivo has been related
to a series of oxidative stress-related diseases such as cystic
fibrosis38, atherosclerotic intima39, sepsis40 and asthma, among 5 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. Methods
R
t
C Congo red staining. All the samples were monitored for green birefringence using
an Olympus BX50 polarizing microscope with a SensiCam PCO camera used to
display and enhance images. An 80% ethanol solution saturated with NaCl and
Congo red was freshly prepared before each measurement. A piece of each peptide
hydrogel was placed on a glass microscope, allowed to air dry and then stained with
Congo red solution. Subsequently, excess Congo red solution was blotted off the
slide and the samples were analysed using both bright and polarized light. Reagents. Congo red, Rhodamine B, NaCl and D2O were purchased from Sigma-
Aldrich and used without further purification. Peptides with confirmed amino acid
analysis (purity Z98%), were purchased from Biopeptek (Malvern, USA). The
integrity of all peptides was confirmed by ion spray mass spectrometry and the
purity was determined by reverse phase high-pressure liquid chromatography. Hydrogel preparation. Hydrogels were prepared by dissolving each peptide
(15 mM for halogenated peptides and 75 mM for the wild-type peptide DFNKF) in
deionized water (18.2 Mo cm) or in D2O (Z99.9 atom % deuterium). The glass
vials containing the 500 ml solutions were sealed, sonicated for 20 s, heated using a
heat gun until complete dissolution of the peptides, before slow cooling to room
temperature (RT) All the samples were stored at RT for 48 h before analysis. Infrared spectroscopy (FT-IR). Infrared spectra were recorded at RT using a
Nicolet iS50 FT-IR spectrometer equipped with a DTGS detector. Peptides were
analysed as solutions (after heating at 100 C to break any pre-formed fibrils) or
gels at 15 mM in D2O (for DFNKF 75 mM concentration was used). Spectra
represent an average of 64 scans recorded in a single-beam mode with a 4 cm 1
resolution and corrected for the background. The second-derivative analyses of the
spectra were performed using the Nicolet FTIR software, Omnic 9.0, with a
13-point and third polynomial order Savitzky and Golay function. Second-
derivative spectra generated negative bands as compared with the original spectra,
thus for comparison all the second-derivative spectra were multiplied by 1. Preparation of peptide solutions. Peptide solutions (40 mM) were freshly
prepared in deionized water (18.2 Mo cm), sonicated for 20 s, and gently warmed
to reach 90 C before filtration through a 0.22 mm Millipore filter. The peptide
solutions were stored in sealed vials at RT for varying time points before analysis. X-ray crystallography. Discussion In summary, we have demonstrated that iodination of a
short amyloidogenic core sequence strongly promotes its fibril
formation ability and affects the structure of formed fibrils. In
particular,
the
2-p-iodo-Phe
derivative
DF(I)NKF
was
demonstrated to be 30-fold more efficient in forming hydrogels
than the wild-type pentapeptide DFNKF. This is remarkable for
such a modest perturbation in structure. Preliminary results
indicate that the strong effect of iodination on peptide self-
assembly is general and not limited to the core sequence reported
here. In fact, iodination of the amyloidogenic core sequence
KLVFF (residues 16–20 of Ab) as well as of the full-length hCT
similarly promotes fibril formation efficiency and self-assembly
(data not shown). Iodination of aromatic amino acids may thus
develop as a general strategy for the design of new hydrogels
starting from unprotected peptides and without the use of organic
solvents44,45. Rheology. Rheology experiments were performed using a TA instrument ARG2
Rheometer. A 20 mm stainless steel, parallel-plate geometry was used with a gap
distance of 1,000 mm. Oscillatory frequency sweep studies were performed for a
range of 0.1–100 rad s 1, using a 0.5% strain. Oscillatory amplitude sweep studies
were conducted from 0.01 to 100% strain with an angular frequency of 1 rad s 1. The ring-cast method was used for hydrogel preparation at a peptide concentration
of 15 mM. The peptide solution was sonicated for 20 s in a sealed glass vial before
heating to 90 C to afford complete dissolution of the peptide. After cooling, the
solutions were transferred into ring casts of 22 mm diameter and placed in tightly
sealed tissue-culture dishes for 48 h. All the measurements were repeated a
minimum of three times. Circular dichroism spectroscopy. All the CD experiments were carried out in
deionized water (18.2 MO cm) in a 0.01 mm detachable quartz cuvette, using a
JASCO J-815 CD spectrometer. Acquisitions were performed between 190 and
300 nm with a 0.1 nm data pitch, 1 nm bandwidth, 100 nm min 1 scanning speed
and 1 s response time. All the spectra are an average of 10 scans and were corrected
from a reference solution, comprising deionized water (18.2 MO.cm) alone. Discussion Raw data (y, in millidegree) were subsequently converted to mean residue
ellipticity ([y] in deg cm2 dmol 1) for the sake of comparison, in accordance
with the following formulae: The results reported in this paper are relevant in the field of the
programmed synthesis of amyloid supramolecular assemblies as well
as in the context of amyloid-dependent diseases. In the former field,
we have demonstrated that single atom mutations of amyloidogenic
core sequences by replacing hydrogen with iodine atoms greatly
promote fibril formation and self-assembly. Methods promoting the
formation of mature fibrils are advantageous for use, among others,
as scaffolds for tissue engineering, controlled drug release, surgical
reconstruction applications, microfluidic devices, biosensors and
bioswitches7–11. As
far
as
amyloid-dependent
diseases
are
concerned, our results suggest that oxidative stress-induced
halogenation of proteins might potentially be the triggering point
for the transformation of a natively folded protein into a halogen-
bonded and fibrillar malfunctioning form. Research in this
direction is currently being carried out in our laboratories and
will be reported elsewhere. y½ ¼
y
10lcðn 1Þ ;
ð1Þ ð1Þ where y is the observed ellipticity in millidegree, c is the concentration of the
sample in mol l 1, (n 1) is the number of peptide bonds and l is the path length
of the cuvette in centimetre. Confocal microscopy. Hydrogels were imaged using a Zeiss LSM 710 microscope
with a He/Ne laser (lex ¼ 543 nm). The fluorescent dye, Rhodamine B, was
incorporated into an aged hydrogel (48 h) scaffold by the addition of 10 ml of the
dye solution (0.1% w/v). Following complete absorption of the dye, the sample was
excited at 543 nm and emitted light recorded using the E570LP emission filter. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 DF(Br)NKF(Br) and DF(Cl)NKF(Cl) are both more hydrophobic
than DF(I)NKF (see Supplementary Table 6), which instead
forms the second stiffest gel. Moreover, the two monoiodinated
peptides, despite having similar hydrophobicity, display com-
pletely different properties. For the same reasons discussed above,
electrostatic and hydrophobic interactions also should not play an
important role in the interfibrillar association observed in the
halogenated gels. non-hydrogen atoms were refined anisotropically and hydrogen atoms were fixed
geometrically and refined isotropically (CCDC deposition number: 1049844). non-hydrogen atoms were refined anisotropically and hydrogen atoms were fixed
geometrically and refined isotropically (CCDC deposition number: 1049844). Mixed gels preparation. Mixed hydrogels were prepared using the same method
as previously described. Briefly, peptides were weighed into a glass vial and MilliQ
water added. The glass vial was sealed and sonicated for 20 s before heating with a
heat gun until complete solubilization of the peptides. The vials were allowed then
to cool slowly to RT and stored at RT for 7 days before analysis. Thermal stability. The vials containing the hydrogels at 15 mM were inverted and
fixed at the bottom of an oil bath with stirring. The temperature was kept at 25 C
for 10 min to equilibrate the system and then gradually increased from 25 to 140 C
(at 1 C min 1). The temperature at which the gels break is reported as a range: the
initial temperature corresponds to the fall of the first drop and the final one to the
complete breakdown of the gel. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Although
no direct structural evidence of halogen bonding between our
peptide monomers has been obtained, yet, the reported results, IR
and Raman in particular, provided corroborative evidence that
iodinated peptides DF(I)NKF and DF(I)NKF(I) potentially use
halogen bonds to efficiently self-assemble into mature amyloid
fibrils. In fact, the particular position of the iodinated residue in
the peptide sequence greatly influences the efficiency of its self-
assembly process, thus suggesting the involvement of the iodine
atom in a specific noncovalent interaction (Fig. 6a), rather than
nonspecific hydrophobic and/or steric effects. This is further
supported by considerations of halogen atom polarizability since
the dibrominated and dichlorinated derivatives DF(Br)NKF(Br)
and DF(Cl)NKF(Cl) showed less tendency to form fibrils than
their diiodinated analogue DF(I)NKF(I). This result allows
interactions involving halogen atoms as hydrogen bond acceptors
to be ruled out as Cl and Br would give stronger interactions than
I, which was not observed. Electrostatic interactions involving the
ionizable side chains of the peptides, Asp and Lys, may also be
ruled out as the formation of these halogenated hydrogels is
largely pH-independent (see Supplementary Table 4). As a Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and Figure 6 | Potential halogen bonds involving p-iodo-phenylalanine. IR and
Raman spectroscopies are more consistent with the occurrence of type a
interaction, however, other interactions reported cannot be discounted. (a) Orthogonal hydrogen and halogen bonds involving the carbonyl oxygen
atom of the peptide bond36. (b) Type II iodine iodine contacts23. (c) Iodine p interactions49. (d) Triangular iodine synthon50. confirmation of the minor role played by electrostatic attraction
in the self-assembly of the reported halogenated peptides,
increasing the ionic strength of the peptide solutions resulted in
accelerated formation of the hydrogels (see Supplementary
Table 5). It is also unlikely that aromatic p–p interactions are
playing an important role in the self-assembly of the halogenated
hydrogels, since this would not explain the polarizability depen-
dence that we observed. Finally, hydrophobic interactions could
not justify the observed trends in hydrogel properties because NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. 6 & 2015 Macmillan Publishers Limited. All rights reserved. References 41. Wu, W. et al. Eosinophils generate brominating oxidants in allergen-induced
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21. Desiraju, G. R. et al. Definition of the halogen bond (IUPAC Recommendations
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deposited onto freshly cleaved mica surface and air dried. AFM characterizations
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Nanoscope V controller (Digital Instruments, Inc.). All the samples were prepared
on mica substrate and measured without treatment. Al-coated silicon AFM tips
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probe the surface profiles of the films. Tapping-mode AFM imaging was used
according to well-established procedures. All the images were post-treated with
NanoScope Analysis 1.5 Software. pp
22. Metrangolo, P. & Resnati, G. Tracing iodine. Nat. Chem. 3, 260 (2011). 23. Metrangolo, P. & Resnati, G. Type II halogen halogen contacts are halogen
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formation of human calcitonin fibrils. J. Biol. Chem. 268, 6415–6422 (1993). Transmission electron microscopy. High-resolution transmission electron
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(JEOL) operated at 300 kV in bright-field mode with Omega-type Zero-loss energy
filter. The images were acquired with ULTRASCAN 4,000 CCD camera (GATAN)
and with GATAN DIGITAL MICROGRAPH software, while the specimen
temperature was maintained at 187 C. Dried TEM and ET samples were
prepared by placing 4 ml of 40 mM DF(I)NKF(I) solution on 200 mesh carbon only
grid (CFT200-Cu) and the excess removed with filter paper. 26. Steed, J. W. Supramolecular gel chemistry: developments over the last decade. Chem. Commun. 47, 1379–1383 (2011). 27. Meazza, L. et al. ARTICLE Halogen-bonding-triggered supramolecular gel formation. Nat. Chem. 5, 42–47 (2013). 28. Lakshmanana, A. et al. Aliphatic peptides show similar self-assembly to
amyloid core sequences, challenging the importance of aromatic interactions in
amyloidosis. Proc. Natl Acad. Sci. USA 110, 519–524 (2013). 29. Shtainfeld, A., Sheynis, T. & Jelinek, R. Specific mutations alter fibrillation
kinetics, fiber morphologies, and membrane interactions of pentapeptides
derived from human calcitonin. Biochemistry 49, 5299–5307 (2010). Electron tomography. For image alignment purposes, the TEM grids were dipped
in 11-mercapto-1-undecanol ligand-coated gold particle solution (d ¼ 3–10 nm)
before sample deposition. ET tilt series were acquired with the SERIALEM-
software package between tilt angles of ±69. Prealignment of tilt image series was
done with IMOD and the fine alignment and cropping with JPEGANIM software
package48. The images were binned twice to reduce noise and computation time. Maximum entropy method reconstruction scheme was carried out with MEM
software package48 on Linux cluster with regularization parameter value of
d ¼ 5.0 10 2. Data visualization, volumetric graphics and analyses were
performed with the UCSF CHIMERA package. The tomogram was filtered with
CHIMERA’s Gaussian filter with 1.5 voxel width. 30. Hauser, C. A. E. et al. Natural tri- to hexapeptides self-assemble in water to
amyloid b-type fiber aggregates by unexpected a-helical intermediate 30. Hauser, C. A. E. et al. Natural tri- to hexapeptides self-assemble in water to
amyloid b-type fiber aggregates by unexpected a-helical intermediate
structures. Proc. Natl Acad. Sci. USA 108, 1361–1366 (2011). structures. Proc. Natl Acad. Sci. USA 108, 1361–1366 (2011 31. Mishra, A. et al. Ultrasmall natural peptides self-assemble to strong
temperature-resistant helical fibers in scaffolds suitable for tissue engineerin
Nano Today 6, 232–239 (2011). 32. Smith, D. K. In Supramolecular Chemistry: From Molecules to Nanomaterials
(John Wiley and Sons, Inc., 1999). y
33. Adamcik, J. et al. Understanding amyloid aggregation by statistical analysis of
atomic force microscopy images. Nat. Nanotechnol. 5, 423–428 (2010). 34. Nilsson, M. R. Techniques to study amyloid fibril formation in vitro. Methods
34, 151–160 (2004). Methods
R
t
C The p-iodo-phenylalanine was suspended in water at
RT and kept in an open vial under a hood. After 6 months, colourless crystalline
needles appeared. Suitable crystals for XRD measurements were analysed without
further manipulation. The crystals were measured using Mo-Ka radiation on a
Bruker KAPPA APEX II diffractometer with a Bruker KRYOFLEX low tempera-
ture device. The crystal structure was solved by direct method and refined against
F2 using SHELXL9746. Packing diagrams were generated using Mercury47. The Raman spectroscopy. Raman spectra were acquired at RT by using a Horiba
Xplora MicroRaman instrument equipped with an Olympus BX-41 Microscope. An excitation wavelength of 785 nm was used. Laser power was attenuated by
neutral density filters with a final power density of B0.07 mW mm 2. The low
wavenumber detection limit is 140 cm 1. Each spectrum was acquired with an
exposure time of 5 s over 35 cycles. The raw data were first corrected from the
baseline, using the JASCO Nicolet FTIR software, Omnic 9.0, between 140 7 7 NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Competing financial interests: The authors declare no competing financial
interests. ARTICLE ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms8574 Reprints and permission information is available online at http://npg.nature.com/
reprintsandpermissions/ How to cite this article: Bertolani, A. et al. Supramolecular amplification of
amyloid self-assembly by iodination. Nat. Commun. 6:7574 doi: 10.1038/ncomms8574
(2015). Author contributions A.B. and L.P. performed most of the peptide self-assembly work. L.S. performed the
IR spectroscopy and ionic strength-pH-dependence experiments. N.H. measured the
samples by AFM. J.S.H. measured the samples by TEM. L.C. and G.T. performed
the single crystal X-ray analysis. G.G. and L.V. performed the Raman spectroscopy. P.M., R.M., O.I., and G.R. conceived the experiments and contributed to results
discussion. All the authors contributed to manuscript writing. Acknowledgements 19. Ryan, D. M., Doran, T. M., Anderson, S. B. & Nilsson, B. L. Effect of C-terminal
modification on the self-assembly and hydrogelation of fluorinated Fmoc-Phe
derivatives. Langmuir 27, 4029–4039 (2011). The European Research Council is acknowledged for the Starting Grant ERC-2012- The European Research Council is acknowledged for the Starting Grant ERC-2012-
StG_20111012 FOLDHALO (Grant Agreement Number 307108) to P.M. Dr Claudia Piglia-
celli (Politecnico di Milano) is acknowledged for help with the TEM experiment of Fig. 3f. The European Research Council is acknowledged for the Starting Grant ERC-2012-
StG_20111012 FOLDHALO (Grant Agreement Number 307108) to P.M. Dr Claudia Piglia-
celli (Politecnico di Milano) is acknowledged for help with the TEM experiment of Fig. 3f. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature. 8 & 2015 Macmillan Publishers Limited. All rights reserved. NATURE COMMUNICATIONS | 6:7574 | DOI: 10.1038/ncomms8574 | www.nature.com/naturecommunications
& 2015 Macmillan Publishers Limited. All rights reserved. & 2015 Macmillan Publishers Limited. All rights reserved. Additional information Accession codes: The X-ray crystallographic coordinates for the structure reported in
this study have been deposited at the Cambridge Crystallographic Data Centre (CCDC),
under deposition number 1049844. These data can be obtained free of charge from The
Cambridge Crystallographic Data Centre via www.ccdc.cam.ac.uk/data_request/cif. This work is licensed under a Creative Commons Attribution 4.0
International License. The images or other third party material in this
article are included in the article’s Creative Commons license, unless indicated otherwise
in the credit line; if the material is not included under the Creative Commons license,
users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ Supplementary Information accompanies this paper at http://www.nature.com/
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Determination of Poultry Manure and Plant Residues Effects on Zn Bioavailable Fraction in Contaminated Soil via DGT Technique
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Archives of environmental contamination and toxicology
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Determination of Poultry Manure and Plant
Residues Effects on Zn Bioavailable Fraction in
Contaminated Soil Via DGT Technique Amir Mohseni ( amir.mohseni65@gmail.com )
University of Tabriz https://orcid.org/0000-0002-2439-2972 Research Article Keywords: Chemical fraction, Clover residues, Sorghum residues, Organic amendment, Metal
Posted Date: February 15th, 2021
DOI: https://doi.org/10.21203/rs.3.rs-193361/v1
License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Posted Date: February 15th, 2021 DOI: https://doi.org/10.21203/rs.3.rs-193361/v1 DOI: https://doi.org/10.21203/rs.3.rs-193361/v1 License: This work is licensed under a Creative Commons Attribution 4.0 International License. R
d F ll Li License: This work is licensed under a Creative Commons Attribution 4.0 International License. Read Full License Determination of poultry manure and plant residues effects on Zn bioavailable
fraction in contaminated soil via DGT technique
Amir Mohseni1*. Saber Heidari2. Solmaz Bidast3. Bijan Raei1. Seyed Adel Moftakharzadeh4
1Department of Soil Science, University of Tabriz, Tabriz, Iran
2Faculty members of Soil and Water Research Department, South Kerman Agricultural and Natural
Resources Research and Education Center, AREEO, Jiroft, Iran
3 Department of Soil Science, University of Zanjan, Zanjan, Iran
4Department of Animal Science, University of Tabriz, Tabriz, Iran
*Corresponding author: Amir Mohseni
Department of Soil Science, University of Tabriz, Tabriz, Iran
E-mail: Amir.mohseni65@gmail.com
Mail address: 29 Bahman Blvd., Tabriz, Iran
Postal Code: 5166616471
Phone number: +98-939-180-8604 Determination of poultry manure and plant residues effects on Zn bioavailable
fraction in contaminated soil via DGT technique Amir Mohseni1*. Saber Heidari2. Solmaz Bidast3. Bijan Raei1. Seyed Adel Moftakharzadeh4 Determination of poultry manure and plant residues effects on Zn bioavailable
1
fraction in contaminated soil via DGT technique
2 Determination of poultry manure and plant residues effects on Zn bioavailable
1
fraction in contaminated soil via DGT technique
2
3
Abstract
4
A greenhouse experiment was aimed at assessing the effects of poultry manure, sorghum, and clover
5
residues (0 and 15 g kg-1) on the zinc (Zn) bioavailable fraction in contaminated calcareous soil using two
6
chemical assay, diffusion gradient in thin films (DGT) and DTPA-TEA, and a bioassay with corn (Zea mase
7
L.). The results showed that poultry manure, clover, and sorghum residues application increased dissolved
8
organic carbon (DOC) by 53.6 and 36.1, and 9.2%, respectively, with respect to unamended soils, as well
9
as decreasing soil pH by 0.42, 0.26, and 0.06 units, respectively. These changes did result in increases of
10
Zn effective concentration (CE) and DTPA-Zn, and plant Zn concentration as a result of the increased
11
exchangeable form of Zn. In the sorghum residues-amended soils, a reverse trend was observed for CE-Zn
12
compared to the DTPA method. Correlation analyses revealed that unlike CE-Zn, DTPA-Zn had a positive
13
correlation significantly with organic fractions that can be considered as an equivalent to the fact that the
14
DTPA method had been overestimated Zn available to plants. The best correlations between corn metal
15
concentrations and soil metal bioavailability were for CE-Zn using DGT technique, which also provided the
16
best Zn bioavailability estimate. It is concluded that sorghum residues could be used to reduce the
17
phytotoxicity risk of Zn in calcareous contaminated soil, and DTPA method is the less robust indicator of
18
Zn bioavailability than DGT technique. 19
Keywords: Chemical fraction, Clover residues, Sorghum residues, Organic amendment, Metal
20 Abstract
4 A greenhouse experiment was aimed at assessing the effects of poultry manure, sorghum, and clover
5
residues (0 and 15 g kg-1) on the zinc (Zn) bioavailable fraction in contaminated calcareous soil using two
6
chemical assay, diffusion gradient in thin films (DGT) and DTPA-TEA, and a bioassay with corn (Zea mase
7
L.). The results showed that poultry manure, clover, and sorghum residues application increased dissolved
8
organic carbon (DOC) by 53.6 and 36.1, and 9.2%, respectively, with respect to unamended soils, as well
9
as decreasing soil pH by 0.42, 0.26, and 0.06 units, respectively. These changes did result in increases of
10
Zn effective concentration (CE) and DTPA-Zn, and plant Zn concentration as a result of the increased
11
exchangeable form of Zn. In the sorghum residues-amended soils, a reverse trend was observed for CE-Zn
12
compared to the DTPA method. Correlation analyses revealed that unlike CE-Zn, DTPA-Zn had a positive
13
correlation significantly with organic fractions that can be considered as an equivalent to the fact that the
14
DTPA method had been overestimated Zn available to plants. The best correlations between corn metal
15
concentrations and soil metal bioavailability were for CE-Zn using DGT technique, which also provided the
16
best Zn bioavailability estimate. It is concluded that sorghum residues could be used to reduce the
17
phytotoxicity risk of Zn in calcareous contaminated soil, and DTPA method is the less robust indicator of
18
Zn bioavailability than DGT technique. 19 Keywords: Chemical fraction, Clover residues, Sorghum residues, Organic amendment, Metal
20
I
d
i Metals present in different concentrations in all soils, most play a major role at relatively low levels for
22
biological life such as Zinc (Zn). Release of Zn to the soils occurs predominantly through industrial activities
23
such as smelting and mining (Chen et al. 2009). The focus on metal contamination has been aimed mainly
24 Metals present in different concentrations in all soils, most play a major role at relatively low levels for
22
biological life such as Zinc (Zn). Release of Zn to the soils occurs predominantly through industrial activities
23
such as smelting and mining (Chen et al. 2009). The focus on metal contamination has been aimed mainly
24 1 at preventing the accumulation of metal in the food chain and its toxic influences on plants and humans
25
(Alloway 2013). Abstract
4 Conversely, organic amendments have widely been used as a remediation method to reduce
26
the metals phytotoxicity and bioavailability in contaminated soils (Palansooriya et al. 2020). Organic
27
amendments affects the distribution of chemical forms of metals by modifying some soil properties
28
(Ashraf et al. 2019). The use of organic matter as a soil amendment is based on the hypothesis that metal
29
precipitation and sorption reactions induced by organic matter may result in an increase in metal retention
30
on the solid phase, and consequently a decrease in the metal availability (Nwachukwu and Pulford 2009),
31
while it is not always the case. Dodangeh et al. (2018) reported that the compost of municipal solid waste
32
affected the absorption properties of heavy metals through affecting the soil mineral fractions. This study
33
indicated that organic amendment increased soil absorption phases and reduce the metals availability. On
34
the other hand, Aziz et al. (2017) found that the application of farmyard manure to contaminated soils can
35
produce organo-metal complexes, which facilitate metal solubility and mobility. The organic amendment
36
efficacy at reducing the heavy metals bioavailability is mostly dependent on the type of organic amendment
37
and metal, as well as the potential measures of heavy metals. 38 at preventing the accumulation of metal in the food chain and its toxic influences on plants and humans
25
(Alloway 2013). Conversely, organic amendments have widely been used as a remediation method to reduce
26
the metals phytotoxicity and bioavailability in contaminated soils (Palansooriya et al. 2020). Organic
27
amendments affects the distribution of chemical forms of metals by modifying some soil properties
28
(Ashraf et al. 2019). The use of organic matter as a soil amendment is based on the hypothesis that metal
29
precipitation and sorption reactions induced by organic matter may result in an increase in metal retention
30
on the solid phase, and consequently a decrease in the metal availability (Nwachukwu and Pulford 2009),
31
while it is not always the case. Dodangeh et al. (2018) reported that the compost of municipal solid waste
32
affected the absorption properties of heavy metals through affecting the soil mineral fractions. This study
33
indicated that organic amendment increased soil absorption phases and reduce the metals availability. On
34
the other hand, Aziz et al. Abstract
4 DGT method is based on kinetic principles and can reflect the process of
52
resupply of heavy metals from the soil and the relationship between plant roots and soil. kinetic information
53
of heavy metal resupply process in soil can also be obtained using DGT induced fluxes (DIFS) model
54
(Harper et al 2000). A high correlation between the elements collected by DGT and their bioavailability in
55
plants has been concluded by various researchers (Degryse et al. 2009; Li et al. 2016). However, despite the
56
growing use of this method to evaluate metal availability in soil, insufficient rigorous work has established
57
the organic amendments effects on the validity of assay for metal bioavailability. Therefore, this experiment
58
was used to determine the organic residues effects on the validity of metal bioavailability assays in
59
contaminated calcareous soils. The overall purpose of this study was to evaluate measures of bioavailable
60
Zn across contrasting presence of organic residues in corn -planted soil by DTPA and DGT methods. 61 if the resupply and metals availability from the solid phase are kinetically limited or is not fast enough to
51
occur, uptake by plant is reduced. DGT method is based on kinetic principles and can reflect the process of
52
resupply of heavy metals from the soil and the relationship between plant roots and soil. kinetic information
53
of heavy metal resupply process in soil can also be obtained using DGT induced fluxes (DIFS) model
54
(Harper et al 2000). A high correlation between the elements collected by DGT and their bioavailability in
55
plants has been concluded by various researchers (Degryse et al. 2009; Li et al. 2016). However, despite the
56
growing use of this method to evaluate metal availability in soil, insufficient rigorous work has established
57
the organic amendments effects on the validity of assay for metal bioavailability. Therefore, this experiment
58
was used to determine the organic residues effects on the validity of metal bioavailability assays in
59
contaminated calcareous soils. The overall purpose of this study was to evaluate measures of bioavailable
60
Zn across contrasting presence of organic residues in corn -planted soil by DTPA and DGT methods. 61 Soil sampling and analysis
63 In this study, samples of contaminated soil (0-30 cm) were collected from zinc mine at 6 km in Zanjan
64
province, Iran. After sampling, soil samples were air-dried and sieved through a 2 mm sieve. Soil chemical
65
and physical analyses were done by a soil testing method, including total Zn concentration by acid digestion
66
(HNO3) (Sposito et al. 1982), Zn available concentration by DTPA-TEA solution (Lindsay and Norvell
67
1978), soil texture by hydrometer (Gee and Bauder 1986), Calcium carbonate equivalent (CCE) by titration
68
(Loeppert and Suarez 1996), exchange capacity using a methodology described by Chapman (1965), organic
69
carbon content by the Walkley-Black method (Nelson and Sommers 1996), pH and EC by pH meter (Mettler
70
Toledo, U.S.A.) and EC meter (4010 conductivity meter, Jenway Inc, England), respectively, in a 1: 5 soil-
71
to-water ratio (Thomas 1996; Rhoades et al. 1989). 72 Abstract
4 (2017) found that the application of farmyard manure to contaminated soils can
35
produce organo-metal complexes, which facilitate metal solubility and mobility. The organic amendment
36
efficacy at reducing the heavy metals bioavailability is mostly dependent on the type of organic amendment
37
and metal, as well as the potential measures of heavy metals. 38 In principle, measurement of total metal concentration is not generally considered to be an adequate estimate
39
for metal available fraction (McLaughlin et al., 2000). In contrast, some researches have shown that
40
chemical extractants such as buffer salts (NH4OAc), mineral acids (HCl, HNO3), and chelating agents
41
(EDTA, DTPA-TEA) may be suitable for the estimation of exchangeable metal fraction (Meers et al. 2007). 42
These extraction methods may provide an insight into the geochemical fractions of metals in the soil. 43
However, these methods do not consider the soil ability to sustain the metals concentration in soil solution
44
following the metals depletion by plant uptake (Zhang et al. 2001). 45 In principle, measurement of total metal concentration is not generally considered to be an adequate estimate
39
for metal available fraction (McLaughlin et al., 2000). In contrast, some researches have shown that
40
chemical extractants such as buffer salts (NH4OAc), mineral acids (HCl, HNO3), and chelating agents
41
(EDTA, DTPA-TEA) may be suitable for the estimation of exchangeable metal fraction (Meers et al. 2007). 42
These extraction methods may provide an insight into the geochemical fractions of metals in the soil. 43
However, these methods do not consider the soil ability to sustain the metals concentration in soil solution
44
following the metals depletion by plant uptake (Zhang et al. 2001). 45 The diffusive gradient in thin-film technique (DGT) was initially developed by Zhang and Davison (1995),
46
to measure in situ heavy metal concentration in soils, sediments, and aqueous solutions (Li et al. 2019). This
47
technique relies on the solutes accumulation onto the cation exchange resin after passing through the
48
diffusion hydrogel layer (Zhang et al. 1998). Since the mobility of heavy metals in the soil highly depends
49
on its resupply from the solid phase of the soil and their concentration in the soil solution (Nolan et al. 2005),
50 2 if the resupply and metals availability from the solid phase are kinetically limited or is not fast enough to
51
occur, uptake by plant is reduced. Organic amendment analysis
73 Organic amendments exerted in this study include poultry manure, sorghum, and white clover residues
74
which were ground and sieved using a 2 mm sieve. The sieved samples were then characterized for total Zn
75 Organic amendments exerted in this study include poultry manure, sorghum, and white clover residues
74
which were ground and sieved using a 2 mm sieve. The sieved samples were then characterized for total Zn
75 3 by wet digestion (Chen et al. 2001), EC and pH using a 1:5 sewage sludge to water ratio (Thomas 1996;
76
Rhoades 1996), dissolved organic carbon (DOC) using the methodology described by Mohseni et al. (2018),
77
organic carbon content by dichromate oxidation (Nelson and Sommers 1996), and total N by
78
the Kjeldahl method (Bremner and Mulvaney 1982). 79 Greenhouse experimental
80 To investigate the effect of organic amendments on Zn bioavailability, a factorial experiment was conducted
81
in a completely randomized block design with three replications. Treatments including: contaminated
82
calcareous soil, two levels of poultry manure, clover, and sorghum residues (0 and 15 g kg-1). Organic
83
amendments were mixed thoroughly in pot soil (three kg), wetted to field moisture capacity, and incubated
84
for 90 days at a constant temperature (25°C ± 2). After incubating, six seeds of corn (Zea mase L.), cultivar
85
704, were planted into each pot (except unamended soils). After a week, seedlings were thinned to three
86
plants per pot. Soil moisture was maintained at about field capacity, and pots irrigated every two days during
87
the growing season according to the control pot. All required nutrients except micronutrients were applied
88
according to soil exam and conventional fertilizer recommendations. The plants were grown under 14 hours
89
light /10 hours dark at temperature of 28°C ± 2. After eight weeks, the shoots and roots were harvested from
90
the soil, eluted with deionized water, and dried at 80 °C ± 5 to constant weight. Then, the samples were
91
milled and digested by wet oxidation (Lozano-Rodríguez et al. 1995). 92 After harvest, two potential measures of Zn bioavailability (DTPA-TEA extractant and DGT technique)
93
were used in each treatment. Concentration of DOC and pH value were also measured according to the
94
above-mentioned methods in the soil analysis section. In addition, sequential extraction procedure described
95
by Tessier et al. (1979) was used to determine the chemical distribution of Zn. This method separated Zn
96
chemical forms into the following five fractions: exchangeable Zn (EX-Zn), Zn-binding to carbonates
97
(CAR-Zn), organically bound Zn (OR-Zn), Zn-binding to oxides (OX-Zn), and residual Zn (RES-Zn) (Table
98
1). 99
100
101 After harvest, two potential measures of Zn bioavailability (DTPA-TEA extractant and DGT technique)
93
were used in each treatment. Concentration of DOC and pH value were also measured according to the
94
above-mentioned methods in the soil analysis section. In addition, sequential extraction procedure described
95
by Tessier et al. (1979) was used to determine the chemical distribution of Zn. This method separated Zn
96
chemical forms into the following five fractions: exchangeable Zn (EX-Zn), Zn-binding to carbonates
97
(CAR-Zn), organically bound Zn (OR-Zn), Zn-binding to oxides (OX-Zn), and residual Zn (RES-Zn) (Table
98
1). Greenhouse experimental
80 99 101 4 4 Table 1 sequential extraction procedure used in this study
102
Step
Chemical form of Zn
Extraction method
1
Exchangeable
(EX-Zn)
8 ml of 1 M MgCl2 was added to 1 g soil and then shaken for two h
2
Carbonate-bound (CAR-
Zn)
8 ml of 1 M NaOAc was added to the sediment and shaken for five h
3
oxide-bound
(OX-Zn)
20 ml of NH2OH·HCl, 0.04 M was added to 25% w/v HOAc, the solution was mixed with
sediment and then shaken for 0.5 h at 50 °C in a water
bath. 4
Organically bound (OR-
Zn)
5 ml of 30% m/v H2O2 + 3 ml of 0.02 M HNO3 was mixed with the sediment and shaken
for one h in boiling water bath. 3 ml of 30% m/v H2O2 was added to the mixture and shaken
for three h at 85 °C. 5 ml of 3.2M NH4OAc + 20 mM deionized water was added to the
mixture and shaken for three min. 5
Residual
(RES-Zn)
The sediment was mixed with 20 ml HCl:HNO3 (3:1 v/v), incubated for 16 h at 25 °C, and
then heated to 130 °C by a hot plate. 103
DGT technique
104
DGTs were prepared by Heidari et al. (2016) and evaluated for measuring the bioavailability of heavy metal
105
using Mohseni et al. (2020). After each application, the DGTs were removed then separated and eluted with
106
deionized water. After that, resin gel was digested with HNO3 (2 M) for 24 hours and shaken about eight
107
hours. Finally, the concentrations of Zn in acid were measured. When DGT is placed below the soil surface,
108
ions (Zn) move from the diffusion layer and immobilized in the resin layer. As a result, a steady-state
109
gradient linear concentration created in the diffusion layer. The ion flux (F) in the diffusion layer towards
110
resin layer was determined according to Fick's first law (Eq1). As the settling time increases, the ions in the
111
soil solution gradually deplete at the diffusive layer-soil interface, which induces the resupply of Zn from
112
the solid phase of the soil. After the deployed time of DGT in the soil sampling, the resin layer retrieved
113
following 24-h exposure and its total mass can be measured. The ion flux can also be explained according
114
to Equation 2. Greenhouse experimental
80 Finally, the average ion concentration in the contact area between the soil and DGT, which
115 Table 1 sequential extraction procedure used in this study
102
Step
Chemical form of Zn
Extraction method
1
Exchangeable
(EX-Zn)
8 ml of 1 M MgCl2 was added to 1 g soil and then shaken for two h
2
Carbonate-bound (CAR-
Zn)
8 ml of 1 M NaOAc was added to the sediment and shaken for five h
3
oxide-bound
(OX-Zn)
20 ml of NH2OH·HCl, 0.04 M was added to 25% w/v HOAc, the solution was mixed with
sediment and then shaken for 0.5 h at 50 °C in a water
bath. 4
Organically bound (OR-
Zn)
5 ml of 30% m/v H2O2 + 3 ml of 0.02 M HNO3 was mixed with the sediment and shaken
for one h in boiling water bath. 3 ml of 30% m/v H2O2 was added to the mixture and shaken
for three h at 85 °C. 5 ml of 3.2M NH4OAc + 20 mM deionized water was added to the
mixture and shaken for three min. 5
Residual
(RES-Zn)
The sediment was mixed with 20 ml HCl:HNO3 (3:1 v/v), incubated for 16 h at 25 °C, and
then heated to 130 °C by a hot plate. 102 5 5 is the amount of ions absorbed by the resin layer, can be calculated according to Equation 3 (Sochaczewski
116
et al. 2007). 117 is the amount of ions absorbed by the resin layer, can be calculated according to Equation 3 (Sochaczewski
116
et al. 2007). 117 116 𝐹(𝑥 ‚ 𝑡) = 𝜙𝑑𝐷𝑑
𝐶𝑎(𝑥 ‚ 𝑡)
∆𝑔
, 0 < t < T, x (-r , r)
(1)
𝑀=
𝜙𝑑𝐷𝑑
∆𝑔∫
∫𝐶𝑎(𝑥 ‚ 𝑡)𝑑𝑡 𝑑𝑥
𝑇
0
𝑟
−𝑟
(2)
𝐶𝐷𝐺𝑇=
∫
∫𝐶𝑎(𝑥 ‚ 𝑡)𝑑𝑡 𝑑𝑥
𝑇
0
𝑟
−𝑟
𝑇
=
𝑀 ∆𝑔
𝜙𝑑 𝐷𝑑𝑇
(3)
18 (1) (2) 𝐶𝑎(𝑥 ‚ 𝑡)𝑑𝑡 𝑑𝑥
𝑇
=
𝑀 ∆𝑔
𝜙𝑑 𝐷𝑑𝑇
(3) (3) (3) 118
Where M (mg), Δg, ϕd, D, A, and t (s) are accumulated masses of metals in the resin membrane, diffusion
119
layer thickness, gel porosity in the diffusion layer, diffusion coefficients of Zn in the diffusion layer, the
120
effective area of the gel which exposure with soil (3.14 cm2), and deployment time in the soil, respectively. 121
The ion mass in the resin layer gel was calculated using the equation M=𝐶𝑒(𝑉𝑔𝑒𝑙+ 𝑉𝑎𝑐𝑖𝑑). Greenhouse experimental
80 Where M
122
calculated by the concentration of elements measured by ICP-OES after eluted with 2 M nitric acid (Ce),
123
Volume of nitric acid (five ml) (Vacid) and resin gel volume (Vgel) (Zhao et al. 2006). 124 118
Where M (mg), Δg, ϕd, D, A, and t (s) are accumulated masses of metals in the resin membrane, diffusion
119
layer thickness, gel porosity in the diffusion layer, diffusion coefficients of Zn in the diffusion layer, the
120
effective area of the gel which exposure with soil (3.14 cm2), and deployment time in the soil, respectively. 121
The ion mass in the resin layer gel was calculated using the equation M=𝐶𝑒(𝑉𝑔𝑒𝑙+ 𝑉𝑎𝑐𝑖𝑑). Where M
122
calculated by the concentration of elements measured by ICP-OES after eluted with 2 M nitric acid (Ce),
123
Volume of nitric acid (five ml) (Vacid) and resin gel volume (Vgel) (Zhao et al. 2006). 124 To further explanation the DGT measurements, the concentration of elements directly calculated by the
125
DGT (CDGT) was converted to the effective concentration (CE) using Equation 4. Effective concentration
126
(CE) is completely explained by Zhang et al. (Zhang et al. 2001). 127 CE = CDGT
Rdiff
(4) (4) Where Rdiff is depleted concentration at the diffusive layer-soil interface. A two-dimensional numerical
128
model of the soil-DGT system called 2D-DIFS was used to calculate Rdiff. Moreover, since the input
129
parameters of DIFS software to calculate Rdiff relies on the assumption that the movement of elements
130
towards DGT is only based on the ion diffusion, TC (soil response time) and Kd (distribution ratio) were determined at
131
the maximum (1010 s) and the minimum value (10-10 gr cm-3), respectively. In this case, Rdiff depends only
132
on water holding capacity (WHC) of soils. Resultantly, soils with high water holding capacity are higher
133
Rdiff than soils with lower water holding capacity (Sochaczewski et al. 2007). 134 6 Comparisons of treatments data were statistically analyzed based on ANOVA with SAS 9.1 statistical
136
software. Significance differences between the treatments were also determined according to LSD’s test (p
137
˂ 0.05). 138
Results
139
The soil characteristics results showed that the total concentration of Zn in the soil was in range of
140
contaminated soil according to critical range presented by Kabata-Pendias and Pendias (1984), and the pH
141
value of soil was also in the alkaline range (Table 2). Greenhouse experimental
80 According to table 3, the lowest value of pH was observed in
159
soil amended with poultry manure, followed by clover and sorghum residues-amended soil. 160 unamended soils, respectively. Moreover, the addition of poultry manure and clover residue significantly
152
increased, and sorghum residues decreased the effective concentration of Zn (CE-Zn) measured by DGT
153
method. CE-Zn increased by 8.7% and 3.6% in poultry manure and clover residual-amended soils with
154
respect to the unamended soils, respectively. In contrast, a 29.5% reduction in CE-Zn was recorded in
155
residual sorghum-amended soil. The results indicated that the presence of organic amendments significantly
156
increased the concentration of DOC compared to unamended soils. The DOC concentration in the poultry
157
manure, clover, and sorghum residues-amended soils were increased by 53.6 and 36.1, and 9.2% in
158
comparison to unamended soils, respectively. According to table 3, the lowest value of pH was observed in
159
soil amended with poultry manure, followed by clover and sorghum residues-amended soil. 160
Table 3 Chemical characteristics of amended and unamended soils with organic amendments. 161
Treatment
DTPA- Zn
(mg kg-1)
CE -Zn
(μg L−1)
DOC
(mg l-1)
pH
Control (unamended)
212.35±5.05d
1187.24±11.70c
26.85±1.22d
7.64±0.02a
Poultry manure-amended soils
244.17±4.77a
1285.20±9.01a
41.23±4.52a
7.22±0.03c
Sorghum residues-amended soils
225.21±1.79c
837.33±7.36d
29.34±2.65c
7.58±0.04a
Clover residues-amended soils
236.21±1.01b
1229.74±12.81b
36.52±3.41b
7.38±0.02b
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
162
different at p < 0.05 according to LSD test. 163
Distribution of Zn chemical forms in soil
164
Table 4 presented the effect of organic amendments on the distribution of Zn chemical forms in soil. The
165
results showed that the application of organic amendments significantly (p˂0.05) caused a change in Zn
166
concentration in the exchangeable, carbonate, oxide, and organic fraction compared to the unamended soils. 167
Meanwhile, there were no differences in the residual form of Zn in the organic-amended soils. The results
168
exhibited that poultry manure and clover residue increased the exchangeable form of Zn by 37.7 and 8.9%,
169 Table 3 Chemical characteristics of amended and unamended soils with organic amendments. Greenhouse experimental
80 The findings of organic amendments characteristics
142
used in this study revealed that the highest of Zn concentration was in poultry manure, clover, and sorghum
143
residues, respectively. In respect of carbon to nitrogen ratio (C:N), sorghum residues and poultry manure
144
showed the highest and the lowest values, respectively (Table 2). 145 The soil characteristics results showed that the total concentration of Zn in the soil was in range of
140
contaminated soil according to critical range presented by Kabata-Pendias and Pendias (1984), and the pH
141
value of soil was also in the alkaline range (Table 2). The findings of organic amendments characteristics
142
used in this study revealed that the highest of Zn concentration was in poultry manure, clover, and sorghum
143
residues, respectively. In respect of carbon to nitrogen ratio (C:N), sorghum residues and poultry manure
144
showed the highest and the lowest values, respectively (Table 2). 145 Table 2 Physicochemical characteristics of the studied soil and organic amendments. 146 Table 2 Physicochemical characteristics of the studied soil and organic amendments. Table 2 Physicochemical characteristics of the studied soil and organic amendments. 146
Property
Soil
Poultry
manure
Sorghum
residues
Clover
residues
Total Zn (mg kg-1)
976.45
32.97
8.78
10.97
DTPA-Zn (mg kg-1)
203.43
-
-
-
EC (dS m-1)
0.80
11.54
7.17
5.48
pH
7.77
7.43
7.36
7.25
Organic carbon (g kg-1)
8.43
256.96
484.17
391.56
DOC (mg l-1)
20.53
33.45
24.69
31.36
Texture
Clay loam
-
-
-
CEC (cmolc kg1)
16.58
-
-
-
Total N (g kg-1)
-
23.64
16.21
32.46
C/N
-
10.87
29.86
12.06
147 7 7 unamended soils, respectively. Moreover, the addition of poultry manure and clover residue significantly
152
increased, and sorghum residues decreased the effective concentration of Zn (CE-Zn) measured by DGT
153
method. CE-Zn increased by 8.7% and 3.6% in poultry manure and clover residual-amended soils with
154
respect to the unamended soils, respectively. In contrast, a 29.5% reduction in CE-Zn was recorded in
155
residual sorghum-amended soil. The results indicated that the presence of organic amendments significantly
156
increased the concentration of DOC compared to unamended soils. The DOC concentration in the poultry
157
manure, clover, and sorghum residues-amended soils were increased by 53.6 and 36.1, and 9.2% in
158
comparison to unamended soils, respectively. Greenhouse experimental
80 161
Treatment
DTPA- Zn
(mg kg-1)
CE -Zn
(μg L−1)
DOC
(mg l-1)
pH
Control (unamended)
212.35±5.05d
1187.24±11.70c
26.85±1.22d
7.64±0.02a
Poultry manure-amended soils
244.17±4.77a
1285.20±9.01a
41.23±4.52a
7.22±0.03c
Sorghum residues-amended soils
225.21±1.79c
837.33±7.36d
29.34±2.65c
7.58±0.04a
Clover residues-amended soils
236.21±1.01b
1229.74±12.81b
36.52±3.41b
7.38±0.02b
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
162
different at p < 0.05 according to LSD test. 163 Table 3 Chemical characteristics of amended and unamended soils with organic amendments. 161 Distribution of Zn chemical forms in soil
164 Table 4 presented the effect of organic amendments on the distribution of Zn chemical forms in soil. The
165
results showed that the application of organic amendments significantly (p˂0.05) caused a change in Zn
166
concentration in the exchangeable, carbonate, oxide, and organic fraction compared to the unamended soils. 167
Meanwhile, there were no differences in the residual form of Zn in the organic-amended soils. The results
168
exhibited that poultry manure and clover residue increased the exchangeable form of Zn by 37.7 and 8.9%,
169
and sorghum residue reduced the exchangeable form of Zn by 25% compared to unamended soils,
170
respectively. In the carbonate form, a considerable 8.6, 3.2, and 6.3% reduction in Zn concentration was
171 Table 4 presented the effect of organic amendments on the distribution of Zn chemical forms in soil. The
165
results showed that the application of organic amendments significantly (p˂0.05) caused a change in Zn
166
concentration in the exchangeable, carbonate, oxide, and organic fraction compared to the unamended soils. 167
Meanwhile, there were no differences in the residual form of Zn in the organic-amended soils. The results
168
exhibited that poultry manure and clover residue increased the exchangeable form of Zn by 37.7 and 8.9%,
169
and sorghum residue reduced the exchangeable form of Zn by 25% compared to unamended soils,
170
respectively. In the carbonate form, a considerable 8.6, 3.2, and 6.3% reduction in Zn concentration was
171 8 9
recorded in soils amended with poultry manure, sorghum residues, and clover residue in comparison to the
172
unamended soil, respectively. 173
The effect of organic amendments on the oxide form of Zn was also statistically significant (p˂0.05). The
174
highest and lowest decreases were related to poultry manure (6.39%) and sorghum residue-amended soils
175
(1.13%) compared to the unamended soils, respectively. Besides, results suggested a significant increase in
176
Zn concentration in the organic fraction of amended soils compared to unamended soils. Overall, soils
177
amended with poultry manure, sorghum residue, and clover residue showed a 23.6, 60.7, and 39.7% increase
178
in the organic fraction of Zn with respect to unamended soil, respectively. 179
Table 4 Chemical fractions of Zn in amended and unamended soils with organic amendments. Distribution of Zn chemical forms in soil
164 180
Treatment
EX
CAR
OX
OR
RES
(mg kg-1)
Control (unamended)
64.62±1.62c 195.66±3.85a 282.24±3.01a 49.31±1.62d
386.72±3.36a
Poultry manure-amended soils
88.98±3.35a 178.66±2.20d 264.20±0.95c
60.97±3.39c
389.14±3.05a
Sorghum residues-amended soils
48.35±1.45d 189.74±1.86b 279.03±4.03a
79.27±2.41a
384.22±5.99a
Clover residues-amended soils
70.38±4.44b 183.41±2.84c 269.36±1.93b 68.89±3.53b
385.03±4.95a
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
181
different at p < 0.05 according to LSD test. 182
Plant Zn concentration and yield
183
As shown in Table 5, the addition of organic amendments did result in significant changes in the corn Zn
184
concentration, shoot Zn content (uptake), and the plant dry weight (p˂0.05). The lowest plant Zn
185
concentration and uptake were observed in sorghum residue-amended soils, followed by unamended soil,
186
clover residue-amended soil, and poultry manure-amended soil. Overall, shoot and root Zn concentration,
187
and shoot Zn uptake were decreased in the plants grown in soils amended with sorghum residue by 36.5,
188
21.6, and 8.5% in comparison to unamended soils, respectively. Conversely, shoot and root Zn
189
concentration, and shoot Zn uptake were increased by 19.9, 4.9, and 33.8% in plants grown in poultry
190
manure-amended soil, and 11.6, 2.1, and 28.9% in plants grown in clover residue-amended soils with respect
191
to unamended soils, respectively. Moreover, the presence of organic amendments resulted in a 43.9 and
192
40.8% increase in plant shoot and root dry weight grown in sorghum residue-amended soil, and 15.5 and
193 recorded in soils amended with poultry manure, sorghum residues, and clover residue in comparison to the
172
unamended soil, respectively. 173 The effect of organic amendments on the oxide form of Zn was also statistically significant (p˂0.05). The
174
highest and lowest decreases were related to poultry manure (6.39%) and sorghum residue-amended soils
175
(1.13%) compared to the unamended soils, respectively. Besides, results suggested a significant increase in
176
Zn concentration in the organic fraction of amended soils compared to unamended soils. Overall, soils
177
amended with poultry manure, sorghum residue, and clover residue showed a 23.6, 60.7, and 39.7% increase
178
in the organic fraction of Zn with respect to unamended soil, respectively. 179 Table 4 Chemical fractions of Zn in amended and unamended soils with organic amendments. Distribution of Zn chemical forms in soil
164 180
Treatment
EX
CAR
OX
OR
RES
(mg kg-1)
Control (unamended)
64.62±1.62c 195.66±3.85a 282.24±3.01a 49.31±1.62d
386.72±3.36a
Poultry manure-amended soils
88.98±3.35a 178.66±2.20d 264.20±0.95c
60.97±3.39c
389.14±3.05a
Sorghum residues-amended soils
48.35±1.45d 189.74±1.86b 279.03±4.03a
79.27±2.41a
384.22±5.99a
Clover residues-amended soils
70.38±4.44b 183.41±2.84c 269.36±1.93b 68.89±3.53b
385.03±4.95a
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
181
different at p < 0.05 according to LSD test. 182 9 16% increase in plant shoot and root dry weight grown in clover residue-amended soil compared to
194
unamended soils, respectively. In the case of poultry manure-amended soil, a significant increase was only
195
observed in shoot dry weight (13.4%). 196
Table 5 Mean of dry matter yield, Zn uptake, and Zn concentration in corn grown in amended and unamended soils with organic
197
amendments. 198
Treatment
Zn-Shoot
(mg kg-1)
Zn-Root
(mg kg-1)
Zn-Shoot uptake
(μg pot-1)
Shoot dry
weight
Root dry
weight
Control (unamended)
205.46±4.01c
356.14±3.66c
2806.70±34.45c
13.65±1.01c
3.57±0.35c
Poultry manure-amended soils
246.49±2.74a
373.84±4.32a
3757.94±19.16a
15.48±1.08b
3.91±0.44bc
Sorghum residues-amended soils
130.34±2.52d
278.96±4.70d
2567.38±36.18d
19.65±2.11a
5.03±0.41a
Clover residues-amended soils
229.35±2.73b
363.84±4.15b
3619.14±10.07b
15.77±1.03b
4.25±0.32b
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
199
different at p < 0.05 according to LSD test. 200
Correlation between chemical forms of Zn and soil extraction methods
201
The correlation betwean different chemical forms of Zn in amended soils and Zn concentration measured
202
by DTPA and DGT methods represented in table 6. In all amended soils, the organic and carbonate forms
203
of Zn had the highest correlation with DTPA-extractable Zn with respect to CE-Zn. While, CE-Zn gave the
204
higher correlation with the exchangeable and oxide forms rather than DTPA-extractable Zn. On the other
205
hand, except for DTPA-Zn, which showed a positively significant correlation with organic fraction, CE-Zn
206
revealed a negatively significant correlation with organic forms of Zn. Furthermore, there were no
207
significant correlations between the residual forms of Zn and soil extraction methods in amended soils. 208
Table 6 Correlations (Pearson coefficients) between Zn fractions in amended soils with organic amendments and two measures of
209
Zn availability. Distribution of Zn chemical forms in soil
164 210
Fraction
Poultry manure
Sorghum residues
Clover residues
DTPA-Zn
CE-Zn
DTPA-Zn
CE-Zn
DTPA-Zn
CE-Zn
EX
0.78*
0.85**
0.81**
0.89**
0.76*
0.86**
CAR
-0.81**
-0.69ns
-0.78*
-0.71*
-0.78*
-0.72*
OX
-0.79*
-0.81**
-0.76*
-0.84**
-0.60ns
-0.77*
OR
0.89**
-0.78*
0.86**
-0.77*
0.86**
-0.73*
RES
0.58ns
0.51ns
0.44ns
0.59ns
0.41ns
0.43ns
Note: * and ** p-values were significant at 0.01 and 0.05 levels, respectively. ns: Not significant. 211 16% increase in plant shoot and root dry weight grown in clover residue-amended soil compared to
194
unamended soils, respectively. In the case of poultry manure-amended soil, a significant increase was only
195
observed in shoot dry weight (13.4%). 196 16% increase in plant shoot and root dry weight grown in clover residue-amended soil compared to
194
unamended soils, respectively. In the case of poultry manure-amended soil, a significant increase was only
195
observed in shoot dry weight (13.4%). 196
Table 5 Mean of dry matter yield, Zn uptake, and Zn concentration in corn grown in amended and unamended soils with organic
197
amendments. 198
Treatment
Zn-Shoot
(mg kg-1)
Zn-Root
(mg kg-1)
Zn-Shoot uptake
(μg pot-1)
Shoot dry
weight
Root dry
weight
Control (unamended)
205.46±4.01c
356.14±3.66c
2806.70±34.45c
13.65±1.01c
3.57±0.35c
Poultry manure-amended soils
246.49±2.74a
373.84±4.32a
3757.94±19.16a
15.48±1.08b
3.91±0.44bc
Sorghum residues-amended soils
130.34±2.52d
278.96±4.70d
2567.38±36.18d
19.65±2.11a
5.03±0.41a
Clover residues-amended soils
229.35±2.73b
363.84±4.15b
3619.14±10.07b
15.77±1.03b
4.25±0.32b
Note: Results are means ± standard deviations. Values with the different lower-case letters within each column are significantly
199
different at p < 0 05 according to LSD test
200 matter yield, Zn uptake, and Zn concentration in corn grown in amended and unamended soils with organic The correlation betwean different chemical forms of Zn in amended soils and Zn concentration measured
202
by DTPA and DGT methods represented in table 6. In all amended soils, the organic and carbonate forms
203
of Zn had the highest correlation with DTPA-extractable Zn with respect to CE-Zn. While, CE-Zn gave the
204
higher correlation with the exchangeable and oxide forms rather than DTPA-extractable Zn. On the other
205
hand, except for DTPA-Zn, which showed a positively significant correlation with organic fraction, CE-Zn
206
revealed a negatively significant correlation with organic forms of Zn. Furthermore, there were no
207
significant correlations between the residual forms of Zn and soil extraction methods in amended soils. Distribution of Zn chemical forms in soil
164 208 Table 6 Correlations (Pearson coefficients) between Zn fractions in amended soils with organic amendments and two measures of
209
Zn availability. 210
Fraction
Poultry manure
Sorghum residues
Clover residues
DTPA-Zn
CE-Zn
DTPA-Zn
CE-Zn
DTPA-Zn
CE-Zn
EX
0.78*
0.85**
0.81**
0.89**
0.76*
0.86**
CAR
-0.81**
-0.69ns
-0.78*
-0.71*
-0.78*
-0.72*
OX
-0.79*
-0.81**
-0.76*
-0.84**
-0.60ns
-0.77*
OR
0.89**
-0.78*
0.86**
-0.77*
0.86**
-0.73*
RES
0.58ns
0.51ns
0.44ns
0.59ns
0.41ns
0.43ns
Note: * and ** p-values were significant at 0.01 and 0.05 levels, respectively. ns: Not significant. 211 10 Estimations of Zn availability
212 The relationship between Zn concentration in soil and different plant tissues was investigated by linear
213
correlations (Figure 1). Relationships determined between pooled Zn concentrations of shoot and two
214
measures of Zn availability taken from pooled soil results were significant (P < 0.05). 215 Comparisons of the determination coefficients for tow assays of bioavailability and plant Zn concentrations
216
and uptakes, revealed that CE-Zn gave the most robust relationship for plant and soil data overall, closely
217 Comparisons of the determination coefficients for tow assays of bioavailability and plant Zn concentrations
216
and uptakes, revealed that CE-Zn gave the most robust relationship for plant and soil data overall, closely
217
followed by DTPA extractable Zn. 218 Comparisons of the determination coefficients for tow assays of bioavailability and plant Zn concentrations
216 and uptakes, revealed that CE-Zn gave the most robust relationship for plant and soil data overall, closely
217
followed by DTPA extractable Zn. 218 219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
Fig. 1 Relationships determined between Zn concentration in plant tissues grown in amended and unamended soils and soil
240
extractable Zn. 241
242
0
200
400
600
800
1000
1200
0
300 600 90012001500
Zn shoot uptak
(μg pot-1)
CE-Zn (μg L-1)
0
100
200
300
400
500
0
300 600 90012001500
Zn root concentration
(mg kg-1)
CE-Zn (μg L-1)
0
50
100
150
200
250
0
300 600 90012001500
Zn shoot concentration
(mg kg-1)
CE-Zn (μg L-1)
0
200
400
600
800
1000
0
50 100 150 200 250
Zn shoot uptake
(μg pot-1)
DTPA-Zn (mg kg-1)
0
100
200
300
400
500
0
50 100 150 200 250
Zn root concentration
(mg kg-1)
DTPA-Zn (mg kg-1)
0
50
100
150
200
250
0
50 100 150 200 250
Zn shoot concentration
(mg kg-1)
DTPA-Zn (mg kg-1)
r2=0.82
p < 0.01
r2=0.71
p < 0.05
r2=0.61
p < 0.05
r
2=0.97
p < 0.01
r
2=0.84
p < 0.01
r
2=0.91
p < 0.01 239
Fig. 1 Relationships determined between Zn concentration in plant tissues grown in amended and unamended soils and soil
240
extractable Zn. 241
242 Discussion
243 The addition of poultry manure, sorghum, and clover residues significantly increased the concentration of
244
DOC in soil solution as well as decreasing the amount of soil pH. Microbial degradation of soil organic
245
amendments and root exudates were the likely factor that resulted in these differences. Organic amendments
246
and root exudates provide microorganisms with a valuable source of carbon and nitrogen, which results in
247
considerable microbial activity (Khoshgoftarmanesh et al. 2018). Amending soils with poultry manure and
248 The addition of poultry manure, sorghum, and clover residues significantly increased the concentration of
244
DOC in soil solution as well as decreasing the amount of soil pH. Microbial degradation of soil organic
245
amendments and root exudates were the likely factor that resulted in these differences. Organic amendments
246
and root exudates provide microorganisms with a valuable source of carbon and nitrogen, which results in
247
considerable microbial activity (Khoshgoftarmanesh et al. 2018). Amending soils with poultry manure and
248 11 plant residues provide additional DOC to the soil solution. The presence of DOC, particularly humic acids,
249
may be the main factor contributing to the increased CE-Zn and DTPA-extractable Zn (except for CE-Zn in
250
sorghum residues- amended soil) through decreased pH and formation soluble organo-Zn. Increases of metal
251
bioavailability as a result of decreased pH can occur in different ways, including the acidic groups contained
252
in DOC such as hydroxyl functional groups and carboxyl (Adeleke et al. 2017), and the production of CO2
253
from root respiration and microbial activity, decrease pH, thereby increasing exchangeable metal form (Yao
254
et al. 2020). The increase in exchangeable form of Zn may be linked to decreased oxide fractions of Zn
255
which is likely due to the excretion of Zn2+/OH- to balance the internal charge variation as a result of
256
increased H+ in the soil solution. Another possible cause for increased Zn exchangeable form, is the presence
257
of decreased amounts of carbonate form due to decreased pH (Alloway 2013). Montalvo et al. (2016) found
258
that the increased concentration of DTPA-Zn in calcareous soil was related to the dissolution of zinc
259
carbonate minerals (ZnCO3) as a result of decreased pH in soil solution. Egene et al. (2018) observed that
260
municipal waste compost increased CE-Zn, which may be attributed to the significant decrease in soil pH. Discussion
243 (2018) observed that
260
municipal waste compost increased CE-Zn, which may be attributed to the significant decrease in soil pH. 261
The effects of these parameters present in organic amendments on CE-Zn and DTPA-Zn extractability
262
subsequently influenced the increase of corn Zn concentration. While dry matter biomass was not strongly
263
influenced by increased Zn concentration, which in turn was likely affected by the presence of enhanced
264
soil physical condition and increased concentration of macronutrients provided by organic amendments. 265 plant residues provide additional DOC to the soil solution. The presence of DOC, particularly humic acids,
249
may be the main factor contributing to the increased CE-Zn and DTPA-extractable Zn (except for CE-Zn in
250
sorghum residues- amended soil) through decreased pH and formation soluble organo-Zn. Increases of metal
251
bioavailability as a result of decreased pH can occur in different ways, including the acidic groups contained
252
in DOC such as hydroxyl functional groups and carboxyl (Adeleke et al. 2017), and the production of CO2
253
from root respiration and microbial activity, decrease pH, thereby increasing exchangeable metal form (Yao
254
et al. 2020). The increase in exchangeable form of Zn may be linked to decreased oxide fractions of Zn
255
which is likely due to the excretion of Zn2+/OH- to balance the internal charge variation as a result of
256
increased H+ in the soil solution. Another possible cause for increased Zn exchangeable form, is the presence
257
of decreased amounts of carbonate form due to decreased pH (Alloway 2013). Montalvo et al. (2016) found
258
that the increased concentration of DTPA-Zn in calcareous soil was related to the dissolution of zinc
259
carbonate minerals (ZnCO3) as a result of decreased pH in soil solution. Egene et al. (2018) observed that
260
municipal waste compost increased CE-Zn, which may be attributed to the significant decrease in soil pH. 261
The effects of these parameters present in organic amendments on CE-Zn and DTPA-Zn extractability
262
subsequently influenced the increase of corn Zn concentration. While dry matter biomass was not strongly
263
influenced by increased Zn concentration, which in turn was likely affected by the presence of enhanced
264
soil physical condition and increased concentration of macronutrients provided by organic amendments. Discussion
243 261
The effects of these parameters present in organic amendments on CE-Zn and DTPA-Zn extractability
262
subsequently influenced the increase of corn Zn concentration. While dry matter biomass was not strongly
263
influenced by increased Zn concentration, which in turn was likely affected by the presence of enhanced
264
soil physical condition and increased concentration of macronutrients provided by organic amendments. 265
Another factor that may have affected the increased dry matter production, is likely the formation of
266
phytochelatin-Zn complexes into plant cells as the primary mechanism contributing to the decrease in metals
267
mobility in plant tissues and several studies have linked the mobility of heavy metals in plants' tissues to the
268
synthesis of non-structural carbohydrates and phytoclates in the plants tissues (Chand et al. 2012; Sripriya
269
et al. 2016). 270
Moreover, unlike poultry manure and clover residues-amended soils, the addition of sorghum residues
271
resulted in a decrease in plant Zn concentration, which may be attributed to the significant decrease in CE-
272
Zn in the soil as a result of the conversion of exchangeable fraction into an organic fraction with lower
273 plant residues provide additional DOC to the soil solution. The presence of DOC, particularly humic acids,
249
may be the main factor contributing to the increased CE-Zn and DTPA-extractable Zn (except for CE-Zn in
250
sorghum residues- amended soil) through decreased pH and formation soluble organo-Zn. Increases of metal
251
bioavailability as a result of decreased pH can occur in different ways, including the acidic groups contained
252
in DOC such as hydroxyl functional groups and carboxyl (Adeleke et al. 2017), and the production of CO2
253
from root respiration and microbial activity, decrease pH, thereby increasing exchangeable metal form (Yao
254
et al. 2020). The increase in exchangeable form of Zn may be linked to decreased oxide fractions of Zn
255
which is likely due to the excretion of Zn2+/OH- to balance the internal charge variation as a result of
256
increased H+ in the soil solution. Another possible cause for increased Zn exchangeable form, is the presence
257
of decreased amounts of carbonate form due to decreased pH (Alloway 2013). Montalvo et al. (2016) found
258
that the increased concentration of DTPA-Zn in calcareous soil was related to the dissolution of zinc
259
carbonate minerals (ZnCO3) as a result of decreased pH in soil solution. Egene et al. Discussion
243 Conversely, despite the reduction of the exchangeable form of Zn, the concentration of
280
DTPA-Zn in the sorghum residues-amended soil increased with respect to CE-Zn. 281 to an increase in the organic fraction of Cu. The use of organic matter in the soil plays a key role on the
275
absorption of heavy metals. Molecular-scale spectroscopic studies have shown that these metals form strong
276
bonds with functional groups of organic matter such as carboxylic, phenolic, and thiols (Degryse et al. 277
2009). Therefore, an increased organic fraction of Zn in sorghum residues-amended soil may directly be
278
attributed to the higher carbon to nitrogen ratio (C:N) value of sorghum residue than poultry manure and
279
clover residues. Conversely, despite the reduction of the exchangeable form of Zn, the concentration of
280
DTPA-Zn in the sorghum residues-amended soil increased with respect to CE-Zn. 281 The reason that chelating agents such as DTPA-TEA might not be a good predictor of Zn bioavailability is
282
that not all chemical fractions of metals are thought to be available for plants, and it has been revealed that
283
free ion and labile complexes of metals are available for uptake, while a large amount of Zn organic form
284
extracted by this extractant was relatively unavailable for plant and it appears that this extractant
285
overestimated the phytoavailability (Soriano-Disla et al. 2010). The positive (DTPA-Zn) and negative (CE-
286
Zn) significant correlation obtained between organic fraction and two potential measures of Zn
287
bioavailability partly confirmed that DTPA might be extracted some of the Zn organic forms which was not
288
available for the plant. However, in poultry manure and clover residues-amended soils, due to the increase
289
in Zn exchangeable forms, it was impossible to distinguish whether the increased DTPA-extractable Zn was
290
related to the exchangeable fraction or the organic fraction. 291 Although DTPA extractant has been successfully used to measure deficiencies of metals in soils, the use of
292
this method to assess phytotoxic concentrations of metals have been less so, with plant responses typically
293
poorly correlated with DPTA (Karami et al. 2009; Zhang et al. 2010) which may be attributed to lack of
294
metals concentration measurement partitioned to the solid phase. Discussion
243 281
The reason that chelating agents such as DTPA-TEA might not be a good predictor of Zn bioavailability is
282
that not all chemical fractions of metals are thought to be available for plants, and it has been revealed that
283
free ion and labile complexes of metals are available for uptake, while a large amount of Zn organic form
284
extracted by this extractant was relatively unavailable for plant and it appears that this extractant
285
overestimated the phytoavailability (Soriano-Disla et al. 2010). The positive (DTPA-Zn) and negative (CE-
286
Zn) significant correlation obtained between organic fraction and two potential measures of Zn
287
bioavailability partly confirmed that DTPA might be extracted some of the Zn organic forms which was not
288
available for the plant. However, in poultry manure and clover residues-amended soils, due to the increase
289
in Zn exchangeable forms, it was impossible to distinguish whether the increased DTPA-extractable Zn was
290
related to the exchangeable fraction or the organic fraction. 291
Although DTPA extractant has been successfully used to measure deficiencies of metals in soils, the use of
292 to an increase in the organic fraction of Cu. The use of organic matter in the soil plays a key role on the
275
absorption of heavy metals. Molecular-scale spectroscopic studies have shown that these metals form strong
276
bonds with functional groups of organic matter such as carboxylic, phenolic, and thiols (Degryse et al. 277
2009). Therefore, an increased organic fraction of Zn in sorghum residues-amended soil may directly be
278
attributed to the higher carbon to nitrogen ratio (C:N) value of sorghum residue than poultry manure and
279
clover residues. Conversely, despite the reduction of the exchangeable form of Zn, the concentration of
280
DTPA-Zn in the sorghum residues-amended soil increased with respect to CE-Zn. 281 to an increase in the organic fraction of Cu. The use of organic matter in the soil plays a key role on the
275
absorption of heavy metals. Molecular-scale spectroscopic studies have shown that these metals form strong
276
bonds with functional groups of organic matter such as carboxylic, phenolic, and thiols (Degryse et al. 277
2009). Therefore, an increased organic fraction of Zn in sorghum residues-amended soil may directly be
278
attributed to the higher carbon to nitrogen ratio (C:N) value of sorghum residue than poultry manure and
279
clover residues. Discussion
243 265
Another factor that may have affected the increased dry matter production, is likely the formation of
266 Another factor that may have affected the increased dry matter production, is likely the formation of
266
phytochelatin-Zn complexes into plant cells as the primary mechanism contributing to the decrease in metals
267
mobility in plant tissues and several studies have linked the mobility of heavy metals in plants' tissues to the
268
synthesis of non-structural carbohydrates and phytoclates in the plants tissues (Chand et al. 2012; Sripriya
269
et al. 2016). 270 Moreover, unlike poultry manure and clover residues-amended soils, the addition of sorghum residues
271
resulted in a decrease in plant Zn concentration, which may be attributed to the significant decrease in CE-
272
Zn in the soil as a result of the conversion of exchangeable fraction into an organic fraction with lower
273
mobility. Garrido Reyeset et al. (2013) found that decreased CE-Cu in biosolids-amended soil was related
274 Moreover, unlike poultry manure and clover residues-amended soils, the addition of sorghum residues
271
resulted in a decrease in plant Zn concentration, which may be attributed to the significant decrease in CE-
272
Zn in the soil as a result of the conversion of exchangeable fraction into an organic fraction with lower
273
mobility. Garrido Reyeset et al. (2013) found that decreased CE-Cu in biosolids-amended soil was related
274 12 to an increase in the organic fraction of Cu. The use of organic matter in the soil plays a key role on the
275
absorption of heavy metals. Molecular-scale spectroscopic studies have shown that these metals form strong
276
bonds with functional groups of organic matter such as carboxylic, phenolic, and thiols (Degryse et al. 277
2009). Therefore, an increased organic fraction of Zn in sorghum residues-amended soil may directly be
278
attributed to the higher carbon to nitrogen ratio (C:N) value of sorghum residue than poultry manure and
279
clover residues. Conversely, despite the reduction of the exchangeable form of Zn, the concentration of
280
DTPA-Zn in the sorghum residues-amended soil increased with respect to CE-Zn. Discussion
243 While, in the case of DGT method, the
295
replenishment capacity of the solid phase is considered as a fundamental variable that resupply the amount
296
depleted in soil solution (Mason et al. 2010). 297 Analytically quantifying the potential measure of metals bioavailability by DGT technique has only been
298
attempted in a few studies, but in general, results from these predictions have not included calcareous soils
299
treated with the organic amendments. A study by Soriano-Disla et al. (2010) found that the correlation for
300 Analytically quantifying the potential measure of metals bioavailability by DGT technique has only been
298
attempted in a few studies, but in general, results from these predictions have not included calcareous soils
299
treated with the organic amendments. A study by Soriano-Disla et al. (2010) found that the correlation for
300 Analytically quantifying the potential measure of metals bioavailability by DGT technique has only been
298
attempted in a few studies, but in general, results from these predictions have not included calcareous soils
299
treated with the organic amendments. A study by Soriano-Disla et al. (2010) found that the correlation for
300 13 CE-Zn and sorghum root Zn concentration grown in was higher (r2 = 0.91**), than DTPA-Zn concentration
301
(r2 = 0.89**). Another successful relationship between Zn concentration of the shoot and CE-Zn (r2 = 0.76**)
302
was also obtained in peppermint grown in sewage sludge-treated soils, but a less robust relationship was
303
found with Zn concentrations in the shoot and DTPA-Zn (r2 = 0.62**) (Mohseni et al. 2020). 304
Conclusions
305 CE-Zn and sorghum root Zn concentration grown in was higher (r2 = 0.91**), than DTPA-Zn concentration
301
(r2 = 0.89**). Another successful relationship between Zn concentration of the shoot and CE-Zn (r2 = 0.76**)
302
was also obtained in peppermint grown in sewage sludge-treated soils, but a less robust relationship was
303
found with Zn concentrations in the shoot and DTPA-Zn (r2 = 0.62**) (Mohseni et al. 2020). 304
Conclusions
305 This study showed that the organic amendment efficacy at reducing the bioavailability of the metal was
306
mostly dependent on the type of organic amendment and the potential measures of metal bioavailability for
307
plants. Unlike poultry manure and clover residues, sorghum residues significantly accounted for the most
308
reduction in Zn bioavailability as a result of higher carbon to nitrogen ratio. Discussion
243 DTPA method was poorly
309
correlated with plant metal concentrations, which may be associated with the extraction of the unavailable
310
form of Zn, especially Zn organic form. In contrast, the DGT technique had strong potential as a measure
311
of Zn bioavailability in amended soils. Thus the theory that DGT technique imitates important processes
312
involved in plant metal uptake makes it more reliable for estimating the bioavailability of Zn. 313
Declarations
314
Funding
315
This research did not receive any specific grant from funding agencies in the public, commercial, or not-
316
for-profit sectors. 317
Competing interests
318
The authors declare that they have no competing interests. 319
Availability of data and materials
320
The datasets used and/or analyzed during the current study are available from the corresponding author on
321
reasonable request. 322
Code availability
323
Not applicable
324
Acknowledgement
325 This study showed that the organic amendment efficacy at reducing the bioavailability of the metal was
306
mostly dependent on the type of organic amendment and the potential measures of metal bioavailability for
307
plants. Unlike poultry manure and clover residues, sorghum residues significantly accounted for the most
308
reduction in Zn bioavailability as a result of higher carbon to nitrogen ratio. DTPA method was poorly
309
correlated with plant metal concentrations, which may be associated with the extraction of the unavailable
310
form of Zn, especially Zn organic form. In contrast, the DGT technique had strong potential as a measure
311
of Zn bioavailability in amended soils. Thus the theory that DGT technique imitates important processes
312
involved in plant metal uptake makes it more reliable for estimating the bioavailability of Zn. 313 14 The authors appreciate the Agricultural Research, Education and Extension Organization, Tehran, Iran for
326
technical support of this study. 327 The authors appreciate the Agricultural Research, Education and Extension Organization, Tehran, Iran for
326
technical support of this study. 327 References
328 References
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422 18 Figures Figures Figures
Figure 1
Relationships determined between Zn concentration in plant tissues grown in amended and unamen
soils and soil extractable Zn. Figure 1 Relationships determined between Zn concentration in plant tissues grown in amended and unamended
soils and soil extractable Zn. Relationships determined between Zn concentration in plant tissues grown in amended and unamended
soils and soil extractable Zn.
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https://www.frontiersin.org/articles/10.3389/fendo.2021.732456/pdf
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English
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PACAP–PAC1 Signaling Regulates Serotonin 2A Receptor Internalization
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Frontiers in endocrinology
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cc-by
| 8,915
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ORIGINAL RESEARCH
published: 25 October 2021
doi: 10.3389/fendo.2021.732456 PACAP–PAC1 Signaling Regulates
Serotonin 2A Receptor Internalization
Atsuko Hayata-Takano 1,2*†, Yusuke Shintani 1†, Keita Moriguchi 1, Naoki Encho 1,
Kohei Kitagawa 1, Takanobu Nakazawa 1,3 and Hitoshi Hashimoto 1,2,4,5,6* 1 Laboratory of Molecular Neuropharmacology, Graduate School of Pharmaceutical Sciences, Osaka University, Suita, Japan,
2 Molecular Research Center for Children’s Mental Development, United Graduate School of Child Development, Osaka
University, Kanazawa University, Hamamatsu University School of Medicine, Chiba University and University of Fukui, Suita,
Japan, 3 Department of Bioscience, Tokyo University of Agriculture, Setagaya-ku, Japan, 4 Division of Bioscience, Institute for
Datability Science, Osaka University, Suita, Japan, 5 Transdimensional Life Imaging Division, Institute for Open and
Transdisciplinary Research Initiatives, Osaka University, Suita, Japan, 6 Department of Molecular Pharmaceutical Science,
Graduate School of Medicine, Osaka University, Suita, Japan Keywords: pituitary adenylate cyclase-activating polypeptide (PACAP), internalization, hallucination, b-arrestin,
G protein-coupled receptor (GPCR), serotonin 2A receptor (5-HT2A) Reviewed by: Reviewed by:
Lee E. Eiden,
National Institutes of Health (NIH),
United States
Alessandro Castorina,
University of Technology Sydney,
Australia *Correspondence:
Hitoshi Hashimoto
hasimoto@phs.osaka-u.ac.jp
Atsuko Hayata-Takano
a-hayata@phs.osaka-u.ac.jp
†These authors have contributed *Correspondence:
Hitoshi Hashimoto
hasimoto@phs.osaka-u.ac.jp
Atsuko Hayata-Takano
a-hayata@phs.osaka-u.ac.jp
†These authors have contributed
equally to this work and
share first authorship *Correspondence:
Hitoshi Hashimoto
hasimoto@phs.osaka-u.ac.jp
Atsuko Hayata-Takano
a-hayata@phs.osaka-u.ac.jp
†These authors have contributed
equally to this work and
share first authorship Specialty section:
This article was submitted to
Neuroendocrine Science,
a section of the journal
Frontiers in Endocrinology
Received: 29 June 2021
Accepted: 27 September 2021
Published: 25 October 2021 Specialty section:
This article was submitted to
Neuroendocrine Science,
a section of the journal
Frontiers in Endocrinology Specialty section:
This article was submitted to
Neuroendocrine Science,
a section of the journal
Frontiers in Endocrinology
Received: 29 June 2021
Accepted: 27 September 2021
Published: 25 October 2021 Received: 29 June 2021
Accepted: 27 September 2021
Published: 25 October 2021 Mice lacking pituitary adenylate cyclase-activating polypeptide (PACAP) display
psychomotor abnormalities, most of which are ameliorated by atypical antipsychotics with
serotonin(5-HT)2Areceptor(5-HT2A)antagonism.HeterozygousPacapmutantmiceshowa
significantly higher hallucinogenic response than wild-type mice to a 5-HT2A agonist. Endogenous PACAP may, therefore, affect 5-HT2A signaling; however, the underlying
neurobiological mechanism for this remains unclear. Here, we examined whether PACAP
modulates 5-HT2A signaling by addressing cellular protein localization. PACAP induced an
increase in internalization of 5-HT2A but not 5-HT1A, 5-HT2C, dopamine D2 receptors or
metabotropic glutamate receptor 2 in HEK293T cells. This PACAP action was inhibited by
protein kinase C inhibitors, b-arrestin2 silencing, the PACAP receptor PAC1 antagonist
PACAP6-38, and PAC1 silencing. In addition, the levels of endogenous 5-HT2A were
decreased on the cell surface of primary cultured cortical neurons after PACAP stimulation
and were increased in frontal cortex cell membranes of Pacap−/−mice. Finally,
intracerebroventricular PACAP administration suppressed 5-HT2A agonist-induced head
twitch responses in mice. These results suggest that PACAP–PAC1 signaling increases
5-HT2A internalization resulting in attenuation of 5-HT2A-mediated signaling, although
further study is necessary to determine the relationship between behavioral abnormalities
in Pacap−/−mice and PACAP-induced 5-HT2A internalization. Edited by: Edited by:
Hubert Vaudry,
Universite´ de Rouen,
France Vector Construction The vector, pFN21A (HaloTag technology, Promega, Madison,
WI, USA), encoding the secretory IL-6 signal peptide fused to the
N-terminus of Halo-tag was a gift from Dr. Nagase (Kazusa
DNA Research Institute). To generate the Halo-PAC1 construct,
the hop1 splicing variant of a human PAC1 cDNA was subcloned
into the pFN21A vector at SgfI and PmeI restriction sites as
described previously (4). Human 5-HT1A, 5-HT2A, D2 and
mGlu2 cDNAs were obtained from the Kazusa Collection of
Flexi ORF Clones (Kazusa DNA Research Institute, Chiba,
Japan). These clones were also subcloned into the pFN21A
vector at SgfI and PmeI restriction sites. 5-HT2A has beenimplicated inmany psychiatric disorders, such
as schizophrenia and affective disorders (13). Clinical studies have
indicated that impaired 5-HT2A signaling plays a major role in
schizophrenic episodes (14). Almost all currently available atypical
antipsychotic drugs possess antagonistic effects against D2 and 5-
HT2A (15).Cellular internalizationis knownto play a criticalrolein
the regulation of 5-HT2A functions (16, 17). 5-HT, dopamine, DOI
and clozapineinduce 5-HT2A internalizationand recycling, and the
signaling processes through which each ligand induces its effect are
differentially regulated (17). In addition, different classes of G-
protein-coupled receptors (GPCRs) can form heteromeric
complexes that potentially contribute to the regulation of receptor
internalization or alteration of pharmacological signaling
properties (18, 19). 5-HT2A/metabotropic glutamate receptor 2
(mGlu2) and 5-HT2A/D2 form heteromeric complexes that
induce unique hallucinogen-specific signaling (20–23). Thus, the
signaling pathways involved in 5-HT2A function are complicated,
and the precise signaling pathways responsible for hallucinogenic
and therapeutic effects remain unclear. Receptor Internalization in HEK293T Cells
Receptor internalization was quantitatively assessed using
HaloTag technology (Promega) as described previously (4). HEK293T cells were maintained in Dulbecco’s modified Eagle’s
medium (DMEM, 5919, Nissui, Tokyo, Japan) supplemented
with 10% fetal bovine serum. The cells were transfected with
Halo-expressing vector and labeled with the cell-impermeable
Alexa Fluor 488 ligand (Promega) in Opti-MEM for 15 min at
37°C. Each inhibitor or antagonist pretreatment was for 30 min. The cells were then treated with 1 µM PACAP, 5-HT or saline,
washed with phosphate-buffered saline and fixed in 4%
paraformaldehyde. Cells were imaged using an FV1000D
confocal microscope (Olympus, Tokyo, Japan) in sequential
mode and membrane protein internalization was quantified
using ImageJ software (NIH, MD, USA). Vector Construction To assess the
internalization ratio, we defined the shape of a whole-cell
(region of interest, ROI, A) and its cytoplasmic region (ROI B)
by reducing the size by 5–10 pixels and then determining the
fluorescence in both ROIs. The internalization ratio (%) was
defined by dividing the amount of luminescence in ROI B by that
in ROI A. Our previous studies indicated that there are no significant
differences in 5-HT content in the cortex and striatum or in 5-
HT2A protein levels in the somatosensory cortex between
PACAP mutant and wild-type mice (5, 11, 24). Therefore, here,
we examined the effect of PACAP signaling on 5-HT2A
internalization and revealed that the PACAP–PAC1 signaling
pathway regulates 5-HT2A internalization in a protein kinase C
(PKC)- and b-arrestin2-dependent manner. These results further
suggest the existence of functional crosstalk between PACAP and
5-HT2A-mediated signaling pathways in the brain. Drugs PACAP (PACAP-38, 4221-v), PACAP6-38 (4286-v) and VIP
(4110-v) were purchased from Peptide Institute (Osaka, Japan). D-sphingosine (S7049), H89 (B1427) and 5-HT hydrochloride
(H9523) were purchased from Sigma-Aldrich (St Louis, MO,
USA). PD98059 (513000) was purchased from Calbiochem (CA,
USA). H7 (BML-EI148) and HA1004 (BML-EI184) were
purchased from ENZO Life Science (NY, USA). Citation: These findings indicate that 5-HT2A function may
be involved in psychiatric conditions in which PACAP signaling is
dysfunctional and that functional crosstalk may exist between
PACAP and 5-HT2A signaling pathways. However, the
underlying molecular mechanisms for this remain unclear. All animal care and handling procedures were performed in
accordance with protocols approved by the Animal Care and Use
Committee of the Graduate School of Pharmaceutical Sciences,
Osaka University. All efforts were made to minimize the number
of animals used. Citation: Pituitary adenylate cyclase-activating polypeptide (PACAP) is a multifunctional neuropeptide that
regulates a wide array of physiological responses, including emotion, cognition and motor function. It
acts upon three G protein-coupled receptor subtypes: a PACAP-preferring receptor (PAC1) and two
vasoactive intestinal polypeptide (VIP) receptors (VPAC1and VPAC2) (1, 2).PAC1signalingmediates
cellular functions, such as transcriptional responses and cell survival, partly through its own
internalization (3, 4). We previously reported that PACAP-deficient (Pacap−/−) mice show behavioral Hayata-Takano A, Shintani Y,
Moriguchi K, Encho N, Kitagawa K,
Nakazawa T and Hashimoto H (2021)
PACAP–PAC1 Signaling Regulates
Serotonin 2A Receptor Internalization. Front. Endocrinol. 12:732456. doi: 10.3389/fendo.2021.732456 October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org Hayata-Takano et al. PACAP Serotonin 2A Crosstalk abnormalities such as locomotor hyperactivity in an open-field,
deficits in prepulse inhibition (PPI) of the startle response,
depression-like behavior and memory impairment (5–10). The
hyperlocomotion and PPI deficits in Pacap−/−mice were reversed
by risperidone, an atypical antipsychotic drug with antagonism of
serotonin (5-HT)2 receptors and dopamine D2 receptors (D2) (10). The depression-like behavior in Pacap−/−mice were ameliorated by
risperidone and the selective 5-HT 2A receptor (5-HT2A)
antagonist, ritanserin (7). In addition, Pacap−/−mice (7) and
heterozygous mutant mice (Pacap+/−) (11) show exaggerated
(±)-2,5-dimethoxy-4-iodoamphetamine (DOI)-induced head-
twitch responses compared with wild-type mice. Pacap−/−mice
also have increased 5-HT content and 5-HT-immunoreactive cell
counts inthe dorsalraphe(12) andslightly decreasedlevelsofthe 5-
HT metabolite, 5-hydroxyindoleacetic acid, in the cortex and
striatum (5). These findings indicate that 5-HT2A function may
be involved in psychiatric conditions in which PACAP signaling is
dysfunctional and that functional crosstalk may exist between
PACAP and 5-HT2A signaling pathways. However, the
underlying molecular mechanisms for this remain unclear. ICR background were obtained by crossing Pacap+/−
heterozygous mice. abnormalities such as locomotor hyperactivity in an open-field,
deficits in prepulse inhibition (PPI) of the startle response,
depression-like behavior and memory impairment (5–10). The
hyperlocomotion and PPI deficits in Pacap−/−mice were reversed
by risperidone, an atypical antipsychotic drug with antagonism of
serotonin (5-HT)2 receptors and dopamine D2 receptors (D2) (10). The depression-like behavior in Pacap−/−mice were ameliorated by
risperidone and the selective 5-HT 2A receptor (5-HT2A)
antagonist, ritanserin (7). In addition, Pacap−/−mice (7) and
heterozygous mutant mice (Pacap+/−) (11) show exaggerated
(±)-2,5-dimethoxy-4-iodoamphetamine (DOI)-induced head-
twitch responses compared with wild-type mice. Pacap−/−mice
also have increased 5-HT content and 5-HT-immunoreactive cell
counts inthe dorsalraphe(12) andslightly decreasedlevelsofthe 5-
HT metabolite, 5-hydroxyindoleacetic acid, in the cortex and
striatum (5). Antibodies The following commercially available antibodies were used: rabbit
polyclonal anti-PAC1 (ab54980, Abcam, Cambridge, UK), rabbit
polyclonal anti-5-HT1A (ab44635, Abcam), rabbit polyclonal anti-
5-HT2A (ab16028, Abcam), rabbit polyclonal anti-D2 (ab21218,
Abcam), rabbit polyclonal anti-mGlu2/3 (06-676, Millipore,
Darmstadt, Germany), mouse monoclonal anti-b-actin
(MAB1501, Millipore), mouse monoclonal anti-alpha 1 sodium
potassium ATPase (ab7671, Abcam). Horseradish peroxidase-
conjugated anti-rabbit IgG and anti-mouse IgG were purchased
from Cappel (Cochranville, PA, USA). Animals siRNA-mediated silencing of b-arrestins was performed exactly
as described in our previous study (4). b-arrestin1 (6218S; Cell
Signaling Technology, Danvers, MA, USA), b-arrestin2 (sc-
29743; Santa Cruz Biotechnology, Dallas, TX) or control ICR mice were purchased from Japan SLC (Shizuoka, Japan). Generation of Pacap−/−mice by gene targeting was reported
previously (5). Pacap−/−mice and wild-type littermates on the October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org 2 Hayata-Takano et al. PACAP Serotonin 2A Crosstalk the bands of specific immune-complexes were analyzed using
ImageJ software. siRNA (6568S; Cell Signaling Technology), each at 25 mM, were
transfected using Lipofectamine RNAiMAX (Invitrogen)
according to the manufacturer’s protocol. We confirmed that
the b-arrestin1 and b-arrestin2 siRNAs effectively decreased the
respective b-arrestin levels to less than 35% in HEK293T cells in
our previous study (4). Head Twitch Response and
Intracerebroventricular Injections j
Intracerebroventricular injections were performed as described
previously (26). Head twitch responses were assessed as
described previously (10). ICR mice were anesthetized and
placed in a stereotaxic instrument (Narishige, Tokyo, Japan). A
G-4 cannula (Eicom, Kyoto, Japan) was implanted, −0.4 mm
posterior, 1.0 mm lateral, and 2.3 mm ventral from the bregma. After cannula implantation, each mouse was given 1 mg/kg
buprenorphine (Sigma-Aldrich) to relieve pain and housed
individually for at least 10 days before performing head-twitch
experiments. Thirty minutes before DOI (Sigma-Aldrich)
treatment, PACAP (10 pmol) was diluted in Ringer’s solution
(1:100, Fuso Pharmaceutical Industries, Osaka, Japan) and a 3 ml
volume was injected at an infusion rate of 1 ml/min using a
microinjection pump (KD Scientific, MA, USA). For the
pretreatment of the PAC1 antagonist, PACAP6-38 (100 pmol)
were diluted and injected in the same way 30 min before PACAP
treatment. The mice were individually placed in observation cages
(19 × 10 × 11 cm) for a 30 min habituation period. They were then
intraperitoneally injected with either saline or DOI, which were
preparedjustbeforeuse,andrecordingsweremadeforadurationof
60 min. Scoring began immediately after injection by trained
observers who were blind to the treatment. The head twitch
response is a distinctive paroxysmal head-twitching behavior that
iseasily distinguishedfromhead-bobbing,lateralmovementsofthe
head and grooming. The intracerebroventricular injection was
judged successful if the third ventricle was stained by Evans blue. Statistical Analysis Experimental data were analyzed using Student’s t-test, or one-
way, two-way or two-way repeated measures analysis of variance
(ANOVA). The Tukey-Kramer post hoc test was also performed
after significant main effects for interaction were observed. The
criterion for statistical significance was p < 0.05. Statistical
analyses were performed using StatView software (version 5.0;
SAS Institute, Cary, NC, USA). All experiments were performed
in a blinded manner. The observers were blinded to the group of
samples during the analyses by random numbering. Surface Biotinylation Assay and
Membrane Protein Isolation A receptor biotinylation assay was performed using the Pierce
cell surface protein isolation kit (Thermo Fisher Scientific,
Waltham, MA, USA) as described previously (25). Primary
cultures of cortical neurons were prepared as described
previously (4). The surface proteins of mouse primary cultured
cortical neurons at 14 days in vitro were biotinylated with EZ-
Link Sulfo-NHS-SS-biotin for 30 min at 4°C. To collect the
surface proteins, cells were lysed with lysis buffer and
biotinylated proteins were precipitated with NeutrAvidin
agarose. The collected surface proteins were analyzed by
western blotting. Membrane protein isolation was performed using a plasma
membrane protein isolation kit (Invent Biotechnologies,
Plymouth, MN, USA) according to the manufacturer’s
instructions. The collected membrane proteins were analyzed
by western blotting. Western Blotting Collected surface proteins were suspended in RIPA buffer (50 mM
Tris-HCl, pH 7.4, 150 mM NaCl, 1 mM EDTA, 0.1% NP-40, 0.5%
sodium deoxycholate, 0.1% sodium dodecyl sulfate), separated by
sodium dodecyl sulfate-polyacrylamide gel electrophoresis, and
then transferred electrophoretically onto polyvinylidene fluoride
membranes (Millipore). After blocking with 2% BSA in TBS buffer
(50 mM Tris-HCl, pH 7.4, 150 mM NaCl), the membranes were
incubated with an anti-PAC1 antibody (1:1,000 dilution), anti-5-
HT1A antibody (1:1,000 dilution), anti-5-HT2A antibody (1:1,000
dilution), anti-D2 antibody (1:1,000 dilution), anti-mGlu2/3
antibody (1:1,000 dilution), anti-b-actin antibody (1:2000
dilution) or anti-alpha 1 sodium potassium ATPase antibody
(1:1000 dilution) overnight at 4°C. After incubation with a
horseradish peroxidase-conjugated anti-rabbit IgG (1:2,000
dilution) or anti-mouse IgG (1:2,000 dilution) secondary
antibody for 1 h at room temperature, proteins were detected by
chemiluminescence and visualized with an ImageQuant LAS 4000
system (GE Healthcare, Little Chalfont, UK). For quantification, PACAP-Induced Internalization of 5-HT2A
in HEK293T Cells and 5-HT2A was below the detection limit of our RT-PCR analysis
(Supplementary Figure 1A). Quantitative RT-PCR analysis showed
thatPC12cellsandSH-SY5Ycellsexpressedrelativelyhigherlevelsof
PAC1 mRNA as expected from the previous reports (27–29), and
both our HEK293T cell cultures and the HEK293T cells provided by
RIKENBRCCellBank(RCB2202;theNationalBio-ResourceProject
of the MEXT/AMED, Japan) moderately expressed PAC1 mRNA at
similar levels. In Hela cells, PAC1 expression was below the detection
limit of our quantitative RT-PCR analysis (Supplementary
Figure 1B). The nucleotide sequence of the cDNA fragment
amplified from our HEK293T cell cultures was identical to that of
the cDNA encoding the human PAC1 hop1 splice variant (NCBI
Reference Sequence: NM_001199635.2). We then examined whether PACAP, maxadilan, a potent and
specific PAC1 agonist (30), and VIP increase intracellular cyclic
adenosine monophosphate (cAMP) levels in our HEK293T cell
cultures and confirmed that PACAP and maxadilan, both at ≥
0.01 nM, significantly increased intracellular cAMP levels, while
VIP at higher concentrations (≥1 nM) increased intracellular
cAMP levels (Supplementary Figure 1C). A
B
C
FIGURE 1 | PACAP induces internalization of 5-HT2A in HEK293T cells. (A) Representative images of HEK293T cells transfected with the indicated HaloTag
receptors. The cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 1 mM PACAP or saline for 30 min. Scale bar, 10 mm. (B) Quantification of the indicated HaloTag receptor internalization. Values are the mean ± SEM of 40–64 cells obtained from three independent
experiments. **p < 0.01 vs. saline, Student’s t-test. (C) Time course of 5-HT2A and PAC1 internalization for 45 min after PACAP treatment. Values are the mean ±
SEM of 23–69 cells obtained from three independent experiments. **p < 0.01 vs. saline, two-way repeated-measures ANOVA followed by the Tukey-Kramer test. FIGURE 1 | PACAP induces internalization of 5-HT2A in HEK293T cells. (A) Representative images of HEK293T cells transfected with the indicated HaloTag
receptors. The cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 1 mM PACAP or saline for 30 min. Scale bar, 10 mm. (B) Quantification of the indicated HaloTag receptor internalization. Values are the mean ± SEM of 40–64 cells obtained from three independent
experiments. **p < 0.01 vs. saline, Student’s t-test. (C) Time course of 5-HT2A and PAC1 internalization for 45 min after PACAP treatment. Values are the mean ±
SEM of 23–69 cells obtained from three independent experiments. **p < 0.01 vs. PACAP-Induced Internalization of 5-HT2A
in HEK293T Cells To examine whetherPACAP signalingmodulatesthe internalization
of 5-HT2A and related GPCRs in HEK293T cells, we constructed
membrane-specific Halo-tagged receptors for PAC1, 5-HT2A, 5-
HT1A, 5-HT2c, D2 and mGlu2. As a first step, we examined
whether PAC1, VPAC1, VPAC2, and 5-HT2A mRNAs were
expressed in HEK293T cells using reverse transcription (RT)-PCR
analysis. In our HEK293T cell cultures, we detected the mRNA
expression of PAC1 and VPAC1; however, the expression of VPAC2 October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org 3 PACAP Serotonin 2A Crosstalk Hayata-Takano et al. To detect receptor internalization, only cell surface GPCR-
Halo proteins were labeled with the cell-impermeable Alexa
Fluor 488 HaloTag ligand and the signal ratio of internalized
GPCR vs. total GPCR was determined in each cell after 30 min of
PACAP treatment. PACAP (1 µM) induced an increase in the
internalization of 5-HT2A (saline, 10.64 ± 1.40; PACAP, 29.50 ±
2.07, p < 0.001, Student’s t-test) in HEK293T cells (Figures 1A,
B). In accordance with previous reports (3, 4, 31, 32), PACAP
also induced the internalization of PAC1 (saline, 9.52 ± 1.45;
PACAP, 33.08 ± 0.56, p < 0.001, Student’s t-test) (Figures 1A, B). In contrast, PACAP did not affect the internalization of 5-HT1A
(saline, 6.19 ± 0.61; PACAP, 7.18 ± 0.64, not significant), 5-HT2c
(saline, 49.35 ± 2.72; PACAP, 42.06 ± 2.09, not significant),
D2 (saline, 20.95 ± 1.93; PACAP, 17.87 ± 1.81, not significant),
or mGlu2 (saline, 11.64 ± 0.84; PACAP, 9.44 ± 0.95, not
significant) (Figures 1A, B). We also analyzed the time course
of PACAP-induced internalization. The internalization ratios of
5-HT2A and PAC1 were similarly increased within 15 min after
PACAP treatment and remained elevated for at least 45 min
(two-way repeated-measures ANOVA; 5-HT2A, treatment effect, and 5-HT2A was below the detection limit of our RT-PCR analysis
(Supplementary Figure 1A). Quantitative RT-PCR analysis showed
thatPC12cellsandSH-SY5Ycellsexpressedrelativelyhigherlevelsof
PAC1 mRNA as expected from the previous reports (27–29), and
both our HEK293T cell cultures and the HEK293T cells provided by
RIKENBRCCellBank(RCB2202;theNationalBio-ResourceProject
of the MEXT/AMED, Japan) moderately expressed PAC1 mRNA at
similar levels. In Hela cells, PAC1 expression was below the detection
limit of our quantitative RT-PCR analysis (Supplementary
Figure 1B). The nucleotide sequence of the cDNA fragment
amplified from our HEK293T cell cultures was identical to that of
the cDNA encoding the human PAC1 hop1 splice variant (NCBI
Reference Sequence: NM_001199635.2). PACAP-Induced Internalization of 5-HT2A
in HEK293T Cells saline, two-way repeated-measures ANOVA followed by the Tukey-Kramer test. October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org PACAP Serotonin 2A Crosstalk Hayata-Takano et al. HEK293T cells (4), b-arrestin2 siRNA, but not b-arrestin1
siRNA, blocked the PACAP-induced 5-HT2A internalization
(two-way ANOVA, PACAP effect, F(1, 490) = 37.78, p < 0.001;
silencing effect, F(2, 490) = 5.85, p = 0.0031; interaction, F(2, 490) =
7.61, p < 0.001) (Figures 3C, D). A negative control siRNA
showed no effect on PACAP-induced 5-HT2A internalization
(Figures 3C, D). F(1, 82) = 65.77, p < 0.001; time effect, F(3, 246) = 11.77, p < 0.001;
interaction, F(3, 246) = 11.75, p < 0.001; PAC1, treatment effect,
F(1, 54) = 96.14, p < 0.001; time effect, F(3, 162) = 19.41, p < 0.001;
interaction, F(3, 162) = 18.66, p < 0.001) (Figure 1C). In
accordance with previous reports (15, 16), 5-HT increased 5-
HT2A internalization in a time-dependent manner, the pattern of
which was similar to that of PACAP-induced 5-HT2A
internalization (Supplementary Figure 2). PAC1 Mediates PACAP-Induced
5-HT2A Internalization To examine the subtypes of the three PACAP receptors (PAC1,
VPAC1 and VPAC2) involved in PACAP-induced 5-HT2A
internalization, we compared 5-HT2A internalization following
administration of various doses of PACAP and VIP. PACAP
(0.01, 0.1, and 1 µM) dose-dependently increased 5-HT2A
internalization (one-way ANOVA, F(3, 321) = 29.44, p < 0.001),
but VIP (0.01, 0.1, and 1 µM) did not (one-way ANOVA, F(3, 304) =
3.62, p = 0.054) (Figures 2A, B). Pretreatment with PACAP6-38, a
PAC1 antagonist, significantly inhibited the PACAP-induced 5-
HT2A internalization (one-way ANOVA, F(2, 246) = 17.54, p < 0.001)
(Figures 2C, D). In addition, shRNA-mediated PAC1 silencing in
HEK293T cells, which effectively decreased PAC1 mRNA levels to
less than 5% of normal levels, blocked the PACAP-induced 5-HT2A
internalization (two-way ANOVA, PACAP effect, F(1, 156) = 79.51,
p < 0.001; shRNA effect, F(1, 156) = 76.58, p < 0.001; interaction,
F(1, 156) = 81.72, p < 0.001) (Supplementary Figure 3). Taken
together these results indicate that PAC1 is involved in PACAP-
induced 5-HT2A internalization. To confirm the phenomenon of PACAP-induced 5-HT2A
internalization in more neurologically relevant cells, we
examined the effect of PACAP on the cell surface localization of
endogenously expressed 5-HT2A in mouse primary cultured
cortical neurons using a cell surface biotinylation assay. PACAP
significantly decreased the levels of cell-surface biotinylated 5-
HT2A (saline, 1.00 ± 0.14; PACAP, 0.46 ± 0.10; p = 0.0077,
Student’s t-test) (Figures 4A, B). As expected, cell-surface
biotinylated PAC1 levels were also decreased by PACAP (saline,
1.00 ± 0.09; PACAP, 0.26 ± 0.055; p < 0.001, Student’s t-test)
(Figures 4A, B). In contrast, levels of cell-surface biotinylated 5-
HT1A (saline, 1.00 ± 0.17; PACAP, 1.50 ± 0.45; not significant), D2
(saline, 1.00 ± 0.058; PACAP, 1.37 ± 0.22; not significant) and
mGlu2/3 (saline, 1.00 ± 0.10; PACAP, 0.68 ± 0.13; not significant)
were not affected by PACAP (Figures 4A, B). In addition, 5-HT2A levels in the membrane fraction of the
frontal cortex were increased in Pacap–/– mice compared with
wild-type mice (saline, 1.00 ± 0.10; PACAP, 1.64 ± 0.10; p =
0.002, Student’s t-test), although no significant change was
observed in total 5-HT2A protein levels between Pacap–/– and
wild-type mice (saline, 1.00 ± 0.03; PACAP, 0.94 ± 0.03; not
significant, Student’s t-test) (Figures 5A, B). Intracerebroventricular PACAP
Administration Ameliorates the
Hallucinogenic Head Twitch Response Intracerebroventricular PACAP
Administration Ameliorates the
Hallucinogenic Head Twitch Response g
We then addressed PACAP signaling involvement in 5-HT2A-
dependent behavioral responses by examining the head twitch
response, which is a characteristic head-shaking movement
induced by a hallucinogenic drug through the stimulation of 5-
HT2 receptors (33). DOI (1.0 mg/kg)-induced head twitch
responses were significantly fewer in mice administered
PACAP (10 pmol) compared with vehicle control mice in the
first, third and fourth 10 min-bins of a 60-min observation
period (Figure 5C). The numbers of head twitch responses
induced by 0.3 and 1.0 mg/kg DOI during 60 min were
significantly lower in mice administered PACAP compared
with vehicle control mice (two-way ANOVA, PACAP effect,
F(1, 12) = 39.80, p < 0.001; dose effect, F(2, 12) = 50.90, p < 0.001;
interaction, F(2, 12) = 11.03, p = 0.0019) (Figure 5D). In addition,
we examined whether the inhibitory effect of PACAP on DOI-
induced head twitch response is mediated by PAC1 by using
the PAC1 antagonist PACAP6-38. Intracerebroventricular
preadministration of PACAP6-38 (100 pmol) significantly
blocked the inhibitory effect of PACAP on DOI-induced head PKC Is Involved in PACAP-Induced
5-HT2A Internalization 2A
We then addressed the signaling pathways involved in PACAP-
induced 5-HT2A internalization. Pretreatment with the PKC
inhibitor D-sphingosine (50 µM), but not the protein kinase A
inhibitor H89 (20 µM), or the mitogen-activated protein kinase
kinase (MEK) inhibitor PD98059 (50 µM), blocked the PACAP-
induced 5-HT2A internalization (two-way ANOVA, PACAP effect,
F(1, 372) = 44.34, p < 0.001; inhibitor effect, F(3, 372) = 18.41, p < 0.001;
interaction, F(3, 372) = 8.04, p < 0.001) (Figures 3A, B). Another PKC
inhibitor 1-(5-isoquinolinesulfonyl)-2-methylpiperazine
dihydrochloride (H7) also significantly blocked PACAP-induced
5-HT2A internalization, whereas HA1004, a structural analog of H7
and used as a control, did not significantly inhibit the PACAP-
induced 5-HT2A internalization (two-way ANOVA, PACAP effect,
F(1, 448) = 33.37, p < 0.001; inhibitor effect, F(2, 448) = 8.98, p < 0.001;
interaction, F(2, 448) = 4.53, p = 0.011) (Supplementary Figure 4). b-Arrestin2 Is Involved in PACAP-Induced
5-HT2A Internalization We recently reported that b-arrestin2, but not b-arrestin1, is
involved in PACAP-induced internalization of PAC1 (4). We
therefore examined whether b-arrestins are also involved in
PACAP-induced 5-HT2A internalization. Although the b-
arrestin1 and b-arrestin2 siRNAs effectively decreased
respective b-arrestin levels to less than 35% of normal levels in October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org 5 Hayata-Takano et al. PACAP Serotonin 2A Crosstalk A
B
C
D
uces 5-HT2A internalization via PAC1 in HEK293T cells. (A) Representative images of HEK293T cells transfected with HaloTag 5-HT2A. The
Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with the indicated concentrations of PACAP or VIP for
m. (B) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 46–71 cells obtained from three independent experiments. e-way ANOVA followed by the Tukey-Kramer test. (C) Representative images of HEK293T cells transfected with 5-HT2A. The cells were
ACAP6-38 or saline for 30 min, labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 100 nM
min. Scale bar, 10 mm. (D) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 80–86 cells obtained from three
s. **p < 0.01, one-way ANOVA followed by the Tukey-Kramer test. A B B C C D D D FIGURE 2 | PACAP induces 5-HT2A internalization via PAC1 in HEK293T cells. (A) Representative images of HEK293T cells transfected with HaloTag 5-HT2A. The
cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with the indicated concentrations of PACAP or VIP for
30 min. Scale bar, 10 mm. (B) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 46–71 cells obtained from three independent experiments. **p < 0.01 vs. 0 mM, one-way ANOVA followed by the Tukey-Kramer test. (C) Representative images of HEK293T cells transfected with 5-HT2A. The cells were
pretreated with 2 mM PACAP6-38 or saline for 30 min, labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 100 nM
PACAP or saline for 30 min. Scale bar, 10 mm. (D) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 80–86 cells obtained from three
independent experiments. **p < 0.01, one-way ANOVA followed by the Tukey-Kramer test. October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org Hayata-Takano et al. b-Arrestin2 Is Involved in PACAP-Induced
5-HT2A Internalization PACAP Serotonin 2A Crosstalk A
B
C
D
FIGURE 3 | Effect of kinase inhibitors or b-arrestin silencing on PACAP-induced 5-HT2A internalization in HEK293T cells. (A) Representative images of HEK293T
cells transfected with 5-HT2A. The cells were pretreated with 50 mM D-sphingosine (PKC inhibitor), 20 mM H89 (protein kinase A inhibitor), 50 mM PD98059 (MEK
inhibitor) or saline for 30 min, labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 1 mM PACAP or saline for 30
min. Scale bar, 10 mm. (B) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 34–51 cells obtained from three independent experiments. **p <
0.01, two-way ANOVA followed by the Tukey-Kramer test. (C) Representative images of HEK293T cells cotransfected with 5-HT2A plus b-arrestin1 siRNA, b-
arrestin2 siRNA or the negative control siRNA. The cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with
1 mM PACAP or saline for 30 min. Scale bar, 10 mm. (D) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 77–87 cells obtained from three
independent experiments. **p < 0.01, two-way ANOVA followed by the Tukey-Kramer test. A A B B C
D
GURE 3 | Effect of kinase inhibitors or b-arrestin silencing on PACAP-induced 5-HT2A internalization in HEK293T cells. (A) Representative images of HEK293T C D FIGURE 3 | Effect of kinase inhibitors or b-arrestin silencing on PACAP-induced 5-HT2A internalization in HEK293T cells. (A) Representative images of HEK293T
cells transfected with 5-HT2A. The cells were pretreated with 50 mM D-sphingosine (PKC inhibitor), 20 mM H89 (protein kinase A inhibitor), 50 mM PD98059 (MEK
inhibitor) or saline for 30 min, labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 1 mM PACAP or saline for 30
min. Scale bar, 10 mm. (B) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 34–51 cells obtained from three independent experiments. **p <
0.01, two-way ANOVA followed by the Tukey-Kramer test. (C) Representative images of HEK293T cells cotransfected with 5-HT2A plus b-arrestin1 siRNA, b-
arrestin2 siRNA or the negative control siRNA. The cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with
1 mM PACAP or saline for 30 min. Scale bar, 10 mm. (D) Quantification of 5-HT2A internalization. b-Arrestin2 Is Involved in PACAP-Induced
5-HT2A Internalization Values are the mean ± SEM of 77–87 cells obtained from three
independent experiments. **p < 0.01, two-way ANOVA followed by the Tukey-Kramer test. FIGURE 3 | Effect of kinase inhibitors or b-arrestin silencing on PACAP-induced 5-HT2A internalization in HEK293T cells. (A) Representative images of HEK293T
cells transfected with 5-HT2A. The cells were pretreated with 50 mM D-sphingosine (PKC inhibitor), 20 mM H89 (protein kinase A inhibitor), 50 mM PD98059 (MEK
inhibitor) or saline for 30 min, labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with 1 mM PACAP or saline for 30
min. Scale bar, 10 mm. (B) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 34–51 cells obtained from three independent experiments. **p <
0.01, two-way ANOVA followed by the Tukey-Kramer test. (C) Representative images of HEK293T cells cotransfected with 5-HT2A plus b-arrestin1 siRNA, b-
arrestin2 siRNA or the negative control siRNA. The cells were labeled with Alexa Fluor 488 HaloTag membrane impermeable ligand for 15 min and then treated with
1 mM PACAP or saline for 30 min. Scale bar, 10 mm. (D) Quantification of 5-HT2A internalization. Values are the mean ± SEM of 77–87 cells obtained from three
independent experiments. **p < 0.01, two-way ANOVA followed by the Tukey-Kramer test. October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org PACAP Serotonin 2A Crosstalk Hayata-Takano et al. A
B
FIGURE 4 | PACAP significantly decreases cell surface localization of 5-HT2A in primary cultured cortical neurons. (A) Representative immunoblots of cell surface
biotinylated PAC1, 5-HT2A, 5-HT1A, D2, mGlu2/3 and alpha 1 sodium potassium ATPase (Na/K-ATPase) in primary cultured cortical neurons at 14 days in vitro
treated with 1 mM PACAP or saline for 30 min. The band size is indicated for each blot. (B) Quantification of cell surface levels of PAC1, 5-HT2A, 5-HT1A, D2 and
mGlu2/3 normalized to the levels of Na/K-ATPase. Values are the mean ± SEM from three or four independent experiments. **p < 0.01, ***p < 0.001 vs. saline,
Student’s t-test. A B FIGURE 4 | PACAP significantly decreases cell surface localization of 5-HT2A in primary cultured cortical neurons. (A) Representative immunoblots of cell surface
biotinylated PAC1, 5-HT2A, 5-HT1A, D2, mGlu2/3 and alpha 1 sodium potassium ATPase (Na/K-ATPase) in primary cultured cortical neurons at 14 days in vitro
treated with 1 mM PACAP or saline for 30 min. b-Arrestin2 Is Involved in PACAP-Induced
5-HT2A Internalization The band size is indicated for each blot. (B) Quantification of cell surface levels of PAC1, 5-HT2A, 5-HT1A, D2 and
mGlu2/3 normalized to the levels of Na/K-ATPase. Values are the mean ± SEM from three or four independent experiments. **p < 0.01, ***p < 0.001 vs. saline,
Student’s t-test. twitch response (one-way ANOVA, F(3, 12) = 47.77, p <
0.001) (Figure 5E). twitch response (one-way ANOVA, F(3, 12) = 47.77, p <
0.001) (Figure 5E). in mouse primary cultured cortical neurons and that 5-HT2A levels
in the membrane fraction of the frontal cortex were increased in
Pacap–/– mice compared with wild-type mice. Finally, we observed
that intracerebroventricular administration of PACAP suppressed
DOI-induced head twitch responses in mice. These results suggest
that PACAP–PAC1 signaling increases 5-HT2A internalization,
resulting in attenuation of 5-HT2A-meadiated signaling. DISCUSSION In the present study, we investigated the mechanisms underlying
the relationship between PACAP and 5-HT2A signaling pathways. We found that PACAP time- and dose-dependently increased the
internalization of 5-HT2A, but not 5-HT1A, 5-HT2c, D2 or mGlu2,
in HEK293T cells and that the effect of PACAP was mediated by
PAC1, PKC and b-arrestin2. In addition, we showed that PACAP
decreased the cell surface levels of endogenously expressed 5-HT2A In the present study, we investigated the mechanisms underlying
the relationship between PACAP and 5-HT2A signaling pathways. We found that PACAP time- and dose-dependently increased the
internalization of 5-HT2A, but not 5-HT1A, 5-HT2c, D2 or mGlu2,
in HEK293T cells and that the effect of PACAP was mediated by
PAC1, PKC and b-arrestin2. In addition, we showed that PACAP
decreased the cell surface levels of endogenously expressed 5-HT2A In the present study, it is still uncertain whether PACAP-
induced 5-HT2A internalization can be a mechanism for
behavioral abnormalities including hyperactivity, PPI deficits,
depressive-like behavior and memory impairment, reversal of the
depressive-like behavior by the 5-HT2A antagonist ritanserin, and
exaggerated DOI-induced hallucinogenic behaviors in Pacap–/– October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org 8 Hayata-Takano et al. PACAP Serotonin 2A Crosstalk A
B
D
E
C
Increased 5-HT2A levels in the membrane fraction of the frontal cortex in Pacap–/– mice and PACAP-induced attenuation of DOI-induced head twitch
A) Representative immunoblots of 5-HT2A in the cell membrane fraction (membrane) or total cell lysate (total) of the frontal cortex from wild-type (WT) or
O) mice. As internal controls, Na/K-ATPase (membrane) and b-actin (total) were used. (B) Quantification of 5-HT2A levels normalized to Na/K-ATPase
or b-actin (total). Values are the mean ± SEM (n = 5). **p < 0.01 vs. saline, Student’s t-test. (C, D) Mice intracerebroventricularly administered PACAP
vehicle were treated with DOI and their head-twitch responses were counted. (C) Time course of DOI (1 mg/kg)-induced head twitch responses. (D) Head
nses during 60 min in mice injected with the indicated doses of DOI. Values are the mean ± SEM (n = 3 per group). *p < 0.05, **p < 0.01 vs. vehicle,
eated measures ANOVA (C) and two-way ANOVA (D) followed by the Tukey-Kramer test. (E) Effect of the PAC1 antagonist PACAP6-38 on the PACAP
DOI-induced head twitch response. Thirty minutes before PACAP administration, PACAP6-38 (100 pmol) were preadministered intracerebroventricularly. he mean ± SEM (n = 4 per group). ETHICS STATEMENT This animal study was reviewed and approved by the Animal
Care and Use Committee of the Graduate School of
Pharmaceutical Sciences, Osaka University. We also examined the protein-protein interaction between
PAC1 and 5-HT2A by co-immunoprecipitation using an anti-5-
HT2A antibody; however, co-immunoprecipitation of PAC1 with
5-HT2A was not detected (data not shown). Therefore, it remains
unclear how PACAP–PAC1 signaling induces 5-HT2A receptor
internalization. We previously reported that PACAP–PAC1
signaling markedly reduces the association between DISC1 and
DBZ in PC12 cells (44). DISC1 forms a protein complex of
DISC1/Kalirin-7/PSD-95 (45). The Kalirin-7/PSD-95 complex is
also directly associated with the 5-HT2A receptor and regulates 5-
HT2A signaling and trafficking in HEK293 cells (46, 47). In
addition, we previously showed that b-arrestin2, but not b-
arrestin1, was involved in PACAP-induced internalization of
PAC1 (4). PACAP–PAC1 signaling may regulate 5-HT2A
internalization through these adaptor proteins. DISCUSSION In addition, 5-HT2A expressed in the frontal cortex plays an
important role in the pathophysiology and therapeutic effects of
schizophrenia (12, 14). However, further analyses in other brain
regions are needed, which will be investigated in our future work. the brain provides clues to elucidating the pathomechanisms of
neurological and psychiatric disorders (53–55). The present study
furthers understanding of PACAP–PAC1 signaling and shows that
this pathway is a promising target for the development
of neurotherapeutics. 5-HT2A internalizationisinvolvedindiverse signalingpathways
dependingon different ligands. Recent studies indicate that 5-HT2A
internalization signaling may be separated into hallucinogenic and
antipsychotic specific pathways, because hallucinogenic and non-
hallucinogenic 5-HT2A ligands induce distinct immediate early
gene expression patterns (38–41). Hallucinogenic DOI-induced
5-HT2A internalization is independent on b-arrestins and
antipsychotic clozapine-mediated internalization is independent
on PKC (16, 42). Urs et al. (43) reported that b-arrestin-biased D2
ligands exert unique brain region-specific antipsychotic actions
(43). The present observation that PACAP–PAC1 signaling
regulates 5-HT2A internalization in a PKC- and b-arrestin2-
dependent manner provides a new molecular mechanism for this
peptidergic signaling that cross-talks with serotonergic signaling in
the brain. FUNDING This work was supported in part by the Japan Society for the
Promotion of Science (JSPS) KAKENHI, grant numbers
JP16K08269 (AH-T), JP19K07121 (AH-T), JP20H00492 (HH),
JP20H03429 (HH, AH-T), JP20K07736 (HH, AH-T), JP21K19335
(HH),MEXTKAKENHI,grantnumberJP18H05416(HH),AMED,
grant numbers JP21dm0207117 (HH), and JP21am0101084 (HH),
and a grant from the Takeda Science Foundation (HH). In the present study, we observed, in our HEK293T cell cultures,
expression of PAC1 transcript, maxadilan-induced cAMP
elevation, PACAP-induced 5-HT2A internalization as well as
inhibition of the PACAP-induced 5-HT2A internalization by
PACAP6-38 and shRNA-mediated PAC1 silencing. In addition,
we observed that the HEK293T cells which was newly obtained
from RIKEN BRC Cell Bank expressed PAC1 mRNA at a similar
level with our HEK293T cell cultures used in the present 5-HT2A
internalization study. However, previous studies have shown that
HEK293T cells did not express PAC1 (3, 28, 48, 49) and therefore
PAC1 was exogenously expressed to investigate the signal
transduction system. In contrast, it was also reported that
HEK293T cells expressed the PAC1 protein as observed by
western blot analysis (50, 51). The reason for the disagreement in
PAC1expressioninHEK293Tcellsiscurrentlyunknownbutmight
be related with passage number and culture conditions. ACKNOWLEDGMENTS We are grateful to Dr. Atsuro Miyata at the Graduate School of
Medical and Dental Sciences, Kagoshima University for his
indispensable support. We are also grateful to the Center for
Medical Research and Education, Graduate School of Medicine,
Osaka University, for confocal microscopy analyses. DATA AVAILABILITY STATEMENT The raw data supporting the conclusions of this article will be
made available by the authors. DISCUSSION **p < 0.01 vs. vehicle, one-way ANOVA followed by the Tukey-Kramer test. A
B
D
C A
B B B C D D E E E FIGURE 5 | Increased 5-HT2A levels in the membrane fraction of the frontal cortex in Pacap–/– mice and PACAP-induced attenuation of DOI-induced head twitch
response. (A) Representative immunoblots of 5-HT2A in the cell membrane fraction (membrane) or total cell lysate (total) of the frontal cortex from wild-type (WT) or
Pacap–/– (KO) mice. As internal controls, Na/K-ATPase (membrane) and b-actin (total) were used. (B) Quantification of 5-HT2A levels normalized to Na/K-ATPase
(membrane) or b-actin (total). Values are the mean ± SEM (n = 5). **p < 0.01 vs. saline, Student’s t-test. (C, D) Mice intracerebroventricularly administered PACAP
(10 pmol) or vehicle were treated with DOI and their head-twitch responses were counted. (C) Time course of DOI (1 mg/kg)-induced head twitch responses. (D) Head
twitch responses during 60 min in mice injected with the indicated doses of DOI. Values are the mean ± SEM (n = 3 per group). *p < 0.05, **p < 0.01 vs. vehicle,
two-way repeated measures ANOVA (C) and two-way ANOVA (D) followed by the Tukey-Kramer test. (E) Effect of the PAC1 antagonist PACAP6-38 on the PACAP
inhibition of DOI-induced head twitch response. Thirty minutes before PACAP administration, PACAP6-38 (100 pmol) were preadministered intracerebroventricularly. Values are the mean ± SEM (n = 4 per group). **p < 0.01 vs. vehicle, one-way ANOVA followed by the Tukey-Kramer test. mice. In order to address this, it is necessary to examine if increased
cell surface expression of 5-HT2A in the frontal cortex (and possibly
other brain regions as well) is relevant to behavioral impairments
including exaggerated DOI-induced hallucinogenic behaviors and
the effects of 5-HT2A antagonists on reversal of the impairments in
Pacap–/–mice(5–10).Giventhatincreasedcellsurfaceexpressionof
5-HT2A leads to supersensitivity of the 5-HT2A-mediated 5-HT response, it isreasonable that 5-HT2Aantagonistseffectively reverse
the behavioral impairments in Pacap–/– mice. The issue should also
be addressed by examining whether 5-HT2A antagonists affect
PAC1 and 5-HT2A interactions. We examined 5-HT2A levels in the membrane fraction of the
frontal cortex in Pacap–/– mice, since both 5-HT2A, PACAP and
PAC1 are expressed in this brain region (34–37), suggesting a October 2021 | Volume 12 | Article 732456 Frontiers in Endocrinology | www.frontiersin.org Frontiers in Endocrinology | www.frontiersin.org 9 PACAP Serotonin 2A Crosstalk Hayata-Takano et al. potential colocalization of 5-HT2A and PAC1 in the frontal cortex. AUTHOR CONTRIBUTIONS AH-T: design, experimentation, statistics, visualization, and
writing. YS: experimentation and statistics. KM: experimentation
and statistics. NE: experimentation and statistics. KK:
experimentation. TN: writing and supervision. HH: conception,
writing, and supervision. All authors contributed to the article and
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https://www.frontiersin.org/articles/10.3389/fendo.2021.732456/
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The Problem of Knowledge and Cognition in Islam
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Minbar. Islamic studies/Minbar. Islamskie issledovaniâ
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А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646
DOI 10.31162/2618-9569-2023-16-3-631-646
Original Pap
УДК 297.1
Оригинальная стат А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646
DOI 10.31162/2618-9569-2023-16-3-631-646
Original Pap
УДК 297.1
Оригинальная стат А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646
DOI 10.31162/2618-9569-2023-16-3-631-646
УДК 297.1 А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 Original Paper
Оригинальная статья DOI 10.31162/2618-9569-2023-16-3-631-646
УДК 297.1 The Problem of Knowledge and Cognition in Islam A.A. Zakirov1а
1Center for Islamic Studies of Academy of Sciences of Tatarstan, Kazan, the Russian
Federation
аORCID: https://orcid.org/0000-0002-3745-4300, e-mail: aydarzak1@yandex.ru A.A. Zakirov1а
1Center for Islamic Studies of Academy of Sciences of Tatarstan, Kazan, the Russian
Federation
аORCID: https://orcid.org/0000-0002-3745-4300, e-mail: aydarzak1@yandex.ru Abstract: The article considers the epistemological teaching of Islamic religion, various
types of knowledge and position of Islam regarding the matters of faith and reasoning. The author of the article answers the question about admissibility of examining
exegesis as an object of cognition and an outcome of development of cogitative activity. The article off ers more fl exible and liberal approach to the interpretation of notion
of “ij tihad” and it is regarded as an attempt to revive the exploratory spirit of Islamic
religion. The matter of faith is not introduced as an ultimate goal but as a mean of
achieving success in religious life. “Is there any relation between the revelation of
seventh century and emergence of empirical science?”, “Does the Quranic text foster
the scientifi c research?”, “Is reality a rational comprehensible structure?”, – these are
the questions the author seeks to provide the answers. Keywords: epistemology of Islam; faith and knowledge; religion and science; Islamic
exegesis; Islamic theology; philosophy of Islam; postmodernism For citation: Zakirov A.A. The Problem of Knowledge and Cognition in Islam. Minbar. Islamic Studies. 2023;16(3):631–646. (In Russ.) DOI: 10.31162/2618-9569-2023-16-
3-631-646 Проблема знания и познания в исламе А.А. Закиров1а
1Центр исламоведческих исследований Академии наук Республики Татарстан,
г. Казань, Российская Федерация
аORCID: https://orcid.org/0000-0002-3745-4300, e-mail: aydarzak1@yandex.ru Резюме: В статье рассматриваются эпистемологическое учение ислама, виды
знания и позиция ислама относительно вопроса веры и разума. Также автор ста-
тьи предлагает ответ на вопрос о допустимости изучения экзегетики в качестве
предмета познания и результата развития мыслительной деятельности. В статье
предложен более гибкий и либеральный подход к интерпретации термина «идж-
тихад», который рассматривается как стремление возродить исследовательский
дух исламской религии. Вопрос знания представлен не как конечная цель, а как
средство достижения успеха в религиозной жизни. Существует ли связь между
кораническим откровением и возникновением эмпирической науки, стимулиру-
ет ли коранический текст на научные изыскания, является ли реальность рацио-
нально постижимой структурой – это те вопросы, на которые ищет ответы автор. Ключевые слова: эпистемология ислама; вера и знание; религия и наука; ис-
ламская экзегетика; исламское богословие; философия ислама; постмодернизм
Для цитирования: Закиров А.А. Проблема знания и познания в исламе. Minbar. Islamic Studies. 2023;16(3):631–646. DOI: 10.31162/2618-9569-2023-16-3-631-646 Резюме: В статье рассматриваются эпистемологическое учение ислама, виды
знания и позиция ислама относительно вопроса веры и разума. Также автор ста-
тьи предлагает ответ на вопрос о допустимости изучения экзегетики в качестве
предмета познания и результата развития мыслительной деятельности. В статье
предложен более гибкий и либеральный подход к интерпретации термина «идж-
тихад», который рассматривается как стремление возродить исследовательский
дух исламской религии. Вопрос знания представлен не как конечная цель, а как
средство достижения успеха в религиозной жизни. Существует ли связь между
кораническим откровением и возникновением эмпирической науки, стимулиру-
ет ли коранический текст на научные изыскания, является ли реальность рацио-
нально постижимой структурой – это те вопросы, на которые ищет ответы автор. Ключевые слова: эпистемология ислама; вера и знание; религия и наука; ис-
ламская экзегетика; исламское богословие; философия ислама; постмодернизм Для цитирования: Закиров А.А. Проблема знания и познания в исламе. Minbar. Islamic Studies. 2023;16(3):631–646. DOI: 10.31162/2618-9569-2023-16-3-631-646 Контент доступен под лицензией Creative Commons Attribution 4.0 License. This work is licensed under a Creative Commons Attribution 4.0 License. 631 631 © А.А. Закиров, 2023
© Minbar. Islamic Studies, 2023 A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 Введение Эпистемология как область научного знания продолжает развиваться со
времен возникновения философии наряду с такими направлениями, как этика,
логика и метафизика, несмотря на то что термин «эпистемология» применяет-
ся в современной науке не более пары сотен лет. В течение истории ее развития
фокусом изучения становились различные аспекты. Древнегреческий философ
Платон (427 до н. э. – 347 до н. э.) сформулировал определение понятия «зна-
ние», описал его виды и характеристики, провел различение между «знанием» и
«мнением». Он также разграничил «знание» относительного того, что существу-
ет в реальном мире [1, с. 53–76]. Эпистемология И. Канта (1724–1804) была на- 632 © A.A. Zakirov, 2023
© Minbar. Islamic Studies, 2023 © A.A. Zakirov, 2023
© Minbar. Islamic Studies, 2023 А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 А.А. Закиров правлена на изучение условий возможностей человеческого познания, а Б. Рас-
сел (1872–1970) делал попытки понять и оправдать современную науку с точки
зрения чувственного опыта. На современном этапе развития эпистемология фор-
мируется в рамках различных направлений как междисциплинарный комплекс
научных дисциплин. Один из таких комплексов – это когнитивная наука, кото-
рая объединяет исследования в сфере искусственного интеллекта, когнитивной
психологии и лингвистики [2, с. 99–102]. правлена на изучение условий возможностей человеческого познания, а Б. Рас-
сел (1872–1970) делал попытки понять и оправдать современную науку с точки
зрения чувственного опыта. На современном этапе развития эпистемология фор-
мируется в рамках различных направлений как междисциплинарный комплекс
научных дисциплин. Один из таких комплексов – это когнитивная наука, кото-
рая объединяет исследования в сфере искусственного интеллекта, когнитивной
психологии и лингвистики [2, с. 99–102]. В современной философии эпистемология знания изучается в рамках двух
направлений. В первом направлении большое внимание уделяется иррациональ-
ным способам познания, лого и антропоцентризм подвергаются деконструкции
(представители: Ф. Бекон (1561–1626), Дж. Локк (1632–1704), Д. Юм (1711–
1776), Дж. Беркли (1685–1753)). В другом направлении знание рассматривается
как подлинно существующее и обоснованное мнение (представители: Р. Декарт
(1596–1650), Б. Спиноза (1632–1677), Г. Лейбниц (1646–1716)). Основным
предметом спора между ними был вопрос происхождения знания: это чувствен-
ный опыт или деятельность разума? Вместе с тем следует упомянуть культурную легитимацию определенных
видов знания в различные этапы развития истории. В европейской науке Нового
времени опыт и эксперимент были основными источниками знания, в то время
как в исламских странах первостепенное значение уделялось знанию, которое
добывалось из недр традиции и толкования. Введение Рационализм и эмпиризм как кон-
цептуальные направления эпистемологического знания в их зачаточном поло-
жении были уделом небольшой группы людей, которые трудились при Домах
мудрости. Однако со временем научные изыскания в исламском мире пришли
в упадок в силу исторических обстоятельств, они не получили институциональ-
ного развития, знание заключили в рамки сакральных текстов и их интерпре-
тирующих субъектов, трансцендентальный субъективный опыт был заменен на
объективно существующий, эмпирическое и рациональное восприятие как ин-
струменты рационального познания, мысленные продукты, порождаемые разу-
мом, стали служить субъективному ощущению и традиции, а их агенты начали
доминировать в мусульманском общественном дискурсе. Эпистемологическое учение ислама В исламе вопрос «знания» поднимается в первых аятах суры «ал-‘Аляк», в
начале ниспослания откровения Мухаммаду. В них отмечается, что человек со- 633 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) творен из куска плоти, ему было велено «читать и развиваться во имя Господа»,
который «научил его перу» и «поведал неизведанное». Муфассиры1 отмечают,
что человек изначально появляется на свет без врожденного или встроенного
умственного содержания, не обладая какими-либо сведениями об окружающем
мире, в виде «tabula rasa», далее он познает окружающий мир посредством опы-
та, чувственного восприятия и разума [3, с. 376]. творен из куска плоти, ему было велено «читать и развиваться во имя Господа»,
который «научил его перу» и «поведал неизведанное». Муфассиры1 отмечают,
что человек изначально появляется на свет без врожденного или встроенного
умственного содержания, не обладая какими-либо сведениями об окружающем
мире, в виде «tabula rasa», далее он познает окружающий мир посредством опы-
та, чувственного восприятия и разума [3, с. 376]. Согласно исламскому мировоззрению, Бог является творцом и первопри-
чиной всего сущего и бытия, исходной точкой которого является «калимат Ал-
лах» (слово Бога), следовательно, Он – единственный знаток истины вещей и
источник знаний и наук. Человек получает знания посредством изучения «Книги
сотворения», которая представлена тремя уровнями. Первый уровень – это зна-
ния о «Книге происхождения, жизни и конечной судьбе сотворения» (аят аль-
китаб). Второй – знания о «Книге человеческого общества» (аят аль-анфус), тре-
тий – это знания о Вселенной (аят аль-каун) [4, p. 51–52]. Первый уровень представлен откровениями пророков, которые они полу-
чали от Бога на протяжении жизни. С точки зрения ислама эти знания считаются
достоверными, в исламе они представлены в виде свода Корана и сборников ха-
дисов. В большинстве случаев положения коранических текстов и хадисов вза-
имозаменяемы, дополняя друг друга, и относятся к категории шариатских зна-
ний – «аль-‘улюм аль-наклиййа» (традиционные религиозные науки). Второй
уровень знаний относится к изучению человека и общества. Цель – изучение
предписанных Богом закономерностей функционирования человеческих сооб-
ществ через пространство и время. В этих изысканиях человеческий интеллект,
разум и органы чувств выступают основными инструментами научного позна-
ния. Эти науки исламские ученые называют гуманитарными и рациональными
науками. Третий уровень – это знания, полученные в результате изучения Все-
ленной (аят аль-каун) или физических законов природы. Они представлены в
виде закономерностей природных явлений и феноменов, а источниками этих
данных выступают человеческий интеллект, чувства, систематизация, наблю-
дение и опытно-экспериментальные работы. Эти науки называются естествен-
ными. С точки зрения ислама они также относятся к рациональным наукам [5,
p. 70]. 1 Муфассир – специалист по толкованию Корана, имеющий необходимые для этого навыки и
знания. Эпистемологическое учение ислама Тем не менее, несмотря на четкое разделение религиозных и научных зна-
ний, конфликт между их представителями оказался неизбежным. 1 Муфассир – специалист по толкованию Корана, имеющий необходимые для этого навыки и
знания. 634 ISSN 2618-9569 (Print)
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635
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Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 Прежде чем изучить историю столкновения трансцендентального открове-
ния с разумом, следует обозначить позицию ислама относительно вопроса веры,
которая была руководством для мусульман. В Коране вера означает признание
реальности и единства Аллаха и положения о том, что люди несут ответствен-
ность за свою жизнь и деяния в День воскрешения. Единобожие является ядром
исламского вероучения. С одной стороны, в исламе важное значение имеет вера,
поклонение и послушание, а рациональные изыскания и дискурсивная мысль на-
ходятся в подчинении веры и приобретают ценность в том случае, если они не
противоречат основным постулатам веры. С другой стороны, Коран высоко оце-
нивает потенциал человеческого интеллекта, призывая размышлять и развивать
его. Вера в любом случае сохраняет приоритет над самостоятельным человече-
ским разумом, наблюдает и ограничивает функции и полномочия интеллекта. Вопрос соотношения веры и разума стал одной из основных проблем в
эпоху становления национальных государств и секуляризации многих сторон
человеческой жизни. Исламские ученые подошли к решению этого вопроса с
двух противоположных позиций – реформаторской и традиционной. Основ-
ная проблема состояла в том, что исламские ученые игнорировали достижения
гуманитарных и естественных наук, которые получили колоссальное развитие
в последние несколько столетий. В исламском мире отсутствовали механизмы
и площадки для обмена мнениями, и вследствие такой устоявшейся практики
возникла вполне закономерная патовая ситуация: первая когорта уповала лишь
на религиозные тексты, а вторая – надеялась только на социальный активизм
первой и не нуждалась в их мнении. Осознавая положение вещей, современные
исламские деятели предложили разграничить сферы эпистемологии и онтоло-
гии и заново воссоздать эту утраченную связь. Вместо переноса богословской
итерации из одной крайности в другую и обращения исключительно к религиоз-
ным текстам они предложили всеобъемлющий подход, в котором рациональный
аспект стал превалирующим. Именно этим положением мы можем объяснить
попытку систематического и целостного осмысления современных неомодер-
нистских тенденций, которые определяются как «прогрессивный ислам». Сов-
ременный исследователь ислама А. Дудериджа определяет представителей этого
движения как сообщество интеллектуалов, которые допускают определенные
интерпретационные предположения эпистемологического, герменевтического и
методологического характера в отношении осмысления традиции и ее первоис-
точников [6, p. 2–3]. Характерным объединяющим качеством этого движения 635 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 является следование императивным нормам, выражающим теоретические и эти-
ческие принципы ислама как универсальной религии [7, с. 55]. А.А. Закиров является следование императивным нормам, выражающим теоретические и эти-
ческие принципы ислама как универсальной религии [7, с. 55]. р
у
р
р
[
]
В связи с этим возникают вполне целесообразные вопросы: может ли экзе-
гетика быть предметом познания и развития мыслительной деятельности и пе-
рестать быть исключительно богословской дисциплиной? Может ли она претен-
довать на самостоятельный предмет и область изучения в рамках рационализма
и быть одной из форм рефлексивного философского исследования? В разные
исторические периоды ислама мы находим различные ответы на эти вопросы,
и в этом отношении ислам предоставляет механизмы обновления религиозной
мысли в каждом столетии. В достоверном хадисе пророка Мухаммада сказано
о том, что Аллах будет посылать для этой общины каждые сто лет того, кто бу-
дет возрождать для нее их религию [8, с. 688]. Обновителями религии в исламе
называют «муджаддидами», а сам процесс обновления – «тадждидом». Концепт
«тадждида» сыграл ключевую роль в современном исламском возрождении (ис-
ламский ривайвелизм). Исламское возрождение – это общий термин, который
включает в себя широкий спектр движений, зачастую с противоположными иде-
ологическими установками (нетерпимыми или плюралистичными, научными
или антинаучными, направленными на изменение себя или внешнего мира, апо-
литичными или политическими, демократическими или авторитарными и т. д.). В общем, основные идеи ривайвелизма направлены на реконструкцию реально-
го или воображаемого прошлого, подвергают сомнению современное состояние
исламской мысли, нацелены на осознание эмоциональной близости к Богу и
переживание личной встречи с ним. Их представители обвиняли современных
мусульман в забвении религиозного учения ислама и в отступлении от ценно-
стей «истинного ислама». В этом отношении представители исламского ривай-
велизма не исключение, так как они предлагают доступ к «истинному посланию»
и хотят восстановить его в первозданном виде [9, p. 30]. Даже так называемые
«фундаменталисты» преследуют схожую цель, которая свидетельствует о слабой
вере во внеконтекстуальную природу религии. Вместе с распространением идей исламского возрождения следует отме-
тить особое место идеи «открытия врат иджтихада». Исламские ученые, бого-
словы и законоведы на протяжении веков вели споры по поводу независимого
суждения в религиозных делах, применяя термин «иджтихад». В религиозно-
правовой терминологии «иджтихад» – это «труд, усердие в вынесении правовых
предписаний и решении различных религиозных проблем и вопросов на осно- 636 ISSN 2618-9569 (Print)
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Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 вании аятов Корана, хадисов, кыяса и иджмы» [10, с. 266]. В исламе существует
два подхода к иджтихаду. В первом подходе он представлен в узком смысле, в
религиозно-правовом понимании. А.А. Закиров Под «иджтихадом» понимается процесс ре-
лигиозно-правового суждения с целью определить дозволенность или запрет-
ность какого-либо действия, которое не упоминается в основных источниках
ислама. На самом деле этот подход часто применяется с целью ограничения
права на независимое суждение среди мусульман и предоставления права пони-
мания и разъяснения вопросов ислама исключительно мусульманским законо-
ведам (факихам). Данный вид иджтихада противоречит свободному суждению,
так как допускает его применение только в том случае, если рассматриваемый
вопрос не упоминается в основных источниках ислама и ни один из средневеко-
вых ученых не вынес решения по нему. В таком значении разум – это последний
инструмент в понимании воли Бога. В более широком смысле под «иджтиха-
дом» понимается процесс свободного суждения, рациональное размышление
и поиск истины, в котором задействованы эпистемология науки, рационализм,
человеческий опыт и критическое мышление. Обычно эту позицию отстаивают
сторонники исламского модернизма и либерализма. Для модернистов иджти-
хад – это дух изысканий и стремления ко всем формам знаний, не только рели-
гиозных и правовых, и желание возродить и восстановить исследовательский
дух ислама. Поэтому вопрос свободы и необходимости применения свободного
суждения за пределами откровения был предметом спора на протяжении всей
истории ислама. Следует отметить, что иджтихад периодически применялся во-
преки духу откровения, который приводил к противоречиям. Исламские уче-
ные считают, что иджтихад дал возможность мусульманам быть гибкими и пе-
ренимать знания из других культур и цивилизаций. С точки зрения ислама ни
один человек не обладает истиной, и верующий находится в постоянном поиске
истины. Этот подход стал хорошим подспорьем для уважительного отношения
к чужому мнению и признания своего мнения ошибочным, если в споре выясня-
лось таковое. К сожалению, четыре-пять веков назад исламская цивилизация, в
частности исламская мысль, начала терять былую гибкость и притягательность
перед лицом достижений западной науки, заняла более консервативную пози-
цию с целью сохранить традиционные ценности и институты. В итоге многие ис-
ламские ученые стали отрицательно относиться к инновациям и чужому опыту,
а в лучшем случае – настороженно [11, p. 2]. 637 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) A.A. Zakirov A.A. Zakirov Исламские богословы считают, что подчинение веры разуму может приве-
сти к тому, что религия станет подотчетной философии. Они даже не допускают
мысли о том, что откровение можно подвергнуть внешней философской оценке,
исследовать религию на основании критериев, которые применяются при изуче-
нии естественных наук. В конечном счете поздний исламский фидеизм приобре-
тает схожие черты с христианским. Христианские фидеисты считают, что вера
доминирует над разумом в вопросах веры, откровение является единственным
источником просвещения верующего. Вера не нуждается ни в рациональной, ни
в научной или в какой-либо внешней аргументации, она, наоборот, основывается
на заверениях откровения, является судьей разума и его устремлений в вопросах
веры [12, p. 81]. Следовательно, исторический конфликт между верой и разумом укоренен
в отличных друг от друга эпистемологиях, которые предполагают наличие раз-
личных рамок мышления и видов рациональности для исследования. Проблема
знания у мусульман возникает не как вопрос секулярный и обособленный, а в
большей степени как вопрос религиозный. Знание не является конечной целью,
а лишь выступает средством достижения успеха в религиозной жизни, наподобие
приобретения знаний естественных наук в наше время с целью заработка, контр-
оля ресурсов и демонстрации власти. Коран обращается к верующим лишь с од-
ним вопросом: «Во что следует уверовать верующему и как ему стоит поступать
для того, чтобы он смог приобрести довольство Бога и войти в райские сады?». Такой узкий взгляд на религию неизбежно приводит к ограничению индивиду-
ального разума и доступных возможностей для спекуляций. В результате этих
ограничений мы получаем соразмерную зависимость от авторитетов мнений. Видимо, это положение стало причиной гибели зародившейся философии сре-
ди мусульман. Были предприняты попытки развить религиозно-философскую
мысль за пределами исламской ортодоксии, однако, как и в случае с естественны-
ми науками, не были созданы институциональные условия для передачи резуль-
татов этого опыта. Следующие поколения не имели непосредственного доступа к
этим знаниям. Философия и наука впервые были внедрены культурно и институ-
ционально в средневековых университетах Западной Европы и продолжают эти
традиции по сей день. ISSN 2618-9569 (Print)
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ISSN 2712-7990 (Online) 638 А.А. Закиров
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Minbar. Islamic Studies. 2023;16(3):631–646 Познаваемость Бога и Вселенной Мусульмане признают, что эпоха Просвещения оказала огромное влияние
на исламскую цивилизацию. Развитие религиозной мысли вместе с распростра-
нением и ростом популярности естественных наук обнажили некоторые пробле-
мы традиционной веры. Мусульмане считают возможным сохранить аутентич-
ное религиозное ядро откровения при условии, что эти проблемы будут приняты
и рассмотрены с точки зрения разума. Об этом также свидетельствуют кораниче-
ские нарративы о знамениях Бога в качестве проявлений божественного искусст-
ва. Эти аяты внушают оптимизм на познаваемость Бога: истина завуалирована,
потенциально выявляема и открывает себя усердному и умному наблюдателю –
ищущему. Бог остается за завесой таинственности – Его воля совершенно ясна. Кораническое послание гласит, что человек наделен способностями различения
истины ото лжи и приобретения знаний [13, с. 636]. Возникает вполне законо-
мерный вопрос: существует ли какая-либо связь между возникновением эмпири-
ческой науки и откровением Корана, которая побуждала большой интерес к из-
учению проявлений Бога, признаваемых как различимые паттерны и физические
законы природы? С точки зрения ислама божественное откровение не претенду-
ет на соответствие научным критериям исследований и детализацию описанных
в нем процессов и явлений. Более того, Коран не ставит целью обращение к пред-
ставителям какого-то определенного поколения, в нашем случае – к современно-
му. Цель Корана – вдохновление на изучение законов природы, следовательно,
он прямо или косвенно способствовал к тому, чтобы природа изучалась как ав-
тономная и независимая сущность. По сути, такую цель преследовала и наука. По этой причине заявления мусульман о том, что ислам дал стремительный им-
пульс к развитию наблюдательной науки, имеет реальные основания [12, с. 237]. В этой связи возникает вопрос: каковы исходные положения Корана от-
носительно научных исследований и каким образом коранический монотеизм
стимулировал научные изыскания? Побуждает ли коранический текст на реф-
лексивные размышления и непредвзятое изучение природы? Коранический на-
рратив об определении Адама наместником Бога на земле вполне отвечает на
этот вопрос. Согласно тексту Корана, Бог научил Адама всевозможным именам
творений, а затем попросил ангелов назвать эти имена. Ангелы сказали, что они
знают только то, чему научил их Бог [13, с. 36]. В данных аятах разъясняется, что
человек наделен способностью запоминать, различать и классифицировать мате- 639 ISSN 2618-9569 (Print)
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ISSN 2712-7990 (Online) A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 риальные предметы. Коранические откровения заверяют нас в том, что природа
создавалась целенаправленно, следовательно, она постижима и научный поиск
возможен. Познаваемость Бога и Вселенной К тому же следует отметить, что наука может возникнуть только в та-
кой среде, где мир не воспринимается как иллюзия. риальные предметы. Коранические откровения заверяют нас в том, что природа
создавалась целенаправленно, следовательно, она постижима и научный поиск
возможен. К тому же следует отметить, что наука может возникнуть только в та-
кой среде, где мир не воспринимается как иллюзия. 640
ISSN 2618-9569 (Print)
Помимо метафизической поддержки в деле изучения постижимой и ау-
тентичной реальности, монотеизм предложил возможность заниматься наукой
тремя способами. Первый из них уникален для исламского монотеизма, осталь-
ные – для западного монотеизма. В исламе осуждаются языческий политеизм и
магические практики, которые имеют отношение к нему. В исламском праве кол-
довство и черная магия строго запрещены [13, с. 46]. Во-первых, магия подвер-
гается жесткой критике за то, что она вводит в заблуждение и является ложной
религией. Она содержит псевдоритуалы, не ведет борьбу с невежеством своих
последователей, следовательно, она не может быть мировоззренческой осно-
вой для конструирования научных теорий. Во-вторых, язычество не побуждает
к получению знаний о мире и рассматривает Вселенную как место состязания и
поле битвы соперничающих божеств. Согласно учению ислама, политеизм яв-
ляется источником хаоса на небесах и земле [13, с. 358], каждое божество дейст-
вует в соответствии со своими интересами, следовательно, появление иерархии
богов является неизбежной реальностью [13, с. 383]. Неорганизованность и не-
стабильность – это сущностные характеристики политеизма, которые создают
препятствия для рационального поиска. Выход из этой ситуации – монотеизм,
избавляющий нас от иррациональных и непредсказуемых действий и хаоса язы-
ческого пантеона. Верховная власть одного-единственного божества в природе
гарантирует унификацию названий наблюдаемой Вселенной и создает объектив-
ную основу для закономерностей, на которой базируется наука. В такой ситуации
верующий в роли исследователя может планомерно изучить миропорядок, по-
стижимый разумом. Наше понимание реальной действительности предполагает
постоянную закономерность восприятия, которая в свою очередь основывается
на предположении, что реальность – это рационально постижимая структура, до-
ступная человеческому разуму. В монотеизме это предположение основывается
на творческой и частично познаваемой воле Бога. В Коране многократно прохо-
дит мысль о том, что мусульманам следует изучать физические законы природы. Усилия в этом направлении на протяжении веков привели к тому, что мусульмане
стали передатчиками западу классической греческой учености. Однако и в этой
ситуации сохранялась напряженность между ортодоксальными представителя- 640 ISSN 2618-9569 (Print)
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Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 ISSN 2618-9569 (Print)
641
ISSN 2712-7990 (Online) котором отсутствуют моральные критерии оценки и содержатся лишь формаль-
ные процессуальные шаги для достижения цели, оправдывающей средства. котором отсутствуют моральные критерии оценки и содержатся лишь формаль-
ные процессуальные шаги для достижения цели, оправдывающей средства. ми ислама и талантливыми и ми ислама и талантливыми интеллектуалами, которые были и мыслителями, и
поэтами, и учеными-естествоиспытателями. В частности, ортодоксия запрещала
хирургические вмешательства в человеческие тела и эксгумацию трупов. Религи-
озное право также запрещало членовредительство, так как мусульмане убеждены
в том, что они будут воскрешены физически. В общем, в исламе отсутствовала
практика противодействия научным исследованиям как в средневековой церкви. Тем не менее в более поздние времена среди мусульман распространилось мнение
о нежелательности занятия наукой. Они заявляли, что Коран представляет собой
источник подлинной веры и заслуживает первоочередного изучения. Занятие
философией и наукой требует более развитой религиозной мысли, допускаемой
с одобрения откровения. Таким образом, изучение природы наделяло верующе-
го инструментом для постижения, контроля и эксплуатации природных ресурсов
в строго определенных моральных рамках и позволило ему развить необходи-
мые технологии. Научный подход, санкционированный религией, предоставил
возможность более активно накапливать опыт, который основывается на вере в
закономерный и системный характер отношений в природе. Коран многократно
заявляет, что природа содержит аллегорические указания на предустановленный
порядок объективного мира и его смыслы. Если они указывают на присутствие и
величие Бога, отношение к ним может быть определено не как субъект к объек-
ту (как, например, к эмпирической науке), а как субъект к субъекту, так как мы
имеем дело с проявлениями божественной сущности. Отношение субъект–субъ-
ект объясняет причину того, почему довольно развитая исламская наука остава-
лась свободной от скрытого скептицизма и оценивания – именно в этом кроется
причина отличия западной науки с момента ее возникновения. Европейская на-
ука изначально отказалась от рассмотрения природы как воплощения божест-
венного присутствия в ней. Однако по мере изучения природы она утрачивала
свою ценность. Ислам же прилагал большие усилия для сохранения этой свя-
зи – изучение Вселенной должно было привести к большему пониманию смысла
мироздания. Таким образом, Коран оказывал покровительство новым научным
изысканиям, которые основывались на секулярной любознательности, а также
призывал к поиску божественных замыслов в природе, которые уберегали науку
от обесценивания. В итоге мы пришли к тому, что моральные нормы стали под-
вергаться оценке со стороны инструментального разума: проводится техническая
экспертиза без ценностных критериев, пренебрегается человеческая и моральная
стоимость. Современный секулярный разум выиграл борьбу и создал алгоритм, в ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) 641 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 котором отсутствуют моральные критерии оценки и содержатся лишь формаль-
ные процессуальные шаги для достижения цели, оправдывающей средства. Заключение Если мы определяем науку
как стремление объяснить события и феномены физическими критериями, в
этом случае она несовместима с теизмом, так как ее предпосылка изначально не
содержит идеи вовлеченности Бога в процессы мироздания. Однако, если наука –
это систематическое изучение природы, которое предполагает изучение фактов и
данных в защиту или опровержение какой-либо выдвинутой теории, в этом слу-
чае данное занятие совместимо с теизмом и было простимулировано исламом. Наука не занимается апологетикой религиозных постулатов, тем более телеоло-
гией. С точки зрения науки Вселенная упорядочена, а ученые изучают сложные
природные явления, их причинно-следственные связи, которые сформулирова-
ны в натуралистических понятиях. Воздействие сверхъестественных сил на при-
роду не принимается в качестве данных. То же самое принято и в гуманитарных
науках, где ни один ученый не посмеет предположить, что демон оказал влияние
на поведение серийного убийцы. Гипотезы, которые подразумевают вмешатель-
ство сверхъестественных сил, не принимаются во внимание. В этой связи кора-
нические нападки на магию и колдовство лишь усиливают позицию науки. ременной эмпирической науки и существует ли устойчивая институциональная
связь между монотеизмом и наукой? Современные ученые заявляют, что суще-
ствует объективная физическая реальность, которая постижима и упорядочена. Они предлагают полностью разграничить сферы религии и науки, воспринимая
мир как самодостаточную детерминированную систему, и не нуждаются в идее
Бога. Следовательно, ответ на вышеупомянутый вопрос зависит от того, что мы
подразумеваем под наукой и ее конечными целями. Если мы определяем науку
как стремление объяснить события и феномены физическими критериями, в
этом случае она несовместима с теизмом, так как ее предпосылка изначально не
содержит идеи вовлеченности Бога в процессы мироздания. Однако, если наука –
это систематическое изучение природы, которое предполагает изучение фактов и
данных в защиту или опровержение какой-либо выдвинутой теории, в этом слу-
чае данное занятие совместимо с теизмом и было простимулировано исламом. Наука не занимается апологетикой религиозных постулатов, тем более телеоло-
гией. С точки зрения науки Вселенная упорядочена, а ученые изучают сложные
природные явления, их причинно-следственные связи, которые сформулирова-
ны в натуралистических понятиях. Воздействие сверхъестественных сил на при-
роду не принимается в качестве данных. То же самое принято и в гуманитарных
науках, где ни один ученый не посмеет предположить, что демон оказал влияние
на поведение серийного убийцы. Гипотезы, которые подразумевают вмешатель-
ство сверхъестественных сил, не принимаются во внимание. В этой связи кора-
нические нападки на магию и колдовство лишь усиливают позицию науки. Разрыв традиционной связи между нравственностью и религией не при-
нес ущерба ни одной из сторон, а разрыв между наукой и религией причинил
ущерб науке. Заключение Несмотря на то, что религия открыто не препятствует проведению науч-
ных изысканий, будучи относительно гибкой в усвоении их результатов, она со
скепсисом относится к утверждению о существовании первопричины возник-
новения Вселенной. Средневековая религия утратила свою значимость в тот
момент, когда ученые XVII в. отвергли формальную и заключительную пер-
вопричины возникновения Вселенной. Древнегреческий философ Аристотель
(384–322 гг. до н. э.) выделял четыре первопричины бытия вещей: материаль-
ную (материя), формальную (суть и сущность), деятельную (активное деятель-
ное начало) и целевую (предназначение) [14, с. 23]. Предполагалось, что целе-
вая первопричина будет иметь глобальный характер в масштабах Вселенной, а
формальная причина будет олицетворять замысел Творца. Верховное божество
не принимало участия в мирских делах и пребывало вне времени. Аристотель
и Платон были убеждены в истинности этих положений, и весь средневековый
христианский мир придерживался этих идей. Мусульманские философы, кото-
рые усвоили и развили идеи греческих философов, считали рационализм самой
передовой формой религии и разработали более возвышенное представление о
Боге по сравнению с кораническим Богом [15, с. 119]. Они нашли подтвержде-
ние своих идей в кораническом тексте: «Господь наш – Тот, Кто создал все вещи,
а затем указал [всему] путь» [13, с. 349]. А следующий аят служил доказатель-
ством формальной первопричины сотворения: «Поистине, если Мы пожелаем
[возникновения] чего-либо, Нам достаточно сказать: “Будь!”, и оно сбывается
[творение возникает]» [13, с. 305]. Тем не менее в исламских странах научные
изыскания пришли в упадок и не получили институционального развития – «ра-
циональное божество» мусульманских философов погибло, несмотря на то что
они не видели принципиальных противоречий между откровением и наукой, ве-
рой и рациональностью [15, с. 120]. В большинстве исследований сущности религии утверждается, что она
есть иррациональная и простейшая попытка контроля и умилостивления при-
роды. Религия прочно сохраняет свое место и роль в жизни человека, несмотря
на колоссальные достижения в современной науке. В этой связи возникает впол-
не закономерный вопрос: был ли ислам частью зарождающегося процесса сов- 642 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 А.А. Закиров ременной эмпирической науки и существует ли устойчивая институциональная
связь между монотеизмом и наукой? Современные ученые заявляют, что суще-
ствует объективная физическая реальность, которая постижима и упорядочена. Они предлагают полностью разграничить сферы религии и науки, воспринимая
мир как самодостаточную детерминированную систему, и не нуждаются в идее
Бога. Следовательно, ответ на вышеупомянутый вопрос зависит от того, что мы
подразумеваем под наукой и ее конечными целями. ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) Заключение Наука и технологии, которые не несут никакой ответственности
перед трансцендентальным разумом, могут причинить необратимый вред че-
ловечеству. В современную эпоху эти опасения в контексте глобального ядер-
ного самоуничтожения и запрещенных технологий бактериологического и хи-
мического оружия являются вполне обоснованными. Кораническое видение
науки не получило должного развития, а восторжествовала философия эпохи
Ренессанса в лице ее интеллектуального реформатора и философа естествен-
ной науки Френсиса Бэкона (1561–1626), который приравнял знание к власти. Ф. Бэкон был убежден в том, что человек – властелин природы, признавая за
природой статус второго священного писания в качестве открытой книги бо-
жественного провидения. Он был очарован степенью достоверности резуль- 643 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 татов, получаемых опытным путем в природе – чистый разум гарантирует их
правильную интерпретацию. Цель современной науки – это покорение при-
роды и контроль над ее ресурсами, изучение ее предполагаемой пригодности
к эксплуатации, а также получение выгоды и пользы. С точки зрения ислама
эксплуатация природы с применением научных технических средств искажает
ее истинную цель и предназначение. Пренебрежение религиозной телеологией
природы приводит к отрицанию проявлений Бога, поэтому исследователь от-
казывается от поиска более благородной цели, нежели ее эксплуатации. Приро-
да нема, поэтому она нуждается в дополнительном откровении, а в секулярную
эпоху у нее отсутствуют сакральные интерпретаторы. Религия уступила место
секулярным интерпретаторам в лице искусства и науки, таким образом природа
лишилась своей моральной значимости и ценности. Заполняя эту пустоту, Ко-
ран заявляет, что только верующий осознает истинную ценность природы как
места, где проявляется уникальное трансцендентное представительство Бога,
где его деятельность становится постижимой разуму. Ведь в Коране сказано:
«А на земле – знамения для людей убежденных, а также они [знамения] – в вас
самих. Разве вы не видите?» [13, с. 555]. 8. Сунан Абу Дауда. Сборник хадисов. Казань: Издательство Иман; 2009.
888 с. 7. Мухетдинов Д.В. Исламский модернизм: эскиз обновленческой про-
граммы. Ислам в современном мире. 2019;2:48–70. 1. Асмус В.Ф. Платон. М.: Мысль; 1975. 220 с. А.А. Закиров
Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 Проблема знания и познания в исламе
Minbar. Islamic Studies. 2023;16(3):631–646 9. Rippin A., Knappert J. Textual Sources for the Study of Islam. Manchester:
Manchester University Press; 1986. 209 p. 10. Али-заде А.А. Исламский энциклопедический словарь. М.: Ансар; 2007. 920 с. 11. Smock D. Ijtihad: Reinterpreting Islamic Principles for the Twenty-fi rst
Century. USIP Special Reports. №125. Washington: United States Institute of Peace;
2004. 8 p. 12. Akhtar Sh. The Quran and the Secular Mind. A philosophy of Islam. London,
NY: Routledge; 2008. 400 p. 13. Калям Шариф. Перевод смыслов. Казань: Издательский дом «Хузур» –
«Спокойствие»; 2020. 652 с. 14. Аристотель. Метафизика. Марков А.В. (пер. с древнегреч., вступитель-
ная статья и комм.). М.: РИПОЛ классик; 2018. 384 с. 15. Армстронг К. История Бога. Семенов К. (пер.), Трилис В. и Доброволь-
ский М. (ред.). К. – М.: София; 2004. 285 с. Литература 1. Асмус В.Ф. Платон. М.: Мысль; 1975. 220 с. 1. Асмус В.Ф. Платон. М.: Мысль; 1975. 220 с. 1. Асмус В.Ф. Платон. М.: Мысль; 1975. 220 с. 2. Никитина Е.А. Современная эпистемология: тенденции и направления
развития. Социально-гуманитарные знания. 2010;1:91–103. 2. Никитина Е.А. Современная эпистемология: тенденции и направления
развития. Социально-гуманитарные знания. 2010;1:91–103. 3. Коран: Пер. с араб. и коммент. М.–Н. Османова. М.: Ладомир, Восточная
литература; 1995. 575 с. 3. Коран: Пер. с араб. и коммент. М.–Н. Османова. М.: Ладомир, Восточная
литература; 1995. 575 с. 4. Faruqi I. Islamization of Knowledge: General Principles and Work Plan. Herndon:
International Institute of Islamic Thought; 1987. 59 p. 4. Faruqi I. Islamization of Knowledge: General Principles and Work Plan. Herndon:
International Institute of Islamic Thought; 1987. 59 p. 5. Lantong A. The Islamic Epistemology and its Implications for Education
of Muslims in the Philippines. Advances in Social Science, Education and Humanities
Research. Amsterdam: Atlantis Press; V. 125. 2018. P. 67–71. 5. Lantong A. The Islamic Epistemology and its Implications for Education
of Muslims in the Philippines. Advances in Social Science, Education and Humanities
Research. Amsterdam: Atlantis Press; V. 125. 2018. P. 67–71. 6. Duderij a A. The Imperatives of Progressive Islam. London: Routledge; 2017. 224 p. 6. Duderij a A. The Imperatives of Progressive Islam. London: Routledge; 2017. 224 p. 7. Мухетдинов Д.В. Исламский модернизм: эскиз обновленческой про-
граммы. Ислам в современном мире. 2019;2:48–70. 8. Сунан Абу Дауда. Сборник хадисов. Казань: Издательство Иман; 2009. 888 с. 644 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) Информация об авторe Закиров Айдар Азатович, кандидат фи-
лософских наук, старший научный со-
трудник Центра исламоведческих ис-
следований Академии наук РТ, Казань,
Российская Федерация. Aydar A. Zakirov, Cand. Sci (Philosophy),
Senior Research Fellow of the Center for
Islamic Studies of Tatarstan Academy of
Sciences, Kazan, the Russian Federation. Закиров Айдар Азатович, кандидат фи-
лософских наук, старший научный со-
трудник Центра исламоведческих ис-
следований Академии наук РТ, Казань,
Российская Федерация. Aydar A. Zakirov, Cand. Sci (Philosophy),
Senior Research Fellow of the Center for
Islamic Studies of Tatarstan Academy of
Sciences, Kazan, the Russian Federation. A.A. Zakirov A.A. Zakirov
The Problem of Knowledge and Cognition in Islam
Minbar. Islamic Studies. 2023;16(3):631–646 8. Sunan Abu Dauda. Sbornik khadisov [Abu Daud’s Sunan. The Collection of
hadiths]. Kazan: Iman Press; 2009. 888 p. (In Russian) 9. Rippin A., Knappert J. Textual Sources for the Study of Islam. Manchester:
Manchester University Press; 1986. 209 p. 10. Ali-zade A.A. Islamskiy entsiklopedicheskiy slovar' [Islamic encyclopedic
dictionary]. Мoscow: Ansar Press; 2007. 920 p. (In Russian) 11. Smock D. Ijtihad: Reinterpreting Islamic Principles for the Twenty-fi rst
Century. USIP Special Reports. №125. Washington: United States Institute of Peace;
2004. 8 p. 12. Akhtar Sh. The Quran and the Secular Mind. A philosophy of Islam. London,
New York: Routledge; 2008. 400 p. 13. Kalyam Sharif. Perevod smislov [Kalam Sharif. Interpretation of meanings]. Kazan: “Khuzur-Spokoystvie” Publishing House; 2020. 652 p. (In Russian) 14. Aristotel. Metafi zika [Metaphysics]. Markov A.V. (ancient Greek,
introductory article and comments). Moscow: RIPOL Klassik Press; 2018. 384 p. (In Russian) 15. Armstrong K. Istoriya Boga [The History of the God]. Semenov K. (tr.), Trilis
V. and Dobrovolskiy M. (eds). Kiev-Moscow: Sofi ya Press; 2004. 285 p. (In Russian) 15. Armstrong K. Istoriya Boga [The History of the God]. Semenov K. (tr.), Trilis
V. and Dobrovolskiy M. (eds). Kiev-Moscow: Sofi ya Press; 2004. 285 p. (In Russian) References 1. Asmus V.F. Platon [Plato]. Moscow: Misl Press; 1975. 220 p. (In Russian) 2. Nikitina E. A. Sovremennaya epistemologiya: tendentsii i napravleniya
razvitiya [The Modern Epistemology: tendencies and outlines for development]. Sotsial'no-gumanitarnye znaniya [Social and Humanitarian Knowledge]. 2010;1:91–
103. (In Russian) 2. Nikitina E. A. Sovremennaya epistemologiya: tendentsii i napravleniya
razvitiya [The Modern Epistemology: tendencies and outlines for development]. Sotsial'no-gumanitarnye znaniya [Social and Humanitarian Knowledge]. 2010;1:91–
103. (In Russian) 3. Koran: Per. s arab. i komment. M.–N. Osmanova [Quran: Arabic translation and
comments by M.N. Osmanov]. Moscow: Ladomir, Vostochnaya literature Press; 1993. 575 p. (In Russian) 3. Koran: Per. s arab. i komment. M.–N. Osmanova [Quran: Arabic translation and
comments by M.N. Osmanov]. Moscow: Ladomir, Vostochnaya literature Press; 1993. 575 p. (In Russian) 4. Faruqi I. Islamization of Knowledge: General Principles and Work Plan. Herndon:
International Institute of Islamic Thought; 1987. 59 p. 4. Faruqi I. Islamization of Knowledge: General Principles and Work Plan. Herndon:
International Institute of Islamic Thought; 1987. 59 p. 5. Lantong A. The Islamic Epistemology and its Implications for Education
of Muslims in the Philippines. Advances in Social Science, Education and Humanities
Research. Amsterdam: Atlantis Press; V. 125. 2018, pp. 67–71. 5. Lantong A. The Islamic Epistemology and its Implications for Education
of Muslims in the Philippines. Advances in Social Science, Education and Humanities
Research. Amsterdam: Atlantis Press; V. 125. 2018, pp. 67–71. 6. Duderij a A. The Imperatives of Progressive Islam. London: Routledge; 2017. 224 p. 6. Duderij a A. The Imperatives of Progressive Islam. London: Routledge; 2017. 224 p. 7. Muhetdinov D.V. Islamskiy modernizm: eskiz obnovlencheskoy programmy
[Islamic modernism: outlines of renewal programme]. Islam v sovremennom mire [Islam
in the modern world]. 2019;2:48–70. (In Russian) 7. Muhetdinov D.V. Islamskiy modernizm: eskiz obnovlencheskoy programmy
[Islamic modernism: outlines of renewal programme]. Islam v sovremennom mire [Islam
in the modern world]. 2019;2:48–70. (In Russian) ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) 645 Раскрытие информации о
конфликте интересов The author declares that there is no confl ict
of interest. Автор заявляет об отсутствии конфликта
интересов. Информация о статье ф р
Поступила в редакцию: 01 ноября 2022
Одобрена рецензентами: 20 августа 2023
Принята к публикации: 10 сентября 2023 ISSN 2618-9569 (Print)
ISSN 2712-7990 (Online) 646
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English
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Controllable synthesis of pomelo peel-based aerogel and its application in adsorption of oil/organic pollutants
|
Royal Society open science
| 2,019
|
cc-by
| 8,918
|
Research Cite this article: Shi G, Qian Y, Tan F, Cai W, Li
Y, Cao Y. 2019 Controllable synthesis of pomelo
peel-based aerogel and its application in
adsorption of oil/organic pollutants. R. Soc. open
sci. 6: 181823. royalsocietypublishing.org/journal/rsos
Research
Cite this article: Shi G, Qian Y, Tan F, Cai W, Li
Y, Cao Y. 2019 Controllable synthesis of pomelo
peel-based aerogel and its application in
adsorption of oil/organic pollutants. R. Soc. open
sci. 6: 181823. http://dx.doi.org/10.1098/rsos.181823
Received: 26 October 2018
Accepted: 3 January 2019
Subject Category:
Chemistry
Subject Areas:
materials science
Keywords:
sponge aerogels, pomelo peel, silanization,
oil-adsorption, recyclability
Author for correspondence:
Fengzhi Tan
e-mail: fz_tan@126.com; tanfz@dlpu.edu.cn royalsocietypublishing.org/journal/rsos
Research
Cite this article: Shi G, Qian Y, Tan F, Cai W, Li
Y, Cao Y. 2019 Controllable synthesis of pomelo
peel-based aerogel and its application in
adsorption of oil/organic pollutants. R. Soc. open
sci. 6: 181823. http://dx.doi.org/10.1098/rsos.181823
Received: 26 October 2018
Accepted: 3 January 2019
Subject Category:
Chemistry
Subject Areas:
materials science
Keywords:
sponge aerogels, pomelo peel, silanization,
oil-adsorption, recyclability
Author for correspondence:
Fengzhi Tan
e-mail: fz_tan@126.com; tanfz@dlpu.edu.cn royalsocietypublishing.org/journal/rsos
Research
Cite this article: Shi G, Qian Y, Tan F, Cai W, Li
Y, Cao Y. 2019 Controllable synthesis of pomelo
peel-based aerogel and its application in
adsorption of oil/organic pollutants. R. Soc. open
sci. 6: 181823. http://dx.doi.org/10.1098/rsos.181823
Received: 26 October 2018
Accepted: 3 January 2019
Subject Category:
Chemistry
Subject Areas:
materials science
Keywords:
sponge aerogels, pomelo peel, silanization,
oil-adsorption, recyclability
Author for correspondence:
Fengzhi Tan
e-mail: fz_tan@126.com; tanfz@dlpu.edu.cn royalsocietypublishing.org/journal/rsos Guangyu Shi1, Yizhu Qian2, Fengzhi Tan1, Weijie Cai1,
Yuan Li1 and Yafeng Cao1 http://dx.doi.org/10.1098/rsos.181823 1School of Light Industry and Chemical Engineering, Dalian polytechnic
university, No. 1, Qinggongyuan, Ganjingzi District, Dalian 116034, People’s Republic
of China 1School of Light Industry and Chemical Engineering, Dalian polytechnic g
y
g
g,
p y
university, No. 1, Qinggongyuan, Ganjingzi District, Dalian 116034, People’s Republic
of China Received: 26 October 2018
Accepted: 3 January 2019
Subject Category:
Chemistry
Subject Areas:
materials science
Keywords:
sponge aerogels, pomelo peel, silanization,
oil-adsorption, recyclability
Author for correspondence:
Fengzhi Tan
e-mail: fz_tan@126.com; tanfz@dlpu.edu.cn 2Dalian No. 24 high school. No. 217, Jiefang Road, Zhongshan District, Dalian 116001,
People’s Republic of China 2Dalian No. 24 high school. No. 217, Jiefang Road, Zhongshan District, Dalian 116001,
People’s Republic of China 1School of Light Industry and Chemical Engineering, Dalian polytechnic
university, No. 1, Qinggongyuan, Ganjingzi District, Dalian 116034, People’s Republic
of China FT, 0000-0001-8715-2442 Oil/water separation is a field of high significance as it might
efficiently
resolve
the
contamination
of
industrial
oily
wastewater and other oil/water pollution. In this paper, an
environmentally-friendly
hydrophobic
aerogel
with
high
porosity and low density was successfully synthesized with
renewable pomelo peels (PPs) as precursors. Typically, a series
of sponge aerogels (HPSA-0, HPSA-1 and HPSA-2) were
facilely prepared via high-speed dispersion, freeze-drying and
silanization with methyltrimethoxysilane. Indeed, the physical
properties of aerogel such as density and pore diameter could
be tailored by different additives (filter paper fibre and
polyvinyl alcohol). Hence, their physico-chemical properties
including internal morphology and chemical structure were
characterized
in
detail
by
Fourier
transform
infrared,
Brunauer–Emmett–Teller, X-ray diffraction, scanning electron
microscope, Thermal gravimetric analyzer (TG) etc. Moreover,
the adsorption capacity was further determined and the results
revealed
that
the
PP-based
aerogels
presented
excellent
adsorption performance for a wide range of oil products and/
or organic solvents (crude oil 49.8 g g21, soya bean oil
62.3 g g21, chloroform 71.3 g g21 etc.). The corresponding
cyclic tests showed the absorption capacity decreased slightly
from 94.66% to 93.82% after 10 consecutive cycles, indicating a
high recyclability. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 Nowadays, with the rapid development of the chemical industry and offshore exploitation, oily wastewater
has become an extremely common pollutant, which can cause serious damage to the water environment
and ecological systems [1,2]. In addition, the frequent oil leakages and organic pollutants spillage during
marine transportation or crude oil production are potentially catastrophic to marine environments, and
also a great waste of valuable natural resources [3]. To address the issues arising from oil spills, organic
pollutants and industrial oily wastewater, various techniques have been developed for oily wastewater
treatment, such as in situ burning, biodegradation, flotation, physical adsorption etc. Among these
techniques, physical adsorption by porous materials has been proved to be very promising and efficient
in the removal of oil/organic pollutants [4,5]. Many porous absorbent materials have been prepared and
deeply investigated like activated carbon [6], polypropylene non-woven fabric [7], sponges [8], propylene
foam [9] etc. However, such materials generally suffer from low capacities/output, high cost,
disbiodegradation and lower separation selectivity because of the simultaneous adsorption of oil and
water etc. [10,11]. Hence, it is critical to develop a novel type of sorbent which possesses the advantages
of sorption capacity, selectivity, low cost, recyclability and environmental friendliness [12,13]. Cellulose is one of the abundant raw materials in nature. As a ‘young’ third generation of aerogel
materials, cellulose-based aerogels seem to be one of the most fascinating natural oil sorbents after the
appropriate modifications [14]. To date, various kinds of natural fibres have been reported as a
precursor, such as kapok fibre [15], cotton [16], corn straw [17], banana peels [18], softwood [19] etc. It
was accepted that the oil sorption capability of cellulose-based aerogel was attributed to its low density,
high porosity and the three-dimensional network structure. In order to achieve excellent oil/water
selectivity, most of the cellulose-based aerogels were further modified via esterification, nanocoating,
carbonization, silanization and so on. Wang et al. fabricated a kind of superhydrophobic cellulose
sponge for oil/water separation using a one-pot hydrothermal technique and subsequent hydrophobic
modification with dodecanethiol. The as-prepared kapok fibre showed good sorption capacity up to
4–70 g g21 for oil and organic solvents [15]. Li et al. prepared a novel coconut peat powder-based
magnetic sorbent for selective oil–water separation. The product was modified by low-surface-energy
octadecylamine, and exhibited high recyclability, with a loss of less than 15.32% in oil absorption
capacity after 11 absorption–desorption cycles [20]. Additionally, Lu et al. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 reported a superhydrophobic
magnetic ethyl cellulose (EC) sponge with low density (less than 18 mg cm23) and high porosity
(greater than 98%) [21]. Furthermore, the sponge showed excellent separation efficiency and good
absorption capacity for oils and organic solvents (37–71 g g21). However, compared with natural fibre,
to the best of our knowledge there has been little research on the aerogel-based citrus fruits peel. It was reported that the global production of citrus fruits amounts to over 100 million tons since 2010
[22,23]. A large amount of citrus waste was generated, which accounted for almost 50wt% of the fruit
weight. Pomelo peel (PP), as an abundant pectin-rich fruit waste of Southeastern Asia, possessed ca 40
wt% of pomelo. Unfortunately, most of the PP was directly discarded in landfills, which resulted in
resource waste and environmental pollution [24]. It should be noted that PP contained rich plant fibre,
insoluble
polysaccharides
(e.g. cellulose,
hemicellulose,
pectin)
and
ligin
[25]. This
chemical
composition rendered the PP a promising material for the cellulose-based aerogel. Furthermore, as a
low-cost natural absorbent, PP presented high oil sorption capacity due to its porous structure,
especially macropores (2–20 mm), which might provide sufficient space to adsorb oil and organic
pollutants [24]. In this work, the PP derived hydrophobic porous aerogel was prepared by a facile and
environmentally-friendly method [26,27]. The textural features of the investigated materials were
determined and systemically discussed by various characterization techniques (Fourier transform
infrared
(FTIR),
Brunauer–Emmett–Teller
(BET),
X-ray
diffraction
(XRD),
scanning
electron
microscope (SEM), TG). More importantly, the as-prepared PP-based aerogel showed remarkably high
recyclability (greater than 40 g g21, for diesel oil) even after 10 cycles, which made it an attractive
candidate for use in efficient oil spill clean-up and water purification. Author for correspondence: This article has been edited by the Royal Society
of Chemistry, including the commissioning, peer
review process and editorial aspects up to the
point of acceptance. Electronic supplementary material is available
online at https://dx.doi.org/10.6084/m9.figshare. c.4375658. Electronic supplementary material is available online at https://dx.doi.org/10.6084/m9.figshare. & 2019 The Authors. Published by the Royal Society under the terms of the Creative
Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits
unrestricted use, provided the original author and source are credited. 1. Introduction 2 2.2. Pomelo peel pretreatment sos
R. Soc. open sci. 6: 181823 A certain amount of grounded PP powder (80–100 meshes) was immersed into a solution of 4 wt%
sodium hydroxide with a solid–liquid ratio of 1 : 15 and the mixture was kept at 408C for 6 h under
magnetic stirring. After that, the product was filtered and thoroughly washed in deionized water until
the filtrate was colourless and transparent (pH ¼ 7). The obtained material was dried at 608C for 24 h. 2.4. Preparation of hydrophobic sponge aerogels (HPSA-0, HPSA-1 and HPSA-2) In detail, the aerogel PSA-0 was placed in a glass bottle. An amount of 1.5 ml MTMS and 1.5 ml
deionized water were inserted into a beaker, respectively. After that, two small beakers were placed
inside the above-mentioned 250 ml bottle. Then, the glass bottle was tightly sealed and placed in an
oven at 808C for 12 h. Finally, the silanized sample was placed in a vacuum oven at 608C for 24 h to
remove the unreacted silane. The achieved samples were labelled as HPSA-0. The HPSA-1 and
HPSA-2 were prepared following the same procedure as with HPSA-0. 2.3. Preparation of pomelo peel-based sponge aerogels (PSA-0, PSA-1 and PSA-2) Firstly, 1 g pretreated PP powder was added to the beaker containing 99 g H2O. The resulting mixture
was continuously stirred at room temperature (25+ 18C) for 0.5 h using a high shear dispersing
emulsifier. Then, the suspension was frozen for 24 h under 2188C, and subsequently freeze-dried at a
condenser temperature of 2558C under vacuum for 24 h to obtain sponge sample PSA-0. The aerogel
PSA-1 and PSA-2 were prepared using the same method as PSA-0. The pretreated PP powder was
mixed with filter paper or PVA with a mass ratio of 7 : 3 to prepare sample PSA-1 and PSA-2,
respectively. 2.1. Materials PP was provided by local WalMart as solid waste. The yellow skin of PP was chipped off, then the
sponge residue was thoroughly washed with deionized water to remove all the dirty particles. After that, PP was grounded into granules after drying in an oven at 1008C for 10 h. The PP powder was stored
in a glass desiccator for further use. Polyvinyl alcohol (PVA) and methyltrimethoxysilane (MTMS) were
purchased
from
Aladdin
Industrial
Corporation. Ethanol,
sodium
hydroxide
(NaOH),
N,N-
dimethylformamide (DMF) and dimethyl sulfoxide (DMSO) were purchased from the Kermel
Chemical Reagent Co., Ltd (Tianjin, China). Diesel, crude oil and pump oil were supplied by local
Sinopec Group (Dalian, China). Soya bean oil, peanut oil, sunflower oil etc. were purchased from a
local market in Dalian, China. All chemicals were of analytical grade, and all chemicals were used
without further purification. royalsocietypublishing. 3 3 royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 2.7. Oil and organic solvent absorption capacity To assess the absorption capacity of the sponge aerogels, a series of oils and organic solvent were
selected. An appropriate amount of oil or organic solvent was poured into a beaker, then the aerogel
sample (initial weight was m0) was immersed in oil. The sample was taken out at intervals of 5 s and
the oil located at material surface was carefully scraped with filter paper. The sample weight (m) was
recorded after the test. This process was repeated several times until the aerogel sample reached
adsorption equilibrium. The oil absorption capacity Q and oil absorption rate V of aerogels were
quantified by formulas 1.3 and 1.4, respectively [31–33]. Q ¼ m m0
m0
,
ð2:3Þ ð2:3Þ where Q, m and m0 represent the oil absorption capacity of the aerogel (g g21), the weight of aerogel after
absorption (gram) and the weight of aerogel before absorption (gram). V ¼ Q
t , V ¼ Q
t ,
ð2:4Þ ð2:4Þ represents the oil absorption rate of samples (g s21). where V represents the oil absorption rate of samples (g s21). where V represents the oil absorption rate of samples (g s21). 2.6. Morphology characterization 4 The morphology of the samples was observed using a scanning electron microscope (SEM, JSM-6460LV)
equipped with energy dispersive X-ray spectroscopy (EDS). The crystallinity of HPSA-0 (HPSA-1, HPSA-
2) was analysed by X-ray diffraction (XRD, SmartLab from Rigaku Co.). Water contact angles (WCAS)
were measured by a contact angle system (KSV CM20, Finland) under ambient conditions. Fourier
transform infrared (FTIR) spectroscopy spectra were recorded using a Bruker Tensor 27 spectrometer. And N2 adsorption–desorption experiments were carried out at 77 K using a SA 3100 apparature
(Beckmann Coulter) to study the textural features of the samples (specific surface area, pore diameter/
volume). Thermal gravimetric analysis was conducted on a Thermo plus TG-8120 apparatus. Typically, 50 mg of the aerogel samples (HPSA-0, HPSA-1 and HPSA-2) were heated from 208C to
7008C at a rate of 108C min21 under a N2 flow 50 ml min21. 2.8. Reusability In order to evaluate the reusability of the aerogels, 10 consecutive cycles of absorption and regeneration
were carried out. The saturated sample was immersed into 200 ml of anhydrous ethanol for 0.5 h at 708C. The oil dissolved in anhydrous ethanol completely, then it was separated from the obtained mixture by
vacuum distillation. The anhydrous ethanol was recycled. 2.5. Density and porosity The apparent density of aerogel (r) was calculated based on the following equation: r ¼
m
ð2pDHÞ=4 ,
ð2:1Þ ð2:1Þ r ¼
m
ð2pDHÞ=4 , where r represents the density of aerogel (g cm23), m is the quality of the aerogel (gram), D is the
diameter of cross section of aerogels (centimetre) and H is the height of the aerogel (centimetre). where r represents the density of aerogel (g cm23), m is the quality of the aerogel (gram), D is the
diameter of cross section of aerogels (centimetre) and H is the height of the aerogel (centimetre). g
g
g
Aerogel porosity was calculated by the aerogel apparent density r and skeleton density r0 using the
following equation [28,29]: P ¼ 1
r
r0
100%,
ð2:2Þ ð2:2Þ where P is the porosity of aerogels (%), r is the apparent density of aerogel (g cm23) and r0 is the aerogel
skeleton density (g cm23). where P is the porosity of aerogels (%), r is the apparent density of aerogel (g cm23) and r0 is the aerogel
skeleton density (g cm23). Based on data in the literature, we used the density of cellulose (1.500 g cm23) and PVA
(1.267 g cm23) as the solid density [30], so, r0(HPSA-0) ¼ 1.500 g cm23, r0(HPSA-1) ¼ 1.500 g cm23 and
r0(HPSA-2) ¼ 1.430 g cm23 (the mass ratio of PP and PVA was 3 : 7). 3.1. Morphologies of the sponge aerogel The morphologies of the sponge aerogels before and after silanization were observed via SEM images. As shown in figure 1a–c, the aerogel surface was flaked with a small number of interspaces, and
the macropores and micropores made up with interconnected PP powder particles and filter paper fibres or
PVA were clearly observed in the aerogel cross section. These interspaces greatly enhanced the adsorption
efficiency of aerogels. [34,35] Compared with raw PP (electronic supplementary material, figure S1), the
aerogels showed a multilevel and an interconnected three-dimensional pore structure which was
interweaved by flexible sheets. Noticeably, the results suggested that a large number of the tunnel
structures were distributed in three aerogel samples, which made it easy for oil to enter the aerogels. In addition, the aerogels modified with MTMS (figure 1d,e) possessed an obviously layered structure,
the surface shape was unchanged and the pore size was kept constant, which could reach up to
10–1000 mm. Unlike HPSA-1(PP/filter paper), a large amount of filamentous fibre structure in HPSA-
2(PP/PVA) was determined. Furthermore, as a water-soluble linear polymer, PVA presented its
adhesive ability between PP powder particles, leading to the aerogel surface smoother than HPSA-1. However, it still possessed a layered structure and multi-level pore structure. (a)
(c)
(d)
(b)
(e)
( f )
Figure 1. SEM images of: (a) PSA-0, (b) PSA-1, (c) PSA-2, (d) HPSA-0, (e) HPSA-1 and (f ) HPSA-2. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181
5 (a)
(c)
(d)
(b)
(e)
( f )
Figure 1. SEM images of: (a) PSA-0, (b) PSA-1, (c) PSA-2, (d) HPSA-0, (e) HPSA-1 and (f ) HPSA-2. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 1
5 (a)
(c)
(d)
(b)
(e)
( f ) 5 (a) royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
5 (c) (b) (a) royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 (e) (d) ( f ) Figure 1. SEM images of: (a) PSA-0, (b) PSA-1, (c) PSA-2, (d) HPSA-0, (e) HPSA-1 and (f ) HPSA-2. Figure 1. SEM images of: (a) PSA-0, (b) PSA-1, (c) PSA-2, (d) HPSA-0, (e) HPSA-1 and (f ) HPSA-2. Table 1. Density, porosity and specific surface areas of pomelo peel-based sponge aerogels. ble 1. Density, porosity and specific surface areas of pomelo peel-based sponge aerogels. 3.1. Morphologies of the sponge aerogel aerogel
r (g cm23)
r0 (g cm23)
porosity (%)
BET surface area (m2 g21)
PSA-0
0.0306
1.500
98.0
11.6
PSA-1
0.0214
1.500
98.6
16.0
PSA-2
0.0204
1.430
98.6
7.0 The density, porosity and specific surface areas of PP-based sponge aerogels were listed in table 1. It
revealed that the lowest density was ca 0.0204 g cm23 and its porosity could be as high as 98.6%. All
aerogel samples exhibited ultralight and highly porous (approx. 98%) features. The specific surface
area was measured using the BET method. Among three aerogel samples, the surface area of HSPA-1
was larger than that of the others, probably due to the loose and porous structure of filter paper fibre. This result indicated that filter paper fibre was favourable for the formation of the multi-stage pore
structure of aerogel. On the other hand, the microstructure of aerogel could be adjusted by the
different additives, which might present a facile method of controlling material structure [36]. g
p
g
Nitrogen adsorption–desorption tests have also been conducted to determine textural properties of
the HPSA samples. Figure 2 shows the nitrogen adsorption–desorption isotherms for HPSA aerogels
prepared with a different doping material. It could be observed that the HPSA-2 presented a small
hysteresis loop at relative pressure from 0.4 to 0.6, indicating the mesoporous structure of the HPSA-2
sample. Similarly, the pore types of HPSA-0 samples were mainly mesoporous, which was in line
with the results of pore size distribution curve (figure 2d,e). 3.2. Chemical component of aerogels 6: 181823
6 0
–2
0
2
4
6
adsorbed volume (cm3 g–1)
8
10
HPSA-0
adsorption curve
desorption curve
12
14
0.2
0.4
relative pressure (P/P0)
0.6
0.8
1.0
(a) adsorbed volume (cm3 g–1) adsorbed volume (cm3 g–1) (d) 0
1
2
3
4
5
6
7
adsorbed volume (cm3 g–1)
0
relative pressure (P/P0)
0
0.2
0.4
0.6
0.8
1.0
HPSA-2
adsorption curve
desorption curve
(c) 0
0.002
0.004
0.006
0.008
0.010
0.012
dV/dD
0
5
10
0
pore diameter (nm)
15
20
25
30
HPSA-0
(d)
os
R. Soc. open sci. 6: 181823 dV/dD 0
0.005
0.010
0.015
0.020
dV/dD
0
pore diameter (nm)
0
5
10
15
20
HPSA-1
(e) 0
( f ) 0
0.002
0.004
0.006
0.008
0.010
0.012
0.014
dV/dD
pore diameter (nm)
0
5
10
15
20
25
HPSA-2
( f ) Figure 2. The N2 adsorption–desorption isotherms of: (a) HPSA-0, (b) HPSA-1, (c) HPSA-2; the pore size distribution curves of: (d)
HPSA-0, (e) HPSA-1 and (f ) HPSA-2. Table 2 shows the element component of raw PP, PSA-1, PSA-2 and silanized modified aerogel
(HPSA-1, HPSA-2). In fact, there was no silicon element in the raw PP and alkali pretreatment PP,
and silicon element was detected in the sponge aerogel (1.89 wt% and 1.02 wt%). The above results showed that sponge aerogel samples were successfully modified by MTMS during
the fabrication of hydrophobic aerogel. It was known that crystallinity played an important role in the mechanical properties of aerogels. Figure 4 shows the XRD patterns of the modified aerogel samples (HPSA-0, HPSA-1 and HPSA-2)
[30]. The results showed that all the samples presented a peak at around 2u ¼ 238 (002 peak) [35]. It
could be seen from the XRD pattern that the HPSA-0 and HPSA-1 had an intense diffraction peak at
2u ¼ 22.608. This peak corresponded to the graphitic carbon structure of raw PP. The peak for HPSA-2
became narrow and stronger, suggesting that the crystallinity of HPSA-2 was higher than other samples. 3.2. Chemical component of aerogels FTIR and EDX analysis were used to identify the surface chemical component of aerogel samples, and
the results are shown in figure 3 and table 2, respectively. As shown in figure 3, the dominant peaks
in the 34 271 036 and 902 cm21 were ascribed to the stretching vibrations of –OH, C–O–C [28] and
b-glycosidic linkage, respectively. It indicated that the surfaces of the raw PP were rich in hydroxyl,
carbonyl, carboxyl and aromatic groups [37]. Additionally, the bands at 750 (d (C2H)) and 2980 cm21
(n (C2H)) were assigned to the vibration’s characteristic of the CH3 in silane. Besides, Si2CH3
bending vibration located at 1250–1390 cm21 was also noted. The characteristic peaks of Si2O2Si
bonds in the siloxane were overlapped by the C2O bonds. The results revealed that MTMS could
covalently form a strong cross-linked Si-O-Si monolayer coating under a modified reaction condition
[38]. After silanized modification, the 2OH groups were displaced by O-Si(CH3)3 groups from MTMS
resulting in the hydrophobic property of the aerogels [29]. 0
–2
0
0
1
2
3
4
5
6
7
0
0
0
0.002
0.004
0.005
0.010
0.015
0.020
0.006
0.008
0.010
0.012
0
0.002
0.004
0.006
0.008
0.010
0.012
0.014
2
2
4
4
6
6
adsorbed volume (cm3 g–1)
adsorbed volume (cm3 g–1)
dV/dD
dV/dD
dV/dD
adsorbed volume (cm3 g–1)
8
8
10
10
HPSA-0
adsorption curve
desorption curve
12
14
0.2
0.4
relative pressure (P/P0)
relative pressure (P/P0)
0.6
0.8
1.0
0
0.2
0.4
0.6
0.8
1.0
0
0.2
0.4
0.6
0.8
1.0
0
5
10
relative pressure (P/P0)
pore diameter (nm)
pore diameter (nm)
pore diameter (nm)
15
20
0
5
10
15
20
25
0
5
10
15
20
25
30
HPSA-1
HPSA-0
HPSA-2
HPSA-1
HPSA-2
adsorption curve
desorption curve
(e)
( f )
(b)
(a)
(c)
(d)
Figure 2. The N2 adsorption–desorption isotherms of: (a) HPSA-0, (b) HPSA-1, (c) HPSA-2; the pore size distribution curves of: (d)
HPSA-0, (e) HPSA-1 and (f ) HPSA-2. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
6 0
2
4
6
adsorbed volume (cm3 g–1)
8
10
0
0.2
0.4
0.6
0.8
1.0
relative pressure (P/P0)
HPSA-1
(b) 6 royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 3.3. Thermal properties of aerogels This result indicated that the higher temperature of thermal decomposition was
attributed to the removal of lignin from the fibres and the addition of filter paper in aerogel. However, the thermal stability of HPSA-2 was lower in comparison with the others, probably because
of the decomposition of PVA. According to the literature, linear PVA would be degraded and produce
low molecular weight products when the temperature was greater than 2648C [39]. The thermal
stability of PVA can be improved mainly by increasing its degree of alcoholysis, thereby the PVA with
99% alcoholysis was selected as the starting material. clearly observed that only a little weight loss occurred in the range of 25–1008C owing to the evaporation
of the adsorbed water. The main weight loss started at 227, 225 and 2128C for HPSA-0, HPSA-1 and
HPSA-2, respectively in TGA. The degradation process reached its maximum at 313, 314 and 2988C,
respectively as displayed in DTG. It is worth mentioning that the thermal stability of HPSA-0 was
similar to HPSA-1. This result indicated that the higher temperature of thermal decomposition was
attributed to the removal of lignin from the fibres and the addition of filter paper in aerogel. However, the thermal stability of HPSA-2 was lower in comparison with the others, probably because
of the decomposition of PVA. According to the literature, linear PVA would be degraded and produce
low molecular weight products when the temperature was greater than 2648C [39]. The thermal
stability of PVA can be improved mainly by increasing its degree of alcoholysis, thereby the PVA with
99% alcoholysis was selected as the starting material. 3.3. Thermal properties of aerogels Considering the heat insulation application, thermal stability of aerogels is of great importance [36]. The
results of thermogravimetry (TGA) and derivative thermogravimetry (DTG) are shown in figure 5. It was (a)
(b)
(c)
wavenumbers (cm–1)
4000
3500
3000
2500
2000
1500
1000
500
wavenumbers (cm–1)
4000 3500 3000 2500 2000 1500 1000
500
wavenumbers (cm–1)
4000 3500 3000 2500 2000
PSA-0
PSA-1
PSA-2
HPSA-0
HPSA-1
HPSA-2
PP
625
1061
1630
890
1289
1626
1316
2905
1500 1000
500
Figure 3. FTIR spectra of (a) PSA-0 and HPSA-0, (b) PSA-1 and HPSA-1, (c) PSA-2 and HPSA-2. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
7 (a)
(b)
wavenumbers (cm–1)
4000 3500 3000 2500 2000 1500 1000
500
wavenumbers (cm–1)
4000 3500 3000 2500 2000
PSA-0
PSA-1
HPSA-0
HPSA-1
PP
625
1061
1630
890
1289
2905
1500 1000
500
royalsocietypublishing.org/journal/rsos
R. 7 (a)
wavenumbers (cm–1)
4000 3500 3000 2500 2000
PSA-0
HPSA-0
PP
625
1061
1630
2905
1500 1000
500 (b)
wavenumbers (cm–1)
4000 3500 3000 2500 2000 1500 1000
500
PSA-1
HPSA-1
890
1289
royalsocietypublishing.org/journal/rsos
7 7 (b) royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 wavenumbers (cm–1) (c)
wavenumbers (cm–1)
4000
3500
3000
2500
2000
1500
1000
500
PSA-2
HPSA-2
1626
1316
Figure 3. FTIR spectra of (a) PSA-0 and HPSA-0, (b) PSA-1 and HPSA-1, (c) PSA-2 and HPSA-2. (c) Figure 3. FTIR spectra of (a) PSA-0 and HPSA-0, (b) PSA-1 and HPSA-1, (c) PSA-2 and HPSA-2. Figure 3. FTIR spectra of (a) PSA-0 and HPSA-0, (b) PSA-1 and HPSA-1, (c) PSA-2 and HPSA-2. Table 2. EDS of PP, PP (pretreatment), PSA-1, HPSA-1, PSA-2 and HPSA-2. element
PP
PP (pretreatment)
PSA-1
HPSA-1
PSA-2
HPSA-2
C (wt%)
63.87
62.82
54.99
57.37
47.8
51.44
O (wt%)
26.6
36.22
42.72
39.05
48.55
44.31
S (wt%)
0.44
0.48
0
0
0.21
0.2
Si (wt%)
0
0
0
1.89
0
1.02 clearly observed that only a little weight loss occurred in the range of 25–1008C owing to the evaporation
of the adsorbed water. The main weight loss started at 227, 225 and 2128C for HPSA-0, HPSA-1 and
HPSA-2, respectively in TGA. The degradation process reached its maximum at 313, 314 and 2988C,
respectively as displayed in DTG. It is worth mentioning that the thermal stability of HPSA-0 was
similar to HPSA-1. 3.4. Wettability Desirable oil/water selectivity is a critical property for oil absorbents [40,41]. To determine the effect
of silanized modification on the hydrophobicity of aerogel, WCA was measured to check the 10
0
1000
2000
3000
intensity
4000
5000
HPSA-2
HPSA-1
HPSA-0
20
30
40
2q (°) hydrophobicity. When the contact angle was higher than 908, the material was classified as hydrophobic
[42]. As expected, the MTMS-modified aerogels became hydrophobic after silylation. Noticeably, water
formed droplets on the aerogel surface and maintained its spherical shape with a contact angle of 132.758
(figure 6). This result could be ascribed to successful silanizing modification. As shown in figure 7a, water (coloured with methylene blue) formed spherical droplets on the surface
of HPSA-1, while kerosene (coloured with Sudan 3) was rapidly and completely absorbed. This revealed
that the treatment of the sample with silanizing reagent showed the characteristics of hydrophobicity
100
0
20
40
60
weight (%)
deriv. weight (%/°C)
80
100
227
212
298
225
314
313
0
0.8
0.6
0.4
0.2
1.0
200
300
400
temperature (°C)
500
600
100
200
300
400
temperature (°C)
500
600
HPSA-2
HPSA-1
HPSA-0
(b)
(a)
Figure 5. TGA (a) and DTG (b) thermograms of HPSA-0, HPSA-1 and HPSA-2. 10
0
1000
2000
3000
intensity
4000
5000
HPSA-2
HPSA-1
HPSA-0
20
30
40
2q (°)
Figure 4. XRD patterns of HPSA-0, HPSA-1 and HPSA-2. WCA = 104.61°
WCA = 113.49°
WCA = 132.75°
(a)
(c)
(b)
Figure 6. Water contact angle of the (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. y
yp
g
g/j
/
p
8 royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
8 Figure 4. XRD patterns of HPSA-0, HPSA-1 and HPSA-2. 100
0
20
40
60
weight (%)
deriv. weight (%/°C)
80
100
227
212
298
225
314
313
0
0.8
0.6
0.4
0.2
1.0
200
300
400
temperature (°C)
500
600
100
200
300
400
temperature (°C)
500
600
HPSA-2
HPSA-1
HPSA-0
(b)
(a)
Figure 5. TGA (a) and DTG (b) thermograms of HPSA-0, HPSA-1 and HPSA-2. 100
0
20
40
60
weight (%)
deriv. weight (%/°C)
80
100
227
212
298
225
314
313
0
0.8
0.6
0.4
0.2
1.0
200
300
400
temperature (°C)
500
600
100
200
300
400
temperature (°C)
500
600
HPSA-2
HPSA-1
HPSA-0
(b)
(a)
Figure 5. TGA (a) and DTG (b) thermograms of HPSA-0, HPSA-1 and HPSA-2. deriv. 3.4. Wettability (a) Absorbed behaviour of the HPSA-1 (water and oil were coloured by methylene blue and Sudan 3, respectively),
(b) behaviour of HPSA-2 in water. (b) (a) (a)
(c)
(d)
(b)
Figure 8. (a–d) Oil absorption process of the modified aerogel HPSA-2. R. Soc. open sci. 6: 181823 (b) (a) (c) (d)
HPSA-2. (d) (c) Figure 8. (a–d) Oil absorption process of the modified aerogel HPSA-2. 3.4. Wettability weight (%/°C)
298
314
313
0
0.8
0.6
0.4
0.2
1.0
100
200
300
400
temperature (°C)
500
600
(b) Figure 5. TGA (a) and DTG (b) thermograms of HPSA-0, HPSA-1 and HPSA-2. Figure 5. TGA (a) and DTG (b) thermograms of HPSA-0, HPSA-1 and HPSA-2. WCA = 104.61°
WCA = 113.49°
WCA = 132.75°
(a)
(c)
(b)
Figure 6. Water contact angle of the (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. WCA = 132.75°
(c) WCA = 104.61°
WCA = 113.49°
(a)
(c
(b)
Figure 6. Water contact angle of the (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. WCA = 113.49°
(b)
HPSA
(b) HPSA
d ( ) HPSA (b) Figure 6. Water contact angle of the (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. hydrophobicity. When the contact angle was higher than 908, the material was classified as hydrophobic
[42]. As expected, the MTMS-modified aerogels became hydrophobic after silylation. Noticeably, water
formed droplets on the aerogel surface and maintained its spherical shape with a contact angle of 132.758
(figure 6). This result could be ascribed to successful silanizing modification. hydrophobicity. When the contact angle was higher than 908, the material was classified as hydrophobic
[42]. As expected, the MTMS-modified aerogels became hydrophobic after silylation. Noticeably, water
formed droplets on the aerogel surface and maintained its spherical shape with a contact angle of 132.758
(figure 6). This result could be ascribed to successful silanizing modification. As shown in figure 7a, water (coloured with methylene blue) formed spherical droplets on the surface
of HPSA-1, while kerosene (coloured with Sudan 3) was rapidly and completely absorbed. This revealed
that the treatment of the sample with silanizing reagent showed the characteristics of hydrophobicity
[43]. In figure 7b, the lumpy sponge aerogels suspended on the water surface also elucidated the
hydrophobicity features of the modified sponge aerogels. The excellent hydrophobic performance of
modified aerogels could be used in effective oil/water separation. MTMS-modified PP-based aerogel,
due to its low density, high porosity and surface hydrophobicity, may be a promising candidate for
the elimination of oils and organic pollutants. water
oil
(a)
(b)
Figure 7. (a) Absorbed behaviour of the HPSA-1 (water and oil were coloured by methylene blue and Sudan 3, respectively),
(b) behaviour of HPSA-2 in water. royalsocietypublishing.org/journal/rsos
9 (b) water
oil
(a) (b) (a) royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823 Figure 7. 3.5. Absorption capacity Oil leakages lead to serious pollution of the water environment, and the treatment of oil and organic
pollutants from water has attracted considerable academic and commercial interest [44]. Sorption
processes of aerogels occurred because of their micro and microporous structures, and also the inter-
and intra-fibre interactions of the aerogel [45]. The PP-based aerogels possessed a hierarchical pore
structure, as already discussed by SEM, BET analysis, so the aerogel can absorb oil rapidly. As shown
in figure 8a–d, the kerosene (stained with Sudan 3 dye) was put into the beaker containing water, and
then a modified sponge aerogel HPSA-2 was added into the beaker. The dyed kerosene was absorbed
by the modified aerogel within 1 min, then the water in the beaker was clean. The result indicated that
the modified samples possessed excellent adsorption capacity for oils and organic pollutants. p
p
p
p
y
g
p
Figure 9a–c introduces the adsorption capacity of HPSA-0, HPSA-1 and HPSA-2 samples for some
commonly used oils/organic solvents (crude oil, diesel oil, kerosene, engine oil, DMF, DMSO, ethanol,
n-hexane etc.). The oil’s adherence to the aerogel’s surface happens mainly due to the intramolecular
interaction and van der Waals forces [46]. The different sorption capacity was attributed to the
density, the molecular dimension, the surface tension and hydrophobicity of the organic solvents and
oils [41]. As could be clearly observed, the adsorption capacity of HPSA-1 and HPSA-2 for various
oils/organic solvents was better than that of HPSA-0. It was ascribed to a satisfied network structure
that was formed by filter paper fibres (PVA) and PP closed interaction. Furthermore, PVA will provide royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 3.5. Absorption capacity 6: 181823
10 0
10
20
30
crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
ispropyl alcohol
n-hexane
chloroform
DMF
crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
isopropyl alcohol
n-hexane
chloroform
DMF
crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
ispropyl alcohol
n-hexane
chloroform
DMF
40
50
60
0
10
20
30
40
50
60
70
80
0
10
20
30
40
50
60
0
10
20
30
40
50
60
70
80
0
10
20
30
40
50
60
70
80
0
10
20
30
40
50
60
absorption capacity (g g–1)
absorption capacity (g g–1)
absorption capacity (g g–1)
absorption capacity (g g–1)
70
80
–5
–10
0
10
20
30
40
50
60
70
0
5
10
15
time (s)
20
25
30
40
35
HPSA-2
HPSA-1
HPSA-0
HPSA-2
HPSA-1
HPSA-0
(b)
(a)
(c)
(d)
Figure 9. Absorption capacities for various oils and organic solvents (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. (d) Absorption rate
curves of the HPSA-0, HPSA-1 and HPSA-2. royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
10 crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
ispropyl alcohol
n-hexane
chloroform
DMF
0
10
20
30
40
50
60
70
80
0
10
20
30
40
50
60
70
80
absorption capacity (g g–1)
HPSA-1
(b) 10 0
10
20
30
crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
ispropyl alcohol
n-hexane
chloroform
DMF
40
50
60
0
10
20
30
40
50
60
absorption capacity (g g–1)
HPSA-0
(a) rsos
R. Soc. open sci. 3.5. Absorption capacity 6: 181823 absorption capacity (g g–1) absorption capacity (g g–1)
p
p
y (g g )
–5
–10
0
10
20
30
40
50
60
70
0
5
10
15
time (s)
20
25
30
40
35
HPSA-2
HPSA-1
HPSA-0
(d) crude oil
diesel oil
soya bean oil
pump oil
methylbenzene
DMSO
peanut oil
sunflower oil
pumpkin seed oil
motor oil
corn germ oil
kerosene
ethyl alcohol
methyl alcohol
isopropyl alcohol
n-hexane
chloroform
DMF
0
10
20
30
40
50
60
70
80
0
10
20
30
40
50
60
absorption capacity (g g–1)
70
80
HPSA-2
(c) (c) (d) Figure 9. Absorption capacities for various oils and organic solvents (a) HPSA-0, (b) HPSA-1 and (c) HPSA-2. (d) Absorption rate
curves of the HPSA-0, HPSA-1 and HPSA-2. Table 3. The adsorption capacity and adsorption rate of sponge aerogels on soya bean oil. Table 3. The adsorption capacity and adsorption rate of sponge aerogels on soya bean oil. Table 3. The adsorption capacity and adsorption rate of sponge aerogels on soya bean oil. additive
mass ratios of additive-pomelo peel
absorption capacity (g g21)
absorption rate (g s21)
filter paper
fibre
2 : 8
53.4
3.56
3 : 7
56.8
3.79
6 : 4
52.4
3.49
5 : 5
45.0
3.00
PVA
2 : 8
61.0
4.07
3 : 7
62.6
4.18
4 : 6
51.0
3.40
5 : 5
51.1
3.41 good properties as toughness and flexibility for composite aerogel. Herein, the absorption capacity of
HPSA-2 for chloroform and DMSO reached as high as 71.3 g g21, 51.5 g g21, respectively. In addition,
the adsorption capacity of the HPSA-1 sample for pumpkin seed oil and crude oil was 50.5 g g21 and
49.2 g g21, respectively. In conclusion, the adsorption capacity of HPSA-1 and HPSA-2 for most oils
and organic solvents was promising and attractive. good properties as toughness and flexibility for composite aerogel. Herein, the absorption capacity of
HPSA-2 for chloroform and DMSO reached as high as 71.3 g g21, 51.5 g g21, respectively. In addition,
the adsorption capacity of the HPSA-1 sample for pumpkin seed oil and crude oil was 50.5 g g21 and
49.2 g g21, respectively. In conclusion, the adsorption capacity of HPSA-1 and HPSA-2 for most oils
and organic solvents was promising and attractive. Figure 9d shows the absorption rate of HPSA-0, HPSA-1 and HPSA-2 samples for soya bean oil. 3.5. Absorption capacity Reusability of the (a) HPSA-0; (b) HPSA-1; (c) HPSA-2. adsorption capacity (g g–1)
diesel oil
HPSA-1
0
1
2
3
4
5
6
7
8
9
10
11
0
10
20
30
40
50
(b) adsorption capacity (g g–1)
diesel oil
HPSA-2
0
1
2
3
4
5
cycle number
6
7
8
9
10
11
0
10
20
30
40
50
60
(c) Figure 10. Reusability of the (a) HPSA-0; (b) HPSA-1; (c) HPSA-2. As could be seen from table 3, the synthesized sponge aerogels presented the highest adsorption
capacity and/or adsorption rate when the mixed mass ratio was 3:7 regardless of whether PVA or
filter paper was used. Compared with the oil absorption capacity of HPSA-0, it was concluded that
the filter paper fibre or PVA could significantly increase the aerogel absorption capacity. The additives
were favourable to forming a more flexible three-dimensional porous structure. 3.5. Absorption capacity In all
cases, the adsorption rate of the three samples reaching saturation was below 20 s. Noticeably, the time
for the HPSA-2 sample was as short as 15 s. This illustrated that the adsorption rate of the as-prepared
sponge aerogel in this work was quite fast for oil phase and organic solvent. And both the adsorption
capacity and adsorption rates greatly depended on the types of oils and organic solvents. could be seen from table 3, the synthesized sponge aerogels presented the highest adsorption
ty and/or adsorption rate when the mixed mass ratio was 3:7 regardless of whether PVA or
paper was used. Compared with the oil absorption capacity of HPSA-0, it was concluded that
0
1
2
3
4
5
adsorption capacity (g g–1)
adsorption capacity (g g–1)
adsorption capacity (g g–1)
diesel oil
HPSA-0
diesel oil
HPSA-1
diesel oil
HPSA-2
6
7
8
9
10
11
0
1
2
3
4
5
6
7
8
9
10
11
0
1
2
3
4
5
cycle number
6
7
8
9
10
11
0
10
20
30
40
50
0
10
20
30
40
50
60
10
5
0
20
30
40
15
25
35
45
(a)
(b)
(c)
10. Reusability of the (a) HPSA-0; (b) HPSA-1; (c) HPSA-2. 0
1
2
3
4
5
adsorption capacity (g g–1)
diesel oil
HPSA-0
6
7
8
9
10
11
10
5
0
20
30
40
15
25
35
45
(a) 11 royalsocietypublishing.org/journal/rsos
R. Soc. open sci. 6: 181823
11 As could be seen from table 3, the synthesized sponge aerogels presented the highest adsorption
capacity and/or adsorption rate when the mixed mass ratio was 3:7 regardless of whether PVA or
filter paper was used. Compared with the oil absorption capacity of HPSA-0, it was concluded that
the filter paper fibre or PVA could significantly increase the aerogel absorption capacity. The additives
were favourable to forming a more flexible three-dimensional porous structure. 0
1
2
3
4
5
adsorpti
adsorption capacity (g g–1)
adsorption capacity (g g–1)
diesel oil
HPSA-1
diesel oil
HPSA-2
6
7
8
9
10
11
0
1
2
3
4
5
6
7
8
9
10
11
0
1
2
3
4
5
cycle number
6
7
8
9
10
11
0
10
20
30
40
50
0
10
20
30
40
50
60
10
5
0
15
(b)
(c)
Figure 10. References review. Chem. Eng. J. 300, 98–118. (doi:10. 1016/j.cej.2016.04.098) 1. Sabir S. 2015 Approach of cost-effective
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had an interconnected three-dimensional porous morphology. In order to render the ultralight and
porous sponge aerogel hydrophobic, we exposed it to vapour phase deposition of MTMS. After
modification, the contact angle at the water/sponge aerogel boundary remained high (WCA ¼ 132.758),
indicating a strong hydrophobic character. In addition, the HPSAs aerogels exhibited a promising
adsorption capacity (for chloroform, up to 70 g g21), and the as-prepared sponge aerogels could be
recycled 10 times, with the adsorption capacity maintained at 94.92%. It is worth mentioning that
the main advantage of the investigated material was its simplicity, low cost and environmental-
friendliness. This will play a positive role in the development of highly efficient adsorbents for
different types of oils and organic solvents. Data accessibility. The datasets supporting this article have been uploaded as part of the electronic supplementary
material. Authors’ contributions. G.S., Y.Q., F.T. and Y.C. contributed the conception of the study and design of the experiments, G.S. performed the experiments and wrote the paper, Y.Q. and Y. L. contribute reagents and analysis the data, W.C. and
F.T. revised the paper. All the authors read and approved the final manuscript. Competing interests. The authors declare no competing interests. Funding. This study was supported by Liaoning Province Ocean and Fishery office (grant no. 201405) an
Science and Technology office (grant no. 2015B11NC078). Acknowledgements. Instrument Analysis centre of Dalian Polytechnic University is gratefully acknowledged for all the
equipment employed. Acknowledgements. Instrument Analysis centre of Dalian Polytechnic University is gratefully acknowledged for all the
equipment employed. 3.6. Reusability Reusability of the oil absorbent was a critical criterion for its potential pilot-scale application [47]. Here,
diesel oil was selected as a model adsorbate to determine the circulating life of three aerogel samples. According to figure 10a–c, the adsorption capacity of HPSA-0 samples maintained at 93.82% after 10 cycles of absorption and regeneration, while the capacity of HPSA-1 and HPSA-2 samples remained
94.66% and 94.92%, respectively. As a result, the modified aerogels were highly worthy of being
employed several times without considerable reduction in their efficiency, demonstrating their
superior reusability. On the other hand, it was important to note that the recycling life for different
oils and organic solvents varied. This was probably due to the various properties of the oil and
organic solvents themselves. royalsocietypub
12 cycles of absorption and regeneration, while the capacity of HPSA-1 and HPSA-2 samples remained
94.66% and 94.92%, respectively. As a result, the modified aerogels were highly worthy of being
employed several times without considerable reduction in their efficiency, demonstrating their
superior reusability. On the other hand, it was important to note that the recycling life for different
oils and organic solvents varied. This was probably due to the various properties of the oil and
organic solvents themselves. y
yp
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Moorfields AMD database report 2: fellow eye involvement with neovascular age-related macular degeneration
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British journal of ophthalmology
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The Moorfields AMD Database Report 2 - Fellow Eye
Involvement with Neovascular Age-related Macular The Moorfields AMD Database Report 2 - Fellow Eye
Involvement with Neovascular Age-related Macular Degeneration Katrin Fasler,1,2 Gabriella Moraes,1 Dun Jack Fu,1 Siegfried K. Wagner,1 Eesha
Gokhale,1 Karsten U. Kortuem,1,3 Reena Chopra,1 Livia Faes,1,4 Gabriella Preston,1
Nikolas Pontikos,1 Praveen J. Patel,1 Adnan Tufail,1 Aaron Y. Lee,5 Konstantinos
Balaskas,1, 6 Pearse A. Keane 1 1 NIHR Biomedical Research Centre at Moorfields Eye Hospital NHS Foundation Trust and UCL
Institute of Ophthalmology, London, UK. 2 Department of Ophthalmology, University Hospital Zurich, Zurich, Switzerland. 3 University Eye Hospital, Munich, Germany. 4 Eye Clinic, Cantonal Hospital of Lucerne, Lucerne, Switzerland. 5 Department of Ophthalmology, University of Washington, Seattle, USA. 5 Department of Ophthalmology, University of Washington, Seattle, USA. 6 School of Biological Sciences, University of Manchester, Manchester, UK. 6 School of Biological Sciences, University of Manchester, Manchester, UK. Disclosure: Dr. Fasler has received fellowship support from Alfred Vogt Stipendium and Schweizerischer Fonds zur
Verhütung und Bekämpfung der Blindheit. She has been an external consultant for DeepMind. Dr. Wagner is an academic clinical fellow funded by the National Institute of Health Research
(NIHR). Dr. Keane has received speaker fees from Heidelberg Engineering, Topcon, Carl Zeiss
Meditec, Haag-Streit, Allergan, Novartis, and Bayer. He has served on advisory boards for Novartis and
Bayer and has been an external consultant for DeepMind and Optos. Dr. Keane is supported by a
United Kingdom (UK) NIHR Clinician Scientist Award (NIHR-CS--2014-12-023). Ms Chopra receives studentship support from the College of Optometrists and is a paid intern
at DeepMind. Dr. Patel has received speaker fees from Novartis UK, Bayer UK, and Roche UK and has
received an advisory board honorarium from Novartis UK, Bayer UK. Dr. Lee has received research funding from Novartis, NVIDIA, and Microsoft Corporation. He
is supported by the National Institute of Health (K23EY029246) and Research to Prevent Blindness. The views expressed in this publication are those of the author(s) and not necessarily those of
the NHS, the National Institute for Health Research, Health Education England or the Department of
Health. This research received no specific grant from any funding agency in the public, commercial or
not-for-profit sector. Correspondence and reprint requests: Pearse A. Keane, MD FRCOphth, NIHR Biomedical Research Centre for Ophthalmology, Moorfields
Eye Hospital NHS Foundation Trust and UCL Institute of Ophthalmology, United Kingdom. Tel: +44 207
253 3411 Fax: +44 Email: pearse.keane1@nhs.net Competing interests: There are no competing interests for any author. Running Head:
The Moorfields AMD Database - Report 2
Keywords:
Age-related macular degeneration
Choroidal neovascularization
Ranibizumab
Aflibercept
Anti-vascular endothelial growth factor
Fellow eye
Electronic medical record
Visual acuity
Word Count:
Abstract: 249
Manuscript: 2382
Precis: 35
References: 29
Figures:
4
Tables:
1 Running Head: The Moorfields AMD Database - Report 2 The Moorfields AMD Database - Report 2 The Moorfields AMD Database - Report 2 Keywords: Age-related macular degeneration
Choroidal neovascularization
Ranibizumab
Aflibercept
Anti-vascular endothelial growth factor
Fellow eye
Electronic medical record
Visual acuity Word Count: 1 Abbreviations: VEGF - vascular endothelial growth factor
AMD - age related macular degeneration
nAMD - neovascular age related macular degeneration
VA - visual acuity
UK - United Kingdom
EMR - electronic medical record
ETDRS - Early Treatment Diabetic Retinopathy Study
ICHOM - International Consortium for Health Outcomes Measurement
RCTs - randomized controlled trials ABSTRACT Background/Aims: Neovascular age-related macular degeneration (nAMD) is frequently
bilateral, and previous reports on ‘fellow eyes’’ have assumed sequential treatment after a
period of treatment of the first eye only. The aim of our study was to analyse baseline
characteristics and visual acuity (VA) outcomes of fellow eye involvement with nAMD,
specifically differentiating between sequential and non-sequential (due to macular scarring in
the first eye) anti-vascular endothelial growth factor treatment and timelines for fellow eye
involvement. Methods: Retrospective, electronic medical record database study of the Moorfields AMD
database of 8174 eyes/120,756 single entries with data extracted between October 21, 2008
and August 9, 2018. The dataset for analysis consisted of 1180 sequential, 413 nonsequential,
and 1110 unilateral eyes. Results: Mean VA of sequentially treated fellow eyes at baseline was significantly higher
(62±13), VA gain over two years lower (0.65±14), and proportion of eyes with good VA
(≥20/40 or 70 letters) higher (46%) than the respective first eyes (baseline VA 54±16, VA gain
at two years 5.6±15, percentage of eyes with good VA 38%). Non-sequential fellow eyes
showed baseline characteristics and VA outcomes similar to first eyes. Fellow eye involvement
rate was 32% at two years, and median time interval to fellow eye involvement was 71 (IQR
27-147) weeks. Conclusion: This reports shows sequentially treated nAMD fellow eyes have better baseline
and final VA than non-sequentially treated eyes after 2 years of treatment. Sequentially treated
eyes also had a greater proportion with good VA after 2 years of treatment. PRECIS Depending on age, fellow eye involvement occurs in 32% of patients with neovascular AMD by
two years. Fellow eyes generally maintain better vision, except in cases where late-stage
disease in the first eye was untreated. INTRODUCTION Anti-vascular endothelial growth factor (VEGF) therapy has revolutionised the treatment of
neovascular age-related macular degeneration (nAMD). Two anti-VEGF drugs, ranibizumab
and aflibercept, form the mainstay of treatment and received approval from the Food and Drug
Administration (FDA) in 2006 and 2011 respectively (bevacizumab is also widely used in an
off-licence manner). The pivotal randomised controlled trials (RCTs) that led to the approval of
these agents only included one eye per patient as a means of preventing bias due to
correlation between eyes.[1,2] This is a necessary step in RCTs, as not accounting for this
effect can lead to overestimation of precision and a falsely low p-value.[3] However, this
systematically excludes eyes of patients who subsequently develop nAMD in their fellow eye. From a patient’s perspective however, vision-related quality of life does not only depend on
the course of visual acuity (VA) in the first treated eye.[4] Legal requirements largely focus on
the VA of the better seeing eye. For example, in the United Kingdom, the VA standard for
driving is 20/40 and the limit for obtaining a certificate of severe sight impairment is 20/400
(tested binocularly or in the better seeing eye).[5,6] Additionally, patients with bilateral nAMD
have functional impairments that lead to a high socioeconomic burden.[7–9] Data on treatment of fellow eyes, specifically sequentially treated fellow eyes, have
been reported in small retrospective studies and in one large multicentre electronic medical
record (EMR) report.[10–13] These studies concluded that fellow eyes commenced treatment
with a higher baseline VA in comparison to the first treated eyes. In addition, they had a
smaller gain in VA over time due to the relatively higher baseline VA, i.e., a ceiling effect. However, these studies do not account for non-sequentially treated fellow eyes, i.e., eyes
starting treatment for nAMD in fellow eyes with an untreated first eye (e.g. due to development
of nAMD in the first eye before anti-VEGF approval or late presentation at first eye involvement). Study Population: Data for this retrospective, comparative, non-randomised cohort study was extracted from the
Moorfields AMD Database, consisting of 8174 treatment-naïve eyes / 6664 patients with
120,756 single entries acquired between October 21, 2008 and August 9, 2018. This has been
reported in detail elsewhere.[17] The complete dataset for analysis of the current study consisted of the 3880 eyes /
2700 patients (Supplementary sFigure 1). Of these, 1180 patients had sequentially treated
fellow eye involvement, while 413 eyes were non-sequentially treated fellow eyes (i.e.,
untreated macular scarring in their respective first eyes). The 1107 unilateral/singular eyes
(only treated in one eye over the observed period without advanced AMD in their fellow eye)
were used for the survival analysis of fellow-eye involvement. Definition of sequential
involvement was a time interval of ≥28 days between the first injection of first and fellow eye
over the course of the observed time period. The presence of a macular scar was manually
graded in fundus photographs and optical coherence tomography (OCT) (Topcon 3D OCT,
Topcon, Japan) scans. An exemplar case for each group is shown in Figure 1. Approval for data collection and analysis was obtained from the Institutional Review
Board at Moorfields (ROAD17/031) and adhered to the tenets set forth in the Declaration of
Helsinki. INTRODUCTION Given that involvement of the fellow eye has a substantial impact on
vision-related quality of life, accounting for patients that already have poor vision from macular
scarring in their first eye clearly is important.[14] The electronic medical record (EMR) database at Moorfields Eye Hospital NHS
Foundation Trust, London, United Kingdom (UK), represents an ideal source to explore the
unanswered questions on fellow eye nAMD outcomes.[Fasler,One and Two Year Visual
Outcomes from the Moorfields Age-related Macular Degeneration Database, submitted to BMJ
open, 2019 ] This database consists of over 8000 treatment naïve eyes with over 120,000
single entries and has undergone extensive manual data cleaning. Key elements that
distinguish its quality compared to others include the completeness of data due to the
mandatory input of relevant fields such as VA, the consistency of VA measurements using
Early Treatment Diabetic Retinopathy Study (ETDRS) letters, the lack of requirement to merge
data from different sites and systems, the standardised treatment scheme following national
guidelines, and the ability to directly access the raw imaging data from each patient
visit.[15,16] The aim of this study was to analyse baseline characteristics and VA outcomes of
fellow eyes (sequentially and non-sequentially treated) undergoing anti-VEGF therapy for
nAMD, as well as the timelines for fellow eye involvement. We compare fellow eye outcomes
to those of the respective first eyes of sequentially treated fellow eyes. Outcome Measures: The primary outcomes were analogous to the pivotal RCTs, and as recommended by The
International Consortium for Health Outcomes Measurement (ICHOM) AMD study group:
mean change in VA from baseline as measured using ETDRS letters, proportion of eyes
gaining ≥ 5 letters, proportion of eyes with stable vision (change in VA <15 letters to baseline),
proportion of eyes with good vision (≥20/40 or 70 letters), and proportion of eyes with poor
vision (≤20/200 or 35 letters).[1,2,19,20] Secondary outcomes included the number of
injections and time to involvement of fellow eyes. Definitions for one-year and two-year
outcome dates were taken from previous real-world studies as visits closest to 52 weeks and
104 weeks post baseline date within ±8 weeks.[21,22] Efforts to Minimise Bias: To minimise survival bias/loss to follow-up (LTFU), all first and fellow eyes that did not
complete follow-up were manually validated for the correct date of first injection. All unilateral eyes (1521) underwent manual verification for the presence of a macular scar secondary to
end-stage AMD in the fellow eye. We chose not to substitute missing values, but clearly show
results for cohorts that complete a certain follow-up period. Visual acuities below measurable
ETDRS letters were converted to logMAR 2.0/-15 letters, logMAR 2.3/-30 letters and logMAR
2.7/-50 letters for count fingers, hand movements, and light perception respectively.[18] eyes (1521) underwent manual verification for the presence of a macular scar secondary to
end-stage AMD in the fellow eye. We chose not to substitute missing values, but clearly show
results for cohorts that complete a certain follow-up period. Visual acuities below measurable
ETDRS letters were converted to logMAR 2.0/-15 letters, logMAR 2.3/-30 letters and logMAR
2.7/-50 letters for count fingers, hand movements, and light perception respectively.[18] Statistical Analysis: The data were analysed using the statistics software R (https://www.r-project.org/; provided in the
public domain by R Core team 2017 R Foundation for Statistical Computing, Vienna, Austria). The
ggplot2 package was used for plots. The eye was defined as unit of analysis. Descriptive
statistics included mean +/- 95% confidence interval (CI), and median, where appropriate. Differences between groups were evaluated using Mann Whitney U test and Pearson
Chi-Square. A p value of < 0.05 was interpreted as statistically significant. Data Sharing Statement: De-personalised data as well as the code used for analysis for this study will be openly
available from the Dryad Digital Repository https://doi.org/.... This should allow both for
independent replication of our results as well as additional novel analyses. Depersonalisation
was carried out through hash function anonymisation of patient identification numbers, and
replacement of appointment dates with follow-up days to baseline. Approval of adequate
depersonalisation was obtained by Moorfields Information Governance. Baseline Characteristics: Of the 2710 patients starting treatment in one eye, 1180 (44%) developed fellow eye
involvement, 413 (15%) were identified as non-sequentially treated fellow eye involvement,
whereas 1117 (41%) were singular/unilateral eyes. Supplementary sFigure 1 shows the flow
chart for eyes through the analysis. Mean baseline VA was 54±16 letters for first eyes and
62±13 letters for fellow eyes in sequentially treated patients, and 52±16 letters for
non-sequentially treated fellow eyes (Table 1). In sequentially treated patients, fellow eyes had
a significantly higher baseline VA than first eyes (p <0.001); more than 40% of fellow eyes had
a VA of ≥20/40 compared to 21% of respective first eyes at baseline. Compared to
non-sequentially treated fellow eyes, sequentially treated fellow eyes had higher baseline VA
(p<0.001). Visual Acuity Outcomes: At one year, mean gain in VA was 5.2±15 letters for first eyes, 2.5±12 letters for sequentially
treated fellow eyes, and 4.1±15 letters for non-sequentially treated fellow eyes (Table 1). At
two years, mean gain in VA was 5.6±15 letters for first eyes and 0.65±14 letters for fellow eyes
in sequentially treated patients, and 3.6±18 letters for non-sequentially treated fellow eyes. Fellow eyes showed a significantly lower gain in VA than first eyes and non-sequentially
treated fellow eyes at one and two years (p <0.001). However, percentage of eyes with good
vision (VA≥70 letters/>20/40) at presentation was 42%,double that of first or non-sequential
fellow eyes (p<0.001) and stayed at 46% at two years, significantly higher than both other
groups (p≤0.001). VA and change in VA over time is shown in Figure 2. Percentages of eyes
gaining vision (change in VA ≥5 letters), stable vision (change in VA <15 letters), good vision
(VA≥70 letters/>20/40), and poor vision (VA ≤35 letters/≤20/200) are shown in Table 1 and
Figure 3. Baseline Characteristics: Baseline characteristics
n = number of eyes
Sequential treatment fellow eye involvement
Non-sequential
treatment fellow eye
involvement, n = 807
First eyes
n = 1180
p (paired)
first/fellow eyes
Fellow eyes
n = 1180
p / adjusted p
sequential/non-sequen
tial fellow eyes
Mean VA (letters) ±SD
54±16
p<0.001
63±13
p<0.001
53±16
% of eyes with VA ≥ 20/40
21.5
p<0.001
42.1
p<0.001
21.4
% of eyes with VA ≤20/200
18.1
p<0.001
6.2
p<0.001
20.1
One-year outcomes
n = number of eyes
First eyes
n = 1094
p (paired)
first/fellow eyes
Fellow eyes
n =961
p / adjusted p
sequential/non-sequen
tial fellow eyes
Non-sequential
treatment fellow eye
involvement, n = 668
Mean VA change (letters)±SD
5.2±15
p<0.001
2.4±12
p<0.001
4.6±15
% of eyes with VA ≥ 20/40
37.9
p<0.001
50.5
p<0.001
36.1
% of eyes with VA ≤20/200
17.0
p<0.001
8.3
p<0.001
16.3
% of eyes with VA gain ≥5
letters
52.6
p<0.001
42.6
p=0.938
47.3
% of eyes with change in VA
<15 letters
69.4
p<0.001
81.4
p=0.006
72.9
Mean injection number±SD
7.7±2.1
p=0.503
7.7±1.9
p=0.740
8.0±1.7
Two-year outcomes
n = number of eyes
First eyes
n = 1005
p (paired)
first/fellow eyes
Fellow eyes
n = 781
p / adjusted p
sequential/non-sequen
tial fellow eyes
Non-sequential
treatment fellow eye
involvement, n = 534
Mean VA change (letters)±SD
5.6±15
p<0.001
0.37± 14
p<0.001
3.4±19
% of eyes with VA≥20/40
38.9
p<0.001
46.1
p=0.001
36.9
% of eyes with VA≤20/200
19.8
p<0.001
10.4
p=0.008
14.4
% of eyes with VA gain ≥5
letters
51.0
p<0.001
39.2
p=0.094
46.3
% of eyes with change in VA
<15 letters
69.4
p<0.001
81.4
p=0.005
72.9
Mean injection number±SD
13±4.2
p=0.921
13±3.9
p=0.953
13±3.8 Table 1: Baseline visual acuity and visual acuity outcomes of first and fellow eyes in sequential
treatment fellow eye involvement, and non-sequentially treated fellow eyes. Time to Involvement of Second Eye: Median time interval between involvement of first and fellow eye in sequential involvement
was 71 weeks (interquartile range: 27-147 weeks). Chance of involvement of fellow eye
involvement for eyes starting treatment in one eye 21% (486 eyes) at one year and 32% (742
eyes) at two years, and it was dependent on age at presentation of the first eye: At two years,
the risk of fellow eye involvement was 20% for patients younger than 60 years and 40% for
patients in their eighties. Survival analysis of fellow-eye involvement is shown in Figure 4. Injection Frequency: Mean number of injections was 8 in all groups at one year and 13 at two years with no
significant differences between the groups (Table 1). DISCUSSION Our study shows that fellow eye involvement of nAMD affects 20 to 40% over a two-year
period, depending on age at presentation of the first eye, and that there is a significant
difference in both baseline VA and VA outcomes depending on characteristics of the first eye. Fellow eye involvement in nAMD is very common, reaching 20-40% depending on age
at presentation after two years in our cohort. This rate falls within the range reported in the
Comparison of AMD Treatments Trials (20.6% at two years) and other studies.[12,13,23–25]
With demographic ageing, sight loss and blindness is predicted to increase by 2.4% from 2013
until 2050, reaching approximately 4 million people in the UK and the share of AMD is
estimated to rise from 23% to 30%, representing 1.23 million people.[8] AMD is thus a major
and growing contributor to healthcare burden. Considering the annual societal cost per
bilaterally treated AMD patient estimated at 5300€ in 2005, the frequency of bilateral
involvement makes this patient cohort an important target for vision loss prevention and
healthcare cost reduction.[7] In sequential treatment, fellow eyes have a higher baseline VA and maintain good
vision over two years of treatment despite the absence of an initial gain in VA comparable to
first eyes. This ceiling effect has been well-described and implies a rationale for earliest
possible detection and treatment of neovascular changes in AMD.[13,16] Example A (Figure
1) reflects this fellow eye advantage, in which neovascular AMD in the fellow eye was
detected pre-symptomatically and treatment was started immediately. Patients might profit
from the routinely performed bilateral OCT imaging at every visit, be more vigilant of VA
changes in their fellow eye while undergoing treatment for the first eye, and profit from the
already in-place pathway to access treatment for the fellow eye quickly. This effect has led to
a discussion about strategies for early detection of nAMD and optimal interval of monitoring of AMD patients.[12,13,26] Specifically analysis of imaging biomarkers, possibly aided by
artificial intelligence, might prove to be key in risk stratification of fellow eye
involvement.[24,27,28] Our study demonstrates that non-sequentially treated fellow eyes do not share the
typical fellow eye characteristics. They start treatment with a relatively low baseline VA and
their gain in VA is higher, very similar to first eyes of sequentially treated patients. their gain in VA is higher, very similar to first eyes of sequentially treated patients. DISCUSSION Explanations for this could be that patients with non-treatable advanced neovascular disease
in the first eye are not regularly monitored or that there is systematic delay in access to
treatment. This is supported by the existing lack of awareness of AMD and evidence of
substantial delay from symptoms to treatment in the UK AMD care pathways.[29] Interestingly,
in this cohort of patients, vision loss secondary to macular scarring in the first eye does not
appear to result in increased vigilance that could lead to early detection of fellow eye
involvement. One might argue that scarring in the first eye implies more aggressive disease
causing worse VA at presentation of fellow eyes, but the similar VA gain over time to first eyes
in our cohort does not support this theory. To our knowledge, the findings on non-sequential
fellow eye involvement have not been reported before and highlight the arguably most
vulnerable cohort of patients in which vision loss in their fellow and better or functionally only
seeing eye will lead to significant visual impairment and socioeconomic burden.[7,8] The limitations of this study lie within its retrospective nature based on EMR and the
LTFU. However, comparisons of baseline characteristics based on the complete cohorts are
unaffected by LTFU and it has been shown that changes in VA are comparable in cohorts of
different follow-up periods.[16] Strengths of this study include the large sample size for fellow
eye cohorts and the the quality of data coming from one single center and a curated database
with additional substantial manual cleaning. Additionally and maybe most importantly, we
encourage an open science approach to replicate our results with freely available
depersonalized raw data and code. In conclusion, this study highlights the superior visual outcomes of fellow eyes
compared to first eyes in the common scenario of sequential fellow eye involvement in nAMD
as well as the inferior outcomes of fellow eyes in case of untreated late stage neovascular
disease in the first eye. Future research should account for those idiosyncratic subgroups of
fellow eyes undergoing treatment for nAMD, as these could prove to represent the span of
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Tufail, Aaron Lee, Konstantinos Balaskas, Pearse A Keane. One and Two Year Visual
Outcomes from the Moorfields AMD Database - an Open Science Resource for the Study
of Neovascular Age-related Macular Degeneration. 2018. doi:10.1101/450411 18 Lange C, Feltgen N, Junker B, et al. Resolving the clinical acuity categories ‘hand motion’
and ‘counting fingers’ using the Freiburg Visual Acuity Test (FrACT). Graefes Arch Clin
Exp Ophthalmol 2009;247:137–42. 19 Brown DM, Michels M, Kaiser PK, et al. Ranibizumab versus verteporfin photodynamic
therapy for neovascular age-related macular degeneration: Two-year results of the
ANCHOR study. Ophthalmology 2009;116:57–65.e5. 20 Rodrigues IA, Sprinkhuizen SM, Barthelmes D, et al. Defining a Minimum Set of
Standardized Patient-centered Outcome Measures for Macular Degeneration. Am J
Ophthalmol 2016;168:1–12. 21 Lotery A, Griner R, Ferreira A, et al. Real-world visual acuity outcomes between
ranibizumab and aflibercept in treatment of neovascular AMD in a large US data set. Eye
2017;31:1697–706. 22 Cohen SY, Mimoun G, Oubraham H, et al. Changes in visual acuity in patients with wet
age-related macular degeneration treated with intravitreal ranibizumab in daily clinical
practice: the LUMIERE study. Retina 2013;33:474–81. 23 Maguire MG, Daniel E, Shah AR, et al. Incidence of choroidal neovascularization in the
fellow eye in the comparison of age-related macular degeneration treatments trials. Ophthalmology 2013;120:2035–41. 24 Yanagi Y, Mohla A, Lee SY, et al. Incidence of Fellow Eye Involvement in Patients With
Unilateral Exudative Age-Related Macular Degeneration. JAMA Ophthalmol Published
Online First: 7 June 2018. doi:10.1001/jamaophthalmol.2018.2154 25 Bek T, Klug SE. Incidence and risk factors for neovascular age-related macular
degeneration in the fellow eye. Graefes Arch Clin Exp Ophthalmol 2018;256:2061–8. 26 Chew JK, Zhu M, Broadhead GK, et al. Bilateral Neovascular Age-Related Macular
Degeneration: Comparisons between First and Second Eyes. Ophthalmologica
2017;238:23–30. diagnosis of neovascular age-related macular degeneration. Clin Ophthalmol
2015;9:353–66. 28 Schmidt-Erfurth U, Waldstein SM, Klimscha S, et al. Prediction of Individual Disease
Conversion in Early AMD Using Artificial Intelligence. Invest Ophthalmol Vis Sci
2018;59:3199–208. 28 Schmidt-Erfurth U, Waldstein SM, Klimscha S, et al. Prediction of Individual Disease
Conversion in Early AMD Using Artificial Intelligence. Invest Ophthalmol Vis Sci
2018;59:3199–208. 29 Sim PY, Gajree S, Dhillon B, et al. Investigation of time to first presentation and
extrahospital factors in the treatment of neovascular age-related macular degeneration: a
retrospective cross-sectional study. 29 Sim PY, Gajree S, Dhillon B, et al. Investigation of time to first presentation and
extrahospital factors in the treatment of neovascular age-related macular degeneration: a
retrospective cross-sectional study. BMJ Open 2017;7:e017771. 28 Schmidt-Erfurth U, Waldstein SM, Klimscha S, et al. Prediction of Individual Disease
Conversion in Early AMD Using Artificial Intelligence. Invest Ophthalmol Vis Sci
2018;59:3199–208. REFERENCES BMJ Open 2017;7:e017771. 29 Sim PY, Gajree S, Dhillon B, et al. Investigation of time to first presentation and
extrahospital factors in the treatment of neovascular age-related macular degeneration: a
retrospective cross-sectional study. BMJ Open 2017;7:e017771. Figures Figure 1: Representative fundus photographs and OCT-images for each of the groups at
involvement of the respective eye(s). Sequential treatment fellow eye involvement (A) of a
83-year-old male. Top row shows findings at first eye involvement: neovascular AMD with
intraretinal hemorrhage, intraretinal fluid, and subretinal fluid on OCT in the right eye, and
early dry AMD in the left eye. One month later, new neovascular changes with intra- and
subretinal fluid on OCT were found incidentally in the left eye, indicating second eye
involvement (bottom row). Non-sequential treatment fellow eye involvement (B) of a
86-year-old male. Examination at first presentation revealed neovascular AMD in his right eye
with intra- and subretinal fluid on OCT while in the left eye, a disciform scar with a visual acuity
of hand movements was present. Unilateral involvement only (C) of a 86-year-old male. Examination at baseline showed neovascular AMD in the right eye with predominantly Figure 1: Representative fundus photographs and OCT-images for each of the groups at
involvement of the respective eye(s). Sequential treatment fellow eye involvement (A) of a
83-year-old male. Top row shows findings at first eye involvement: neovascular AMD with
intraretinal hemorrhage, intraretinal fluid, and subretinal fluid on OCT in the right eye, and
early dry AMD in the left eye. One month later, new neovascular changes with intra- and
subretinal fluid on OCT were found incidentally in the left eye, indicating second eye
involvement (bottom row). Non-sequential treatment fellow eye involvement (B) of a
86-year-old male. Examination at first presentation revealed neovascular AMD in his right eye
with intra- and subretinal fluid on OCT while in the left eye, a disciform scar with a visual acuity
of hand movements was present. Unilateral involvement only (C) of a 86-year-old male. Examination at baseline showed neovascular AMD in the right eye with predominantly Figure 1: Representative fundus photographs and OCT-images for each of the groups at
involvement of the respective eye(s). Sequential treatment fellow eye involvement (A) of a
83-year-old male. Top row shows findings at first eye involvement: neovascular AMD with
intraretinal hemorrhage, intraretinal fluid, and subretinal fluid on OCT in the right eye, and
early dry AMD in the left eye. REFERENCES One month later, new neovascular changes with intra- and
subretinal fluid on OCT were found incidentally in the left eye, indicating second eye
involvement (bottom row). Non-sequential treatment fellow eye involvement (B) of a
86-year-old male. Examination at first presentation revealed neovascular AMD in his right eye
with intra- and subretinal fluid on OCT while in the left eye, a disciform scar with a visual acuity
of hand movements was present. Unilateral involvement only (C) of a 86-year-old male. Examination at baseline showed neovascular AMD in the right eye with predominantly Figure 1: Representative fundus photographs and OCT-images for each of the groups at Figure 1: Representative fundus photographs and OCT-images for each of the groups at
involvement of the respective eye(s). Sequential treatment fellow eye involvement (A) of a
83-year-old male. Top row shows findings at first eye involvement: neovascular AMD with
intraretinal hemorrhage, intraretinal fluid, and subretinal fluid on OCT in the right eye, and
early dry AMD in the left eye. One month later, new neovascular changes with intra- and
subretinal fluid on OCT were found incidentally in the left eye, indicating second eye
involvement (bottom row). Non-sequential treatment fellow eye involvement (B) of a Figure 1: Representative fundus photographs and OCT-images for each of the groups at
involvement of the respective eye(s). Sequential treatment fellow eye involvement (A) of a Examination at baseline showed neovascular AMD in the right eye with predominantly Examination at baseline showed neovascular AMD in the right eye with predominantly subretinal fluid on OCT and early AMD with drusen in the left eye. Until time of data extraction, subretinal fluid on OCT and early AMD with drusen in the left eye. Until time of data extraction, there has been no progression to neovascular AMD in the left eye. there has been no progression to neovascular AMD in the left eye. OCT, optical coherence tomography; AMD, age related macular degeneration OCT, optical coherence tomography; AMD, age related macular degeneration Figure 2: Mean visual acuity from baseline (a) and change in visual acuity (b) over time and
95% confidence interval stratified by the different groups: first and second eyes in sequentially
treated fellow eye involvement and delayed-presentation fellow eyes. VA - visual acuity Figure 3 a: Percentages of eyes with gain in VA (≥ 5 letters) at one and two years for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. b: Percentages of eyes with stable vision (change in VA ≤±14 letters) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. b: Percentages of eyes with stable vision (change in VA ≤±14 letters) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. c: Percentages of eyes with poor vision (VA≤ 35 letters or 20/200) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. c: Percentages of eyes with poor vision (VA≤ 35 letters or 20/200) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. d: Percentages of eyes with good vision (VA≥ 70 letters or 20/40) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. d: Percentages of eyes with good vision (VA≥ 70 letters or 20/40) for fellow eyes in
sequential/non-sequential treatment, and first eyes in sequential treatment. Figure 4
Survival probability for fellow eye involvement over time (weeks). Figure 4 Survival probability for fellow eye involvement over time (weeks). Survival probability for fellow eye involvement over time (weeks) Supplementary Figure 1: Consolidated Standards of Reporting Trials-style diagram showing
patients / eyes included in the analysis
VEGF- vascular endothelial growth factor, AMD - age-related macular degeneration, PDT -
photodynamic therapy, VA - visual acuity, NICE national institute for health and care
excellence
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https://www.bmj.com/content/bmj/384/bmj-2023-077764.full.pdf
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Community based complex interventions to sustain independence in older people: systematic review and network meta-analysis
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BMJ
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cc-by
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DATA SYNTHESIS Interventions were grouped according to a specifically
developed typology. Random effects network
meta-analysis estimated comparative effects;
Cochrane’s revised tool (RoB 2) structured risk of
bias assessment. Grading of recommendations WHAT IS ALREADY KNOWN ON THIS TOPIC
Older people prioritise maintenance of independence
Previous systematic reviews have suggested that community based complex
interventions may support independence for older people, but which are most
effective is unclear
The lack of clear guidance about which services to implement has hampered
translation of evidence into policy and practice
WHAT THIS STUDY ADDS
Individualised care planning with tailored actions, including medicines
optimisation and regular follow-ups, probably helps people to stay living at
home
Although some complex interventions may sustain independence, others may
reduce independence
Further evidence is needed about who benefits most from which kinds of
interventions, which may be provided by individual participant data meta-
analysis WHAT IS ALREADY KNOWN ON THIS TOPIC er 2024 by guest. Protected by copyright. Older people prioritise maintenance of independence Previous systematic reviews have suggested that community based complex
interventions may support independence for older people, but which are most
effective is unclear The lack of clear guidance about which services to implement has hampered
translation of evidence into policy and practice RESEARCH
RESEARCH RESEARCH
RESEARCH MAIN OUTCOMES Living at home, activities of daily living (personal/
instrumental), care home placement, and service/
economic outcomes at 12 months. Community based complex interventions to sustain independence
in older people: systematic review and network meta-analysis
Thomas F Crocker,1 Joie Ensor,2,3 Natalie Lam,1 Magda Jordão,1 Ram Bajpai,3 Matthew Bond,3
Anne Forster,1 Richard D Riley,2,3 Deirdre Andre,4 Caroline Brundle,1 Alison Ellwood,1
John Green,1 Matthew Hale,1 Lubena Mirza,1 Jessica Morgan,5 Ismail Patel,1 Eleftheria Patetsini,1
Matthew Prescott,1 Ridha Ramiz,1 Oliver Todd,1 Rebecca Walford,5 John Gladman,6,7
Andrew Clegg1 Thomas F Crocker,1 Joie Ensor,2,3 Natalie Lam,1 Magda Jordão,1 Ram Bajpai,3 Matt
Anne Forster,1 Richard D Riley,2,3 Deirdre Andre,4 Caroline Brundle,1 Alison Ellwoo
John Green,1 Matthew Hale,1 Lubena Mirza,1 Jessica Morgan,5 Ismail Patel,1 Elefth
Matthew Prescott,1 Ridha Ramiz,1 Oliver Todd,1 Rebecca Walford,5 John Gladman,
Andrew Clegg1 assessment, development and evaluation (GRADE)
network meta-analysis structured certainty
assessment. assessment, development and evaluation (GRADE)
network meta-analysis structured certainty
assessment. ABSTRACT
OBJECTIVE Correspondence to: T F Crocker
medtcro@leeds.ac.uk
(or @AUASResearch on Twitter/X;
ORCID 0000-0001-7450-3143) To synthesise evidence of the effectiveness of
community based complex interventions, grouped
according to their intervention components, to sustain
independence for older people. WHAT THIS STUDY ADDS Individualised care planning with tailored actions, including medicines
optimisation and regular follow-ups, probably helps people to stay living at
home For homecare recipients, evidence favoured addition
of multifactorial action from individualised care
planning and routine review with medication review
(0.60, 0.32 to 0.88; low certainty). High risk of bias
and imprecise estimates meant that most evidence
was low or very low certainty. Few studies contributed
to each comparison, impeding evaluation of
inconsistency and frailty. Although some complex interventions may sustain independence, others may
reduce independence Further evidence is needed about who benefits most from which kinds of
interventions, which may be provided by individual participant data meta-
analysis the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 RESULTS The review included 129 studies (74 946 participants). Nineteen intervention components, including
“multifactorial action from individualised care
planning” (a process of multidomain assessment
and management leading to tailored actions), were
identified in 63 combinations. For living at home,
compared with no intervention/placebo, evidence
favoured multifactorial action from individualised
care planning including medication review and
regular follow-ups (routine review) (odds ratio 1.22,
95% confidence interval 0.93 to 1.59; moderate
certainty); multifactorial action from individualised
care planning including medication review without
regular follow-ups (2.55, 0.61 to 10.60; low certainty);
combined cognitive training, medication review,
nutritional support, and exercise (1.93, 0.79 to 4.77;
low certainty); and combined activities of daily living
training, nutritional support, and exercise (1.79, 0.67
to 4.76; low certainty). Risk screening or the addition
of education and self-management strategies to
multifactorial action from individualised care planning
and routine review with medication review may reduce
odds of living at home. For instrumental activities of
daily living, evidence favoured multifactorial action
from individualised care planning and routine review
with medication review (standardised mean
difference 0.11, 95% confidence interval 0.00 to 0.21;
moderate certainty). Two interventions may reduce
instrumental activities of daily living: combined
activities of daily living training, aids, and exercise;
and combined activities of daily living training, aids,
education, exercise, and multifactorial action from
individualised care planning and routine review with
medication review and self-management strategies. For personal activities of daily living, evidence
favoured combined exercise, multifactorial action
from individualised care planning, and routine
review with medication review and self-management
strategies (0.16, −0.51 to 0.82; low certainty). For homecare recipients, evidence favoured addition
of multifactorial action from individualised care
planning and routine review with medication review
(0.60, 0.32 to 0.88; low certainty). High risk of bias
and imprecise estimates meant that most evidence
was low or very low certainty. Few studies contributed
to each comparison, impeding evaluation of
inconsistency and frailty DESIGN
Systematic review and network meta-analysis. DATA SOURCES DATA SOURCES
Medline, Embase, CINAHL, PsycINFO, CENTRAL,
clinicaltrials.gov, and International Clinical Trials
Registry Platform from inception to 9 August 2021 and
reference lists of included studies. DATA SOURCES
Medline, Embase, CINAHL, PsycINFO, CENTRAL,
clinicaltrials.gov, and International Clinical Trials
Registry Platform from inception to 9 August 2021 and
reference lists of included studies. ELIGIBILITY CRITERIA Randomised controlled trials or cluster randomised
controlled trials with ≥24 weeks’ follow-up studying
community based complex interventions for
sustaining independence in older people (mean age
≥65 years) living at home, with usual care, placebo, or
another complex intervention as comparators. Community based complex interventions to sustain independence
in older people: systematic review and network meta-analysis BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Dow ABSTRACT
OBJECTIVE For numbered affiliations see
end of the article
Correspondence to: T F Crocker
medtcro@leeds.ac.uk
(or @AUASResearch on Twitter/X;
ORCID 0000-0001-7450-3143)
Additional material is published
online only. To view please visit
the journal online. Cite this as: BMJ 2024;384:e077764
http://dx.doi.org/10.1136/
bmj‑2023‑077764
Accepted: 14 February 2024 For numbered affiliations see
end of the article DESIGN DESIGN
Systematic review and network meta-analysis. Systematic review and network meta-analysis. Cite this as: BMJ 2024;384:e077764
http://dx.doi.org/10.1136/
bmj‑2023‑077764
Accepted: 14 February 2024 Methods BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Do The intervention most likely to sustain independence
is individualised care planning including medicines
optimisation and regular follow-up reviews resulting
in multifactorial action. Homecare recipients
may particularly benefit from this intervention. Unexpectedly, some combinations may reduce
independence. Further research is needed to
investigate which combinations of interventions work
best for different participants and contexts. This was a prospectively registered systematic
review
and
network
meta-analysis
(PROSPERO
CRD42019162195)
that
used
Grading
of
Recommendations Assessment, Development and
Evaluation (GRADE) for network meta-analysis to assess
certainty14 16-21 and followed Preferred Reporting Items
for Systematic Reviews and Meta-Analyses (PRISMA)
2020 and network meta-analysis guidelines.22 23 We
published the protocol before meta-analysis began.24
Only minor changes were made subsequently, detailed
in appendix 1. REGISTRATION REGISTRATION
PROSPERO CRD42019162195. REGISTRATION
PROSPERO CRD42019162195. the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 1 RESEARCH
RESEARCH Search strategy and selection criteria Community based complex interventions to support
healthy ageing are diverse and may target individuals,
their environment, or both. Such interventions typically
target factors that contribute to health and wellbeing
in older adults, aiming to maximise independence
and quality of life. They involve a combination of
approaches, which may be tailored to the needs and
circumstances of the individual.fi Eligible studies were randomised controlled trials
evaluating community based complex interventions
to sustain independence in older people that met the
criteria in table 1. DA searched the following databases
and registers from inception between 9 and 11 August
2021: Cochrane Central Register of Controlled Trials
(CENTRAL) (1992-); Medline (1946-); Embase and
Embase Classic (1947-); CINAHL (1972-); PsycINFO
(1806-); ClinicalTrials.gov (www.clinicaltrials.gov);
and WHO International Clinical Trials Registry platform
(https://trialsearch.who.int). Search strategies and
their development are detailed in appendix 3. We also
scanned reference lists of included reports (backward
citation searches). The 2023 Chief Medical Officer’s Report on Health in
an Ageing Society identifies maximising independence
for older people as a policy priority for England.4 8
The report highlights an evidence gap regarding the
effectiveness of complex interventions.4 Previous
systematic reviews have indicated that, overall, such
interventions probably have small but positive effects,
despite some limitations in the underlying evidence.9-11
However, they have been unable to indicate which
service models or components may be most effective. This field has seen further growth, and systematic
review
methods
have
developed
strongly.12-14
Network meta-analysis extends traditional pairwise
meta-analysis by comparing multiple interventions
simultaneously in a single analysis, aiming to generate
more precise results and rank them against each other
to support policy and commissioning decisions.15
Network meta-analysis has not been used to evaluate
community based complex interventions to sustain
independence for older people. Therefore, we aimed
to provide a rigorous, contemporary synthesis of
trial evidence by using network meta-analysis to
identify how interventions might best be configured
to improve outcomes for older people and inform
policy, commissioning, and delivery of evidence based
services. Duplicate records were removed with EndNote. Two
reviewers independently used Rayyan (https://rayyan. ai/reviews) or Covidence (https://app.covidence.org/
reviews) to evaluate eligibility of records (title and
abstract) and, if potentially eligible, their reports
(full text). We arranged translation as necessary. Disagreements were resolved by consensus, with
guidance from the Project Management Group. est. Protected by copyright. Objectives The global population aged over 65 years is expected to
grow from 771 million people (10% of the population)
in 2022 to 994 million by 2030 and 1.6 billion by 2050
(16%), necessitating change to healthcare systems.1
As the gap between life expectancy and healthy
life expectancy grows, initiatives such as the World
Health Organization’s Decade of Healthy Ageing seek
to reverse this trend, maximising independence and
social participation in later years as a shared global
priority.2-4 This is important as an individual right,
often diminished by ageism, but also to enable older
people’s contribution to society and limit growing
healthcare expenditure.2 5-7 Our objectives were to identify randomised controlled
trials and cluster randomised controlled trials of
community based complex interventions to sustain
independence in older people; synthesise evidence
of their effectiveness for key outcomes in a meta-
analysis of study level data; identify key intervention
components and study level frailty to inform groupings
for network meta-analysis and meta-regression;
compare
effectiveness
of
different
intervention
configurations by using network meta-analysis; and
investigate the impact of frailty and pre-frailty by using
meta-regression. Data collection Two reviewers independently extracted data in a
custom built Microsoft Access database, with data
finalised automatically in case of agreement or
resolved by a third reviewer. The main outcomes were
living at home, activities of daily living (instrumental/
personal), hospital admission, care home placement,
homecare services usage, costs, and cost effectiveness. Additional outcomes were health status, depression,
loneliness, falls, and mortality. doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj RESEARCH
RESEARCH Table 1 | Eligibility criteria for studies
Characteristic
Include
Exclude
Population
Older people (mean age ≥65 years) living at home at study entry
Participants living in residential care or nursing homes (care homes)25
Intervention
Initiated and mainly provided in the community
Interventions delivered in other settings (eg, outpatient, day hospital,
intermediate care)
Included two or more interacting components (intervention practices,
structural elements, and contextual factors)
Interventions including only one discrete component (eg, exercise only)
Targeted at the individual person, with provision of appropriate specialist care Interventions not targeting the individual, such as general staff
education or practice reorganisation
Focused on sustaining (maintaining or improving) the person’s independence Interventions not explicitly aimed at sustaining independence in
activities of daily living
Disease focused interventions (eg, for diabetes, depression)
Falls prevention interventions
Comparators
Usual care, “placebo,” or attention control or a different complex intervention
that met criteria
Non-complex interventions
Outcomes
Outcome domains did not form part of eligibility criteria
Outcome data were measured only before 24 weeks
Study design
Randomised controlled trials or cluster randomised controlled trials including
all variants such as crossover, waiting list control, and stepped wedge designs
Post-crossover data due to likelihood of carryover. Studies for which only
one unit (ie, individual or cluster) was randomised to an arm
Report characteristics
All reports regardless of publication status, date, or language
- Table 1 | Eligibility criteria for studies on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
MJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from revised Cochrane risk of bias tool for randomised trials
(RoB 2).12 29 Our effect of interest was assignment to
the intervention (intention to treat). We rated risk of
bias per domain and overall as low, some concerns,
or high (serious or very serious concerns), through
consensus between reviewers. Intervention classification We meta-analysed the effect estimates by using Stata
modules including metan, mvmeta, and network.30 We
synthesised dichotomous outcomes as log transformed
odds ratios.31 For continuous outcomes, we used
Hedges’ g standardised mean difference. We did
random effects meta-analyses.32 We grouped all eligible interventions (including
comparators) in preparation for network meta-analysis
in a three stage process. Firstly, one reviewer (MJ,
NL, RR, LM, IP, or EP) coded and summarised each
intervention against the Template for Intervention
Description and Replication items,27 28 and TC checked
both coding and summaries, with disagreements
resolved through discussion and involvement of the
Project Management Group as necessary. Secondly,
we generated categories of key intervention features
through qualitative analysis, iteratively consolidating
codes into categories. Thirdly, we grouped interventions
on the basis of these categories, using a typology
developed through discussion between reviewers, the
Project Management Group, and experts including
policy makers, commissioners, older people, and
carers. The intervention groups became the network
meta-analysis nodes. Initially, for each outcome and timeframe, we did a
separate meta-analysis for each type of intervention
versus control, to provide summary effectiveness
results and forest plots based only on direct evidence. We then used network meta-analysis to compare
relative
effectiveness
of
all
intervention
types
concurrently, combining direct evidence with indirect
evidence, which is based on a network of intermediate
comparisons
between
intervention
types.15
We
did network meta-analysis (for each outcome and
timeframe separately) by using a multivariate random
effects meta-analysis framework via the network
module in Stata using restricted maximum likelihood
estimation.30 We produced summary (pooled) effect
estimates for each pair of treatments in the network,
with 95% confidence intervals and network plots. guest. Protected by copyright. Assessment of frailty Two reviewers with extensive clinical-academic frailty
expertise (AC and JGl) independently categorised study
level frailty (robust, pre-frailty, frailty) on the basis of
validated measures where available or participants’
characteristics and study inclusion criteria using the
phenotype model as a framework.26 Data synthesis We did separate meta-analyses for each timeframe
for living at home (dichotomous), personal activities
of daily living (continuous), instrumental activities of
daily living (continuous), and care home placement
(dichotomous) and in the medium term for hospital
admission (dichotomous), health status (continuous),
and depression (continuous). We narratively synthesised
other outcomes owing to a lack of data suitable for meta-
analysis. We preferred adjusted effect estimates but
calculated effect estimates from extracted data where
necessary and possible, applying cluster adjustment
where applicable.f Data collection Data were extracted (including treatment effect
estimates) and categorised into three timeframes:
short term (around six months): 24 weeks to 9 months;
medium term (around 12 months): >9 months to 18
months; and long term (around 24 months): >18
months. Medium term was our main timeframe. Other data items collected (including design and
participant details) are listed in appendix 4. We did
not routinely seek missing data but sought to clarify
ambiguities. Intervention characteristicsi Intervention characteristics
We identified 19 separate components of included
interventions (see box 1 and appendix 9), which were
evaluated in 63 combinations including the absence
of all these components, which we termed “available
care.” “Homecare” was another common control group
in populations in which all participants were receiving
formal homecare. Homecare was one of 14 action
components (further examples include education and
exercise). Five other components primarily involved a
tailoring process of ascertainment or assessment and
planning with potential for subsequent multifactorial
action, most often “multifactorial action” from care
planning (a process of individualised multidomain
assessment and management) with or without
routine “review” (scheduled, regular follow-ups). Multifactorial action was further delineated according
to the presence or absence of an embedded medication
review and specific self-management strategies. Twenty
six intervention groups (combinations) were evaluated
in more than one study, and these are summarised in
relation to Template for Intervention Description and
Replication items in appendix 10. Study selection Figure 1 shows the study selection process. Our
database and register searches identified 51 180
records. After de-duplication, we screened 40 112
records and then assessed 794 reports for eligibility. Subsequently, we assessed 179 reports identified
through searching for additional reports of included
studies and backward citation searches. We excluded
477 reports; reasons are listed in appendix 6. We
included 129 studies with 266 eligible intervention
arms presented in 496 reports39-167; 90 studies
contributed to network meta-analyses. We examined the consistency assumption (that
direct and indirect evidence are consistent with each
other) for each treatment comparison where possible
and across the whole network.34 35 We summarised
heterogeneity by the estimate of between study
variance (τ), where possible.f Risk of bias Two reviewers independently assessed risk of bias
in each result of interest from each study, using the 3 the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 RESEARCH
RESEARCH on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from summary of our findings, developed with Frailty
Oversight Group members, is presented in appendix 2. On the basis of the results, we calculated the ranking
of intervention groups by using re-sampling methods. To facilitate interpretation, we transformed each
summary odds ratio to a summary risk ratio by using
the median risk in the reference comparator arms and
corresponding absolute intervention risks and risk
differences by using the highest and lowest risk among
reference comparator arms (n≥100) as the assumed
comparator risks.33 We re-expressed standardised
mean differences as the mean difference by using a
pooled standard deviation for a common measure of
the outcome. Included study characteristics We examined the effect of study level frailty on each
intervention group effect where data allowed by using
network meta-regression. We did sensitivity analyses
excluding results rated as at very serious risk of bias. We examined funnel plots for small study effects if 10
or more studies were available. The 129 studies assigned 74 946 participants (reported
by 126 studies; 61% (44 817/72 877) women and
39% (28 060/72 877) men, from 123 studies). Studies were predominantly conducted in developed
countries, and most participants were described as
white. Nevertheless, the overall population included
a broad range of demographic characteristics. Study populations included all frailty levels. Study
characteristics are summarised in appendix 7. We
judged most results to be at high risk of bias, primarily
owing to missing outcome data (appendix 8). or more studies were available. We used the GRADE framework, adapted for network
meta-analysis, to rate the certainty of the results of our
network meta-analysis and presented summary of
findings tables ordered by certainty and ranking.14 16-
19 21 We used plain language terms “probably”
and “may” to indicate moderate and low certainty
respectively and qualified the size and direction of
point estimates (see appendix 5).20 36 We followed the
brief economic commentary framework to summarise
and compare the principal economic findings reported
by included studies.37 We used the GRADE framework, adapted for network
meta-analysis, to rate the certainty of the results of our
network meta-analysis and presented summary of
findings tables ordered by certainty and ranking.14 16-
19 21 19 21 We used plain language terms “probably”
and “may” to indicate moderate and low certainty
respectively and qualified the size and direction of
point estimates (see appendix 5).20 36 We followed the
brief economic commentary framework to summarise
and compare the principal economic findings reported
by included studies.37 Patient and public involvementi This review benefited from the involvement of our
established Patient and Public Involvement Frailty
Oversight Group in the Bradford Institute for Health
Research. The group has a structure that provides
connections to the whole spectrum of older people, with
a focus on those living with frailty to enable meaningful,
public involvement in our research projects.38 We
consulted our Frailty Oversight Group throughout
the development of the protocol and discussed plans
in detail at the group’s quarterly meetings and at
our annual consumer research conference. Group
members helped to draft and revise the plain language
summary for our funding application. Other examples
of patient and public involvement include the selection
of important outcomes and their prioritisation as main
and additional outcomes. Frailty Oversight Group
members emphasised that a wide range of outcomes
were important to older people, with a particular focus
on independence in addition to wellbeing, alongside
service orientated outcomes. We also spent time
discussing the intervention components that we had
identified with group members. Through this work,
we developed and refined our descriptions of the
components and thus the findings. The plain language Characteristics of network meta-analyses
Most networks were small and sparse, with few
included studies contributing to most networks (fig
2). We found little evidence of inconsistency or small
study effects, but the power to detect this was usually
low. All outcomes except mortality needed to be
analysed in two separate network meta-analyses, as doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj RESEARCH
RESEARCH the networks were disconnected: one with available
care as the reference comparator (“available care
network”) and one with homecare as the reference
comparator (“homecare network”). Estimates are
reported here only in comparison with the reference
comparator. Patient and public involvementi Comparison with available care is the
Reports excluded
Ongoing (24 studies)
Insufficient information
Excluded
Study design not RCT/cRCT
Particpants
Mean age <65 years
Not living at home
Intervention
Not community based
Single component only
Not targeting individual
Not sustaining independence
Targets specific conditions
Falls prevention
Comparator
Not community based
Single component intervention
Not targeting individual
Outcomes
No follow-up ≥24 weeks
32
6
427
465
Records identified
Identification of studies via databases and registers
Databases
CENTRAL
Medline
Embase
PsycINFO
CINAHL
49 894
Records screened
Duplicate records removed before screening
11 068
Records excluded
39 318
Reports not retrieved
40 112
Reports sought for retrieval
51 180
0
Reports not retrieved
0
7003
7005
17 333
7917
10 636
1286
861
425
Registers
ClinicalTrials.gov
WHO ICTRP
Records identified
Identification of studies via other methods
Backward citation searching from included studies
Searching for additional reports of included studies
19
160
76
5
25
113
32
2
102
12
3
7
12
3
35
794
Reports sought for retrieval
179
Reports assessed for eligibility
794
Reports assessed for eligibility
179
Studies included in review
123
Reports of included studies
329
Total studies included in review
129
Total reports of included studies
496
Reports excluded
Study design not RCT/cRCT
Particpants
Mean age <65 years
Not living at home
Intervention
Not community based
Single component only
Not sustaining independence
Comparator
Single component intervention
1
1
1
2
1
4
2
Studies included in review
from citation searching
Reports of included studies
from citation searching
179
12
6
7
Additional reports
of included studies
160
Fig 1 | PRISMA flow diagram showing identification, selection, and inclusion of studies from databases, registers, and other sources.23
ICTRP=International Clinical Trials Registry Platform
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BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from Identification of studies via databases and registers on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/ ram showing identification, selection, and inclusion of studies from databases, registers, and other sources.23
nical Trials Registry Platform g 1 | PRISMA flow diagram showing identification, selection, and inclusion of studies from databases, registers,
CTRP=International Clinical Trials Registry Platform comparator (“homecare network”). Estimates are
reported here only in comparison with the reference
comparator. Living at home For living at home in the medium term, the available
care network included 21 studies (n=16 937) with
14 intervention groups (fig 4). We found moderate
certainty evidence that “multifactorial action and
review with medication review” probably results in
a slight increase in the odds of living at home (odds
ratio 1.22, 95% confidence interval 0.93 to 1.59). We found low certainty evidence that “multifactorial
action with medication review” (odds ratio 2.55
(large), 0.61 to 10.60), “cognitive training, medication
review, nutrition, and exercise” (1.93 (large), 0.79 to
4.77), and “activities of daily living training, nutrition,
and exercise” (1.79 (large), 0.67 to 4.76) may result
in an increase in the odds of living at home and that
“risk screening” (0.90 (very small), 0.66 to 1.23),
“education and multifactorial action and review with
medication review” (0.88 (very small), 0.60 to 1.29),
and “education, multifactorial action, and review with
medication review and self-management strategies”
(0.41 (very large), 0.14 to 1.17) may each result in
some reduction in the odds of living at home. Other
comparisons were very low certainty. For the homecare network, we had one low
certainty finding in the short term timeframe of little
to no difference for “homecare, activities of daily living
training and multifactorial action and review with self-
management strategies,” with all other comparisons
being of very low certainty. Patient and public involvementi Comparison with available care is the the networks were disconnected: one with available
care as the reference comparator (“available care
network”) and one with homecare as the reference the networks were disconnected: one with available
care as the reference comparator (“available care
network”) and one with homecare as the reference the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 5 RESEARCH
RESEARCH In the short term and long term timeframes, results
were low certainty at best. For “multifactorial action
and review with medication review” and “activities
of daily living traning, nutrition, and exercise,”
estimates were similarly of small increases in the long
term but of little to no difference in the short term. For
“education, multifactorial action, and review with
medication review and self-management strategies”
and “risk screening,” we found similar results in
other timeframes (may reduce living at home), but for
“education and multifactorial action and review with
medication review,” we found contrasting evidence of
an increase in living at home. Box 1: Nineteen identified components of community based complex
interventions* intended to sustain independence in older people
Action components
• “Activities of daily living training”
• Providing “aids” and adaptations
• “Alternative medicine”
• “Care voucher” provision
• “Cognitive training”
• Health “education”
• Physical “exercise”
• Formal “homecare”
• Engagement in “meaningful activities”
• “Nutrition”(al) support
• Psychological (mood) therapy (“psychology”)
• “Social skills” training
• Technology for communication and engagement (“telecoms”)
• “Welfare” rights advice. Tailoring components
• “Multifactorial action” from individualised care planning
• Routine “review”
• “Medication review”
• “Monitoring”
• Routine “risk screening”
*Text in quotation marks is short version of name used in results Box 1: Nineteen identified components of community based complex
interventions* intended to sustain independence in older people i
p
y
p
interventions* intended to sustain independence in older people
Action components
• “Activities of daily living training”
• Providing “aids” and adaptations
• “Alternative medicine”
• “Care voucher” provision
• “Cognitive training”
• Health “education”
• Physical “exercise”
• Formal “homecare”
• Engagement in “meaningful activities”
• “Nutrition”(al) support
• Psychological (mood) therapy (“psychology”)
• “Social skills” training
• Technology for communication and engagement (“telecoms”)
• “Welfare” rights advice. Instrumental activities of daily living effect of adding the intervention for a population who
are not all receiving any particular care; comparison
with homecare is similarly an alternative intervention
for a population already in receipt of homecare without
associated reablement or multifactorial action from
care planning. Most estimates were of low certainty or
very low certainty owing to risk of bias, imprecision,
or their combination, and we do not detail very low
certainty estimates below. Full results are presented in
appendix 11 and summarised in figure 3. The medium term instrumental activities of daily living
available care network included 16 studies (n=5309)
with 14 intervention groups. We found moderate
certainty evidence that “multifactorial action and
review with medication review” was associated with
very slightly increased independence in instrumental
activities of daily living versus “available care”
(standardised mean difference 0.11, 95% confidence
interval 0.00 to 0.21). Two intervention groups may
result in some reduction in instrumental activities of
daily living: “activities of daily living training, aids,
and exercise” and “activities of daily living training,
aids, education, exercise, and multifactorial action and
review with medication review and self-management
strategies.” The findings for “multifactorial action and
review with medication review” in the long term were
contrasting, with moderate certainty evidence of a
very slight reduction in instrumental activities of daily
living (standardised mean difference −0.08, −0.21 to
0.05). Action components • Health “education” • Physical “exercise” • Formal “homecare” • Engagement in “meaningful activities” The homecare network for living at home was
smaller (five studies; n=1978 in the medium term). In
the short and medium term timeframes we found low
certainty evidence that “homecare, activities of daily
living traing, and multifactorial action and review with
self-management strategies” may result in reductions
(short term, odds ratio 0.63 (moderate), 0.31 to 1.26;
medium term, 0.76 (large), 0.40 to 1.45) in the odds
of living at home compared with “homecare” alone. In
the short term, “homecare and nutrition” may result in
reductions in the odds of living at home compared with
“homecare” (odds ratio 0.34 (very large), 0.12 to 0.95). Other comparisons were of very low certainty. • Psychological (mood) therapy (“psychology”) • “Social skills” training *Text in quotation marks is short version of name used in results Patient and public involvementi Tailoring components
• “Multifactorial action” from individualised care planning
• Routine “review”
• “Medication review”
• “Monitoring”
• Routine “risk screening”
*Text in quotation marks is short version of name used in results Personal activities of daily living For personal activities of daily living, 20 trials
(n=8583 participants) with 16 intervention groups
contributed to the medium term available care
network. One comparison was low certainty: “exercise
and multifactorial action and review with medication doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj RESEARCH
RESEARCH Living at home in medium term (AC)
Personal ADL in medium term (AC)
Living at home in medium term (hmcr)
Personal ADL in medium term (hmcr)
Instrumental ADL in medium term (AC)
Hospital admission in medium term (AC)
educ and mfar (w/med) (1800)
educ and mfar (w/med+slfm) (172)
educ and rsk-mfa- (258)
educ and rsk-mfa- (308)
eng and educ (95)
eng and educ (96)
educ and psyc (23)
exrc and psyc (23)
cgn and med and
ntr and exrc (170)
ADL and ntr and
exrc (144)
med and ntr
and exrc (85)
med and ntr
and exrc (85)
ntr and exrc (61)
ADL (141)
ADL (141)
ADL and aids and educ
and exrc and mfar
(w/med+slfm) (130)
ADL and aids and educ and
exrc and mfar (w/med+slfm) (130)
educ and exrc and mfar
(w/med+slfm) (100)
educ and mfar
(w/med+slfm) (172)
exrc and mfar
(w/med+slfm) (120)
mfar (w/med+slfm)
(130)
educ and mfar
(w/med) (1523)
educ and rsk-mfa- (217)
ADL and aids and exrc (149)
cgn and ntr and exrc (46)
ADL and med and
ntr and sst (139)
aids (34)
rsk-mfa- (1955)
rsk-mfa- (1775)
mntr-mfa- (77)
mfar (w/med) (3016)
mfar (w/med) (702)
mfar (w/med) (880)
mfar (282)
mfar (61)
mfar (242)
mfar (775)
mfa- (w/med+slfm) (243)
mfa- (w/med+slfm) (288)
mfa- (w/med+slfm) (288)
educ and mfar (w/med+slfm) (177)
hmcr and educ
and mfar (374)
hmcr and ADL and
mfar (w/slfm) (174)
hmcr and ADL and
mfar (w/slfm) (133)
hmcr and mfa- (45)
hmcr and mfar (w/med) (99)
hmcr and hmnt and exrc (29)
mntr-mfa- (102)
exrc and mfar
(w/med+slfm) (106)
mfa- (w/med) (50)
mfa- (w/med) (75)
mfa- (w/med) (120)
mfa- (147)
hmcr and mfar
(w/sflm) (81)
mfar (w/med)
(1900)
hmcr and mfar
(w/med) (399)
hmcr and mfar (122)
hmcr and ntr (96)
hmcr and ntr (63)
hmcr (890)
hmcr (308)
AC (8492)
AC (3136)
AC (4734)
AC (4080)
ig 2 | Network plots for analyses of main outcomes in medium term (~12 months) that yielded ≥1 finding of at least low certainty. AC indicates
etwork including available care; hmcr indicates network including formal homecare. Each node is labelled with intervention group abbreviation
nd number of participants. Personal activities of daily living Node size is proportionate to number of participants; edge thickness is proportionate to number of comparisons. ntervention and control group abbreviations are combination of: ADL=activities of daily living training; aids=provision of aids and adaptations;
gn=cognitive training; comm=technology for communication and engagement; educ=health education; eng=engagement in meaningful
ctivities; exrc=physical exercise; hmcr=formal homecare; hmnt=alternative medicine; med=medication review; mfa=multifactorial action;
mfar=multifactorial action and follow-on routine review; mntr-mfa=monitoring, which may trigger multifactorial action; ntr=nutritional support;
syc=psychological therapy; rsk-mfa=risk screening, which may trigger multifactorial action; sst=social skills training; vchr=care voucher provision;
wlfr=welfare rights advice; w/med=with medication-review; w/slfm=with self-management strategies
on 23 October 2024 by guest. Protected by co
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http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from Living at home in medium term (AC) educ and mfar (w/med) (1800)
educ and rsk-mfa- (258)
cgn and med and
ntr and exrc (170)
ADL and ntr and
exrc (144)
rsk-mfa- (1955)
mfar (w/med) (3016)
mfar (282)
mfa- (w/med+slfm) (243)
educ and mfar (w/med+slfm) (177)
mfa- (w/med) (50)
mfa- (147)
hmcr and mfar
(w/sflm) (81)
hmcr and mfar (122)
AC (8492) Personal ADL in medium term (hmcr) Fig 2 | Network plots for analyses of main outcomes in medium term (~12 months) that yielded ≥1 finding of at least low certainty. AC indicates
network including available care; hmcr indicates network including formal homecare. Each node is labelled with intervention group abbreviation
and number of participants. Node size is proportionate to number of participants; edge thickness is proportionate to number of comparisons. Intervention and control group abbreviations are combination of: ADL=activities of daily living training; aids=provision of aids and adaptations;
cgn=cognitive training; comm=technology for communication and engagement; educ=health education; eng=engagement in meaningful
activities; exrc=physical exercise; hmcr=formal homecare; hmnt=alternative medicine; med=medication review; mfa=multifactorial action;
mfar=multifactorial action and follow-on routine review; mntr-mfa=monitoring, which may trigger multifactorial action; ntr=nutritional support;
psyc=psychological therapy; rsk-mfa=risk screening, which may trigger multifactorial action; sst=social skills training; vchr=care voucher provision;
wlfr=welfare rights advice; w/med=with medication-review; w/slfm=with self-management strategies The homecare network included four trials (n=632
participants) in the medium term. Here too, only one
comparison with “homecare” was low certainty:
“homecare and multifactorial action and review review and self-management startegies” may result
in a very slight increase in personal activities of daily
living (standardised mean difference 0.16, −0.51 to
0.82). Personal activities of daily living Downloaded from Moderate certainty
Moderate to
very large
Small
Very
small
Little to no
difference
Very
small
Small
Worsening
Improvement
Moderate to
very large
Low certainty
Fig 3 | Summary of moderate and low certainty evidence for main outcomes synthesised with network meta-analysis. *In comparison with reference comparator. For intervention groups
including homecare, reference comparator is homecare; for all other intervention groups, reference comparator is available care. Living at home (+ favoured); instrumental ADL (+ favoured);
personal ADL (+ favoured); hospital admission (– favoured); care home placement (– favoured). ADL=activities of daily living; T1=short term timeframe (24 weeks to 9 months); T2=medium
term timeframe (>9 months to 18 months; T3=long term timeframe (>18 months); +++++=very large increase; ++++=large increase; +++=moderate increase; ++= slight increase; +=very slight
increase; ~=little to no difference; -=very slight reduction;--=slight reduction; ---=moderate reduction; ----=large reduction; -----=very large reduction. Blue shades indicate possible benefit;
orange shades indicate possible harm; bold indicates moderate certainty evidence
on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from Moderate certainty
Moderate to
very large
Small
Very
small
Little to no
difference
Very
small
Small
Worsening
Improvement
Moderate to
very large
Low certainty
Fig 3 | Summary of moderate and low certainty evidence for main outcomes synthesised with network meta-analysis. *In comparison with reference comparator. For intervention groups
ncluding homecare, reference comparator is homecare; for all other intervention groups, reference comparator is available care. Living at home (+ favoured); instrumental ADL (+ favoured);
personal ADL (+ favoured); hospital admission (– favoured); care home placement (– favoured). ADL=activities of daily living; T1=short term timeframe (24 weeks to 9 months); T2=medium
erm timeframe (>9 months to 18 months; T3=long term timeframe (>18 months); +++++=very large increase; ++++=large increase; +++=moderate increase; ++= slight increase; +=very slight
ncrease; ~=little to no difference; -=very slight reduction;--=slight reduction; ---=moderate reduction; ----=large reduction; -----=very large reduction. Blue shades indicate possible benefit;
orange shades indicate possible harm; bold indicates moderate certainty evidence
on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Personal activities of daily living the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 7 7 RESEARCH
RESEARCH Low certainty
moderate and low certainty evidence for main outcomes synthesised with network meta-analysis. *In comparison with reference comparator. For intervention groups
, reference comparator is homecare; for all other intervention groups, reference comparator is available care. Living at home (+ favoured); instrumental ADL (+ favoured);
oured); hospital admission (– favoured); care home placement (– favoured). ADL=activities of daily living; T1=short term timeframe (24 weeks to 9 months); T2=medium
months to 18 months; T3=long term timeframe (>18 months); +++++=very large increase; ++++=large increase; +++=moderate increase; ++= slight increase; +=very slight
no difference; -=very slight reduction;--=slight reduction; ---=moderate reduction; ----=large reduction; -----=very large reduction. Blue shades indicate possible benefit;
cate possible harm; bold indicates moderate certainty evidence
on 23 October 2024 by guest. Protected by c
http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from ork meta-analysis. *In comparison with reference comparator. For intervention groups
e comparator is available care. Living at home (+ favoured); instrumental ADL (+ favoured);
L=activities of daily living; T1=short term timeframe (24 weeks to 9 months); T2=medium
e increase; ++++=large increase; +++=moderate increase; ++= slight increase; +=very slight
tion; ----=large reduction; -----=very large reduction. Blue shades indicate possible benefit;
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded f Moderate certainty
Moderate to
very large
Small
Very
small
Little to no
difference
Very
small
Small
Worsening
Improvement
Moderate to
very large
Low certainty
Fig 3 | Summary of moderate and low certainty evidence for main outcomes synthesised with network meta-analysis. *In comparison with reference comparator. For intervention groups
ncluding homecare, reference comparator is homecare; for all other intervention groups, reference comparator is available care. Living at home (+ favoured); instrumental ADL (+ favoured);
personal ADL (+ favoured); hospital admission (– favoured); care home placement (– favoured). ADL=activities of daily living; T1=short term timeframe (24 weeks to 9 months); T2=medium
erm timeframe (>9 months to 18 months; T3=long term timeframe (>18 months); +++++=very large increase; ++++=large increase; +++=moderate increase; ++= slight increase; +=very slight
ncrease; ~=little to no difference; -=very slight reduction;--=slight reduction; ---=moderate reduction; ----=large reduction; -----=very large reduction. Blue shades indicate possible benefit;
orange shades indicate possible harm; bold indicates moderate certainty evidence
on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Personal activities of daily living Summary of findings table shows relative effects and anticipated absolute effects of each
it b
d
l
i t
ti
t
d
ith
il bl
(
) f
li i
t h
t
i
di
t
Li i
t h
i bi
t
lt
ti
t
b i
ith Intervention group
Relative risk (95% CI)
Network
estimate
Anticipated absolute effect (95% CI)
Interpretation
Ranking
(95% CI)
Certainty of
evidence (GRADE)
Multifactorial action and review
with medication review
Multifactorial action with medication review
Cognitive training, medication
review, nutrition, and exercise
Activities of daily living training,
nutrition, and exercise
Risk screening
Education and multifactorial action
and review with medication review
Education and multifactorial action and review with
medication review and self-management strategies
Homecare and multifactorial action and
review with self-management strategies
Homecare and multifactorial action and review
Multifactorial action
Multifactorial action and review
Education and risk screening
Multifactorial action with medication
review and self-management strategies
OR 1.22
(0.93 to 1.59)
Mixed estimate
OR 2.55
(0.61 to 10.60)
Mixed estimate
OR 1.93
(0.79 to 4.77)
Mixed estimate
OR 1.79
(0.67 to 4.76)
Mixed estimate
OR 0.90
(0.66 to 1.23)
Mixed estimate
OR 0.88
(0.60 to 1.29)
Mixed estimate
OR 0.41
(0.14 to 1.17)
Mixed estimate
OR 8.89
(1.90 to 41.62)
Indirect estimate
OR 5.71
(1.65 to 19.83)
Mixed estimate
OR 2.23
(0.63 to 7.91
Mixed estimate
OR 1.15
(0.60 to 2.18)
Mixed estimate
OR 1.09
(0.60 to 2.01)
Mixed estimate
OR 1.00
(0.63 to 1.58)
Mixed estimate
Probably results in slight increase
in chance of living at home
May result in increase in
chance of living at home
May result in increase in
chance of living at home
May result in increase in
chance of living at home
May result in very slight reduction
in chance of living at home
May result in very slight reduction
in chance of living at home
May result in reduction in
chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Calculated
risk ratio*
RR 1.01
(1.00 to 1.02)
RR 1.04
(0.96 to 1.06)
RR 1.03
(0.98 to 1.05)
RR 1.03
(0.97 to 1.05)
RR 0.99
(0.97 to 1.01)
RR 0.99
(0.96 to 1.01)
RR 0.91
(0.72 to 1.01)
RR 1.06
(1.03 to 1.07)
RR 1.06
(1.03 to 1.07)
RR 1.04
(0.96 to 1.06)
RR 1.01
(0.96 to 1.04)
RR 1.01
(0.96 to 1.03)
RR 1.00
(0.96 to 1.02)
High risk population
(833 per 1000 with ac)
26 more per 1000
(10 fewer to 55 more)
94 more per 1000
(79 fewer to 148 more)
73 more per 1000
(36 fewer to 127 more)
66 more per 1000
(62 fewer to 127 more)
15 fewer per 1000
(65 fewer to 27 more)
19 fewer per 1000
(84 fewer to 32 more)
163 fewer per 1000
(420 fewer to 21 more)
145 more per 1000
(71 more to 162 more)
133 more per 1000
(58 more to 157 more)
84 more per 1000
(75 fewer to 142 more)
18 more per 1000
(82 fewer to 83 more)
12 more per 1000
(85 fewer to 76 more)
0 per 1000
(74 fewer to 55 more)
Low risk population
(981 per 1000 with ac)
3 more per 1000
(1 fewer to 7 more)
11 more per 1000
(12 fewer to 17 more)
9 more per 1000
(5 fewer to 15 more)
8 more per 1000
(9 fewer to 15 more)
2 fewer per 1000
(9 fewer to 3 more)
3 fewer per 1000
(12 fewer to 4 more)
26 fewer per 1000
(102 fewer to 3 more)
17 more per 1000
(9 more to 19 more)
16 more per 1000
(7 more to 18 more)
10 more per 1000
(11 fewer to 17 more)
2 more per 1000
(12 fewer to 10 more)
2 more per 1000
(13 fewer to 9 more)
0 per 1000
(11 fewer to 7 more)
7.5
(5 to 11)
4.6
(1 to 13)
5.3
(2 to 12)
5.9
(2 to 13)
11.1
(7 to 13)
11.2
(6 to 14)
13.5
(8 to 14)
1.5
(1 to 4)
2.4
(1 to 5)
4.9
(1 to 13)
8.4
(4 to 13)
8.9
(4 to 13)
9.8
(5 to 13)
Moderate†
Low‡
Low‡
Low‡
Low‡
Low‡
Low‡
Very low§ ¶
Very low** ††
Very low‡ ‡‡
Very low‡ §§
Very low‡ ‡‡
Very low‡ ¶¶
4 | Living at home in medium term: comparisons with available care summary of findings table. Personal activities of daily living Summary of findings table shows relative effects and anticipated absolute effects of each
mmunity based complex intervention type compared with available care (ac) for living at home outcome in medium term. Living at home is binary outcome, alternative outcome being either
e home placement or death. Relative effects are odds ratio (OR) from network meta-analysis (NMA) and risk ratio (RR) calculated from odds ratio. OR>1 (or RR>1) favours listed community
sed complex intervention; OR<1 favours available care. Intervention types are ordered by certainty of evidence (high to very low) and ranking (highest to lowest). NMA included 21 studies, 14
des, and 16 937 participants in total. Follow-up ranged from 12 to 18 months. Heterogeneity was estimated as τ=8.56×10-2. Consistency assumption held. Mean rank of available care was 9.9
5% CI 7 to 12). *Calculated from OR and assumed comparator risk of 0.935, median available care risk among these studies. †Serious concerns about imprecision as confidence interval (CI)
sses no effect line and includes substantial benefit. CI for absolute effect with high risk population also includes pre-specified definition of very small harm, but given that this was marginal
d in light of small lower CI for RR (0.9955), this was not judged as very serious. Downgrade once. ‡Very serious concerns about imprecision as CI includes substantial benefit and substantial
rm. Downgrade twice. §Very serious concerns about risk of bias owing to exclusion of participants in per protocol analysis and missing outcome data in indirect evidence via homecare and
ltifactorial action and review versus available care comparison. Downgrade twice. ¶Very serious concerns about imprecision as CI is very wide, no closed loop exists, and direct comparison
based on indirect evidence from 122 people in homecare and multifactorial action and review and 81 people in homecare and multifactorial action and review with self-management, which
es not meet optimal information size. Already downgraded twice for risk of bias; downgrade once. **Very serious concerns about risk of bias owing to exclusion of participants in per protocol
alysis and missing outcome data. Downgrade twice. ††Very serious concerns about imprecision as CI is very wide, no closed loop exists, and direct comparison is based on indirect evidence
m 122 people in homecare and multifactorial action and review, which does not meet optimal information size. Already downgraded twice; downgrade once. ‡‡Serious concerns about risk of
s owing to missing outcome data. Downgrade once. Personal activities of daily living Downloaded from Intervention group*
M d
t t
S
ll
V
Little to no
difference
V
S
ll
Worsening
Improvement
M d
t t
Living
at home
T1
T2
T3
T1
T2
T3
T1
T2
T2
T3
T1
T2
T3
Instrumental
ADL
Care home
placement
Hospital
admission
Personal
ADL
ADL, aids, education, exercise, and multifactorial action and
review with medication review and self-management strategies
ADL, aids, and exercise
ADL, nutrition, and exercise
Cognitive training, medication review, nutrition, and exercise
Education, exercise, multifactorial action, and review
with medication review and self-management strategies
Education and multifactorial action
and review with medication review
Education and multifactorial action and review with
medication review and self-management strategies
Exercise and multifactorial action and review
(with medication review and self-management)
Meaningful activities and multifactorial
action with self-management strategies
Multifactorial action and review
Multifactorial action and review with medication review
Multifactorial action with medication review
Risk screening
Homecare, ADL and multifactorial action
and review with self-management strategies
Homecare and nutrition
Homecare and multifactorial action
and review with medication review
~
~
~
~
++++
++
++
++
+
+
+
+
+
+
++
+
+
--
++++
-----
+++
+++
++++
+++
---
---
-----
++++
++++
---
----
-----
--
--
-
-
-
--
--
--
--
-- 8 8 doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj RESEARCH
RESEARCH Intervention group
Relative risk (95% CI)
Network
estimate
Anticipated absolute effect (95% CI)
Interpretation
Ranking
(95% CI)
Certainty of
evidence (GRADE)
Multifactorial action and review
with medication review
Multifactorial action with medication review
Cognitive training, medication
review, nutrition, and exercise
Activities of daily living training,
nutrition, and exercise
Risk screening
Education and multifactorial action
and review with medication review
Education and multifactorial action and review with
medication review and self-management strategies
Homecare and multifactorial action and
review with self-management strategies
Homecare and multifactorial action and review
Multifactorial action
Multifactorial action and review
Education and risk screening
Multifactorial action with medication
review and self-management strategies
OR 1.22
(0.93 to 1.59)
Mixed estimate
OR 2.55
(0.61 to 10.60)
Mixed estimate
OR 1.93
(0.79 to 4.77)
Mixed estimate
OR 1.79
(0.67 to 4.76)
Mixed estimate
OR 0.90
(0.66 to 1.23)
Mixed estimate
OR 0.88
(0.60 to 1.29)
Mixed estimate
OR 0.41
(0.14 to 1.17)
Mixed estimate
OR 8.89
(1.90 to 41.62)
Indirect estimate
OR 5.71
(1.65 to 19.83)
Mixed estimate
OR 2.23
(0.63 to 7.91
Mixed estimate
OR 1.15
(0.60 to 2.18)
Mixed estimate
OR 1.09
(0.60 to 2.01)
Mixed estimate
OR 1.00
(0.63 to 1.58)
Mixed estimate
Probably results in slight increase
in chance of living at home
May result in increase in
chance of living at home
May result in increase in
chance of living at home
May result in increase in
chance of living at home
May result in very slight reduction
in chance of living at home
May result in very slight reduction
in chance of living at home
May result in reduction in
chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Evidence is very uncertain about
effect on chance of living at home
Calculated
risk ratio*
RR 1.01
(1.00 to 1.02)
RR 1.04
(0.96 to 1.06)
RR 1.03
(0.98 to 1.05)
RR 1.03
(0.97 to 1.05)
RR 0.99
(0.97 to 1.01)
RR 0.99
(0.96 to 1.01)
RR 0.91
(0.72 to 1.01)
RR 1.06
(1.03 to 1.07)
RR 1.06
(1.03 to 1.07)
RR 1.04
(0.96 to 1.06)
RR 1.01
(0.96 to 1.04)
RR 1.01
(0.96 to 1.03)
RR 1.00
(0.96 to 1.02)
High risk population
(833 per 1000 with ac)
26 more per 1000
(10 fewer to 55 more)
94 more per 1000
(79 fewer to 148 more)
73 more per 1000
(36 fewer to 127 more)
66 more per 1000
(62 fewer to 127 more)
15 fewer per 1000
(65 fewer to 27 more)
19 fewer per 1000
(84 fewer to 32 more)
163 fewer per 1000
(420 fewer to 21 more)
145 more per 1000
(71 more to 162 more)
133 more per 1000
(58 more to 157 more)
84 more per 1000
(75 fewer to 142 more)
18 more per 1000
(82 fewer to 83 more)
12 more per 1000
(85 fewer to 76 more)
0 per 1000
(74 fewer to 55 more)
Low risk population
(981 per 1000 with ac)
3 more per 1000
(1 fewer to 7 more)
11 more per 1000
(12 fewer to 17 more)
9 more per 1000
(5 fewer to 15 more)
8 more per 1000
(9 fewer to 15 more)
2 fewer per 1000
(9 fewer to 3 more)
3 fewer per 1000
(12 fewer to 4 more)
26 fewer per 1000
(102 fewer to 3 more)
17 more per 1000
(9 more to 19 more)
16 more per 1000
(7 more to 18 more)
10 more per 1000
(11 fewer to 17 more)
2 more per 1000
(12 fewer to 10 more)
2 more per 1000
(13 fewer to 9 more)
0 per 1000
(11 fewer to 7 more)
7.5
(5 to 11)
4.6
(1 to 13)
5.3
(2 to 12)
5.9
(2 to 13)
11.1
(7 to 13)
11.2
(6 to 14)
13.5
(8 to 14)
1.5
(1 to 4)
2.4
(1 to 5)
4.9
(1 to 13)
8.4
(4 to 13)
8.9
(4 to 13)
9.8
(5 to 13)
Moderate†
Low‡
Low‡
Low‡
Low‡
Low‡
Low‡
Very low§ ¶
Very low** ††
Very low‡ ‡‡
Very low‡ §§
Very low‡ ‡‡
Very low‡ ¶¶
Fig 4 | Living at home in medium term: comparisons with available care summary of findings table. Personal activities of daily living §§Serious concerns about risk of bias owing to recruitment process of participants and missing outcome data in one study. Downgrade
ce. ¶¶Very serious concerns about risk of bias owing to randomisation process and missing outcome data. Already downgraded twice; downgrade once
on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from 9 RESEARCH
RESEARCH with medication review” may result in an increase in
personal activities of daily living (standardised mean
difference 0.60 (moderate), 0.32 to 0.88). medication review, nutrition, and exercise”; and
“activities of daily living training, nutrition, and
exercise”) may result in an increase in the odds of living
at home in this timeframe. For 12 other intervention
groups, we found low certainty evidence that they may
improve or worsen at least one main outcome, but for
other intervention groups evidence was either absent
or very uncertain.i Strengths and limitations of review Strengths and limitations of review
We used rigorous methods to summarise the
contemporary evidence on community based complex
interventions for older people as an area of high strategic
priority and global policy relevance. The evidence
originated from a diverse population of older people,
albeit mainly from high income regions. Population
subgroups of various socioeconomic status, frailty
levels, and ethnicity were included, and the ratio of
women to men seemed typical for older populations.1
People with greater resource may be over-represented
in many of these trials, given the voluntary nature of
participation, which may have limited the effects of
interventions and hence contributed to the small effect
sizes presented here. Investigations of frailty and risk of bias Across all outcomes, risk of bias sensitivity analyses
produced very similar estimates to the main analyses. Funnel plots showed little evidence of asymmetry. Network meta-regressions were unable to estimate the
effects of frailty for many comparisons, and those that
were estimable had very wide confidence intervals. guest. Protected by copyright. Additional outcomes Additional outcomes are summarised in appendix 13. We found little evidence of any effect on self-reported
health status, only low certainty beneficial findings
regarding depression, and very little evidence regarding
loneliness; more complex interventions were associated
with less falling than with more falling (12 v 4 studies). For mortality, we had a large network of 65 studies
(n=38 351) and 41 intervention groups. We found low
certainty evidence of reductions for two intervention
groups and increases for five intervention groups. We
developed
a
data
driven
grouping
of
interventions with expert guidance, so the groups were
clearly specified to support practice, commissioning,
and policy decisions. Our approach has resulted in
a very clear typology of interventions, avoiding the
historical problem of combining different interventions
under unhelpful umbrella terms. We acknowledge
that some clinical heterogeneity remains within
intervention groups, particularly in the care available
to different study populations. However, application
of this typology led to the separation of evidence from
populations in receipt of homecare and those that
were not, reducing heterogeneity and improving the
specificity of recommendations. doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj Other main outcomes For the service outcome of hospital admission, we
found low certainty estimates of some reductions for
“education, exercise, and multifactorial action and
review with medication review and self-management
strategies” and “education and multifactorial action
and review with medication review” and of an increase
for “exercise, multifactorial action, and review with
medication review and self-management strategies.” For
care home placement, all estimates were rated as very low
certainty in the medium term. We found some evidence
of both increases and decreases in use of homecare
services with little pattern (not meta-analysed). We identified moderate certainty evidence in
three of our analyses of main outcomes, all related
to “multifactorial action and review with medication
review.” In comparison with “available care,” we found
a probable slight increase in living at home in the
medium term and a very slight increase in independence
in instrumental activities of daily living in the medium
term, but in contrast also a very slight reduction in
instrumental activities of daily living in the long term
(fig 3). The direct evidence for probable worsening
came from studies that also contributed to the beneficial
medium term finding (tables 28 and 32 and figures 8
and 14, appendix 11).49 131 For homecare recipients,
the addition of “multifactorial action and review with
medication review” was associated with low certainty
evidence of a moderate increase in personal activities of
daily living in the medium term (fig 3). The summary of economic evidence included 39
studies (appendix 12). On the basis of the conclusions
of 22 studies that did a full economic evaluation, five
intervention groups seemed promising compared
with a standard intervention or available care from
an economic perspective: “activities of daily living
training” (medium term time horizon); “homecare
and multifactorial action and review with medication
review and self-management strategies” (short term
time horizon); “meaningful activities and education”
(short and medium term time horizon); “multifactorial
action and review with medication review” (short
term but not medium or long term time horizon); and
“exercise and multifactorial action with medication
review” (long term time horizon). Principal findings For
consistency,
we
limited
our
review
to
interventions focused explicitly on independence in
activities of daily living. Although this differs from
preventing institutionalisation or activity limitation,
multifactorial action interventions focused on each of
these may work similarly. As such interventions can Our review has found evidence that “multifactorial
action and review with medication review” probably
improves the odds of living at home in the medium
term timeframe (around 12 months). We also found
that other complex interventions (“multifactorial
action with medication review”; “cognitive training, doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj 10 RESEARCH
RESEARCH on 23 October 2024 by gu
http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from have multiple foci, differences may reflect intervention
reporting rather than design. A less rigorous
application of the criteria may have enabled us to pool
similar evidence from more trials.168 169 older people that incorporate care planning leading
to multifactorial action with embedded medication
review. The strongest evidence also favoured services
incorporating ongoing review of the older person. The
combination of exercise and nutritional support was
part of two additional favourable intervention groups. Given the overall evidence for their benefits, we
recommend access to these interventions in services
for older people.172 173 Many of the trials seemed to be well conducted under
challenging circumstances, and most declared non-
commercial support, limiting the risks of funding bias. However, most results were at some risk of bias owing
to missing outcome data. This was often inevitable
given the combination of a frail population, long
timelines, self-reported outcomes, community based
research, and our stringent application of the RoB 2
tool. Many of the identified risks of within study bias
were towards no effect or favouring the control group,
meaning that true intervention effects may have been
underestimated. Unexpectedly, we found evidence that some
intervention combinations may reduce independence. This finding was not one that we anticipated but is
not one that should be dismissed entirely, despite
uncertainty in the evidence. Plausible mechanisms
depend on the intervention group details but include
invoking disengagement with the person’s health or
with services or encouraging an individual to take on
more than they can effectively manage. It could also
be the case that certain events, such as care home
placement or hospital admission, may be part of the
best care strategy for an individual. Comparison with other studies Whereas other reviews of similar literature have tended
to identify positive effects, albeit small and with some
limitations in the underlying evidence,9-11 this review
has found evidence of both positive and negative
effects, depending on the intervention type (fig 3). This difference is likely to reflect the broad pairwise
pooling of comparisons in other reviews, with different
combinations of intervention components, different
comparators, and heterogeneous effects and time
points. These other reviews also did not use GRADE to
assess the certainty of the evidence or the RoB 2 tool
to assess risk of bias and may therefore have been less
likely to conclude that a statistically significant finding
was nevertheless very uncertain.f on 23 October 2024 by guest. Protected by copyright. m/ uest. Protected by copyright. Two recently published effectiveness trials have
continued the trend of many previous studies in finding
no significant difference in outcomes of interest.170 171
Given that many of the effects estimated in this review
were relatively small, future definitive trials of similar
interventions will likely need to be much larger than
most of those included to provide sufficient power to
identify plausible effects on independence. Two recently published effectiveness trials have
continued the trend of many previous studies in finding
no significant difference in outcomes of interest.170 171 AUTHOR AFFILIATIONS
1Academic Unit for Ageing and Stroke Research (University of
Leeds), Bradford Institute for Health Research, Bradford Teaching
Hospitals NHS Foundation Trust, Bradford, UK if
Given that many of the effects estimated in this review
were relatively small, future definitive trials of similar
interventions will likely need to be much larger than
most of those included to provide sufficient power to
identify plausible effects on independence. Principal findings Even deterioration
in activities of daily living may be in response to
provision of assistance for tasks that someone finds
difficult or painful and otherwise unrewarding and may
therefore be an acceptable trade-off. We recommend
that practitioners, commissioners, and policy makers
remain mindful of these possibilities when designing
systems of care. Owing to the scarcity of both direct and indirect
evidence, the power to examine heterogeneity and
inconsistency was low in most networks. However, the
assessments we were able to do generally indicated little
heterogeneity or inconsistency. We were also unable to
effectively investigate the effect of population frailty on
intervention effects, because of a lack of comparisons
that contained different frailty populations.i We carefully assessed certainty in the findings by
using GRADE for network meta-analysis guidance,
providing clarity for the reader about the strength of
the results. For many estimates, certainty was reduced
because the confidence intervals included both
improvement and worsening. Therefore, some low
certainty findings may represent the play of chance
around no effect. Despite a very large amount of primary research
(129 studies; 74 946 participants) a degree of
uncertainty exists about the effects of many types of
intervention, although this does not mean that they are
ineffective. Although methodological improvements
in the primary research could further enhance
knowledge, consideration of the scale of effort that
would be needed to begin to complete this network
of interventions is worthwhile. Therefore, whether
embarking on a programme of large scale randomised
controlled trials to further examine all interventions
would be an effective use of research resources is
unclear. Value of information analysis, which aims to
quantify the value of new research to examine existing
uncertainties, may be a helpful next step to prioritise
which interventions to take forward to new trial based
evaluation.174 Additionally, conducting individual
participant data meta-analysis and realist synthesis
may be useful to better explore the factors that may
relate to benefit.175 on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/ AUTHOR AFFILIATIONS
1Academic Unit for Ageing and Stroke Research (University of
Leeds), Bradford Institute for Health Research, Bradford Teaching
Hospitals NHS Foundation Trust, Bradford, UK
2Institute of Applied Health Research, College of Medical and Dental
Sciences, University of Birmingham, Birmingham, UK
3Centre for Prognosis Research, School of Medicine, Keele
University, Keele, UK
4Research Support Team, Leeds University Library, University of
Leeds, Leeds, UK
5Geriatric Medicine, Bradford Teaching Hospitals NHS Foundation
Trust, Bradford, UK
6Centre for Rehabilitation and Ageing Research, Academic Unit
of Injury, Inflammation and Recovery Sciences, University of
Nottingham, Nottingham, UK Conclusions, policy implications, and future
research AC and JGl assessed frailty. AC, TC, AE, AF, JGl, MJ,
and NL did intervention grouping. CB, TC, MJ, NL, and MP assessed
risk of bias. MJ liaised with patient and public involvement groups. RB, MB, and JE prepared and analysed effectiveness data. JE and RRi
supervised the meta-analyses. TC and NL assessed the certainty of
the evidence. TC and NL did economic and narrative synthesis. AC, TC,
JE, AF, JGl, NL, RRi, and OT interpreted the findings. TC wrote the first
draft of the manuscript with input from AC, JE, AF, and JGl. All authors
contributed to critically reviewing or revising the manuscript. CB, MB,
RB, AC, TC, JE, JGl, JGr, MH, MJ, NL, JM, LM, EP, IP, MP, RRa, OT, and RW
collectively accessed and verified the underlying data reported in the
manuscript. JE and NL contributed equally. TC is the guarantor. The
corresponding author attests that all listed authors meet authorship
criteria and that no others meeting the criteria have been omitted. Contributors: AC, TC, JGl, and RRi conceived of the study. AC, TC,
JE, AF, JGl, MJ, NL, EP, and RRi designed the study. DA, TC, and NL
developed the search strategy. DA executed the database and trial
register searches. TC, JGr, MJ, NL, JM, EP, RRa, and RW selected the
studies. RB, CB, TC, JGr, MH, MJ, NL, JM, LM, EP, IP, RRa, OT, and RW
extracted data. AC and JGl assessed frailty. AC, TC, AE, AF, JGl, MJ,
and NL did intervention grouping. CB, TC, MJ, NL, and MP assessed
risk of bias. MJ liaised with patient and public involvement groups. RB, MB, and JE prepared and analysed effectiveness data. JE and RRi
supervised the meta-analyses. TC and NL assessed the certainty of
the evidence. TC and NL did economic and narrative synthesis. AC, TC,
JE, AF, JGl, NL, RRi, and OT interpreted the findings. TC wrote the first
draft of the manuscript with input from AC, JE, AF, and JGl. All authors
contributed to critically reviewing or revising the manuscript. CB, MB,
RB, AC, TC, JE, JGl, JGr, MH, MJ, NL, JM, LM, EP, IP, MP, RRa, OT, and RW
collectively accessed and verified the underlying data reported in the
manuscript. JE and NL contributed equally. TC is the guarantor. The
corresponding author attests that all listed authors meet authorship
criteria and that no others meeting the criteria have been omitted. Provenance and peer review: Not commissioned; externally peer
reviewed. Provenance and peer review: Not commissioned; externally peer
reviewed. Provenance and peer review: Not commissioned; externally peer
reviewed. Competing interests: All authors have completed the ICMJE uniform
disclosure form at https://www.icmje.org/disclosure-of-interest/
and declare: AC, TC, JE, AF, JGl, MJ, NL, and RRi had financial support
from the NIHR Health Technology Assessment Programme for the
submitted work; MB had financial support from the PhD Graduate
Teaching Fund at the University of Liverpool for the submitted work;
DA declares payment made to her employer, University of Leeds
Library, from the Academic Unit for Ageing and Stroke Research,
Bradford Institute for Health Research, for services that included
contributions to the submitted work; TC, AC, and AF received research
funding from NIHR Programme Grants for Applied Research; AC and
AF also received research funding from NIHR HSDR Programme; AC
also received research funding from Health Data Research UK, NIHR
ARC Yorkshire and Humber, NIHR Leeds BRC, and Dunhill Medical
Trust; AF also declares NIHR Senior Investigator award, National
Institute for Health (USA) payment for panel membership in 2021
and 2022, and University of Leeds Governor representative on the
Governors Board of Bradford Teaching Hospitals NHS Foundation
Trust; MB and MP received NIHR pre-doctoral fellowship funding;
RB is supported by matched funding awarded to the NIHR Applied
Research Collaboration (West Midlands) and is a member of the
data monitoring committee for the Predict and Prevent AECOPD Trial
and College of Experts, Versus Arthritis; AC is a member of NIHR HTA
Commissioned Research Funding Committee and Dunhill Medical
Trust Research Grants Committee; RRi received personal payments for
training courses provided in-house to universities (Leeds, Aberdeen,
Exeter, LSHTM) and other organisations (Roche), has received
personal payments from the BMJ and BMJ Medicine as their statistical
editor, is a co-convenor of the Cochrane Prognosis Methods Group
and on the Editorial Board of Diagnostic and Prognostic Research, and
Research Synthesis Methods, but receives no income for these roles,
receives personal payment for being the external examiner of the MSc
Medical Statistics, London School of Hygiene and Tropical Medicine,
was previously an external examiner for the MSc Medical Statistics at
University of Leicester, has written two textbooks for which he receives
royalties from sales (Prognosis Research in Healthcare, and Individual
Participant Data Meta-analysis), is a lead editor on an upcoming book This is an Open Access article distributed in accordance with the
terms of the Creative Commons Attribution (CC BY 4.0) license, which
permits others to distribute, remix, adapt and build upon this work,
for commercial use, provided the original work is properly cited. Conclusions, policy implications, and future
research Data sharing: The data associated with this paper will be openly
available indefinitely upon publication under a Creative Commons
attribution license from the University of Leeds Data Repository. Summary effect estimates and findings from network meta-analyses:
https://doi.org/10.5518/1377; risk of bias judgments: https://doi. org/10.5518/1386. Transparency: The lead author (the manuscript’s guarantor) affirms
that the manuscript is an honest, accurate, and transparent account of
the study being reported; that no important aspects of the study have
been omitted; and that any discrepancies from the study as originally
planned (and, if relevant, registered) have been explained. RB, MB, and JE prepared and analysed effectiveness data. JE and RRi
supervised the meta-analyses. TC and NL assessed the certainty of
the evidence. TC and NL did economic and narrative synthesis. AC, TC,
JE, AF, JGl, NL, RRi, and OT interpreted the findings. TC wrote the first
draft of the manuscript with input from AC, JE, AF, and JGl. All authors
contributed to critically reviewing or revising the manuscript. CB, MB,
RB, AC, TC, JE, JGl, JGr, MH, MJ, NL, JM, LM, EP, IP, MP, RRa, OT, and RW
collectively accessed and verified the underlying data reported in the
manuscript. JE and NL contributed equally. TC is the guarantor. The
corresponding author attests that all listed authors meet authorship
criteria and that no others meeting the criteria have been omitted. Dissemination to participants and related patient and public
communities: To ensure that we clearly communicate our findings
with patients and member of the public, we spent time discussing
the intervention components we had identified with Frailty Oversight
Group members. Through this work, we developed and refined our
descriptions of the components. Frailty Oversight Group members
helped to draft and revise the plain language summary of our
findings (see appendix 2). This will be included in the final report
to be published in Health Technology Assessment,176 as well as on
our website. We have produced short video presentations of our
work that are also available. Our findings will be publicised on social
media and at our regular research engagement events in the local
community. As this systematic review was secondary research using
aggregated, anonymised data, we do not have any contact details
for the participants in the primary research to enable us to share the
findings directly with them. Conclusions, policy implications, and future
research Funding: This project was funded by the National Institute for
Health Research (NIHR) Health Technology Assessment programme
(NIHR128862) and will be published in full in Health Technology
Assessment.176 The views expressed are those of the author(s) and
not necessarily those of the NIHR or the Department of Health and
Social Care. The grant applicants designed the overarching systematic
review and network meta-analysis; the funders approved the protocol. The funders have not been involved in any aspect of the collection,
analysis, or interpretation of data; in the writing of the report; or in the
decision to submit the article for publication. Conclusions, policy implications, and future
research 6Centre for Rehabilitation and Ageing Research, Academic Unit
of Injury, Inflammation and Recovery Sciences, University of
Nottingham, Nottingham, UK Overall, our best evidence of combinations associated
with sustained independence are service models for the bmj | BMJ 2024;384:e077764 | doi: 10.1136/bmj-2023-077764 11 RESEARCH
RESEARCH on 23 October 2024 by guest. Protected by copyright. http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from 7Health Care of Older People, Nottingham University Hospitals NHS
Trust, Nottingham, UK (Cochrane Handbook for Prognosis Reviews, Wiley, 2025), for which
he will receive royalties from sales, has received consulting fees for a
training course on IPD meta-analysis from Roche in 2018, the NIHR
HTA grant paid for travel to Leeds for one meeting, and is a member of
the NIHR Doctoral Research Fellowships grant panel, and a member of
the MRC Better Methods Better Research grant panel—for the latter,
he receives an attendance fee; MH declares NIHR Academic Clinical
Fellowship; OT declares NIHR Academic Clinical Lectureship and
Dunhill Medical Trust Doctoral Research Fellowship RTF107/0117; no
other relationships or activities that could appear to have influenced
the submitted work. on 23 October 2024 by guest. Pr
http://www.bmj.com/
BMJ: first published as 10.1136/bmj-2023-077764 on 21 March 2024. Downloaded from We are grateful to Nicola Harrison and Lesley Brown who coordinated
and facilitated meetings with our Frailty Oversight Group; members
of the Frailty Oversight Group, in particular Anne Grice and Marilyn
Foster; members of the NIHR Applied Research Collaboration, Older
People with Frailty Theme, Research Implementation Advisory
Group; Zubair Arastu and Friederike Ziegler for their contributions
to screening reference lists; Andy Mprah for his contribution to data
collection; and Jasmin Manik for her support with testing the RoB 2
tool algorithms. We are particularly grateful to all of the authors of
studies, both included and excluded, who responded to requests for
information. Ethical approval: Ethics approval was not sought as this systematic
review was secondary research using aggregated, anonymised data
available in the public domain. Contributors: AC, TC, JGl, and RRi conceived of the study. AC, TC,
JE, AF, JGl, MJ, NL, EP, and RRi designed the study. DA, TC, and NL
developed the search strategy. DA executed the database and trial
register searches. TC, JGr, MJ, NL, JM, EP, RRa, and RW selected the
studies. RB, CB, TC, JGr, MH, MJ, NL, JM, LM, EP, IP, RRa, OT, and RW
extracted data. on 23 October 2024 by guest. Protecte
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s12603-018-1101-x Web appendix: Appendix 1-13 16 16 doi: 10.1136/bmj-2023-077764 | BMJ 2024;384:e077764 | the bmj
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theoretical kinetics
ORIGINALITY REPORT
PRIMARY SOURCES
forensicscience.jacobspublishers.com
Internet Source
www.qeios.com
Internet Source
Submitted to Dubai Medical University
Student Paper
Samuel Cadd, Meez Islam, Peter Manson,
Stephen Bleay. "Fingerprint composition and
aging: A literature review", Science & Justice,
2015
Publication
link.springer.com
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https://openalex.org/W2765840877
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https://www.epj-conferences.org/articles/epjconf/pdf/2017/24/epjconf-jdn22_00007.pdf
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Inelastic neutron scattering
|
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1. Introduction Condensed matter physics has benefited tremendously from both elastic and inelastic neutron
scattering techniques for more than half a century. Since then, these techniques have been
used to study a wide variety of materials. The main reasons arise from the unique physical
properties of the neutron itself, zero electric charge, spin half... Also, since the energies of
the neutrons with “thermal” wavelengths match the energy scales of many condensed matter
systems, it is possible to use them to probe the dynamics. Excitations that can be studied via
neutron scattering range in energy from a few meV to a fraction of an electron volt. As a
result, inelastic neutron scattering provides crucial information about the energetic terms that
appear in a model Hamiltonian. While interesting from a pure fundamental point of view, it
should be emphasized that these terms also determine the response of these systems to an
external perturbation, hence allowing one to predict the functional capabilities of materials. To give the flavor and introduce the basics of inelastic neutron scattering, it is useful to
describe first simple examples, either in the context of lattice dynamics or of spin dynamics. DOI: 10.1051/epjconf/201715500007 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 Inelastic neutron scattering Sylvain Petita Laboratoire Léon Brillouin, CEA-CNRS, Université Paris-Saclay, CE-Saclay, 91191
Gif-sur-Yvette, France Abstract. The goal of the JDN22 school was to propose a progressive
teaching eager to improve the expertise of students in neutron diffraction. Neutron-based techniques have indeed proved for decades to be essential
tools in the investigation of condensed matter. This lecture is however
concerned with inelastic neutron scattering and is thus somehow apart. In the context of this school, it should then only be considered as a
brief introduction. We give simple examples along with the basics of the
spectrometers, and finally useful formula for the inelastic cross sections in
different situations. We strongly encourage interested readers to refer to the
bibliography for more detailed information. C
⃝The Authors, published by EDP Sciences. This is an Open Access article distributed under the terms of the
Creative Commons Attribution License 4.0 (http://creativecommons.org/licenses/by/4.0/). a e-mail: sylvain.petit@cea.fr 1.1 Lattice dynamics Quantification of these modes leads to the concept of “phonons”, a set of harmonic oscillators,
characterized by the energies k and polarization ek (that correspond to the direction of
vibrations of the atoms). The displacements un are linear combinations of the different
phonon modes: This dispersion is a periodic function of k, goes to zero at the Brillouin zone centers
and reaches extrema at the zone boundaries. From this simple calculation, we conclude
that the excited states of the chain consist in harmonic displacements of the atoms.
k This dispersion is a periodic function of k, goes to zero at the Brillouin zone centers
and reaches extrema at the zone boundaries. From this simple calculation, we conclude
that the excited states of the chain consist in harmonic displacements of the atoms.
k This dispersion is a periodic function of k, goes to zero at the Brillouin zone centers
and reaches extrema at the zone boundaries. From this simple calculation, we conclude
that the excited states of the chain consist in harmonic displacements of the atoms. Energies (frequencies) and wavevectors (wavelength) are related by k = 2
M
sin ka
2
. Quantification of these modes leads to the concept of “phonons”, a set of harmonic oscillators,
characterized by the energies k and polarization ek (that correspond to the direction of
vibrations of the atoms). The displacements un are linear combinations of the different
phonon modes: Energies (frequencies) and wavevectors (wavelength) are related by k = 2
M
sin ka
2
. Quantification of these modes leads to the concept of “phonons”, a set of harmonic oscillators,
characterized by the energies k and polarization ek (that correspond to the direction of
vibrations of the atoms). The displacements un are linear combinations of the different
phonon modes: un(t) =
k
e i(nka−kkt)
¯h
√2Mk
(ak + a+
−k) ek where the {ak, a+
k } are the annihilation and creation phonon operators. At this point, the question that naturally arises is what would be the outcome of an
inelastic neutron scattering experiment on that chain? The response is simple: it would allow
one to observe directly the dispersion relation k. 1.1 Lattice dynamics Practically, as we will see later, inelastic
neutron scattering instruments allow one to define trajectories in the (k, ) space; the number
of neutrons recorded in the detector is essentially zero along such trajectories except when
they cross the k map. As shown in Fig. 1(a–d), a series of constant energy or constant Q
cuts will, step by step, reconstruct the dispersion. Figure 1f shows an example of such a
mapping obtained in the case of PbTe [1] by gathering cuts together: the dispersion becomes
visible, above some background. Note that the intensity along the dispersion is not constant
and depends on k. Back to the example of the chain, fitting Eq. (1) to the measured k would allow to
measure . In some sense, this reasoning is very similar to what we do when we want
to analyze diffraction data. Here also the positions or relative orientations of the spins are
“measured” based on a model that best fits the diffraction pattern. 1.1 Lattice dynamics Let’s consider a single mono-atomic chain sketched in Fig. 1(a). Here, the atoms with mass
M are at distances a, and bound together by springs (constant ). In other words, the
Hamiltonian describing this system is of the form: H =
n
1
2Mv2
n + 1
2(xn+1 −xn −a)2 vn and xn are the velocity and position of the individual mass at site labeled n. A diffraction
experiment on such a sample (if it would exist!) would give Bragg spots at positions such that vn and xn are the velocity and position of the individual mass at site labeled n. A diffraction
experiment on such a sample (if it would exist!) would give Bragg spots at positions such that EPJ Web of Conferences 155, 00007 (2017)
JDN 22 DOI: 10.1051/epjconf/201715500007 Qn = 2
a n, characterizing the spatial periodic arrangement of the atoms. Information about
the energy scales of the problem, such as inertia M and springs is clearly absent. Qn = 2
a n, characterizing the spatial periodic arrangement of the atoms. Information about
the energy scales of the problem, such as inertia M and springs is clearly absent. To get more insight into this question, it is useful to examine the excited states of the
chain. Writing the atomic position as xn = un + n a, where the n a are the equilibrium
positions, classical mechanics shows that the un displacements of the atoms are governed
by the equations of motion: M d2un
dt2 = (un+1 −un −un + un−1) whose solutions are plane waves with energy k and wave-vector k. Introducing these
solutions into the above equation, we get the dispersion relation: whose solutions are plane waves with energy k and wave-vector k. Introducing these
solutions into the above equation, we get the dispersion relation: −M2
u =
e ika + e−ika −2
−M2
u =
e ika + e−ika −2
hence k = 2
M
sin ka
2
(1) (1) This dispersion is a periodic function of k, goes to zero at the Brillouin zone centers
and reaches extrema at the zone boundaries. From this simple calculation, we conclude
that the excited states of the chain consist in harmonic displacements of the atoms. Energies (frequencies) and wavevectors (wavelength) are related by k = 2
M
sin ka
2
. 1.2 Spin dynamics Let’s now consider the example of the two sublattices antiferromagnet depicted in Fig. 2(a). From diffraction alone, the relative orientation of spins is easily determined, but the exchange
that couples two neighboring spins, along with the amplitude of a single ion anisotropy term,
would be impossible to guess. From inelastic neutron scattering, however, taking advantage of 2 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017)
DOI: 10.1051/epjconf/201715500007
JDN 22
Figure 1. Lattice dynamics of a one 1D chain. (a) Chain model. (b) Shows the dispersion relation,
while (c–e) show constant-energy scans across this dispersion. Each peak correspond to a different
crossing point in (b). (f) Presents a map of longitudinal phonon propagating along c∗in PbTe, obtained
by gathering constant-Q scans together. Figure 1. Lattice dynamics of a one 1D chain. (a) Chain model. (b) Shows the dispersion relation,
while (c–e) show constant-energy scans across this dispersion. Each peak correspond to a different
crossing point in (b). (f) Presents a map of longitudinal phonon propagating along c∗in PbTe, obtained
by gathering constant-Q scans together. the magnetic interaction, it is possible to determine the dispersion of elementary excitations
of such a magnet. The latter, called spin waves, are collective excitations that physically
correspond to precession motions of the spins around the average direction. From theory,
based on the Heisenberg model: the magnetic interaction, it is possible to determine the dispersion of elementary excitations
of such a magnet. The latter, called spin waves, are collective excitations that physically
correspond to precession motions of the spins around the average direction. From theory,
based on the Heisenberg model: H =
i,j
JSi.Sj + D(Sz
i )2 we learn that this dispersion is given by: k = S
(6J + D)2 −J 2(2 cos kxa + 2 cos kya + 2 cos kza)2 3 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 DOI: 10.1051/epjconf/201715500007 Figure 2(b) and (c) illustrate these dispersions respectively without and with a single ion
anisotropy D that forces the spins to lie down along . In close analogy with the phonon case,
a series of constant energy or constant Q cuts will, step by step, reconstruct this dispersion. Fitting it to the above equation will provide numerical values of the exchange J and of the
anisotropy D. Note especially the presence of a spin gap for D ̸= 0. 1.2 Spin dynamics Figure 2(d) shows an
example of such a mapping obtained in the case of the multiferroic YMnO3 by gathering such
cuts together: as for PbTe, the dispersion becomes visible, above some background. Note also
that the intensity along the dispersion is not constant and depends on k. This theory assumes that there is a long range ordering (a phase transition towards a Néel
state). In analogy with field theory, the “spin waves” are (bosonic) S = 1 particles and the
Néel state is considered as the “vacuum” from which these particles emerge. It should be
stressed, however, that a number of magnets never order, owing to strong quantum fluctua-
tions, low dimensionality and frustration effects. For instance, recent progress in the physics
of low dimensional systems have shown that spin waves are actually made of two spin-half
quantum entities called spinons, which under usual circumstances remain confined and thus
not visible. Actually, this concept of confinement, when particles are bound together by an
interaction whose strength increases with increasing particle separation, is a fundamental idea
of modern physics. The most widely studied model in which this phenomenon takes place is
the spin-half Heisenberg antiferromagnetic chain with first-neighbor interactions. In agree-
ment with the Wagner and Mermin theorem, quantum fluctuations prevent static long-range
order and the ground state remains a spin liquid, with power-law decaying antiferromagnetic
correlations. In such a chain, spinons can be seen as domain walls between reversed antiferro-
magnetic domains; they can move freely and independently along the chain, as no energy cost
is involved: in other words, they do not confine. In this case, the magnetic response shows no
well-defined spin wave excitations but an incoherent spectrum called two-spinons continuum,
which reflects the range of energies corresponding to the different spinon pairs (see Fig. 2(e)). 2. Principles We now turn to the description of spectrometers dedicated to inelastic neutron scattering
experiments [2–10]. As for diffraction, most of those experiments demand a monochromatic
beam, to be prepared from the white beam produced by the neutron source (reactor or pulsed
source). The main idea is then to determine the final energy of the neutrons by analyzing the
scattered beam. Taking the energy difference between incident and outgoing neutrons gives
the energy Ei −Ef = given to the sample (note that this quantity can be negative, which
correspond to a situation where the neutrons receive energy from the sample and are thus
accelerated). There are essentially two methods for discerning the energy of the neutrons (see Figs. 3
and 4): the first one is by measuring the time it takes for neutrons to travel the distance
between the sample to the detector, known as time-of-flight neutron spectroscopy (TOF) [9]. This method assumes that the incident beam is chopped to define the time reference, hence
reducing the effective average flux on the sample. The second method is by Bragg scattering from a single crystal, known as triple-axis
spectroscopy (TAS) [8, 10, 11]: = 2
|kf | = 2d sin = 2
|kf | = 2d sin It takes advantage of the continuous flux of the source. It was invented by Brockhouse in the
mid 1950s at Chalk River [7]. Although there have been many improvements, the principle
behind this technique has not changed from that originally developed. The term triple-axis It takes advantage of the continuous flux of the source. It was invented by Brockhouse in the
mid 1950s at Chalk River [7]. Although there have been many improvements, the principle
behind this technique has not changed from that originally developed. The term triple-axis 4 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 EPJ Web of Conferences 155, 00007 (2017) DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017)
DOI: 10.1051/epjconf/201715500007
JDN 22
Figure 2. Spin dynamics in a simple two sublattices antiferromagnet. (a) displays the antiferromagnetic
chain. (b-c) Show the neutron scattering expected intensity in two different cases, without and with
single ion anisotropy respectively. (d) Presents a map of the dispersion of spin waves in the multiferroic
material YMnO3 and (e) a map of the two spinons continuum in a 1D chain (M. Arai, M. Fujita,
M. Motokawa, J. Akimitsu, and S.M. 2. Principles Bennington, Phys. Rev. Lett. 77, 3649 1996). JDN 22 Figure 2. Spin dynamics in a simple two sublattices antiferromagnet. (a) displays the antiferromagnetic
chain. (b-c) Show the neutron scattering expected intensity in two different cases, without and with
single ion anisotropy respectively. (d) Presents a map of the dispersion of spin waves in the multiferroic
material YMnO3 and (e) a map of the two spinons continuum in a 1D chain (M. Arai, M. Fujita,
M. Motokawa, J. Akimitsu, and S.M. Bennington, Phys. Rev. Lett. 77, 3649 1996). derives from the fact that neutrons are scattered from three crystals as they travel from the
source to the detector. derives from the fact that neutrons are scattered from three crystals as they travel from the
source to the detector. Depending on the possible processes that take place in the sample, the scattered neutrons
may have a different energy from the incident one. This is sketched in Fig. 3(a) using rays of
several colors. At this point, the conservation of energy and momentum writes: Ei −Ef =
ki −kf = Q Ei −Ef =
ki −kf = Q ki −kf = Q with neutron incident and final energies and momentum related by: with neutron incident and final energies and momentum related by: Ei,f = ¯h2k2
i,f
2Mn 5 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 Figure 3. Sketches of a neutron scattering experiment. (a) Pointing out that under a given scattering
angle, the beam contains neutrons of different energies; (b) illustrates the conservation of energy and
momentum and (c) the rotation necessary to let coincide Q defined by ki −kf and the reciprocal space
of the sample. Importantly, we notice that the scattering angle = (ki, kf ) is determined by the modulus of
the wavevector Q: Importantly, we notice that the scattering angle = (ki, kf ) is determined by the modulus of
the wavevector Q: cos =
k2
i + k2
f −Q2
2kikf The wavevector Q is determined, for the moment, by ki −kf , and has no special meaning
in terms of reduced reciprocal coordinates (h, k, ℓ) of the sample itself. This becomes only
true if two particular directions of the sample, within the scattering plane, are known. 2. Principles In that
case, Q = ki −kf can be projected onto the sample’s reciprocal lattice, so that (h, k, ℓ) are
uniquely defined. Rotating the sample around the vertical axis allows to address a new set of
(h′, k′, ℓ′) coordinates, corresponding to the same modulus. Each of these methods, TAS or TOF (see Fig. 4(a) and (b) respectively) is most useful in
studying a particular type of problem. Traditionally, TAS has been the preferred method for
studying single crystals, and TOF for studying powders. Yet, in principle, nothing forbids to
measure a single crystal on a TOF instrument. It is just necessary to rotate the sample around
the vertical axis, to “reconstruct”, for each scattering angle and each time of flight value, the
(h, k, ℓ, ) coordinates. Today, the main advantage of TAS spectrometer consists in the fact 6 EPJ Web of Conferences 155, 00007 (2017) DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 JDN 22 Figure 4. Sketch of TAS and TOF spectrometers. that it is quite easy to vary external parameters like temperature, magnetic field, pressure or
electric field and to measure the response in a small region of (Q, ) space. In contrast, TOF
techniques are useful to obtain a survey of excitations in a rather extended (Q, ) region. Figure 4. Sketch of TAS and TOF spectrometers. Figure 4. Sketch of TAS and TOF spectrometers. that it is quite easy to vary external parameters like temperature, magnetic field, pressure or
electric field and to measure the response in a small region of (Q, ) space. In contrast, TOF
techniques are useful to obtain a survey of excitations in a rather extended (Q, ) region. that it is quite easy to vary external parameters like temperature, magnetic field, pressure or
electric field and to measure the response in a small region of (Q, ) space. In contrast, TOF
techniques are useful to obtain a survey of excitations in a rather extended (Q, ) region. 2.1 TAS in practice As is clear from the Bragg law, monochromators and analysers select ko, 2ko, 3ko ... (ko
standing for ki or a kf ). Even if the measured intensities are normalized to the same number
of incident neutrons with the help of a low sensibility detector placed in the incident beam,
called “monitor”, it remains important to correct these data for those “bad” neutrons with
2ko, 3ko ... This supposes that we know the proportion of harmonics in the incident beam, a
quantity that especially depends on the incident energy, the kind of source (thermal, hot, cold,
see Fig. 5(a)), and also on the installation of the spectrometer on a neutron guide or not. This
correction, called “monitor correction”, is shown in Fig. 5(b). Another issue arising because of harmonics is the possible contamination of the
measurement by elastic processes ( = 0) occurring in the sample provided that: nko = mkf (n, m) integers 7 7 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 JDN 22
Figure 5. Monitor and filters in a TAS experiment. (a–b) show the incident flux, depending on the kind
of source, and the monitor correction obtained for 2T [10]. (c) illustrates the filtering with pyrolithic
graphite, high transmission for ko and almost zero for the harmonics. Figure 5. Monitor and filters in a TAS experiment. (a–b) show the incident flux, depending on the kind
of source, and the monitor correction obtained for 2T [10]. (c) illustrates the filtering with pyrolithic
graphite, high transmission for ko and almost zero for the harmonics. The intensity of such processes can be extremely large compared to the “true” inelastic
expected signal. To partly eliminate this problem, filters are used, either placed in the incident
or in the scattered beam. The idea is to use a peculiarity of the transmission of pyrolithic
Graphite, which is almost 1 for a given kf and 0 for the harmonics, at least (in practice) for
2kf . This happens for “magic” values, that are widely used on TAS, 4.1, 3.85, 2.662, 2.57,
1.97, 1.64, and 1.48 Å−1 (see Fig. 5(c)). The Beryllium is another material widely used on
cold TAS. If cooled at 70 K, its transmission is about 1 for wavevectors lower than 1.55 Å−1
and 0 above. Finally, it is of fundamental importance to introduce the concept of resolution. with R(, Q) = Vi Vf exp
−{Q, }T ¯A {Q, } {Q, } is a 4 dimensional vector with components Q and . ¯A is a 4 × 4 matrix. Explicated in
its eigen-directions, becomes a nice 4D-ellipsoid with long and short axes, called resolution
ellipsoid. A constant energy scans across the dispersion relation gives en enlarged peak as
sketched in Fig. 6(a). There exists softwares able to calculate R [10] but we shall give here
only guidelines: • the z-axis can be considered as decoupled from the other quantities. The vertical
resolution is generally quite poor. • the z-axis can be considered as decoupled from the other quantities. The vertical
resolution is generally quite poor. • because of the inclination of the ellipsoid in (qx, qy, ) space, the analysis of dispersion
can become tricky, with especially a focused and an unfocused side: as sketched in
Fig. 6(b) and (c), the apparent width of branches can look very different. • because of the inclination of the ellipsoid in (qx, qy, ) space, the analysis of dispersion
can become tricky, with especially a focused and an unfocused side: as sketched in
Fig. 6(b) and (c), the apparent width of branches can look very different. • the smaller kf or ki, the better the resolution; however, since Vi,f ≈k3
i,f , the less intense
is the expected signal. 3.1 Nuclear interaction In the case of nuclear interaction, this cross section can be written as follows: 2
Ef
= kf
ki
i,j
bi bj
+∞
−∞
dt ⟨e i Q Ri(t=0) e−i Q Rj(t)⟩e−it where bi is the scattering length of ion at site i with time dependent position Ri(t). where bi is the scattering length of ion at site i with time dependent position Ri(t). 3. Cross sections The quantity that we ultimately measure is the neutron cross section. It is proportional to the
number of neutrons scattered in a solid angle with a final energy Ef . 2.1 TAS in practice Actually,
a spectrometer cannot isolate a single point in (Q, ) space; rather, it integrates over a small
volume around that point, an effect which can be modeled by the following convolution: I(Q, ) =
dQ′ d′ R( −′, Q −Q′) S(′, Q′) 8 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 DOI: 10.1051/epjconf/201715500007 JDN 22 Figure 6. Illustration of the ellipsoid resolution on a TAS [10]. The effect of the inclination of the long
axis with respect to the slope of the dispersion is especially illustrated. If these are parallel, then the
signal is narrow and intense, while it is broad and weak in the opposite situation. These two possibilities
are called focused and unfocused conditions. Figure 6. Illustration of the ellipsoid resolution on a TAS [10]. The effect of the inclination of the long
axis with respect to the slope of the dispersion is especially illustrated. If these are parallel, then the
signal is narrow and intense, while it is broad and weak in the opposite situation. These two possibilities
are called focused and unfocused conditions. with JDN 22 new indexes i = (m, ℓ). new indexes i = (m, ℓ). R (t)
Ro + xes i = (m, ℓ). Ri(t) = Ro
m + rℓ Note that because of the spatial periodicity, the bi’s only depend on ℓ. The cross section
becomes: 2
Ef
= kf
ki
()
m,n,ℓ,ℓ′
bℓbℓ′ e i Q (Ro
m+rℓ−Ro
n−rℓ′)
= ()
m,n
e i Q (Ro
m−Ro
n)
ℓ,ℓ′
bℓbℓ′ e i Q (rℓ−rℓ′)
= ()
m,n
e i Q (Ro
m−Ro
n) |FN(Q)|2
= ()
(Q − ) |FN(Q)|2 where is a reciprocal lattice vector and FN(Q) is the familiar nuclear structure factor: where is a reciprocal lattice vector and FN(Q) is the familiar nuclear structure factor: FN(Q) =
ℓ
bℓe i Q rℓ As a result, in this approximation, the cross section is purely elastic ( = 0) and consists of
Dirac functions at the nodes of the reciprocal lattice. Their intensities are given by the squared
modulus of the structure factor. 3.1.1 The frozen lattice Moving in gradual steps, let’s first assume that the lattice is frozen, so that these positions do
not depend on time. The vector Ri is decomposed into a vector that labels the unit cell Ro
m
and a second vector within the unit cell rℓ. Concomitantly, the site i is decomposed into two 9 9 EPJ Web of Conferences 155, 00007 (2017) DOI: 10.1051/epjconf/201715500007 3.1.2 The harmonic approximation We now turn to the ”vibrating” lattice approximation. The Ri(t) become: Ri(t) = Ro
m + rℓ+ um,ℓ(t) where um,ℓ(t) describes the harmonic oscillations, in terms of phonon modes, of the atom
labeled (m, ℓ). The cross section writes: 2
Ef
=kf
ki
m,n
ei Q (Ro
m−Ro
n)
ℓ,ℓ′
bℓbℓ′ei Q (rℓ−rℓ′)
+∞
−∞
dt⟨ei Q um,ℓe−i Q un,ℓ′(t)⟩e−it Using quantum properties of the phonon creation and annihilation operators, the expectation
value ⟨..⟩can be rearranged: ⟨e i Q um,ℓe−i Q un,ℓ′(t)⟩= e−Wℓ−Wℓ′ e⟨Q um,ℓQ un,ℓ′(t)⟩ Wℓis the so called Debye-Waller factor, that physically describes the average squared
deviations of the ions at temperature T with respect to their equilibrium position: Wℓ= 1
2
Q um,ℓ
2 Wℓ= 1
2
Q um,ℓ
2 The cross section becomes: 2
Ef
=kf
ki
m,n
ei Q (Ro
m−Ro
n)
ℓ,ℓ′
bℓbℓ′ ei Q (rℓ−rℓ′) e−Wℓ−Wℓ′
+∞
−∞
dt e⟨Q um,ℓQ un,ℓ′(t)⟩e−it Expanding the exponential function to second order, one obtains: e⟨Q um,ℓQ un,ℓ′(t)⟩≈1 + ⟨Q um,ℓQ un,ℓ′(t)⟩+ ... 10 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017) JDN 22 The zeroth order leads to a slight modification of the structure factor which now incorporates
the Debye-Waller factor: The zeroth order leads to a slight modification of the structure factor which now incorporates
the Debye-Waller factor: 2
Ef
= ()
(Q − ) |F(Q)|2
FN(Q) =
ℓ
bℓe i Q rℓe−Wℓ The second order term is the phonon cross section: The second order term is the phonon cross section: 2
Ef
=
s
As [
1+n(Q,s)
( −Q,s) + n(Q,s) (+Q,s)] 2
Ef
=
s
As [
1+n(Q,s)
( −Q,s) + n(Q,s) (+Q,s)] and consists in a sum of Dirac functions on the different phonon branches. This finally
demonstrates that an inelastic neutron scattering experiment allows a direct measurement
of the dispersion relations. The intensity along the dispersion is given by the “dynamical”
structure factor: As = |Fs|2 with with The scalar product between the wavevector Q and the polarization eq,ℓ,s is especially useful
as it allows to distinguish transverse and longitudinal vibrations. Longitudinal phonons
correspond to vibrations parallel to the propagation vector q, while transverse phonons
correspond to vibrations perpendicular to q. To this end, it suffices to measure in different
Brillouin zones. With Q = + q ( is the zone center), different configurations can be chosen
so that Q is approximatively parallel or perpendicular to a given polarization. Figure 7(a)
shows an example of this trick in the case of CaF2, a sample very often used for practicals
at LLB: maps obtained for transverse (Fig. 7(c)) and longitudinal (Fig. 7(d)) phonons
propagating along (hh0) are shown as well as a typical individual Q-scan used to produce
the maps. Note that positive energy processes correspond to the creation of a phonon by a neutron,
while negative energy process correspond to the annihilation of a phonon. n(Q,s) is the Bose
number at temperature T: n(Q,s) =
1
e
¯hQ,s
kB T −1 Further, the two processes do not have the same intensity: the creation is always possible,
even at low temperature, while the annihilation supposes that the initial quantum state of the
sample contains phonons. For instance, the annihilation is forbidden at very low temperature
since there are no phonons in the ground state configuration. JDN 22 This is called the “detailed 11 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 JDN 22 Figure 7. Inelastic neutron scattering tutorial in CaF2. (a) Sketch of the reciprocal plane (hk0), along
with two Brillouin zone appropriate fir the study of transverse and longitudinal phonon modes. (b)
Shows an individual constant-energy scan while (c) and (d) show the maps obtained by gathering such
scans in transverse and longitudinal conditions. Figure 7. Inelastic neutron scattering tutorial in CaF2. (a) Sketch of the reciprocal plane (hk0), along
with two Brillouin zone appropriate fir the study of transverse and longitudinal phonon modes. (b)
Shows an individual constant-energy scan while (c) and (d) show the maps obtained by gathering such
scans in transverse and longitudinal conditions. balance”; this is an extremely important concept, also known in other spectroscopy methods
like IR or Raman scattering for instance. 3.3 Frozen spins If the spins are frozen, S⊥,ℓdo not depend on time, and we are left with a pure static ( = 0)
contribution: 2
Ef
= (
Nro)2 ()
m
(Q − m) |Fm(Q)|2 m is a reciprocal magnetic lattice vector and Fm is the magnetic structure factor: Fm(Q) =
ℓ
S⊥,ℓe i Q rℓe−Wℓfℓ(Q) Fm(Q) =
ℓ
S⊥,ℓe i Q rℓe−Wℓfℓ(Q) 3.2 Magnetic interaction In the case of the magnetic interaction, the cross section is given by: 2
Ef
= kf
ki
(
Nro)2
i,j
+∞
−∞
dt ⟨S⊥,i S⊥,j(t) e i Q Ri e−i Q Rj(t)⟩e−it N = 1.913 is the gyromagnetic ratio of the neutron, ro is the classical electron radius. S⊥is
the component of the spin perpendicular to the scattering vector Q. It is worth noting that: N = 1.913 is the gyromagnetic ratio of the neutron, ro is the classical electron radius. S⊥is
the component of the spin perpendicular to the scattering vector Q. It is worth noting that: S⊥,i S⊥,j(t) =
,
S,i
, −Q Q
Q2
S,j(t) The exact derivation of the cross section goes well beyond this lecture; we shall however give
the final result: The exact derivation of the cross section goes well beyond this lecture; we shall however give
the final result: 2
Ef
=kf
ki
(
Nro)2
m,n
ei Q (Ro
m−Ro
n)
ℓ,ℓ′
fℓ(Q)f ∗
ℓ′(Q)eiQ(rℓ−rℓ′)e−Wℓ−Wℓ′
+∞
−∞
dt⟨S⊥,ℓS⊥,ℓ′(t)⟩e−it 2
Ef
=kf
ki
(
Nro)2
m,n
ei Q (Ro
m−Ro
n)
ℓ,ℓ′
fℓ(Q)f ∗
ℓ′(Q)eiQ(rℓ−rℓ′)e−Wℓ−Wℓ′ +∞
−∞
dt⟨S⊥,ℓS⊥,ℓ′(t)⟩e−it JDN 22 In other words, diffraction measures instantaneous correlations. Diffraction at zero energy
measures elastic (or infinite time) correlations; inelastic scattering measures the whole (finite
time) spectrum of these correlations. 3.1.3 Connection with diffraction As already pointed out, a diffraction experiment do not analyze the final energy of the
neutrons but rather integrates over these final energies. As a result, this kind of measurement
is sensitive to both the pure elastic Bragg scattering, but also to the excitations. As the cross
section is very small, it appears as a kind of diffuse scattering, which can be difficult to
distinguish from the background. Note that cannot be larger than the incident energy Ei,
so that the corresponding cross section reads:
=
Ei
−∞
d kf
ki
i,j
bi bj
+∞
−∞
dt ⟨e i Q Ri e−i Q Rj (t)⟩e−it If Ei is large enough compared to the dynamics, one usually integrates out the dependence
to write: If Ei is large enough compared to the dynamics, one usually integrates out the dependence
to write:
=
i,j
bi bj ⟨e i Q Ri(t=0) e−i Q Rj (t=0)⟩ 12 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 EPJ Web of Conferences 155, 00007 (2017) DOI: 10.1051/epjconf/201715500007 3.4 Spin waves In the spin wave approximation, the elementary excitations, called spin waves, correspond
to precession motions of the spins around the magnetization direction [12–17]. These spin
waves are free particles carrying a spin 1. Tough calculations show that: 2
Ef
=
s
As[
1 + n(Q,s)
( −Q,s) + n(Q,s)( + Q,s)] In close analogy with the case of phonons, the cross section takes the form of a sum
of Dirac functions on the different spin waves branches. Again, this formula shows that
an inelastic neutron scattering experiment allows a direct measurement of the dispersion 13 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 Figure 8. Spin wave dispersion in the cubic ferromagnet La1−xSrxMnO3 compounds. A simple cosine
dispersion is expected. Note the flattening close to the zone boundary which has not been explained yet
despite a huge theoretical work. Figure 8. Spin wave dispersion in the cubic ferromagnet La1−xSrxMnO3 compounds. A simple cosine
dispersion is expected. Note the flattening close to the zone boundary which has not been explained yet
despite a huge theoretical work. relations. The intensity of the modes is given by a “dynamical” structure factor As, whose
general expression, however, is rather complex; its derivation goes far beyond the scope
of this lecture. Figure 8 shows the mapping measured for instance in the La1−xSrxMnO3
compounds, very well know for their magneto-resistance properties. These systems are
simple cubic ferromagnets (lattice parameter a), and one expects a dispersion relation
reading as: k = 2JS(3 −cos kxa −cos kyb −cos kza) As can be observed from Fig. 8, this simple form fits very well the experiment at small q, but
is clearly not adapted close to the zone boundary: the dispersion becomes rather flat, an effect
which remains mysterious so far, not reproduced by theoretical calculations. This illustrates
the relevance and simplicity of inelastic neutron scattering, which definitely provides valuable
information about the spectrum of elementary excitations even in very complex condensed
matter. 3.6 Metal In a metal, or by the way, in any material where the elementary excitations are fermions
carrying a spin half (like spinons in 1D chains, for instance), the spin excitations is composed
of a continuum that is nothing but a kind of two particles density of states. Indeed, since
the particles carry a spin half, two “flips”, hence a pair of particles, is necessary to match
the S = 1 transition of the neutron spin. For a given (k, ), different pairs of fermions
contribute provided their energies Eq and Eq′ fulfill the condition = Eq′ + Eq and provided
the momentum is conserved k = q + q′. The corresponding spectral weight depends however
on details of the Hamiltonian [18]. 3.5 Crystal field levels The response due to the inelastic scattering by crystal field excitations is also very useful
in practice. The latter correspond to the different transition between states describing the
electronic configurations of the (usually 4f or 5f) electrons. Denoting En and n the energies
and wave functions, we get: +∞
−∞
dt ⟨S⊥,ℓS⊥,ℓ(t) ⟩e−it =
+∞
−∞
dt
n,m
e−En/T
Z
⟨n|S⊥,ℓ|m⟩⟨m|S⊥,ℓ|n⟩e i(Em−En−)t
=
n,m
e−En/T
Z
|⟨n|S⊥,ℓ|m⟩|2(Em −En −)
Z =
n
e−En/T 14 DOI: 10.1051/epjconf/201715500007 EPJ Web of Conferences 155, 00007 (2017)
JDN 22 JDN 22 from which one deduces: 2
Ef
= kf
ki
(
Nro)2
ℓ
|fℓ(Q)|2 e−2Wℓ
n,m
e−En/T
Z
|⟨n|S⊥,ℓ|m⟩|2(Em −En −) As a result, the scattering due to crystal field shows Dirac functions at all possible transitions
between two eigenstates = Em −En. Note that there is no particular Q dependence:
indeed, no correlations are expected since the moments do not interact with each other, except
the Debye Waller and the form factor. At low temperature, most of the possible transitions
disappear since e−En/T
Z
≈n,1, so that we are left with the transition from the ground state
only. The cross section becomes: 2
Ef
= kf
ki
(
Nro)2
ℓ
|fℓ(Q)|2 e−2Wℓ
m
|⟨1|S⊥,ℓ|m⟩|2(Em−E1−) 4. Fluctuation dissipation We would like now to close this lecture by pointing out the link between two equivalent
languages: correlations and response function or generalized susceptibility [19]. Actually,
the response of a system under a time dependent perturbation B(t) results in the emergence
of an observable A. Applying a magnetic field will for instance result in a magnetization,
or applying a force will result in atomic displacements. In the framework of linear response
theory, A and B are “proportional”, related by a generalized susceptibility G: A(t) =
dt′G(t −t′)B(t′) or in frequency representation: A() = G()B() A() = G()B() where the Fourier transform G() is defined as: G() = lim
ϵ→0+
dte it−ϵt G(t) The theory shows that [19]: G(t) = i(t)⟨[A, B(t)]⟩o where the expectation value is to determined with the unperturbed Hamiltonian of the system
(B = 0). If one denotes En and n the eigen-energies and wave functions of the system, one 15 DOI: 10.1051/epjconf/201715500007 G(t) = i(t)
n
e−En/T
Z
⟨n| [A, B(t)] |n⟩o Introducing ⟨n|A|m⟩= Anm, and calculating the commutator, this becomes: G(t)=i(t)
n,m
e−En/T
Z
(AnmBmn e i(Em−En)t−BnmAmn e−i(Em−En)t) or or G(t) = i(t)
n,m
e−En/T
Z
AnmBmn e i(Em−En)t −e−Em/T
Z
BmnAnm e−i(En−Em)t
= i(t)
n,m
e−En/T −e−Em/T
Z
AnmBmn e i(Em−En)t
= i(t)
n,m
e−En/T
Z
1 −e−(Em−En)/T
AnmBmn e i(Em−En)t G(t) = i(t)
n,m
e−En/T
Z
AnmBmn e i(Em−En)t −e−Em/T
Z
BmnAnm e−i(En−Em)t = i(t)
n,m
e−En/T −e−Em/T
Z
AnmBmn e i(Em−En)t Using: lim
ϵ→0+
dte it−ϵt i(t) e ixt = lim
ϵ→0+
i[0 −1]
i( + x) −ϵ
= lim
ϵ→0+
−1
( + x) + iϵ
= −Pf
1
+ x + i( + x) We have for the imaginary part of G(): We have for the imaginary part of G(): We have for the imaginary part of G(): G′′() =
n,m
e−En/T
Z
1−e−(Em−En)/T
AnmBmn (+(Em−En))
=
1−e−/T
n,m
e−En/T
Z
AnmBmn ( + (Em −En)) On the other hand, correlations between A and B are defined by:
C(t) = ⟨AB(t)⟩o On the other hand, correlations between A and B are defined by:
C(t) = ⟨AB(t)⟩o C(t) = ⟨AB(t)⟩o which can be rewritten as: which can be rewritten as: which can be rewritten as: C() =
n,m
e−En/T
Z
AnmBmn( + (Em −En)) As a result:
G() =
1 −e−/T
C()
C() = 1
1
1 −e−/T G() As a result: As a result: G() =
1 −e−/T
C()
C() = 1
1
1 −e−/T G() 16 EPJ Web of Conferences 155, 00007 (2017) EPJ Web of Conferences 155, 00007 (2017)
JDN 22 DOI: 10.1051/epjconf/201715500007 These calculations demonstrate the relations between the generalized susceptibility (also
called response function) and the correlations.
1 −e−/T −1 is called the detailed balance
factor. A() = G()B() The magnetic inelastic neutron cross section is a measure of correlations between
spins; it is also nothing but the imaginary part of the frequency dependent magnetic
susceptibility. 5. Conclusion In this lecture, the basics of inelastic neutron scattering were presented. We have especially
pointed out that diffraction measures instantaneous correlations, while inelastic scattering
determine the time dependence of those correlations. This allows a direct measurement of the
dispersion of elementary excitations, like phonons or spin waves. References [1]
W. Szuszkiewicz, unpublished [2]
G.L. Squires, Introduction to the Theory of Neutron Scattering (Dover Publications,
1996) [2]
G.L. Squires, Introduction to the Theory of Neutron Scattering (Dover Publications,
1996) [3]
P.G. de Gennes, Theory of Neutron Scattering by Magnetic Crystals, in Magnetism,
Vol. III, Eds. G.T. Rado and H. Suhl (New York: Academic Press, 1963), p.115–147 [4]
Neutron Scattering, ed. by K. Sköld, D.L. Price, Methods in Experimental Physics,
Vol. 23C (Academic Press, New York, 1987) [5]
S.W. Lovesey, Theory of Neutron Scattering from Condensed Matter, Vol 2 (Oxford
Science Publications, 1984) [6]
Y.A. Izyumov and N.A. Chernoplekov, Neutron Spectroscopy (Plenum, 1994) [7]
B.N. Brockhouse. Inelastic scattering of neutrons in solids and liquids, Vienna. 1961. p. 113; http://nobelprize.org/nobel_prizes/physics/laureates/1994/
brockhouse-lecture.html [8]
G. Shirane, S.M. Shapiro and J. Tranquada, Neutron Scattering with a Triple-Axis
Spectrometer, Basic Techniques (Cambridge University Press, 2002) [9]
Diffusion inélastique de neutrons par temps de vol. J. Ollivier et J.-M. Zanotti. JDN
16, Collection SFN 10, 379–423 (2010) https://doi.org/10.1051/sfn/2010006 [10]
La diffusion inélastique des neutrons sur monocristal. Le spectromètre 3-axes. B. Hennion. JDN
16,
Collection
SFN
10,
357–378
(2010)
https://doi.org/10.1051/sfn/2010005 p
g
[11]
Z. Yamani, Z. Tun, and D.H. Ryan, Can. J. Phys. 88, 771–797 (2010) [12]
Magnetic Excitations, W.G. Stirling et K.A. McEwen, Methods of Experimental
Physics, Vol. 23 Part C (Academic Press, 1987) [13]
D.C. Mattis, Theory of Magnetism I (Springer Verlag, 1988) [14]
R.M. White, Quantum Theory of Magnetism (Springer Verlag, 1987) ite, Quantum Theory of Magnetism (Springer [15]
A. Auerbach, Interacting electrons and Quantum Magnetism (Springer Verlag, 1994) [16]
D.C. Wallace, PR 128, 1614 (1962) Spin waves in complex lattice [17]
Numerical simulations and magnetism. S. Petit, JDN 18, Collection SFN 12, 105–121
(2011) https://doi.org/10.1051/sfn/201112006 [17]
Numerical simulations and magnetism. S. Petit, JDN 18, Collection SFN 12, 105–121
(2011)
//
/
/
/ [18]
Magnétisme de bande et Supraconductivité: l’apport de la diffusion inélastique des
neutrons. Yvan
Sidis,
JDN
20,
Collection
SFN
13,
04003
(2014)
https://doi.org/10.1051/sfn/20141304003 [19]
Physique statistique hors d’équilibre: Processus irréversibles linéaires. N. Pottier
(EDP Sciences, 2007) 17
|
https://openalex.org/W4319452444
|
https://zenodo.org/records/7619277/files/MMMS0208.pdf
|
English
| null |
THE EFFECT OF TILLAGE IN VARIOUS WAYS ON THE THICKNESS OF A POROUS SEEDLING
|
Zenodo (CERN European Organization for Nuclear Research)
| 2,023
|
cc-by
| 2,951
|
MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference THE EFFECT OF TILLAGE IN VARIOUS WAYS ON THE THICKNESS
OF A POROUS SEEDLING
Karabaev Ikramjan Turaevich
Research Institute of Cotton Breeding, Seed Production and Cultivation
Agrotechnology. Tashkent, Uzbekistan E-mail: ikromjon@gmail.com
Atabaeva Mamura Sadridin qizi
DSc Doctoral student of Andijan Institute of Agriculture and Agrotechnology. Andijan, Uzbekistan E-mail: mamura@gmail.com
https://doi.org/10.5281/zenodo.7619277
Introduction. Today, thanks to the widespread introduction of advanced soil-
protecting resource-saving technologies in agriculture into world agricultural
practice, a reduction in the cost of production is achieved by improving the
agronomic properties of land, growing high and high-quality crops and saving
fuel and lubricants. Soil protection technologies are being implemented
worldwide on a total area of more than 10 million hectares. THE EFFECT OF TILLAGE IN VARIOUS WAYS ON THE THICKNESS
OF A POROUS SEEDLING Decree of the President of the Republic of Uzbekistan dated June 17, 2019 No. 5742 "On the effective use of land and water resources in agriculture", Decree of
the President of the Republic of Uzbekistan dated January 28, 2020 No. 4575 "On
measures to implement in 2020 the tasks set in the strategy for the development
of agriculture of the Republic of Uzbekistan. The degree of study of the problem: It is known that the wheels of high-
performance technical means, as a result of the negative impact on the physical
properties of the soil, microbiological processes occurring in it, lead to seed
germination and plant growth, as well as a sharp decrease in yield. To
Uzbekistan P .Nazarov, F.Khasanov, A.Sindirov, A.Khamrakulov [1; B. 2-3],
F.Khasanova [2; B. 5], A.Yakubdzhonov [3; B. 391, 137; B. 358], H.Tursunav [4; B. 23], A.Yangiboev [5; B. 11-12] it is noted that when applying the technology of
sowing seeds in seedlings, the ground is leveled in autumn, which is due to a
reduction in agrotechnical measures in early spring, saving fuel and lubricants, a
higher temperature than on flat ground, up to 1-30c, germination 2-4 days ago,
reduced water consumption during irrigation. Research methodology. Light gray, mechanical composition of the OK Water
Experimental farm Kurgontepa district of Andijan region - medium loamy,
unsalted, groundwater is located at a depth of 4-5 meters, the amount of humus
(humus) in the Haidovsky (0-30 cm) soil layer is 0.8-0.9%, the nitrogen content
of the total forms of nutrients is 0.05-0.09%, is. According to the mechanical
composition, the medium and light clod varies from the composition to the 45 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
composition of a heavy clod, the proportion of large dust particles is 44-51%,
and small dust particles is 30-40%. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference composition of a heavy clod, the proportion of large dust particles is 44-51%,
and small dust particles is 30-40%. THE EFFECT OF TILLAGE IN VARIOUS WAYS ON THE THICKNESS
OF A POROUS SEEDLING Studies have shown that in 2018-2020, with a 2:1 crop rotation system
(grain:cereals) varieties "Antonina" from autumn wheat, "salomat" from peanuts
were grown as a repeat crop after autumn wheat, "Dormon" from lentils,
"Rovot" from beans, "Jahangir" from sunflower., next year, the care of the wheat
variety "Andijan 36" as the main crop was carried out on based on the following
experimental system (Table 1) 46
EXPERIENCE SYSTEM
№ Processing methods and depths
The
main
type
of
culture
Types of
repeated
crops
The
main
type of
culture
The
main
type of
culture
2018/2019
y
2019 y. 2020
y. 2021
y. 1
Plowing the earth to a constant
depth
of
35-40
cm
+boronization+molting+getting
pus + planting (control)
Winter
wheat
Lentil
Cotton Cotton
2
peanut
3
Sunflower
4
Beans
5
Planting a bush to a height of 30-
35 cm in one step, cultivating
the ground to a constant depth
of 35-40 cm. Winter
wheat
Lentil
Cotton Cotton
6
peanut
7
Sunflower
8
Beans
9
Cultivation in a minimal way for
winter
wheat
and
repeated
sowing (to a depth of 10-12 cm)
+ plowing to a depth of 35-40
cm when caring for a goose +
getting a bush + planting. Winter
wheat
Lentil
Cotton Cotton
10
peanut
11
Sunflower
12
Beans
13 Autumn crops with a desk and
doubles
are
limited
to
processing by the food method
(drinking
10-12
cm)
+
processing of a gift of 35-40 cm
KA'ri hihi, take one pashto 30-35
cm high + planting
Winter
wheat
Lentil
Cotton Cotton
14
peanut
15
Sunflower
16
Beans MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
17 Cultivation of the earth to a
constant depth of 35-40 cm,
unilateral bringing of the bush
to a height of 30-35 cm, nitrogen
application under the bush in
the form of liquid ammonia in
the amount of 100 kg / ha +
planting
Winter
wheat
Lentil
Cotton Cotton
18
peanut
19
Sunflower
20
Beans
21 For winter wheat and repeated
crops, the minimum processing
method (to a depth of 10-12 cm)
+ processing to a depth of 35-40
cm. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference during processing with a combined unit, the thickness of seedlings was observed
up to 254.9-249.9 in lentils, 99.8-102.9 in peanuts, 54.3-55.1 in sunflower and
227.2-214.9 thousand units/ha in legumes. Winter wheat, repeated sowing of peanuts, then next year again the continuous
area for caring for the goose is 35-40 cm deep in 2 variants of Haydov, the
thickness of goose seedlings is 85.8 thousand pcs./ ha, and other repeated crops
(lentils, sunflower, beans), which are cared for during this processing method
were determined in the course of observations at the end. For the cultivation of winter wheat and repeated sowing, a set of measures was
carried out for plowing to a depth of 35-40 cm to care for a goose planted in one
way, tillage to a depth of 10-12 cm (minimum method), as a repeat crop on the
3rd background, when planting seeds, it was noticed that the thickness of
seedlings by 0.2-4.8 thousand pcs/ha is higher compared to the background. Cultivation of the earth to a depth of 35-40 cm with constant (when caring for all
crops) one-sided planting in pink, taking pink to a height of 30-35 CM.in in the
6th variant, where peanuts were grown as a repeat crop, the thickness of goose
seedlings was 86.8 thousand pieces/ha, compared with other repeat crops
(lentils, high to/ha. Like autumn wheat and a crop for transplanting, the plum is treated in the soil
for care in a minimal way (to a depth of 10-12 cm), treated with a combined unit
in Goose care to a depth of 35-40 cm, in the 14th variant, where seeds are
planted with a bush 30-35 cm high. It was noticed that it was 3.2-7.8 thousand
pieces higher than the background. When working in the soil using combined aggregates, processing to a depth of
35-40 cm, unilateral reception of pushta to a height of 30-35 cm and nitrogen
support in autumn under a bush without liquid ammonia in the amount of 100
kg / ha.- in the variant, the density of goose seedlings is 92.3 thousand pcs. / ha,
which, compared with other repeated crops that were cared for on these
backgrounds, were processed to a depth of 4.3-7.1 thousand pcs., with a
constant depth of 35-40 cm, planted in a lump to a height of 30-35 cm. THE EFFECT OF TILLAGE IN VARIOUS WAYS ON THE THICKNESS
OF A POROUS SEEDLING When caring for a goose in
one step, take a feather at a
height of 30-35 cm and put
nitrogen under the bush in the
form of liquid ammonia in the
amount of 100 kg / ha + planting
Winter
wheat
Lentil
Cotton Cotton
22
peanut
23
Sunflower
24
Beans 17 In the course of the 2018/2019 research, a field of winter wheat was carried out
to a depth of 35-40 cm, Haid and other measures were carried out, and then
seeds were sown (2018) against the background of 1 (1-4 var.). It was noted that
the thickness of seedlings is 326.9 thousand pcs/ha, and the soil is 323.0 on 3-4-
6 backgrounds sown in special workshops in one way, when processing 323.6
thousand pcs/ha using a combined unit, and 336.8-335.2 thousand pcs/ha on 2-
5 backgrounds obtained in one way. After harvesting autumn wheat, repeated crops were processed in the ground in
various ways and to a depth before planting to maintain, seeds of lentils,
peanuts, sunflower and beans were sown and the thickness of seedlings was
analyzed. In fund 1, where the land is processed in the traditional way, the thickness of
seedlings is 220.8 thousand pieces/ha of lentils, 99.6 thousand pieces/ha of
peanuts, 50.1 thousand pieces/ha of sunflower and 214.7 thousand
pieces/hectares of legumes, with minimal cultivation of the land at a time, are
planted in special seeders 3-4-6. 206,7; 202,1; 205,7 in lentil crops, 89,6 in
peanut crops, 89,1; 88,9 in sunflower crops, 49,6; 49,1 48,7 in bean crops, 211,7;
207,0; Up to 209,8 thousand. pcs/ha.On 2-5 backgrounds obtained at a time 47 47 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference When caring for a goose in one step,
take a feather at a height of 30-35
cm and put nitrogen under the bush
in the form of liquid ammonia in the
323,6
205,7
91,6
22
88,9
94,5
23
48,7
86,8
24
209,8
90,1 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference To grow peanuts as autumn wheat and spring crops, the soil is treated in a
minimal way (10-12 cm), and then the area for caring for the goose is treated to
a depth of 35-40 cm, bringing the bush to a height of 30-35 cm in one step and
introducing nitrogen under the bush in the form of- in the variant, the density of
goose seedlings was 94.5 thousand pcs / ha, compared with other repeated
crops (lentils, sunflower, beans) grown on these backgrounds, up to 2.9-7.7
thousand pcs./ha, compared with the 1st background, where constant
processing was carried out, up to 8.7-13.3 thousand. pcs/ha, compared with the
2nd in relation to the background, up to 8.4-13.1 thousand pcs/ha, winter wheat,
minimum for growing repeated crops, it was noticed that the combination for pit
care is up to 5.5-10.3 thousand units compared to the 4th background treated
with filler, and a continuous combination of 2.2-9.3 thousand. Doan/ha is higher
than the 5th background with liquid ammonia under the bush. In conclusion, we note that mumkinki, Yorga Minal ishlov berib method, deer
bodies and its ecological reporter minimal ishlov berishiak method
resurstezhakora agrologiyasin ullaba, daily grown as a combination unit elamida
ishlov berib, bir illa pushta olsh, pushta ostiga azottate ammoate 100 kg relative
to a mountain fire in the mountainous region of kalinligakar etishtirilganda 6,2,
the
traditional
method
of
islov
berylganda
11,4,
permanent
Barch
ekinstvuyushchy combinator unit assistant ishlow berylganda 9,6, steam kuzg
and duplicated ekinnisht, at least a method, he also grew up in haydov 11,8,
permanently combined unit bidan ishlov berib, pushta ostiga Siuk ammonium
3.2 grain size less, bu this description of ethylaetgan technology is based on the
fact that berysh jaraenid bergenid kuznein-kuznein-dehkandin, as well as on the
basis of ethylaetgan technology as in the case of this disease, currently there are
a number of reasons why you should avoid using ammonium. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference Li t f
d lit
t To grow peanuts as autumn wheat and spring crops, the soil is treated in a
minimal way (10-12 cm), and then the area for caring for the goose is treated to
a depth of 35-40 cm, bringing the bush to a height of 30-35 cm in one step and
introducing nitrogen under the bush in the form of- in the variant, the density of
goose seedlings was 94.5 thousand pcs / ha, compared with other repeated
crops (lentils, sunflower, beans) grown on these backgrounds, up to 2.9-7.7
thousand pcs./ha, compared with the 1st background, where constant
processing was carried out, up to 8.7-13.3 thousand. pcs/ha, compared with the
2nd in relation to the background, up to 8.4-13.1 thousand pcs/ha, winter wheat,
minimum for growing repeated crops, it was noticed that the combination for pit
care is up to 5.5-10.3 thousand units compared to the 4th background treated
with filler, and a continuous combination of 2.2-9.3 thousand. Doan/ha is higher
than the 5th background with liquid ammonia under the bush. In conclusion, we note that mumkinki, Yorga Minal ishlov berib method, deer
bodies and its ecological reporter minimal ishlov berishiak method
resurstezhakora agrologiyasin ullaba, daily grown as a combination unit elamida
ishlov berib, bir illa pushta olsh, pushta ostiga azottate ammoate 100 kg relative
to a mountain fire in the mountainous region of kalinligakar etishtirilganda 6,2,
the
traditional
method
of
islov
berylganda
11,4,
permanent
Barch
ekinstvuyushchy combinator unit assistant ishlow berylganda 9,6, steam kuzg
and duplicated ekinnisht, at least a method, he also grew up in haydov 11,8,
permanently combined unit bidan ishlov berib, pushta ostiga Siuk ammonium
3.2 grain size less, bu this description of ethylaetgan technology is based on the
fact that berysh jaraenid bergenid kuznein-kuznein-dehkandin, as well as on the
basis of ethylaetgan technology as in the case of this disease, currently there are
a number of reasons why you should avoid using ammonium. List of used literature:
1.Nazirov R., Gasanov F., Sindarov A., Khamrakulov I. Sozdanie optimal toltshini
vskhodov na polyax. // Magazine selskoy ekonomiki Uzbekistana. 2010. № 3. B. 2-3. List of used literature:
1.Nazirov R., Gasanov F., Sindarov A., Khamrakulov I. Sozdanie optimal toltshini
vskhodov na polyax. // Magazine selskoy ekonomiki Uzbekistana. 2010. № 3. B. 2-3. 2.Khasanova F.Technology polucheniya M-push. // Magazine selskogo
hozyaystva Uzbekistana. Tashkent-2009 № 12. B. 5. 2.Khasanova F.Technology polucheniya M-push. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference T bl 2 48
Table 2
Introduction into the soil by various methods and to a depth, winter wheat,
repeated sowing and thickness of goose seedlings, thousand pcs./ha
(2018-2020)
№ Processing methods and depths
Winter
wheat
(2018.)
Repeated
crops
(2019 y.)
The
goose
(2020 Introduction into the soil by various methods and to a depth, winter wheat,
repeated sowing and thickness of goose seedlings, thousand pcs./ha
(2018-2020) 48 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
y.)
1
Plowing the earth to a constant
depth
of
35-40
cm
+boronization+molting+getting pus
+ planting (control)
326,9
220,8
83,9
2
99,6
85,8
3
50,1
81,2
4
214,7
83,5
5
Planting a bush to a height of 30-35
cm in one step, cultivating the
ground to a constant depth of 35-40
cm. 336,8
204,9
84,9
6
99,8
86,8
7
54,3
82,1
8
227,2
84,4
9
Cultivation in a minimal way for
winter wheat and repeated sowing
(to a depth of 10-12 cm) + plowing
to a depth of 35-40 cm when caring
for a goose + getting a bush +
planting. 323,0
206,7
84,1
10
89,6
86,0
11
49,6
81,4
12
211,7
83,7
13 Autumn crops with a desk and
doubles are limited to processing
by the food method (drinking 10-12
cm) + processing of a gift of 35-40
cm KA'ri hihi, take one pashto 30-
35 cm high + planting
325,1
202,1
87,1
14
89,1
89,0
15
49,1
84,2
16
207,0
86,6
17 Cultivation of the earth to a
constant
depth
of
35-40
cm,
unilateral bringing of the bush to a
height
of
30-35
cm,
nitrogen
application under the bush in the
form of liquid ammonia in the
amount of 100 kg / ha + planting
335,2
209,9
88,0
18
102,9
92,3
19
55,1
85,2
20
214,9
87,6
21 For winter wheat and repeated
crops, the minimum processing
method (to a depth of 10-12 cm) +
processing to a depth of 35-40 cm. MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference // Magazine selskogo
hozyaystva Uzbekistana. Tashkent-2009 № 12. B. 5. 3.Yakubjanov O.- "Method poseva semyan I podkormki khlopka" yavlyayutsya
osnovnimi napravleniyami uglubleniya I razvitiya fermerskikh khozyaystv v
agrarnoy SERE. (Sbornik statey Republican nauchno-prakticheskoy konferentii)
Andijan. 2007. B. 358 3.Yakubjanov O.- "Method poseva semyan I podkormki khlopka" yavlyayutsya
osnovnimi napravleniyami uglubleniya I razvitiya fermerskikh khozyaystv v
agrarnoy SERE. (Sbornik statey Republican nauchno-prakticheskoy konferentii)
Andijan. 2007. B. 358 50 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
4.Tursunav X. "Method posadki I Vliyanie toltshini prorostkov na sort gusya
Andijan-37" Uzbeksky magazine selskogo hozyaystva. 2012. №8. B. 23
5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka". Magazine agronauki No. 1. 2009. B. 11-12 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
4.Tursunav X. "Method posadki I Vliyanie toltshini prorostkov na sort gusya
Andijan-37" Uzbeksky magazine selskogo hozyaystva. 2012. №8. B. 23
5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka". Magazine agronauki No. 1. 2009. B. 11-12 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference
4.Tursunav X. "Method posadki I Vliyanie toltshini prorostkov na sort gusya
Andijan-37" Uzbeksky magazine selskogo hozyaystva. 2012. №8. B. 23
5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka".
Magazine agronauki No. 1. 2009. B. 11-12 MODELS AND METHODS IN MODERN SCIENCE
International scientific-online conference 4.Tursunav X. "Method posadki I Vliyanie toltshini prorostkov na sort gusya
Andijan-37" Uzbeksky magazine selskogo hozyaystva. 2012. №8. B. 23
5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka". Magazine agronauki No. 1. 2009. B. 11-12 4.Tursunav X. "Method posadki I Vliyanie toltshini prorostkov na sort gusya
Andijan-37" Uzbeksky magazine selskogo hozyaystva. 2012. №8. B. 23
5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka". Magazine agronauki No. 1. 2009. B. 11-12 5.Yangiboev A. - "Vodasberegayutshee Arashenie povishaet urojaynost xlopka". Magazine agronauki No. 1. 2009. B. 11-12 51 51
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0249323&type=printable
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English
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Brief communication: Plasma cortisol concentration is affected by lactation, but not intra-nasal oxytocin treatment, in beef cows
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PloS one
| 2,021
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cc-by
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RESEARCH ARTICLE
Brief communication: Plasma cortisol
concentration is affected by lactation, but not
intra-nasal oxytocin treatment, in beef cows Brooklyn K. WagnerID1,2, Alejandro E. Relling2, Justin D. Kieffer3, Anthony J. ParkerID2* 1 Department of Population Health and Pathobiology, College of Veterinary Medicine, North Carolina State
University, Raleigh, North Carolina, United States of America, 2 Department of Animal Sciences, The Ohio
State University, Wooster, Ohio, United States of America, 3 Department of Animal Sciences, The Ohio State
University, Columbus, Ohio, United States of America * parker.1203@osu.edu * parker.1203@osu.edu * parker.1203@osu.edu a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 Abstract In mammals, including sheep and mice, lactation attenuates the hypothalamo-pituitary-
adrenal axis and plasma cortisol concentration. Oxytocin, one neuropeptide present in the
blood during lactation, may contribute to such stress attenuation. Providing oxytocin intra-
nasally increases plasma oxytocin concentration in cattle and can be used in non-lactating
cows to mirror plasma oxytocin concentration of lactating cows. Therefore, our hypothesis
was that there would be no difference in plasma cortisol between non-lactating beef cows
intra-nasally administered oxytocin and lactating beef cows intra-nasally treated with saline. Twenty Bos taurus cows were randomly allocated by lactational status to one of four treat-
ments, in a 2×2 factorial arrangement: 1) Non-lactating, saline (NL-S; n = 5); 2) Non-lactat-
ing, oxytocin (NL-OXT; n = 5); 3) Lactating, saline (L-S; n = 5); and 4) Lactating, oxytocin (L-
OXT; n = 5). Two hours pre-treatment, cows were catheterized, moved to their appropriate
chute and baseline blood samples were collected at -60, -45, -30, and 0 minutes before
treatments were administered. Directly following the 0-minute sample, cows were adminis-
tered their intra-nasal treatment via a mucosal atomization device. Subsequently, blood was
collected at 2, 4, 6, 8, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, and 120 minutes. Non-lac-
tating cows had greater (P = 0.02) plasma cortisol concentration compared with lactating
cows. There was no lactation by treatment interactions for either plasma cortisol (P = 0.55)
or oxytocin (P = 0.89) concentration. Although a treatment by time interaction was identified
for oxytocin (P < 0.0001), there was no main effect of lactation on plasma oxytocin concen-
tration (P = 0.34). Similar oxytocin and dissimilar cortisol concentration in lactating and non-
lactating cows indicate that oxytocin alone cannot be responsible for reduced plasma corti-
sol in lactating ruminants. Further investigations are needed to elucidate alternative mecha-
nisms that may be involved in the stress hypo-responsive condition of lactating mammals. PLOS ONE RESEARCH ARTICLE OPEN ACCESS Citation: Wagner BK, Relling AE, Kieffer JD, Parker
AJ (2021) Brief communication: Plasma cortisol
concentration is affected by lactation, but not intra-
nasal oxytocin treatment, in beef cows. PLoS ONE
16(7): e0249323. https://doi.org/10.1371/journal. pone.0249323 Editor: Juan J. Loor, University of Illinois, UNITED
STATES PLOS ONE PLOS ONE Animal management and experimental design Twenty Bos taurus cows of Angus genetic type (2–10 years of age, 510 ± 72 kg mean ± SEM
bodyweight) were used in the present study. Lactating cows were 4 to 6 weeks into lactation. Cows were selected from the Ohio Agricultural Research and Development Center’s beef herd
at the Eastern Agricultural Research Station in Caldwell, Ohio. By age and lactational status,
cows were randomly allocated to one of four treatment groups, in a 2×2 factorial arrangement:
1) Non-lactating, saline (NL-S; 0.015 mL/kg of bodyweight 0.9% isotonic saline; n = 5); 2)
Non-lactating, oxytocin (NL-OXT; 0.60 IU/kg of bodyweight oxytocin; n = 5); 3) Lactating,
saline (L-S; n = 5); and 4) Lactating, oxytocin (L-OXT; n = 3). Four cows were tested at a time
(i.e., one from each treatment group), either in the morning or afternoon, over a three-day
period. All cows were restrained in a cattle chute with a head bail. The calves (1–2 months of
age) of lactating cows were kept in front of their dam to allow for visual and nose-to-nose con-
tact between the calf and dam for the duration of the study. Materials and methods All experimental procedures were reviewed and approved by The Ohio State University Insti-
tutional Animal Care and Use Committee (#2017A00000012). Introduction In mammals, including sheep and mice, lactation attenuates the hypothalamo-pituitary-adrenal
(HPA) axis and plasma cortisol concentration [1, 2]. One important neuropeptide present in
blood during lactation is oxytocin [3]. In a number of species, oxytocin attenuates the HPA axis
activation [1, 4–6]; however, oxytocin can potentiate the HPA axis as well, resulting in greater
plasma cortisol, in some species [7, 8]. Additionally, intra-nasal oxytocin treatment results in
widespread dispersal of oxytocin within the brain in rodents and non-human primates [9, 10]
and has attenuated increases in adrenocorticotropin hormone (another effector within the HPA
axis) in non-human primates [11]. Given these results, supplementing oxytocin intra-nasally may
benefit production cattle undergoing routine, yet stressful, husbandry procedures (e.g. transpor-
tation) via stress reduction and subsequent improvements to both production and welfare out-
comes. However, the consequence of oxytocin treatment is highly dependent upon species [8],
stressor [1, 4], physiological state [12], and route of administration [4, 13]. Competing interests: The authors have declared
that no competing interests exist. In ruminants, sufficient plasma oxytocin concentration is critical to promoting parturition
and ensuring milk excretion. In dairy cows, complete milk removal requires plasma oxytocin con-
centration to be greater than basal concentration [14]. In addition, Ralph and Tilbrook report
greater plasma oxytocin concentration and reduced plasma cortisol concentration in lactating
ewes exposed to psycho-social stress for four hours compared with non-lactating ewes [1]. How-
ever, non-lactating beef cattle given oxytocin intra-nasally and exposed to restraint and isolation
stress did not experience HPA axis attenuation [8]. Given that intra-nasal oxytocin supplementa-
tion results in a plasma concentration comparable to or greater than those reported in lactating
ruminants [1, 15], the stressor is likely playing a substantial role [8]. Therefore, authors of the
present study aimed to examine the effects of oxytocin administration independent of stressor
and hypothesized that there would be no difference in plasma cortisol between non-lactating beef
cows intra-nasally administered oxytocin and lactating beef cows intra-nasally treated with saline. PLOS ONE PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle Funding: The author(s) received no specific
funding for this work. This study was funded with
discretionary funds allocated by Dr. Anthony
Parker, the corresponding author, of The Ohio
State University. Salaries support was provided by
state and federal funds appropriated to the Ohio
Agricultural Research and Development Center,
The Ohio State University. Editor: Juan J. Loor, University of Illinois, UNITED
STATES Received: October 1, 2020
Accepted: March 15, 2021
Published: July 30, 2021 Received: October 1, 2020
Accepted: March 15, 2021
Published: July 30, 2021 Received: October 1, 2020
Accepted: March 15, 2021
Published: July 30, 2021 Peer Review History: PLOS recognizes the
benefits of transparency in the peer review
process; therefore, we enable the publication of
all of the content of peer review and author
responses alongside final, published articles. The
editorial history of this article is available here:
https://doi.org/10.1371/journal.pone.0249323 Copyright: © 2021 Wagner et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the paper and its Supporting Information
files. 1 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 Catheterization, treatment administration and sampling Two hours prior to treatment, cows were catheterized and then moved to their assigned chute
area. Briefly, their heads were restrained to the side of the head chute to allow open access to 2 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle the jugular vein. A 5 cm × 5 cm area was clipped over the jugular vein and a baseline blood
sample was collected. To begin catheter placement, a local anesthetic (3 mL, 2% Lidocaine
Hydrochloride injectable, Vedco Inc., St. Joseph, Missouri, USA) was injected subcutaneously
at the site of catheter placement. Betadine1 surgical scrub (Purdue Pharma L.P., Stamford,
CT, USA) was used to clean the area (minimum of three passes), followed by the removal of
surgical scrub by alcohol (70% ethanol). A 14-gauge × 13.3cm indwelling intravenous catheter
(Becton, Dickinson, and Co., Franklin Lakes, NJ, USA) was placed into the jugular vein. Cath-
eters were secured to the skin with sutures and extension sets (i.v. extension set 36”, Interna-
tional WIN Ltd, PA, USA) were secured to the top of the neck using Elastikon1 (Thermo
Fisher Scientific, Waltham, MA, USA). Cows were then moved to their appropriate chute and
allowed to rest, during which time cows were able to move their head from side to side. Blood
sampling was staggered based on the time of catheterization for each animal. Baseline blood samples were taken prior to intra-nasal administration of oxytocin or saline
treatments, at -60, -30, -15, and 0 minutes into a 10 mL syringe via jugular catheter. Directly
following the 0-minute sample, the cow’s head was restrained by placing the cow’s head into
the head bail, fitting a halter to her head, and tying the halter to the right side of the head bail. The assigned intra-nasal treatment (S, isotonic saline or OXT, Oxytocin, 20 IU/mL Vetone1,
Bimeda-MTC Animal Health Inc., Ontario, Canada) was administered with a mucosal atomi-
zation device (Nasal™Teleflex1 Inc., Morrisville, NC) by the attending veterinarian. The dose
rate of oxytocin (0.60 IU/kg of bodyweight) was chosen based on a previous report in beef cat-
tle [8]. Doses ranged from 12 to 19 mL, dependent upon body weight. Half of each dose was
administered into each nostril. Catheterization, treatment administration and sampling Subsequently, 10 mL of blood was collected via the jugular vein
catheter into a 10 mL syringe at 2, 4, 6, 8, 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 110, and 120
minutes. Collected blood was transferred into two Vacutainer™tubes (lithium heparin and
EDTA), inverted a minimum of eight times, and immediately placed on ice (4˚C) until centri-
fugation. After sampling was complete, catheters were removed, and the animals were released
back into the herd after visual assessment by the attending veterinarian. Sample analyses All blood tubes were centrifuged at 3,000 × g at 4˚C for 15 minutes, after which plasma was
removed with a disposable pipette and stored at -20˚C until required for analysis. Recovered plasma
from lithium heparin tubes was used, along with a slightly modified commercially available RIA kit
(MP Biomedicals, LLC., Solon, OH, USA), to measure plasma cortisol concentration. Following kit
instructions for volume of sample (25 μL) yielded results below the normal limit of detection
(< 10.0 ng/mL). Therefore, different volumes of plasma sample (25, 50, 100, and 150 μL) were eval-
uated. Using parallel displacement and recovery (101.59 ± 10%) it was determined that using 50 μL
of sample yielded results between minimum and maximum concentration of 5.0 and 500.0 ng/mL,
respectively. The intra-assay and inter-assay variations were 2.8 and 11.1%, respectively. Oxytocin concentration were also determined using a commercially available double-anti-
body RIA kit (Oxytocin (Human, Rate, Mouse, Bovine) RIA Kit, Phoenix Pharmaceuticals,
Inc., Burlingame, CA, USA) using plasma recovered from EDTA tubes. The inter-assay varia-
tion was 19.3% and the intra-assay variation ranged from 3.1 to 9.6%. The minimum and max-
imum concentrations of detection were 2.5 and 160.0 pg/mL, respectively. The analysis for
plasma cortisol and oxytocin were completed using duplicate samples. Data analysis Data were analyzed using MIXED procedure in SAS 9.4 Software (SAS Institute, 1999). Cow
was treated as a random effect; treatment (S or OXT), lactational status (NL or L), time, and 3 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle their interaction were treated as fixed effects. Day and time of day (AM or PM) were included in
the model as fixed effects; however, no effect of either day or time of day was detected and these
variables were removed from the model. Repeated measures were assessed using the first-order
autoregressive covariance structure. Selection of this covariance structure was based on lowest
Bayesian information criterion between first-order autoregressive, compound symmetry, and
heterogenous compound symmetry structures. Main effects of treatment, lactational status, and
their interaction were assessed by ANOVA. In instances in which an interaction between these
contrasts and time were identified (P < 0.05), an ANOVA was performed at each sampling time
point. Two lactating cows from the oxytocin treatment (L-OXT) were removed from the study
for uncharacteristically uncooperative behavior. Significance was determined at P 0.05 and
trends are reported at 0.05 < P 0.10. A log transformation was used on oxytocin data due to
non-normality; results are presented as back transformed values. Results The mean plasma cortisol concentration for all four treatments is displayed in Fig 1. Non-lac-
tating cows had greater (Fig 2; P = 0.02) plasma cortisol concentration (25.3 ng/mL) compared Fig 1. Mean plasma cortisol concentrations in Bostaurus cows assigned to one of the following treatment. s. 1) Non-lactating, saline (NL-S, –
– Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5); and 4) Lactating, oxytocin
(L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes and head restraint was applied for two hours
(indicated by the black bar). Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. The pooled SEM was 5.6. Only an effect
of lactation (P = 0.02) was detected (see Fig 2). https://doi.org/10.1371/journal.pone.0249323.g001 Fig 1. Mean plasma cortisol concentrations in Bostaurus cows assigned to one of the following treatment. s. 1) Non-lactating, saline (NL-S, –
– Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5); and 4) Lactating, oxytocin
(L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes and head restraint was applied for two hours
(indicated by the black bar). Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. The pooled SEM was 5.6. Only an effect
of lactation (P = 0.02) was detected (see Fig 2). https://doi.org/10.1371/journal.pone.0249323.g001 Fig 1. Mean plasma cortisol concentrations in Bostaurus cows assigned to one of the following treatment. s. 1) Non-lactating, saline (NL-S, –
– Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5); and 4) Lactating, oxytocin
(L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes and head restraint was applied for two hours
(indicated by the black bar). Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. The pooled SEM was 5.6. Only an effect
of lactation (P = 0.02) was detected (see Fig 2). https://doi.org/10.1371/journal.pone.0249323.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 4 / 8 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle Fig 2. Mean plasma cortisol concentration in Bos taurus cows. Results Cows were lactating (L, ──■──; n = 8) or non-lactating (NL, – – □– –; n = 10). Head restraint start time and duration are indicated by the black bar. The pooled SEM was 4.0. An effect of lactation (P = 0.02) was detected,
however there was no interaction between lactational status and intra-nasal treatment (P = 0.55). https://doi org/10 1371/journal pone 0249323 g002 Fig 2. Mean plasma cortisol concentration in Bos taurus cows. Cows were lactating (L, ──■──; n = 8) or non-lactating (NL, – – □– –; n = 10). Head restraint start time and duration are indicated by the black bar. The pooled SEM was 4.0. An effect of lactation (P = 0.02) was detected,
however there was no interaction between lactational status and intra-nasal treatment (P = 0.55). htt
//d i
/10 1371/j
l
0249323 002 Fig 2. Mean plasma cortisol concentration in Bos taurus cows. Cows were lactating (L, ──■──; n = 8) or non-lactating (NL, – – □– –; n = 10). Head restraint start time and duration are indicated by the black bar. The pooled SEM was 4.0. An effect of lactation (P = 0.02) was detected,
however there was no interaction between lactational status and intra-nasal treatment (P = 0.55). https://doi.org/10.1371/journal.pone.0249323.g002 https://doi.org/10.1371/journal.pone.0249323.g002 with lactating cows (12.9 ng/mL), however no interaction between lactational status and intra-
nasal treatment (P = 0.55) was detected. Neither intra-nasal treatment (P = 0.93), nor time
(P = 0.53), affected plasma cortisol concentration. There was no effect of lactation (P = 0.34) on plasma oxytocin concentration. However, an
intra-nasal treatment by time interaction (Fig 3; P < 0.001) was detected such that oxytocin
concentration increased with intra-nasal administration of oxytocin. No interactions between
lactational status and intra-nasal treatment (P = 0.89) or time (P = 0.39) were detected. Discussion The present study confirms that lactating beef cows with access to their calf have a reduced
plasma cortisol concentration compared with non-lactating cows without a calf; and this dis-
crepancy between cows in different physiological states is not solely a result of plasma oxytocin
concentration. An attenuated response in plasma cortisol concentration has been observed
previously in lactating mammals [1, 12, 16, 17], supporting lactation as a stress hypo-respon-
sive condition. Plasma cortisol data resulting from the present study supports previous find-
ings in ruminants [1, 17], while contradicting other reports [18]. For example, Ralph and
Tilbrook [1] reported attenuated responses in plasma cortisol in sheep exposed to restraint PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 5 / 8 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle Fig 3. Back transformed mean plasma oxytocin concentration in Bos taurus cows assigned to one of four treatments. Treatments included 1)
Non-lactating, saline (NL-S, – – Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5);
and 4) Lactating, oxytocin (L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes followed by two hours of
head restraint, as indicated by the black bar. Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. A treatment by time
interaction was detected from 60 to 90 minutes (P < 0.01) and from 90 to 110 minutes (P < 0.05). https://doi.org/10.1371/journal.pone.0249323.g003 Fig 3. Back transformed mean plasma oxytocin concentration in Bos taurus cows assigned to one of four treatments. Treatments included 1)
Non-lactating, saline (NL-S, – – Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5);
and 4) Lactating, oxytocin (L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes followed by two hours of
head restraint, as indicated by the black bar. Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. A treatment by time
interaction was detected from 60 to 90 minutes (P < 0.01) and from 90 to 110 minutes (P < 0.05). https://doi org/10 1371/journal pone 0249323 g003 Fig 3. Back transformed mean plasma oxytocin concentration in Bos taurus cows assigned to one of four treatments. PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 Discussion Treatments included 1)
Non-lactating, saline (NL-S, – – Δ – –; n = 5), 2) Non-lactating, oxytocin (NL-OXT, – – – –; n = 5); 3) Lactating, saline (L-S, ──▲──; n = 5);
and 4) Lactating, oxytocin (L-OXT, ──●──; n = 3). Intra-nasal treatments (S or OXT) were administered at 0 minutes followed by two hours of
head restraint, as indicated by the black bar. Oxytocin was administered intra-nasally at a rate of 0.60 IU/kg bodyweight. A treatment by time
interaction was detected from 60 to 90 minutes (P < 0.01) and from 90 to 110 minutes (P < 0.05). htt
//d i
/10 1371/j
l
0249323 003 https://doi.org/10.1371/journal.pone.0249323.g003 and isolation stress, while Cook [18] reported no differences in cortisol concentration between
lactating and non-lactating ewes exposed to a predator stress. The present study utilized a mild
head restraint in a cattle chute, with which the cows were familiar, and therefore no direct
comparisons can be made between this and previous studies due to stressor differences and
the stressor-dependent nature of the HPA axis response [1, 4]. Furthermore, the results of the
present study support earlier published studies that state oxytocin infusion has no detectable
effects on plasma cortisol concentration [8, 18]. The hypo-responsive state of the HPA axis observed in lactating mammals is likely facili-
tated by several hormones working in concert [2]. Oxytocin, prolactin, and the combination of
oxytocin and prolactin suppress plasma cortisol concentration [2, 18, 19] and these hormones
likely play a direct role in the stress-hypo-responsive state observed during lactation. However,
similar plasma oxytocin concentration in both lactating and non-lactating cows in the present
study indicates that lactational status alone does not support greater oxytocin concentration. Tactile stimulation of the teat occurring during suckling may be necessary to stimulate oxyto-
cin production and release. To date and in contrast to the present study, previous investiga-
tions into the relationship between lactation and oxytocin in ruminants have allowed offspring 6 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle to suckle throughout sampling [1] which may explain discrepancies between studies. Never-
theless, similar plasma oxytocin concentration and dissimilar cortisol concentration in lactat-
ing and non-lactating cows indicate that oxytocin alone cannot be responsible for reduced
plasma cortisol in lactating ruminants. Author Contributions Conceptualization: Brooklyn K. Wagner, Anthony J. Parker. Data curation: Brooklyn K. Wagner. Formal analysis: Brooklyn K. Wagner. Methodology: Brooklyn K. Wagner, Alejandro E. Relling, Justin D. Kieffer, Anthony J. Parker. Methodology: Brooklyn K. Wagner, Alejandro E. Relling, Justin D. Kieffer, Anthony J. Parker. Project administration: Brooklyn K. Wagner, Justin D. Kieffer. Project administration: Brooklyn K. Wagner, Justin D. Kieffer. Resources: Justin D. Kieffer, Anthony J. Parker. Supervision: Alejandro E. Relling, Anthony J. Parker. Supervision: Alejandro E. Relling, Anthony J. Parker. Validation: Alejandro E. Relling. Validation: Alejandro E. Relling. Visualization: Brooklyn K. Wagner, Anthony J. Parker. Visualization: Brooklyn K. Wagner, Anthony J. Parker. Writing – original draft: Brooklyn K. Wagner. Writing – review & editing: Alejandro E. Relling, Anthony J. Parker. Writing – review & editing: Alejandro E. Relling, Anthony J. Parker. Discussion Another plausible explanation for the stress attenuation observed during lactation is that
milk within the mammary gland may be acting as a sink for cortisol concentration during
times of stress. Verkerk et al. [20] report increases in cortisol concentrations in the composite
milk of dairy cows that coincide with a decrease in plasma cortisol concentrations. Equilib-
rium between plasma and alveolar milk is re-established within one hour of peak plasma corti-
sol concentrations [20] and an association between average cortisol concentrations in blood
and milk has been established [21]. It is possible that alveolar milk may be acting as a sink for
cortisol in lactating mammals. To the authors’ knowledge, there are no reports of milk cortisol
concentrations in beef cows. Overall, non-lactating cows had greater plasma circulating cortisol concentration compared
with lactating cows with their calf present. Additional hormones present during lactation, such
as prolactin, or teat stimulation may be involved in this comparative decrease in plasma corti-
sol. It is also plausible that alveolar milk may be acting as a sink for cortisol in lactating mam-
mals. Further investigations are needed to elucidate the specific mechanisms impacting the
stress state of lactating mammals. PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 References 1. Ralph CR, Tilbrook AJ. The hypothalamo-pituitary-adrenal (HPA) axis in sheep is attenuated during lac-
tation in response to psychosocial and predator stress. Domest Anim Endocrin. 2016; 55:66–73. https://
doi.org/10.1016/j.domaniend.2015.11.003 PMID: 26773370 1. Ralph CR, Tilbrook AJ. The hypothalamo-pituitary-adrenal (HPA) axis in sheep is attenuated during lac-
tation in response to psychosocial and predator stress. Domest Anim Endocrin. 2016; 55:66–73. https://
doi.org/10.1016/j.domaniend.2015.11.003 PMID: 26773370 2. Slattery DA, Neumann ID. No stress please! Mechanisms of stress hyporesponsiveness of the maternal
brain. J Physiol. 2008; 586:377–85. https://doi.org/10.1113/jphysiol.2007.145896 PMID: 17974588 2. Slattery DA, Neumann ID. No stress please! Mechanisms of stress hyporesponsiveness of the maternal
brain. J Physiol. 2008; 586:377–85. https://doi.org/10.1113/jphysiol.2007.145896 PMID: 17974588 7 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 PLOS ONE Cortisol and oxytocin in lactating and non-lactating beef cattle 3. Gimpl G, Fahrenholz F. The oxytocin receptor system: structure, function, and regulation. Physiol Rev. 2001; 81:629–83. https://doi.org/10.1152/physrev.2001.81.2.629 PMID: 11274341 4. Windle RJ, Shanks N, Lightman SL, Ingram CD. Central oxytocin administration reduces stress-
induced corticosterone release and anxiety behavior in rats. Endocrinology. 1997; 138:2829–34. https://doi.org/10.1210/endo.138.7.5255 PMID: 9202224 5. Neumann ID, Wigger A, Torner L, Holsboer F, Landgraf R. Brain oxytocin inhibits basal and stress-
induced activity of the hypothalamo-pituitary-adrenal axis in male and female rates: Partial action within
the paraventricular nucleus. J Neuroendocrinol. 2000; 12(3):235–43. https://doi.org/10.1046/j.1365-
2826.2000.00442.x PMID: 10718919 6. Ditzen B, Schaer M, Gabriel B, Bodenmann G, Ehlert U, Heinrichs M. Intranasal oxytocin increases pos-
itive communication and reduces cortisol levels during couple conflict. Biol Psychiat. 2009; 65(9):728–
31. https://doi.org/10.1016/j.biopsych.2008.10.011 PMID: 19027101 7. Rault J, Carter CS, Garner JP, Marchant-Forde JN, Richert BT, Lay DC. Repeated intranasal oxytocin
administration in early life dysregulates the HPA axis and alters social behavior. Physiol Behav. 2013;
112–113:40–8. https://doi.org/10.1016/j.physbeh.2013.02.007 PMID: 23481917 8. Wagner BK, Relling AE, Kieffer JD, Parker AJ. Intranasal oxytocin treatment does not attenuate the
hypothalamo-pituitary-adrenal axis in beef heifers subjected to isolation stress or restraint and isolation
stress. Domest Anim Endocrin. 2020; 70:1–6. https://doi.org/10.1016/j.domaniend.2019.07.007 PMID:
31479924 9. Carson DS, Yuan H, Labuschagne I. Improving Research Standards to Restore Trust in Intranasal Oxy-
tocin. Biol Psychiat. 2016; 79(8):e53–4. Epub 2015/10/06. https://doi.org/10.1016/j.biopsych.2015.08. 031 PMID: 26435223. 10. Lochhead JJ, Throne RG. Intranasal delivery of biologics to the central nervous system. Adv Drug
Deliver Rev. 2012; 64:614–28. https://doi.org/10.1016/j.addr.2011.11.002 PMID: 22119441 11. Parker KJ, Buckmaster CL, Schatzberg AF, Lyons DM. Intranasal oxytocin administration attenuates
the ACTH stress response in monkeys. Psychoneuroendocrino. 2005; 30(9):924–9. PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
July 30, 2021 References https://doi.org/10. 1016/j.psyneuen.2005.04.002 PMID: 15946803. 12. Neumann ID, Torner L, Wigger A. Brain oxytocin: differential inhibition of neuroendocrine stress
responses and anxiety-related behaviour in virgin, pregnant and lactating rats. Neuroscience. 1999;
95:567–75. https://doi.org/10.1016/S0306-4522(99)00433-9 13. Petersson M, Eklund M, Uvna¨s-Moberg K. Oxytocin decreases corticosterone and nociception and
increases motor activity in OVX rats. Maturitas. 2005; 51(4):426–33. https://doi.org/10.1016/j.maturitas. 2004.10.005 PMID: 16039417 14. Bruckmaier RM, Schams D, Blum JW. Continuously elevated concentrations of oxytocin during milking
are necessary for complete milk removal in dairy cows. J Dairy Res. 1994; 61:323–34. https://doi.org/
10.1017/s0022029900030740 PMID: 7962834 15. Wagner BK, Relling AE, Kieffer JD, Moraes LE, Parker AJ. Short communication: pharmacokinetics of
oxytocin administered intranasally to beef cattle. Domest Anim Endocrin. 2020; 71:106387. Epub 2019/
12/13. https://doi.org/10.1016/j.domaniend.2019.106387 Epub 2019 Aug 15. PMID: 31830691. 16. Toufexis DJ, Tesolin S, Huang N, Walker C. Altered pituitary sensitivity to corticotropin-releasing factor
and arginine vasopressin participates in the stress hyporesponsiveness of lactation in the rat. J Neu-
roendocrinol. 1999; 11:757–64. Epub 1999/10/16. https://doi.org/10.1046/j.1365-2826.1999.00381.x
PMID: 10520124. 17. Tilbrook AJ, Turner AI, Ibbott MD, Clarke IJ. Activation of the hypothalamo-pituitary-adrenal axis by iso-
lation and restraint stress during lactation in ewes: Effect of the presence of the lamb and suckling. Endocrinology. 2006; 147(7):3501–9. https://doi.org/10.1210/en.2005-1632 PMID: 16574791 18. Cook CJ. Oxytocin and prolactin suppress cortisol responses to acute stress in both lactating and non-
lactating sheep. J Dairy Res. 1997; 64(3):327–39. Epub 1997/08/01. https://doi.org/10.1017/
s0022029997002240 PMID: 9275253. 19. Torner L, Neumann ID. The brain prolactin system: involvment in stress response adaptations in lacta-
tion. Stress. 2002; 5(4):249–57. https://doi.org/10.1080/1025389021000048638 PMID: 12475729 20. Verkerk GA, Phipps AM, Carragher JF, Matthews LR, Stelwagen K. Characterization of milk cortisol
concentrations as a measure of short-term stress responses in lactating dairy cows. Animal Welfare. 1998; 7:77–86. 21. Bremel RD, Gangwer MI. Effect of Adrenocorticotropin Injection and Stress on Milk Cortisol Content. J
Dairy Sci. 1978; 61:1103–8. https://doi.org/10.3168/jds.S0022-0302(78)83693-5 PMID: 214474 8 / 8 PLOS ONE | https://doi.org/10.1371/journal.pone.0249323
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Engagement and adherence trade-offs for SARS-CoV-2 contact tracing
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Philosophical transactions - Royal Society. Biological sciences
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Research 1Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
2MathSys CDT, University of Warwick, Coventry, UK
3Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
4Centre for Mathematical Modelling of Infectious Disease and Department of Global Health and Development,
London School of Hygiene and Tropical Medicine, London, UK
5Department for Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK
6School of Psychology, University of Southampton, Southampton, UK
7School of Psychological Science, University of Bristol, Bristol, UK 1Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
2MathSys CDT, University of Warwick, Coventry, UK 1Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, UK
2MathSys CDT, University of Warwick, Coventry, UK
3Department of Infectious Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
4Centre for Mathematical Modelling of Infectious Disease and Department of Global Health and Development,
London School of Hygiene and Tropical Medicine, London, UK
5Department for Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, UK
6School of Psychology, University of Southampton, Southampton, UK
7School of Psychological Science, University of Bristol, Bristol, UK
TCDL, 0000-0003-4694-8107; TC, 0000-0003-2934-1063; JG, 0000-0003-1240-7214; Cite this article: Lucas TCD et al. 2021
Engagement and adherence trade-offs
for SARS-CoV-2 contact tracing. Phil. Trans. R. Soc. B 376: 20200270. https://doi.org/10.1098/rstb.2020.0270 TCDL, 0000-0003-4694-8107; TC, 0000-0003-2934-1063; JG, 0000-0003-1240-7214;
TDH, 0000-0001-5962-4238 TCDL, 0000-0003-4694-8107; TC, 0000-0003-2934-1063; JG, 0000-0003-1240-7214;
TDH, 0000-0001-5962-4238 Accepted: 24 October 2020 Accepted: 24 October 2020 Contact tracing is an important tool for allowing countries to ease lockdown
policies introduced to combat SARS-CoV-2. For contact tracing to be effective,
those with symptoms must self-report themselves while their contacts
must self-isolate when asked. However, policies such as legal enforcement
of self-isolation can create trade-offs by dissuading individuals from self-
reporting. We use an existing branching process model to examine which
aspects of contact tracing adherence should be prioritized. We consider an
inverse relationship between self-isolation adherence and self-reporting
engagement, assuming that increasingly strict self-isolation policies will
result in fewer individuals self-reporting to the programme. Tim C. D. Lucas1,†, Emma L. Davis1,†, Diepreye Ayabina1, Anna Borlase1,
Thomas Crellen1, Li Pi1, Graham F. Medley2,4, Lucy Yardley6,7, Petra Klepac3,5,
Julia Gog5 and T. Déirdre Hollingsworth1 Tim C. D. Lucas1,†, Emma L. Davis1,†, Diepreye Ayabina1, Anna Borlase1,
Thomas Crellen1, Li Pi1, Graham F. Medley2,4, Lucy Yardley6,7, Petra Klepac3,5,
Julia Gog5 and T. Déirdre Hollingsworth1 Keywords: Keywords:
COVID-19, contact tracing, SARS-CoV-2,
adherence, case isolation, quarantine This article is part of the theme issue ‘Modelling that shaped the early
COVID-19 pandemic response in the UK’. Engagement and adherence trade-offs
for SARS-CoV-2 contact tracing royalsocietypublishing.org/journal/rstb Tim C. D. Lucas1,†, Emma L. Davis1,†, Diepreye Ayabina1, Anna Borlase1,
Thomas Crellen1, Li Pi1, Graham F. Medley2,4, Lucy Yardley6,7, Petra Klepac3,5,
Julia Gog5 and T. Déirdre Hollingsworth1 Research We find that
policies which increase the average duration of self-isolation, or that increase
the probability that people self-isolate at all, at the expense of reduced self-
reporting rate, will not decrease the risk of a large outbreak and may increase
the risk, depending on the strength of the trade-off. These results suggest that
policies to increase self-isolation adherence should be implemented carefully. Policies that increase self-isolation adherence at the cost of self-reporting rates
should be avoided. One contribution of 21 to a theme issue
‘Modelling that shaped the early COVID-19
pandemic response in the UK’. 1. Background The contact
tracing team must then manage to contact the close contacts. The close con-
tacts must self-isolate when asked and remain in self-isolation for the full
isolation period (14 days in the UK). In some systems, the isolated individual
is given a self-administered swab test which must be administered correctly. There is imperfect adherence or performance at each of these stages. In this
paper, we focus on trade-offs between self-report rate (stage 1) and self-
isolation adherence (stages 4 and 5). In our model, stages 2 and 3 are
incorporated into a parameter which we call control effectiveness. g
The exact form that these trade-offs would take are difficult
to know. Adherence to self-isolation requirements might lar-
gely be binary with people complying for the full 14 days
(as requested in the UK) or not adhering at all. In this case,
legal enforcement would be expected to increase the pro-
portion of people that self-isolate. Alternatively, it is possible
that self-isolation adherence is more continuous with people
adhering for a few days instead of the full 14 days. Similarly,
legal enforcement might be expected to increase the duration
of isolation. Finally, if swab tests are being self-administered,
people might be less careful or less willing to endure discom-
fort if the consequences of a positive test are more severe
(though this might change as saliva tests are produced
[27,28]). While it is difficult to know the functional effects of
different levels of compliance, it is even more difficult to quan-
tify the strengths of the trade-offs. Legal enforcement might
have a weak effect on improving self-isolation adherence [23]
but a strong deterrent effect on self-reporting. Alternatively,
perhaps legal mandation has a strong effect on self-isolation
adherence without being a strong deterrent to self-reporting
rates. Furthermore, the shapes of these trade-offs are likely
to differ in different countries and social groups based on cul-
ture, trust in the government and other factors. Careful
quantitative and qualitative studies will need to be conducted
to quantify these effects. recently been in close proximity with, as well as asking
for information on which public areas the infected person
has visited. The tracers will then identify as many contacts
as possible and ask them to self-isolate for a period. Adherence
to the contact tracing system is an important determinant
of its efficacy [6,10,12]. 1. Background Since the first cases of SARS-CoV-2 in China in late 2019 [1], the virus has spread
globally, resulting in over 600 000 confirmed deaths by August 2020 [2]. Lockdown in the UK began in March 2020 [3] and reduced R0 below 1 while
also triggering unprecedented reductions in economic activity [4]. As lockdown
restrictions are relaxed, both in the UK and in other countries, other methods
for keeping R0 below 1 are needed. Large-scale contact tracing is one of the
potential methods for keeping virus spread under control [5–7]. During the current SARS-CoV-2 outbreak, contact tracing has been used to
great effect in a number of countries, including Vietnam and South Korea
[8,9]. Two broad classes of contact tracing include manual tracing and digital
tracing using a smartphone app [10]. Manual contract tracing is the only
system currently running in the UK though it is expected that a contact tracing
app will be launched soon [11]. In manual contact tracing, trained public
health staff ask a case for the names and contact details of people they have †These authors contributed equally to this
study. †These authors contributed equally to this
study. Electronic supplementary material is available
online at https://doi.org/10.6084/m9.figshare. c.5429378. © 2021 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution
License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original
author and source are credited. index case
close contact
case self-reports to
test and trace
case gives name
and contact details
of close contacts
close contact is
contacted and asked
to self-isolate
close contact
self-isolates
close contact
self-isolates for full
duration period
correctly perform
self-administered
swab test
1
2
3
4
5
6
Figure 1. Overview of adherence in test and trace. An untraced individual
must self-report and give the name and details of close contacts. The contact
tracing team must then manage to contact the close contacts. The close con-
tacts must self-isolate when asked and remain in self-isolation for the full
isolation period (14 days in the UK). In some systems, the isolated individual
is given a self-administered swab test which must be administered correctly. There is imperfect adherence or performance at each of these stages. In this
paper, we focus on trade-offs between self-report rate (stage 1) and self-
isolation adherence (stages 4 and 5). 1. Background In our model, stages 2 and 3 are
incorporated into a parameter which we call control effectiveness. someone or not knowing any details about the close contact. Eighty-two per cent of close contacts were reached and asked
to self-isolate. 2 However, these adherence rates are not fixed parameters
and can be influenced by policy. For example, economic
support for those missing work [15,19], daily phonecalls
to monitor adherence [20] or legal ramifications for breaking
self-isolation, such as those implemented in Singapore and
Taiwan [20], might be expected to increase self-isolation rates
[19]. In particular, this work was originally undertaken in
response to a question from policy makers asking whether
legally mandating self-isolation for close-contacts would
reduce transmission rates. Furthermore, there are likely to
be trade-offs and dependencies between parameters. In par-
ticular, contact tracing relies on self-reporting of symptoms
in order to initially identifyachain of transmission but introdu-
cing penalties for non-compliance to self-isolation might be
expected to decrease the proportion of people that report
themselves to the system in the first instance. In general,
there are few direct, individual benefits to self-reporting one-
self to a contact tracing system; instead the benefits are
communal and the drivers for self-reporting are likely to be
altruism or social norms [21,22]. However, there are direct
costs both to the individual that self-reports and to their
close contacts. Self-isolation is mentally difficult [23] and will
come with economic costs for many [15,21,24–26]. Legally
enforcing self-isolation exacerbates these costs. Figure 1. Overview of adherence in test and trace. An untraced individual
must self-report and give the name and details of close contacts. The contact
tracing team must then manage to contact the close contacts. The close con-
tacts must self-isolate when asked and remain in self-isolation for the full
isolation period (14 days in the UK). In some systems, the isolated individual
is given a self-administered swab test which must be administered correctly. There is imperfect adherence or performance at each of these stages. In this
paper, we focus on trade-offs between self-report rate (stage 1) and self-
isolation adherence (stages 4 and 5). In our model, stages 2 and 3 are
incorporated into a parameter which we call control effectiveness. Figure 1. Overview of adherence in test and trace. An untraced individual
must self-report and give the name and details of close contacts. 1. Background Adherence applies to a number of different aspects
of contact tracing [13] as shown in figure 1. Untraced individ-
uals with symptoms must get themselves tested (the process
of which automatically reports them to the contact tracing
system) and they and their household should self-isolate. If they test positive they are contacted by the test and trace
team and must give identifying information about the
people they have been in close proximity with. Then, both
the index case, and the traced contacts, must self-isolate
for a period [14,15]. If the contact tracing system uses home
swab tests, the swabs must be taken carefully [16,17]. Adherence to each of these steps will be imperfect. Although there are many unobserved variables involved,
we can start to examine some of these adherence rates using
public statistics from the UK tracing system [18]. For example,
of the 6923 people who were referred to the contact tracing
system between the 11 and 17 June, 70% were reached. How-
ever, these 6923 cases certainly do not represent 100% of the
new cases in the country that week. Of the 6923, 74% gave
details of at least one contact though it is not possible to
tell how many of the remaining 26% actually had no contacts. Of those that gave details of at least one contact, it is
unknown what proportion gave details of all their close con-
tacts. Someone might not give contact information of a close
contact deliberately, for reasons of privacy, embarrassment or
to save a contact from being asked to self-isolate, or acciden-
tally through not remembering that they were in contact with Here we use a previously published branching process
model [6,12] to examine the effects of these trade-offs on
the risk of a large outbreak of SARS-CoV-2. We examine
trade-offs between self-isolation duration and self-isolation
probability with self-reporting rates, contact information
reporting probabilities and sensitivity of home swab tests. It is important to note that we do not consider the societal
costs [29] of legal enforcement of self-isolation; we aim to
quantify the benefits of these policies without considering
the costs noting that the costs are not easy to directly compare
to the benefits. Table 1. Model parameters values/ranges. (Parameters taken from the
literature are fixed and for other parameters a range of values are explored.) (a) Secondary case distribution ( )
y
The
heterogeneity
in
the
number
of
potential
secondary
cases caused by an individual is modelled as a negative binomial
distribution. For symptomatic cases, we use a mean value of 1.3
secondary cases while asymptomatic cases are given a 50%
lower infection rate. This relates to a scenario where strong
social distancing and good hygiene is still being observed. Earlier
work [6,7] and preliminary analyses indicated that contact tracing
is unable to keep the risk of an outbreak low without being paired
with social distancing so this is the scenario we focus on. Estimates
for the dispersion parameter, k, for SARS-CoV-2 range from k = 0.1
(0.05–0.2) for pre-lockdown UK [38] to k = 0.25 (0.13–0.88) for
Tianjin, China during lockdown measures [39]. Given this
range, we have kept the parameter as used in [12,34] setting
k = 0.16. This value of k yields a strongly skewed distribution
with most individuals causing zero potential secondary cases. processes. For infections transmitted on surfaces, the primary
case will rarely know who else touched the same surface. For
face-to-face contact in small groups, the primary contact must
remember that they were in contact with the secondary case,
know their name and chose to divulge this information to the
contact tracing team. In the UK the definition of a close contact
is being within 2 m for more than 15 min, which probably
encompasses most small group infections. For transmission in
larger groups, such as at restaurants and bars, contact tracing
effectiveness depends on how well the venue recorded who vis-
ited. The control effectiveness parameter in the model encodes all
of these processes and is varied between 40 and 80%. If contact
tracing is successful, the traced individual is asked to self-isolate. We assume it takes one day to contact a contact. If a traced con-
tact subsequently shows symptoms or returns a positive test the
next round of contact tracing is initiated. That is, the contacts of
the traced contact are then traced. processes. For infections transmitted on surfaces, the primary
case will rarely know who else touched the same surface. For
face-to-face contact in small groups, the primary contact must
remember that they were in contact with the secondary case,
know their name and chose to divulge this information to the
contact tracing team. (b) Infection profile ( )
p
Individuals are labelled as symptomatic or asymptomatic with a
probability of 50% [35,36]. The onset time of symptoms is mod-
elled as a lognormal distribution with mean 1.43 days and s.d. of
0.66 [40]. All individuals, whether symptomatic or asymptomatic
are given a symptom onset time as the exposure time of second-
ary cases is calculated relative to this time. The exposure time for
each new potential case is drawn from a gamma distribution
with shape parameter of 17.77 and a rate of 1:39 d1. This distri-
bution is centred 12.98 days before the onset of symptoms. If this
randomly sampled value yields a negative generation interval
(i.e. the secondary case being infected by the primary case
before the primary case is infected) the value is resampled. The
parameters for this gamma distribution were estimated by fitting
to the data in He et al. [37] in a maximum likelihood framework
that accounts for this resampling process. The model fitting does
not ignore any data as discussed by Ashcroft et al. [41]. The esti-
mated distributions are qualitatively similar to the original fitted
models (electronic supplementary material, figure S2). If the
exposure time of a potential secondary case occurs during the
primary case’s self-isolation, the infection event does not occur
and the potential secondary case does not become a case. (d) Testing As a baseline we assume that tests have a sensitivity of 65% and
that it takes 1 day for results to be returned. This reflects the
sensitivity of tests observed in the community [31,32]. Given a
positive test result contact tracing for the tested individual is
initiated. A negative test allows the tested individual to be
immediately released from quarantine. Any contacts of a nega-
tive-testing case that were successfully identified prior to
receiving the test result are still isolated and tested. This process
is different to the UK contact tracing system in which the trace
team only ask for contact details if a positive test has been
returned. In a branching process model, only infected individuals
are modelled. Therefore we do not track the number of uninfected royalsocietypublishing.org/journal/rstb
Phil. Trans. R. Soc. B 376: 20200270 parameter
values
refs
self-isolation probability
10–70%
[30]
self-reporting probability
10–70%
test sensitivity
35–65%
[31–33]
minimum isolation duration
1–14 days
maximum isolation duration
7, 14 days
contact tracing coverage (%)
40–80%
number of initial cases
20
symptomatic RS under
physical distancing
1.3
asymptomatic RS under
physical distancing
0.65
dispersion of RS, k
0.16
[12,34]
proportion asymptomatic
50%
[35,36]
delay: onset to isolation
1 day
incubation period (lognormal)
mean log: 1.43,
s.d. log: 0.66
[37]
infection time (gamma)
shape: 2.12, rate:
0.69 d−1
[37]
infection time shift
12.98 days
[37]
time to trace contacts (days)
1 day
delay: isolate to test result
1 days (a) Secondary case distribution In the UK the definition of a close contact
is being within 2 m for more than 15 min, which probably
encompasses most small group infections. For transmission in
larger groups, such as at restaurants and bars, contact tracing
effectiveness depends on how well the venue recorded who vis-
ited. The control effectiveness parameter in the model encodes all
of these processes and is varied between 40 and 80%. If contact
tracing is successful, the traced individual is asked to self-isolate. We assume it takes one day to contact a contact. If a traced con-
tact subsequently shows symptoms or returns a positive test the
next round of contact tracing is initiated. That is, the contacts of
the traced contact are then traced. 2. Methods 3 In this paper, we extend a previous model of SARS-CoV-2 trans-
mission [12]. An overview of the model is given in the electronic
supplementary material, figure S1 while parameter values and
references are given in table 1. At the individual-level, the
number of potential secondary contacts are modelled by a nega-
tive binomial distribution while the exposure times of these new
infections are modelled as a gamma distribution. Self-isolating
individuals are assumed to be unable to transmit the disease
(assuming isolation within households) and therefore potential
secondary cases are avoided if the gamma-distributed exposure
time occurs during self-isolation of the primary case. The timing
of self-isolation depends on whether the case was traced as a
potential contact or not and a number of factors affecting adher-
ence as described in detail below. The model proceeds as a
branching process with each simulation being seeded with 20
untraced, infected individuals. (c) Contact tracing The first stage in the contact tracing system is an untraced, symp-
tomatic individual self-reporting themselves by seeking a test. We define the control effectiveness of the contact tracing
system as the proportion of secondarily infected people that are
contacted by the contact tracers. In practice, this variable is
never observed, but it can be broken down to a number of min isolation = 1
4
7
14
self-rep = 70%
50 %
30 %
10 %
50
70
50
70
50
70
50
70
2
4
6
2
4
6
2
4
6
2
4
6
control effectiveness (%)
risk of large outbreak (%)
Figure 2. Trade-off between self isolation time (columns) and self-report rate (rows) with error bars denoting 95% confidence intervals. Individuals self isolate for a
randomly selected duration between min isolation and 14 days. Untraced, symptomatic individuals self-report with a probability that varies across the rows. The
proportion of close contacts that are divulged and asked to self-isolate varies across the x-axis of each subplot. The y-axis shows the risk of a large outbreak (greater
than 2000 cases) over 15 000 simulations. The probability that an individual self-isolates at all is fixed at 70%. If we assume we are currently near the top left we
expect that introducing legal ramifications for breaking self isolation would move us down and right. This generally increases risk. risk of large outbreak (%) control effectiveness (%) Figure 2. Trade-off between self isolation time (columns) and self-report rate (rows) with error bars denoting 95% confidence intervals. Individuals self isolate for a
randomly selected duration between min isolation and 14 days. Untraced, symptomatic individuals self-report with a probability that varies across the rows. The
proportion of close contacts that are divulged and asked to self-isolate varies across the x-axis of each subplot. The y-axis shows the risk of a large outbreak (greater
than 2000 cases) over 15 000 simulations. The probability that an individual self-isolates at all is fixed at 70%. If we assume we are currently near the top left we
expect that introducing legal ramifications for breaking self isolation would move us down and right. This generally increases risk. people that are unnecessarily asked to quarantine. Test specificity
affects the number of uninfected people asked to quarantine
but does not directly affect the spread of the disease and
therefore we do not define a test specificity. (c) Contact tracing In this study, we are
concerned with quantifying the benefits of contact tracing and
do not attempt to weigh the epidemiological benefits against the
sociological costs. below the target rate for other national contact tracing programmes
[30]. Furthermore, the very strict restrictions applied to travellers
entering countries such as Singapore could also be considered an
upper bound on feasible policies. Many of the policies used in
these areas, such as enforced isolation in government run hotels,
GPS ankle bracelets, and daily video calls, would be considered
draconion if applied to the population at large but could be reason-
ably expected to produce self-isolation rates of 90%. In contrast to
the first trade-off, we assume that everyone who does self-isolate
does so for the full maximum value of either 7 or 14 days. (e) Adherence trade-offs y
Finally, we assume that policies which increase self-isolation
probability will decrease test sensitivity. This scenario applies to
the case of home administered tests. With strong incentives to
test negative, people will be less likely to perform swabs cor-
rectly. We therefore examine a range of test sensitivities from a
baseline of 65% down to 35% in increments of 10%. We consider three main trade-offs. As we do not have good data
to define the shapes of these trade-offs, we run simulations for all
combinations of parameters. First, we assume that without policies to encourage self-iso-
lation most people attempt some self-isolation but the lack of
adherence is with respect to the duration of self-isolation that
decreases. We keep the probability of self-isolation constant at
70%. We assume that each person that does self-isolate isolates
for an amount of time taken from a uniform distribution between
a minimum and maximum value. For the maximum values,
we use either the full 14 days currently recommended in the
UK or a shorter 7 day maximum isolation. We vary the minimum
duration of self-isolation from 1 day to being equal to the
maximum duration. self-report probability In our first comparison we assumed that increasing the dur-
ation
of
self-isolation
would
reduce
the
self-reporting
probability. We found that increasing the duration of self-iso-
lation increases the risk of a large outbreak in the presence of
reductions in self-reporting rates. The probability of a large
outbreak for all combinations of self-isolation duration and
self-report rates are shown in figure 2. If we assume that we
are currently in the top left panel (high self-report rates but iso-
lation taken uniformly between 1 and 14 days), policies that
move us down and right generally increase the risk of a
large outbreak. For example, if we consider a control effective-
ness of 60%, with a self-isolation duration of between 1 and
14 days and a self-report rate of 70%, the risk of a large outbreak
is 1%. If we increase the self-isolation duration to always be
14 days but reduce the self-report rate to 10%, the probability
of a large outbreak increases from 1 to 6%. If the trade-off is
very weak, such that increasing self-isolation duration to
always be 14 days only decreases self-report rates to 50%, we
see no change in the probability of an outbreak. self-report probability (%) Figure 3. Trade-off between (a) minimum self isolation time and self-report
probability, and (b) self-isolation probability and self-report probability. The con-
trol effectiveness is held constant at 60%. The results are a subset of those in
figures 2 and 4, with each line being a slice through a column of those plots. The y-axis shows the risk of a large outbreak (greater than 2000 cases) over
15 000 simulations. Error bars show the 95% confidence intervals. In (a) if we
optimistically assume we currently have 70% self-report probability but 1 day
minimum isolation (red), legally mandating isolation would be expected to
move us to the left and to the purple line which gives an increased risk of an
outbreak. In (b) if we optimistically assume we currently have 70% self-report
probability but 10% self isolation probability (red), legally mandating isolation
would be expected to move us to the left and to the purple line which gives a
marginal decrease in risk of an outbreak. (f) Simulation process Results presented are the combined output of 15 000 simulations
for each parameter combination, or scenario, considered. We
define a simulation as leading to a large outbreak if it has more
than 2000 cumulative cases or if there are still infected cases
after 300 days. The threshold of 2000 cases was chosen by running
simulations with a maximum of 5000 cases and noting that of the
simulated epidemics that went extinct, 99% of extinction events
occurred before reaching 2000 cases. Nearly all simulations
either went extinct or reached 2000 cases with very few simu-
lations lasting longer than 300 days. These simulations were
then used to calculate the probability of a large outbreak given a
certain set of conditions. Here, 95% Clopper–Pearson exact confi-
dence intervals were also calculated. To test the sensitivity of our Second, we examine the trade-off between self-report prob-
ability and self-isolation probability. We expect that policies
which increase self-isolation probability will reduce self-report
probability. We use values of self-isolation from 10 to 70% in incre-
ments of 20% and examine all combinations with self-report
probabilities from 10 to 70%, also in increments of 20%. The
upper bound for self-isolation here is certainly above the rate of
self-isolation currently being achieved in the UK. However, it is 2
4
6
10
30
50
70
risk of large outbreak (%)
min isolate
1
4
7
14
(a)
2
4
6
8
10
30
50
70
self-report probability (%)
risk of large outbreak (%)
self-isolation
10%
30%
50%
70%
(b)
Figure 3. Trade-off between (a) minimum self isolation time and self-report
probability, and (b) self-isolation probability and self-report probability. The con-
trol effectiveness is held constant at 60%. The results are a subset of those in
figures 2 and 4, with each line being a slice through a column of those plots. The y-axis shows the risk of a large outbreak (greater than 2000 cases) over
15 000 simulations. Error bars show the 95% confidence intervals. In (a) if we
optimistically assume we currently have 70% self-report probability but 1 day
minimum isolation (red), legally mandating isolation would be expected to
move us to the left and to the purple line which gives an increased risk of an
outbreak. (f) Simulation process In (b) if we optimistically assume we currently have 70% self-report
probability but 10% self isolation probability (red), legally mandating isolation
would be expected to move us to the left and to the purple line which gives a
marginal decrease in risk of an outbreak. (Online version in colour.) royalsocietypublishing.org/journal/rstb
Phil. Trans. R. Soc. B 376: 20200270
5 results to the relative asymptomatic transmission rate and the
delay between being contacted by the contact tracers and starting
self-isolation, we ran simulations at 60% control effectiveness and
varied each parameter in turn. The model was written in R and the
code and testing suite [42] is publicly available on GitHub
(https://github.com/timcdlucas/ringbp/tree/adherence_trade-
off_runs). 2
4
6
10
30
50
70
risk of large outbreak (%)
min isolate
1
4
7
14
(a)
(b) (a) risk of large outbreak (%)
( ) self-report probability (Online version in colour.) If we assume a more pessimistic starting scenario of a
self-isolation duration of between 1 and 14 days and self-
reporting rates of 10% and given a control effectiveness of
60% we have a 6% risk of a large outbreak (figure 3a, red
line). We find that increasing self-report rates gives a larger
reduction in risk. Increasing self-report rates from 10 to 70%
reduces risk from 6 to 1% (moving right along the x-axis in
figure 3a). By contrast, increasing the duration of isolation
to always being 14 days does not change the risk of a large
outbreak (purple line in figure 3a). We find that reducing
the maximum isolation duration from 14 days to 7 days con-
sistently increases the risk of a large outbreak (electronic
supplementary material, figures S3–S5). Altering the relative
asymptomatic transmission rate has a strong effect on the
overall risk of a large outbreak, but the effects of minimum
isolation length and self-report probability remain similar
(electronic supplementary material, figure S6). Furthermore,
these results are qualitatively robust to changes in the delay
between being asked to self-isolate and doing so (electronic
supplementary material, figure S7). currently in the top left panel (high self-report rates but low
self-isolation rates), policies that increase self-isolation rates
but decrease self-report rates would move us down and
right. However, whether this decreases the risk of an out-
break
depends
on
the
strength
of
the
trade-off. For
example, if we consider a control effectiveness of 60%, with
a self-isolation rate of 10% and a self-report rate of 70% the
risk of a large outbreak is 6%. If we increase the self-isolation
rate to 70% and equivalently reduce the self-report rate to
10%, the probability of a large outbreak is still 6%. If the
trade-off is weak, such that increasing self-isolation from 10
to 70% only incurs a reduction in self-report rate to 50%,
the reduction in risk of a large outbreak is substantial, redu-
cing from 6 to 1.5%. However, if the trade-off is strong, such
that increasing self-isolation from 10 to 30% causes a
reduction in self-reporting rate from 70 to 10%, the risk of
an outbreak instead marginally increases from 6 to 7%. (a) Trade-off between self-isolation duration against (b) 2
4
6
8
10
30
50
70
self-report probability (%)
risk of large outbreak (%)
self-isolation
10%
30%
50%
70% (b) Trade-off between self-isolation probability against
self-report probability (b) Trade-off between self-isolation probability against
self-report probability We could instead assume a more pessimistic starting scen-
ario of self-isolation rates of 10% and self-reporting rates of
10%. Given a control effectiveness of 60% we have a 7% risk
of a large outbreak (figure 3b, red line). However, from this
scenario we can consider whether it is better to increase self-
isolation or to increase self-reporting. Increasing self isolation
probability to 70% reduces risk to 6% (move right along the
x-axis) and increasing self-report probability to 70% also
reduces risk to 6% (purple line). Increasing both to 30% In our second comparison, we assumed that increasing the
probability of self-isolation will decrease the self-report prob-
ability. We find that increasing self-isolation probability while
decreasing self-report probability does not strongly alter the
probability of a large outbreak. The probability of a large out-
break for all combinations of self-isolation rates and self-
report rates are shown in figure 4. If we assume that we are isolate = 10%
30%
50%
70%
self-rep = 70%
50%
30%
10%
50
70
50
70
50
70
50
70
0
2
4
6
0
2
4
6
0
2
4
6
0
2
4
6
control effectiveness (%)
risk of large outbreak (%)
Figure 4. Trade-off between self-isolation probability (columns) and self-report probability (rows) with error bars denoting 95% confidence intervals. The y-axis
shows the risk of a large outbreak (greater than 2000 cases) over 15 000 simulations. If we assume we are currently near the top left we expect that introducing
legal ramifications for breaking self isolation to move us down and right. Whether this decreases risk depends on the strength of the trade-off. If the trade-off is
weak, such that as we move from the top left to isolation probability of 70% and self-report probability of 50%, risk is reduced. By contrast, if increasing isolation
probability from 10% to 30% incurs a drop in self-reporting from 70 to 10%, risk does not change. risk of large outbreak (%) control effectiveness (%) Figure 4. Trade-off between self-isolation probability (columns) and self-report probability (rows) with error bars denoting 95% confidence intervals. The y-axis
shows the risk of a large outbreak (greater than 2000 cases) over 15 000 simulations. If we assume we are currently near the top left we expect that introducing
legal ramifications for breaking self isolation to move us down and right. 4. Discussion reduces risk to 5%. Overall, these two parameters are relatively
evenly balanced. The overall risk of a large outbreak changes
with relative asymptomatic transmission rate, but the effects
of
self-isolation
probability
and
self-report
probability
remain similar (electronic supplementary material, figure
S8). The results are similar with different values for the
delay between being asked to self-isolate and doing so (elec-
tronic supplementary material, figures S9). Overall we have found that policies which increase self-iso-
lation rates at the expense of self-report rates are unlikely to
improve the effectiveness of contact tracing systems. If the
primary trade-off is between the duration of self-isolation
and the probability of self-reporting, we find that policies
which increase self-isolation and reduce self-report rates
will cause either an increase or no change in the probability
of a large outbreak depending on the strength of the trade-
off. When the primary trade-off was instead between the
probability of self-isolation and the rate of self-report, policies
which increase self-isolation rates and reduce self-report rates
can increase or marginally decrease the probability of a large
outbreak depending on the strength of the trade-off. Overall
this implies that policies such as fines, and police enforce-
ment of self-isolation will have either little benefit or a
negative effect. Broadly, policies that improve self-report
rates, even at the expense of self-isolation rates should be
used. This might include publicity that encourages people
to self-report by reminding them that there are no legal
consequences to them or their contacts for doing so. (b) Trade-off between self-isolation probability against
self-report probability Whether this decreases risk depends on the strength of the trade-off. If the trade-off is
weak, such that as we move from the top left to isolation probability of 70% and self-report probability of 50%, risk is reduced. By contrast, if increasing isolation
probability from 10% to 30% incurs a drop in self-reporting from 70 to 10%, risk does not change. (c) Trade-off between self-isolation duration against
test sensitivity Untraced, sympto-
matic individuals self-report with a probability that varies across the rows. The proportion of close contacts that are divulged and asked to self-isolate varies across
the x-axis of each subplot. If we assume we are currently near the top left, introducing legal ramifications for breaking self isolation might move us down and right. This generally decreases risk unless the trade off is very strong such that a small increase in isolation probability incurs a large decrease in test sensitivity. One of the core assumptions to this work is that legal conse-
quences for breaking self-isolation would improve self-isolation
rates. However, the evidence for this is not strong and there is
evidence that feelings of shame do not promote adherence
[22,26]. By contrast, there is good evidence that other factors
such as income and boredom [43] do affect self-isolation rates. How effectively legal consequences for breaking self-isolation
can increase self-isolation rates is a complex question that will
depend on cultural norms, perceived enforcability, and the
strength of economic and psychological consequences for self-
isolation. An important consequence of this is that self-isolation
rates and the effectiveness of policies aimed to improve these
rates will be strongly correlated, such that individuals who
are most likely to infect each other are also likely to have similar
self-isolation rates. This is not included in our model but has the
potential to strongly reduce contact tracing efficacy in certain
groups and locations. more effective system for measuring the incidence of SARS-
CoV-2 in the community. This gives better early warning
for when an outbreak is beginning in an area or group and
allows for health care resources to be deployed more efficiently. By contrast, self-isolation comes with many economic and
social costs both for the individual and the community. These costs are not the same for all people; the monetary
costs to someone who is self-employed or working on very
short-term contracts is much higher than for someone who is
working at home anyway. Avoiding strict penalties for break-
ing self-isolation allows those most affected by these costs to
self-isolate less (i.e. for a 7 instead of 14 days) and may increase
buy-in to the system as a whole. Furthermore, enforcement of
self-isolation policies are an infringement on a basic liberty. (c) Trade-off between self-isolation duration against
test sensitivity In our final comparison, we assumed that increasing self-
isolation probabilities would decrease the probability of careful
administration of home swab tests and therefore decrease the
test sensitivity. We found that increasing self-isolation rates
decreases the risk of a large outbreak even if this occurs in com-
bination with reductions in test sensitivity. The probability of a
large outbreak for all combinations of self-isolation rate and test
sensitivity are shown in figure 5. If we assume that we are cur-
rently in the top left panel (relatively high test sensitivity but
low self-isolation rates), policies that increase self-isolation
rates but decrease test sensitivity would move us down and
right and this in general yields reduced risks of a large outbreak. Forexample, if we consideracontrol effectiveness of 60%, with a
self-isolationrateof10%and atest sensitivityof65%,theriskofa
large outbreak is 6%. If we increase the self-isolation rate to 70%
while reducing the test sensitivity to 35%, the probability of a
large outbreak reduces from 6 to 3%. Policies that improve self-report rates or self-isolation rates
without an associated trade-off will also improve contact
tracing efficacy. For example, economic support and employ-
ment protection for individuals that self-isolate would be
expected to improve self-isolation rates [15,19,26] without
decreasing self-report rates. Similarly, efforts to communicate
the reasons why people should self-report and self-isolate
may improve both of these rates simultaneously [19,26]. isolate = 10%
30%
50%
70%
sensitive = 65%
55%
45%
35%
50
70
50
70
50
70
50
70
0
2
4
6
0
2
4
6
0
2
4
6
0
2
4
6
control effectiveness (%)
risk of large outbreak (%)
Figure 5. Trade-off between self isolation probability (columns) and test sensitivity (rows) with error bars denoting 95% confidence intervals. Untraced, sympto-
matic individuals self-report with a probability that varies across the rows. The proportion of close contacts that are divulged and asked to self-isolate varies across
the x-axis of each subplot. If we assume we are currently near the top left, introducing legal ramifications for breaking self isolation might move us down and right. This generally decreases risk unless the trade off is very strong such that a small increase in isolation probability incurs a large decrease in test sensitivity. control effectiveness (%) Figure 5. Trade-off between self isolation probability (columns) and test sensitivity (rows) with error bars denoting 95% confidence intervals. (c) Trade-off between self-isolation duration against
test sensitivity While we have not tried to compare these costs to the epide-
miological benefits, they must always be taken into account
when implementing policy. With regards to test sensitivity, our results are relevant
only to self-administered swab-tests. Swab-tests may be
replaced with reliable paper-based tests. Given that we
found that optimizing self-isolation rates over test-sensitivity
minimizes risk, other considerations such as test timing and
access are probably more important. Furthermore, currently
in the UK, traced contacts are not allowed out of quarantine
after a negative test so the system is more robust to low test
sensitivity than in our simulations. 5. In context This paper was taken into consideration by the Department
for Health and Social Care when deciding whether to
impose a legal duty to self-isolate and was referenced in a
recent SPI-B report [44]. On the 28th September 2020, the
UK government introduced fines for breaching self-isolation
rules either after testing positive for SARS-CoV-2 or after
being contacted by NHS Test and Trace [45]. The core
assumption in our analysis was that introducing penalties
for not self-isolating would drive down self-report rates. Our results suggest that increasing self-isolation rates at the Here we have focused solely on the probability of a large
outbreak as a consequence of policy change. However, there
are other costs and benefits to changing values of self-report
rates and self-isolation rates. High self-report rates not only
improves contact tracing efficacy directly, it also creates a Data accessibility. All the code used for the simulations are available
at
https://github.com/timcdlucas/ringbp/tree/adherence_trade-
off_runs. Data accessibility. All the code used for the simulations are available
at
https://github.com/timcdlucas/ringbp/tree/adherence_trade-
off_runs. expense of reduced self-report rates would make SARS-CoV-
2 outbreaks harder to control. However, given that many
other restrictions are changing simultaneously, it is unlikely
that we will be able tell whether the results from our analysis
are borne out after this change. The introduction of legal
penalties for breaking isolation also changes the important
policy question. The original policy question was whether
self-isolation should be legally mandated. Now the more rel-
evant question is when should these restrictions be lifted. 8 Authors’ contributions. Conceptualization: all authors; formal analysis:
E.L.D. and T.C.D.L.; funding acquisition: T.D.H.; investigation:
E.L.D., T.C.D.L., A.B., L.P., D.A., T.C. and L.Y.; methodology:
E.L.D. and T.C.D.L.; software: E.L.D. and T.C.D.L.; visualization:
E.L.D., T.C.D.L. and L.Y.; writing—original draft: E.L.D. and
T.C.D.L.; writing—review and editing: all authors. Competing interests. The authors declare that they have no known com-
peting financial interests or personal relationships that could have
appeared to influence the work reported in this paper. Since the first submission of this paper, results from a
large study of adherence in the UK have been released [46]. The study contains self-reported behaviour (rather than
intentions) of 42 thousand people between March and
August 2020. While the sample was not random, quotas
based on age, gender and region were used. References 1. South China Morning Post, Coronavirus: China’s first
confirmed COVID-19 case traced back to November
17. See https://www.scmp.com/news/china/society/
article/3074991/coronavirus-chinas-first-confirmed-
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27 June 2020). 4. GDP monthly estimate, UK: April 2020. See https://www.ons.gov.uk/economy/
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27 June 2020). 16. Seaman CP, Tran LTT, Cowling BJ, Sullivan SG. 2019
Self-collected compared with professional-collected
swabbing in the diagnosis of influenza in
symptomatic individuals: a meta-analysis and
assessment of validity. J. Clin. Virol. 118, 28–35. (doi:10.1016/j.jcv.2019.07.010) 5. Aleta A et al. 2020 Modelling the impact of testing,
contact tracing and household quarantine on second
waves of COVID-19. Nat. Hum. Behav. 4, 1–8. (doi:10.1038/s41562-020-0931-9) 11. Coronavirus: NHS virus-tracing app downloaded
55, 000 times. See https://www.bbc.co.uk/news/uk-
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2020). 17. Dhiman N et al. 2012 Effectiveness of patient-
collected swabs for influenza testing. Mayo Clinic
Proc. 87, 548–554. 6. Davis EL et al. 5. In context Of those with
COVID-19 symptoms in the previous seven days, 12% (95%
CI 10–14%) requested a test (this measurement corresponds
to the self-report parameter used in our analysis) which
places the UK in the bottom row of figures 2 and 4. Of
those contacted by the track and trace system, 11% (95% CI
8–14%) self-reported as having not left home at all in the
following 14 days. This corresponds to the self-isolation prob-
ability parameter used in our analysis and places the UK in
the left-hand column of figure 4. These adherence rates did
not change between March and August. Based on this
study, the baseline assumptions made in our analysis were
broadly correct. However, further understanding of adher-
ence as a multifaceted continuous variable, rather than a
binary variable is required. Measurements of aspects of
adherence such as minimum isolation time, as used in our
analysis, are still needed. Funding. This research was partly funded by the Bill & Melinda Gates
Foundation (NTD Modelling Consortium OPP1184344: G.F.M.). This
project has received funding from the European Union’s Horizon
2020 research
and
innovation programme —
project
EpiPose
(101003688: P.K.). Royal Society (RP/EA/180004: P.K.). Wellcome
Trust (210758/Z/18/Z: J.H. and S.A.). T.C. is funded by a Sir
Henry Wellcome Fellowship from the Wellcome Trust (reference
215919/Z/19/Z). L.Y. is an NIHR Senior Investigator and her
research programme is partly supported by NIHR Applied Research
Collaboration (ARC)-West, NIHR Health Protection Research Unit
(HPRU) for Behavioural Science and Evaluation, and the NIHR
Southampton Biomedical Research Centre (BRC) All funders had
no role in the study design, collection, analysis, interpretation of
data, writing of the report, or decision to submit the manuscript
for publication. This work was undertaken as a contribution to the
Rapid Assistance in Modelling the Pandemic (RAMP) initiative,
coordinated by the Royal Society. Acknowledgements. E.L.D., T.C.D.L., A.B., D.A., L.P., G.F.M. and
T.D.H. gratefully acknowledge funding of the NTD Modelling
Consortium by the Bill & Melinda Gates Foundation (BMGF) (grant
number OPP1184344). The following funding sources are acknowl-
edged as providing funding for the named authors. Views, opinions,
assumptions or any other information set out in this article should
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(the COVID-19 rapid survey of adherence to
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COVID-19 transmission using outbreak sizes
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ANNOTATSIYA Yillar mobaynida muhandis konstruktorlar imkoniyati cheklangan shaxslar
avtomobillarni boshqarishi uchun turli xil qurilma va yordamchi vositalarni ishlab
chiqib, avtomobilni erkin boshqarishini ta’minlash ustida ishlab kelishmoqda. Ush bu
maqolada Andijon shahridagi 30 ta imkniyati cheklangan shaxslar tomonidan
so‘rovnomalar o‘tkazilgan bo‘lib, ularning avtomobilga o‘tirish va boshqarishigacha
bo‘lgan holatlar bo‘yicha mavjud muammolar o‘rganilgan. Hozrigi kunda avtomobil
saloni oyoq harakatlarini takrorlovchi turli xil uskunalar bilan jixozlangan. So‘rovda
baholangan asosiy komponentlar ergonomikaning besh jihatini, ya’ni xavfsizlik,
foydalanish qulayligi, qulaylik, mahsuldorlik va ishlash va estetikani o‘z ichiga oladi. Komponentlardagi har bir savolni baholash uchun Likert shkalasi (1 dan 5 gacha) dan
foydalanilgan. Tadqiqot shuni ko‘rsatdiki, boshqaruv elementlari, qoplamalar va rul
boshqaruvi kabi ichki qismlar ergonomik qayta loyihalashga zarur. Kalit so‘zlar: nogiron oyoq-qo‘llar, qayta loyihalash, avtomobil ichki qismi,
ergonomika, inklyuziv dizayn. Kalit so‘zlar: nogiron oyoq-qo‘llar, qayta loyihalash, avtomobil ichki qismi,
ergonomika, inklyuziv dizayn. Educational Research in Universal Sciences
ISSN: 2181-3515 Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 NOGIRONLAR UCHUN AVTOMOBILLARNI
MODIFIKATSIYALASH VA ERGONOMIKA
Qayumov Baxrom Abdullajonovich
Andijon mashinasozlik instituti, t.f.f.d., dotsent Yoqubov Yoqubjon Odil o‘g‘li
Andijon mashinasozlik instituti tayanch doktoranti ABSTRACT Over the years, engineers and designers have developed various devices and aids
for people with disabilities to drive and work to ensure that they can freely drive a car. In this article, a survey was conducted of 30 disabled people in the city of Andijan and
their problems associated with landing and driving a car were studied. Today, the
interior of the car is equipped with various equipment that imitates the movements of 784 Multidisciplinary Scientific Journal May, 2023 https://t.me/Erus_uz Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 the legs. The key components assessed in the survey include five aspects of
ergonomics: safety, ease of use, comfort, productivity and performance, and aesthetics. A Likert scale (from 1 to 5) was used to rate each question in the components. The
study found that internal components such as controls, upholstery and steering wheel
needed an ergonomic redesign. Key words:disabled limbs, redesign, car interior, ergonomics, inclusive design. 1.KIRISH. Ayni damda avtomobil sanoati yangi muammolar va iqtisodiy cheklovlarga duch
kelmoqda [1], bunday muammolardan biri inklyuziv dizaynni yaratish uchun inklyuziv
guruh ehtiyojlarini aniqlashdir. Inklyuziv dizayn jismoniy imkoniyatlarida cheklovlari
bo‘lgan odamlarning ehtiyoj yoki talablarni aniqlashga yordam beradi, bu ularning
avtomobil boshqarish tajribasini yaxshilaydi [2], shuningdek, turli jismoniy, kognitiv
va hissiy nogironligi bo‘lgan foydalanuvchilarning ehtiyojlarini qondirish uchun
muhimdir[3]. Qaysidir ma’noda, yaratilgan dizayn “umum foydalanuv” bo‘lishi kerak. Jismoniy nuqsonlar bilan birga keladigan salomatlik holati va nisbiy individual
funktsional ko‘rsatkichlar (bu shaxsiy xolatlarga qarab o‘zgaradi) ko‘pincha
nogironlarning avtomobil boshqarish qobiliyatini baholashda qiyinchiliklarga olib
keladigan sabablardir [4]. Bundan tashqari, avtomashinani mustaqil boshqarish
qobiliyati, ayniqsa, nogironlar uchun kundalik hayotda muhim jihat [5]. Hayot sifatini
yaxshilash uchun ko‘pchilik nogironlar moslashtirilgan yoki modifikatsiyalangan
avtomobildan
shaxsiy
transport
vositasi
[6]
sifatida
boshqaradilar
[7]. Modifikatsiyalangan yoki yordamchi boshqaruv qurilmalari nogiron haydovchining
imkoniyatlarini yaxshilashga yordam beradi. Bundan tashqari ko‘plab xorijiy
davlatlarda yordamchi qurilmalarni oson toppish mumkin. Olib borilgan so‘rovlar
natijasida hozirda O‘zbekistonda nogironligi bo‘lgan shaxslar boshqarishi uchun
avtomobillarni modefikatsiyalash yoki yordamchi qurilmalarni ishlab chiqaruvchi
korxona va mutaxassislar mavjud emas. Standart avtomobillar an’anaviy boshqaruv organlari bilan jixozlangan bo‘lib; rul,
akselarator, tormoz, ilashish muftasi pedali. Pedal o‘z navbatia haydovchi bilan aks
aloqani ta’minlashni xisobga olgan holda ishlab chiqilgan. Masalan, rul va pedal
aylanish orqali boshqaruvni haydovchining qo‘llari va oyoqlari tomon taqsimlash
uchun mo‘ljallangan. Biroq shunday holatlar yoki nogironlikning turlari borki, odatiy
boshqaruv tizimlari avtomobilni boshqarishni cheklaydi [6]. Moslashuvchan
modifikatsiyalangan qurilmalar nogironlarning avtomobil boshqaruvida erkin va
mustaqil harakatlanishini ta’minlaydi [8]. Umuman olganda, moslashuv yoki
modifikatsiyaning foydaliligi Sherer [10], Torkildsen [11] va Batavia va boshqalar [12]
ga koʻra bir qancha omillarga bogʻliq. 785 May, 2023 Multidisciplinary Scientific Journal https://t.me/Erus_uz https://t.me/Erus_uz Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 O‘rganishlar shuni ko‘rsatdiki O‘zbekistondagi moslashuvchi modefikatsiya
qilingan avtomobillar nogironlarning shaxsiy extiyojlaridan kelib chiqib ishlanmagan
yoki qo‘lbola usulda ishlab chiqilgan. Ma’lum bo‘lishicha respublikada ishlab
chiqarilgan avtomobillarni maxsus uskunalar bilan qayta jixozlash “UzautoMotors” AJ
rasmiy dillerlarining ixtisoslashtirilgan servis markazlari orqali amalga oshiriladi. Shunday qilib, ushbu tadqiqot tananing oyoq qismida nogironligi bo‘lgan haydovchilar
avtomobillarining interyer dizayni sohasini o‘z ichiga oladi. 2. Metodika. Respondentlarning demografik ma’lumotlari, respondentlarning kelib chiqishi,
avtomobil ichki o‘zgarishlari va avtomobil ergonomikasi tajribasidan iborat
so‘rovnomalar to‘plami o‘tkazildi. Respondentlar “Andijon avtotex xizmat”,
“O‘zbekiston nogironlar jamiyati”, Andijon mashinasozlik instituti talaba va
xodimlari. So‘rovnomada Andijon viloyatidan 30 nafar turli xil darajadagi nogironligi bor
bo‘lgan avtomobil haydovchilari qatnashishdi. So‘rovnoma anketasi 4 ta katta
bo‘limlardan iborat bo‘lib, so‘ngi bo‘lim ergonomikaga bag‘ishlangan. Ushbu so‘rov
natijalari uchun normallik va tavsifli tahlilni tekshirish amalga oshirildi. Javoblar
ijtimoiy fanlar (SPS) tijorat dasturi uchun statistik paketdan foydalangan holda jadval
ko‘rinishida shakillantirildi va natijalar chastota va foizlar shaklida ifodalandi. 3.1. Respondent xususiyatlari Umumiy 55 ta anketa tarqatilgan bo‘lib, 30 ta anketa nogironlar tomonidan talab
darajasida to‘ldirilgan. So‘rovnoma 30 ta respondentga asoslangan bo‘lib, ular
mustaqil ravishda modifikatsiya qilingan va modifikatsiya qilinmagan avtomobilda
harakatlanishgan. 1-jadvalda demografik ma’lumotlarning bir qismi, nogironlik turi,
maxsus boshqaruv uskunalariga bo‘lgan ehtiyoj, boshqaruv paytida noxush alomatlar
va ularning transport vositalariga o‘zgartirishlar turi kiradi. May, 2023 Multidisciplinary Scientific Journal 786 https://t.me/Erus_uz Educational Research in Universal Sciences
SSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023
1-jadval Respondentlarning xususiyatlari
Respondentlar demografiyasi
N
(%)
Jins
Erkak
30
(100%)
Ayol
-
-
Respondent tavsilotlari
N
(%)
Nogironlik turi
Tananing yuqori harakat tayanch
tizimida nogironlik
4
(13%)
Tananing quyi harakat tayanch
tizimida nogironlik
18
(60%)
Umumiy oyoq-qo‘l nogironligi
8
(27%)
Maxsus jixozga bo‘lgan extiyoj
Ha
16
(53%)
Yo‘q
14
(47%)
Nojo‘ya ta’sirlar
Yuqori tizim
4
(13%)
Quyi tizim
11
(37%)
Umum tizim
7
(23%)
Hech kim
8
(27%)
O‘zgartirish kiritildi
O‘ng pedaldan chapga
8
(27%)
Pedaldan joystikka
1
(3%)
O‘rindiq balandligini sozlash
6
(20%)
Har bir tugma uchun signallar
3
(10%)
Boshqalar
1
(3%)
O‘zgartirishlarsiz
1
(3%)
2-jadval Ergonomika bo‘limi uchun Likert reytingi
Bo‘lim
Ballar darajasi
Likert shkalasi
A
Avtomobil ichki qismi
NE-LE-N-E-VE
1-2-3-4-5
B
Xavfsizlik
VD-D-N-E-VE
1-2-3-4-5
C
Qulaylik
VU-U-N-C-VC
1-2-3-4-5
D
Foydalanishda osonlik
VD-D-N-E-VE
1-2-3-4-5
E
Samaradorlik va ishlash
VD-D-N-E-VE
1-2-3-4-5
F
Estetika
VNI-NI-N-I-VI
1-2-3-4-5
Juda qulay (VC); Juda oson (VE); Neytral (N); Noqulay (U); Juda qiyin (VD);
qiyin (D); juda noqulay (VU); Juda ergonomika (VE); Oson (E); juda muhim (VI);
Kamroq ergonomika (LE); Muhim (I); muhim emas (NI); Ergonomika emas (NE);
Ergonomika (E); Juda muhim emas (VNI); Qulay (C)
Jadvalda ko‘rsatilganidek, respondentlarning ko‘p qismini (87%) erkaklar tashlik
etdi, ayol haydovchilarning atigi 13 foizi ishtirok etdi. 3.1. Respondent xususiyatlari Bundan tashqari,
respondentlarning 53 foizi nogironlar aravachasi, qo‘ltiq tayoqchalari va sun’iy yuqori
va pastki oyoq-qo‘llari kabi harakatchan bo‘lish uchun maxsus jihozlarga muhtoj
bo‘lsa, respondentlarning 73 foizi avtomobilni boshqarish uchun yordamchi Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 1-jadval Respondentlarning xususiyatlari
Respondentlar demografiyasi
N
(%)
Jins
Erkak
30
(100%)
Ayol
-
-
Respondent tavsilotlari
N
(%)
Nogironlik turi
Tananing yuqori harakat tayanch
tizimida nogironlik
4
(13%)
Tananing quyi harakat tayanch
tizimida nogironlik
18
(60%)
Umumiy oyoq-qo‘l nogironligi
8
(27%)
Maxsus jixozga bo‘lgan extiyoj
Ha
16
(53%)
Yo‘q
14
(47%)
Nojo‘ya ta’sirlar
Yuqori tizim
4
(13%)
Quyi tizim
11
(37%)
Umum tizim
7
(23%)
Hech kim
8
(27%)
O‘zgartirish kiritildi
O‘ng pedaldan chapga
8
(27%)
Pedaldan joystikka
1
(3%)
O‘rindiq balandligini sozlash
6
(20%)
Har bir tugma uchun signallar
3
(10%)
Boshqalar
1
(3%)
O‘zgartirishlarsiz
1
(3%) 2-jadval Ergonomika bo‘limi uchun Likert reytingi
Bo‘lim
Ballar darajasi
Likert shkalasi
A
Avtomobil ichki qismi
NE-LE-N-E-VE
1-2-3-4-5
B
Xavfsizlik
VD-D-N-E-VE
1-2-3-4-5
C
Qulaylik
VU-U-N-C-VC
1-2-3-4-5
D
Foydalanishda osonlik
VD-D-N-E-VE
1-2-3-4-5
E
Samaradorlik va ishlash
VD-D-N-E-VE
1-2-3-4-5
F
Estetika
VNI-NI-N-I-VI
1-2-3-4-5 2-jadval Ergonomika bo‘limi uchun Likert reytingi Juda qulay (VC); Juda oson (VE); Neytral (N); Noqulay (U); Juda qiyin (VD);
qiyin (D); juda noqulay (VU); Juda ergonomika (VE); Oson (E); juda muhim (VI);
Kamroq ergonomika (LE); Muhim (I); muhim emas (NI); Ergonomika emas (NE);
Ergonomika (E); Juda muhim emas (VNI); Qulay (C) Jadvalda ko‘rsatilganidek, respondentlarning ko‘p qismini (87%) erkaklar tashlik
etdi, ayol haydovchilarning atigi 13 foizi ishtirok etdi. Bundan tashqari,
respondentlarning 53 foizi nogironlar aravachasi, qo‘ltiq tayoqchalari va sun’iy yuqori
va pastki oyoq-qo‘llari kabi harakatchan bo‘lish uchun maxsus jihozlarga muhtoj
bo‘lsa, respondentlarning 73 foizi avtomobilni boshqarish uchun yordamchi
texnologiyalar va modifikatsiyaga muhtoj. 787 May, 2023 Multidisciplinary Scientific Journal https://t.me/Erus_uz Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 3-jadvalda oyoq-qo‘llari nogironligi bo‘lgan shaxsning asosiy ishiga va uning
transport vositalarining bir qismiga nisbatan ergonomik ehtiyojiga javob ko‘rsatilgan. 4. Nogironlar uchun ergonomik avtomobil Shunisi
qiziqki, oyoq-qo‘llari nogironligi bo‘lgan haydovchilar xavfsizlik va foydalanish
qulayligi (B va D bo‘limlari) nuqtai nazaridan hech qanday muammo tug‘dirmagan,
garchi bu avtomobilni boshqarish ko‘rsatkichlariga, ayniqsa noma’lum yo‘l
sharoitlarida va noma’lum ob-havo sharoitida ta’sir qiladi. Respondentlardan bir biriga
o‘xshash javovlar ko‘plab olingan. 3-jadvalning A bo‘limida eshik tutqichi, atrof-muhit tutqichi, pedallar va transport
vositasidan chiqish kabi yuqori rejim va past ergonomik ball olgan umumiy avtomobil
ichki muhiti va uskunalari ro‘yxati keltirilgan. 3-jadvalning C, E, F bo‘limlarida 2-
jadvalda (C bo‘lim) ajratib ko‘rsatilgan ergonomik aspektlar. Bu shuni ko‘rsatadiki,
muayyan vaziyatlarda respondentlar eshiklarni ochishda, o‘tirishda (C bo‘limi),
shuningdek, haydash paytida mediatekani boshqarishda qiyinchiliklarga duch
kelishadi (E bo‘limi). 3-jadval (F bo‘limi) muhim estetika uchun yuqori rejim
reytingini ko‘rsatadi, bu yerda qoplama (pastki), qoplama (orqa), tutqich, rul
chambarafi va uzatmalar qutisi tutqichi muhim ahamiyatli deb baholangan. Shunisi
qiziqki, oyoq-qo‘llari nogironligi bo‘lgan haydovchilar xavfsizlik va foydalanish
qulayligi (B va D bo‘limlari) nuqtai nazaridan hech qanday muammo tug‘dirmagan,
garchi bu avtomobilni boshqarish ko‘rsatkichlariga, ayniqsa noma’lum yo‘l
sharoitlarida va noma’lum ob-havo sharoitida ta’sir qiladi. Respondentlardan bir biriga
o‘xshash javovlar ko‘plab olingan. 4. Nogironlar uchun ergonomik avtomobil A. Vudkuk “Shaxsga yo‘naltirilgan transport loyihalash” nomli maqolasida
“Transport
jamiyatning
asosiy
muammosi”
ekanligi,
bunda
u
harakatni
soddalashtiradi, iqtisodiyotni, shuningdek, aholi salomatligini yaxshilaydi deb
ta’kidlagan [13]. Loyihalash orqali xavfsizlik, samaradorlik va qulaylikni oshirish
uchun ergonomikani ta’minlash muhimdir [13]. Shu sababli, kundalik hayotida
transport vositasiga ega bo‘lgan har bir kishi xavfsizlikni oshirish va xavfni
kamaytirish uchun tegishli ergonomik talablarga rioya qilishi juda muhimdir [14]. Bundan tashqari, bir nechta tadqiqotlar ergonomikaning yaxshi sifatga ta’sirini
ko‘rsatdi [7, 15]. Loyihadagi ergonomika inson va mashina o‘rtasidagi o‘zaro ta’sirga
bog‘liq [18]. Ergonomik omilni hisobga olgan holda, insonning imkoniyatlari va
muayyan tuzilmalarning cheklovlari hisobga olinadi [4]. Ergonomik avtomobil
dizaynini ko‘rib chiqayotganda, 2B-F jadvallarida keltirilgan ergonomikaning besh
jihati mavjud. Ushbu besh omil nogironlarning ehtiyojlarini qondirish uchun eng munosib
yaxshilanishni aniqlash uchun joriy ichki konstruksiyadagi zaif tomonlarni aniqlash
uchun so‘rovnomada ishlatilgan. Ergonomika bo‘limida 2-jadvalda ko‘rsatilgandek
Likert shkalasi (5 ballli shkala) ishlatilgan. A, B, C, D va E bo‘limlari uchun yuqori
rejim yoki past tanlovning yuqori chastotasi ergonomikani yanada takomillashtirishga
e’tibor berish kerakligini ko‘rsatadi. Ayni paytda, qarama-qarshi tushunchalar ball
darajasi boshqa yo‘nalishda bo‘lganligi sababli F bo‘limiga tushadi. Jadval 3. Baholash asosidagi darajaga qarab shikastlangan a’zoning
ergonomik talablari
A bo‘lim
Rejim
Ball darajasi
Tutqich (eshik)
9
LE
Tutqich (atrofda)
9
LE
Pedallar
9
LE
Chiqish
10
LE
C bo‘limi
Rejim
Ball darajasi
Ichkaridan eshikni ochish
9
U
Beldan pastki qismni ta’minlash
9
U
E bo‘limi
Rejim
Ball darajasi
Haydash paytida navigatsiyadan
foydalanish
8
D
F bo‘limi
Rejim
Ball darajasi
Mebel (pastki)
12
I
Mebel (orqa)
11
I
Tutqich
13
VI
Rul qoplamasi
11
I
Uzatmalar qutisi tutqichi
11
I Jadval 3. Baholash asosidagi darajaga qarab shikastlangan a’zoning
ergonomik talablari Jadval 3. Baholash asosidagi darajaga qarab shikastlangan a’zoning
ergonomik talablari 3-jadvalda oyoq-qo‘llari nogironligi bo‘lgan shaxsning asosiy ishiga va uning
transport vositalarining bir qismiga nisbatan ergonomik ehtiyojiga javob ko‘rsatilgan. 788 Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 3-jadvalning A bo‘limida eshik tutqichi, atrof-muhit tutqichi, pedallar va transport
vositasidan chiqish kabi yuqori rejim va past ergonomik ball olgan umumiy avtomobil
ichki muhiti va uskunalari ro‘yxati keltirilgan. 3-jadvalning C, E, F bo‘limlarida 2-
jadvalda (C bo‘lim) ajratib ko‘rsatilgan ergonomik aspektlar. Bu shuni ko‘rsatadiki,
muayyan vaziyatlarda respondentlar eshiklarni ochishda, o‘tirishda (C bo‘limi),
shuningdek, haydash paytida mediatekani boshqarishda qiyinchiliklarga duch
kelishadi (E bo‘limi). 3-jadval (F bo‘limi) muhim estetika uchun yuqori rejim
reytingini ko‘rsatadi, bu yerda qoplama (pastki), qoplama (orqa), tutqich, rul
chambarafi va uzatmalar qutisi tutqichi muhim ahamiyatli deb baholangan. 5. Xulosa Xulosada O‘zbekistonda oyoq-qo‘llari nogironligi bo‘lgan haydovchilar o‘rtasida
o‘tkazilgan tadqiqot natijalari taqdim etildi. Natijada, oyoq-qo‘llari cheklangan
haydovchiga qulay bo‘lgan ergonomik transport vositasini yaratish uchun haydovchi
hududining ichki qismini qayta loyihalashda ba’zi muhim jihatlarni hisobga olish
zarurligi to‘g‘risida xulosa qilindi. Respondentlarning ba’zi javoblari ta’kidlanmagan
bo‘lsa-da, ularning fikrlarini nogironlar ehtiyojlarigni qondirishda yechim sifatida
foydalanish kerak. Tadqiqot natijalarini inobatga olgan holda, nogironlar uchun qulay
bo‘lgan avtomobil dizaynini yanada ergonomik qilish maqsadida o‘zgartirish bo‘yicha
yechim ishlab chiqiladi. Hozirda bu davom etayotgan loyiha bo‘lib, kelajakda
imkoniyati cheklangan shaxslar avtomobildan foydalanishda qulaylik va mamnunlikni
ta’minlashda xizmat qiladi. FOYDALANILGAN ADABIYOTLAR RO‘YXATI: (REFERENCES FOYDALANILGAN ADABIYOTLAR RO‘YXATI: (REFERENCES)
1. Каюмов Б. А., Вохобов Р. А. Внесение изменений в конструкцию автомобилей
по результатам испытаний //Бюллетень науки и практики. – 2019. – Т. 5. – №. 11. – С. 249-254. FOYDALANILGAN ADABIYOTLAR RO‘YXATI: (REFERENCES)
1. Каюмов Б. А., Вохобов Р. А. Внесение изменений в конструкцию автомобилей
по результатам испытаний //Бюллетень науки и практики. – 2019. – Т. 5. – №. 11. – С. 249-254. FOYDALANILGAN ADABIYOTLAR RO YXATI: (REFERENCES)
1. Каюмов Б. А., Вохобов Р. А. Внесение изменений в конструкцию автомобилей
по результатам испытаний //Бюллетень науки и практики. – 2019. – Т. 5. – №. 11. – С. 249-254. 2. H. S. Bae, J. Ryu, and C. Gerdes, “Road grade and vehicle parameter estimation
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Conference on Intelligent Transportation Systems, San Francisco, CA, 2001. 3. Захаров Ю. А., Ремзин Е. В., Мусатов Г. А. Основные дефекты корпусных
деталей автомобилей и способы их устранения, применяемые в авторемонтном
производстве //Инженерный вестник Дона. – 2014. – Т. 31. – №. 4-1. – С. 43. 2. H. S. Bae, J. Ryu, and C. Gerdes, “Road grade and vehicle parameter estimation
for longitudinal control using GPS,” presented at the Proceedings of IEEE
Conference on Intelligent Transportation Systems, San Francisco, CA, 2001. 3. Захаров Ю. А., Ремзин Е. В., Мусатов Г. А. Основные дефекты корпусных
деталей автомобилей и способы их устранения, применяемые в авторемонтном
производстве //Инженерный вестник Дона. – 2014. – Т. 31. – №. 4-1. – С. 43. 789 https://t.me/Erus_uz Multidisciplinary Scientific Journal May, 2023 Multidisciplinary Scientific Journal https://t.me/Erus_uz Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 4. Вахобов Р. А., Ёкубов Ё. О., Нумонов М. З. Виртуальное тестирование
вспомогательных частей автомобиля //The Scientific Heritage. – 2021. – №. 62-1. – С. 42-46. 4. Вахобов Р. А., Ёкубов Ё. О., Нумонов М. З. Виртуальное тестирование
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отказов элементов инжекционной системы питания двигателей методом сплайн-
функций //Архив научных исследований. – 2020. – №. 30. 7. Каюмов Б. А. Разработка методик испытаний электромеханических датчиков
автомобилей, используемых для эксплуатации в регионах с жарким климатом
//Вестник Мурманского государственного технического университета
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Б. А. ВНЕСЕНИЯ
ИЗМЕНЕНИЙ,
В
КОНСТРУКЦИЮ
АВТОМОБИЛЕЙ ИСХОДЯ ИЗ РЕЗУЛЬТАТОВ ИСПЫТАНИЙ //Архив
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В
КОНСТРУКЦИЮ
АВТОМОБИЛЕЙ ИСХОДЯ ИЗ РЕЗУЛЬТАТОВ ИСПЫТАНИЙ //Архив
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С. 337-340. 14. Кушвид Р.П.К96 Испытания автомобиля: учебник. - М.: МГИУ, 2011. - 351 с. C 341-346 14. Кушвид Р.П.К96 Испытания автомобиля: учебник. - М.: МГИУ, 2011. - 351 с. C 341-346 15. Qayumov B. A., Ergashev D. P. MINIVEN TIPIDAGI AVTOMOBIL
KUZOVIGA HAVONING QARSHILIK KUCHINI ANIQLASH //RESEARCH
AND EDUCATION. – 2023. – Т. 2. – №. 1. – С. 110-118. 16. Журнал: "Ergonomics and Human Factors: The International Journal of Human
Factors and Ergonomics" // - 1958. - Т. 1. - Вып. 1. - Стр. 1-15. 16. Журнал: "Ergonomics and Human Factors: The International Journal of Human
Factors and Ergonomics" // - 1958. - Т. 1. - Вып. 1. - Стр. 1-15. 790 Multidisciplinary Scientific Journal May, 2023
790 May, 2023 Multidisciplinary Scientific Journal https://t.me/Erus_uz Educational Research in Universal Sciences
ISSN: 2181-3515 VOLUME 2 | ISSUE 5 | 2023 17. Руководство: "Driving and Community Mobility for Older Adults: Strategies for
Success" / K. Frost. - 2006. - 1-е изд. - American Occupational Therapy Association. - 80 с. 17. Руководство: "Driving and Community Mobility for Older Adults: Strategies for
Success" / K. Frost. - 2006. - 1-е изд. - American Occupational Therapy Association. - 80 с. 18. Каюмов, Б. А. FOYDALANILGAN ADABIYOTLAR RO‘YXATI: (REFERENCES - 168 с. 25. Книга: "Human Factors and Ergonomics in Practice: Improving System
Performance and Human Well-Being in Transport" / J. Bridges. - 2013. - 1-е изд. -
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CRC Press. - 416 с. 26. Документ: "Accessible Transportation and Mobility" // - 2013. - Первая версия. - Всемирная организация здравоохранения. 26. Документ: "Accessible Transportation and Mobility" // - 2013. - Первая версия. - Всемирная организация здравоохранения. - Всемирная организация здравоохранения. 791 Multidisciplinary Scientific Journal https://t.me/Erus_uz
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A new bizarre dysoneurid species (Insecta, Trichoptera) in Burmese amber
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Fossil record
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Materials and methods The amber bearing the embedded caddisfly belongs to
Burmese amber from northern Myanmar. Most Burmese am-
ber comes from the amber mine located near Noije Bum Vil-
lage, Tanaing Town (Kania et al., 2015: fig. 1; Jarzembowski
et al., 2017: Fig. S1). The age provided by U–Pb dating of
zircons from the volcaniclastic matrix of the amber is early
Cenomanian (98.8 ± 0.6 Ma) (Shi et al., 2012). A new bizarre dysoneurid species (Insecta, Trichoptera)
in Burmese amber
Wilfried Wichard1 and Christian Neumann2
1Institute of Biology and its Didactic, University of Cologne, Herbert Lewinstrasse 2, 50931 Cologne, Ge
2Museum für Naturkunde – Leibniz Institute for Evolution and Biodiversity Science, Invalidenstrasse 43,
10115 Berlin, Germany 1Institute of Biology and its Didactic, University of Cologne, Herbert Lewinstrasse 2, 50931 Cologne, Germany
2Museum für Naturkunde – Leibniz Institute for Evolution and Biodiversity Science, Invalidenstrasse 43,
10115 Berlin Germany Correspondence: Christian Neumann (christian.neumann@mfn-berlin.de) Received: 15 April 2019 – Revised: 29 July 2019 – Accepted: 30 July 2019 – Published: 10 September 2019 Received: 15 April 2019 – Revised: 29 July 2019 – Accepted: 30 July 2019 – Published: 10 September 2019 Abstract. We describe an extinct caddisfly species, Cre-
tapsyche palpinova sp. nov., from mid-Cretaceous Burmese
amber. The species belongs to the extinct family Dysoneuri-
dae within the superfamily Sericostomatoidea. The family in-
cludes some species with unusual maxillary palps. Cretapsy-
che palpinova sp. nov. is characterized by five-segmented
maxillary palps, the second segment being the longest, and
the third segment bearing an unusual pin-shaped appendage. including antennae, the maxillary and labial palps, the com-
pound eyes and the ocelli, the legs with characteristic spurs,
and the genitalia (Wichard et al., 2018). 1
Introduction The extinct trichopteran (caddisfly) family Dysoneuridae
was established by Sukatsheva (1968). The description is
merely based on fossil wings, which are preserved as im-
pressions in sedimentary rocks from the Upper Jurassic of
the Karatau Mountains in southern Kazakhstan. Sukatsheva
and Vassilenko (2013) once again described the family us-
ing further fossil wing impressions found at various Eurasian
sites from the Middle Jurassic to the Lower Cretaceous. The fossil specimen represents a nearly complete adult,
visible in ventral and dorsal views. The hind wings are par-
tially covered by the forewings. The male genitalia are visible
in ventral view. Photos
were
taken
using
a
Leica
stereomicro-
scope M 420 Apozoom in combination with a Canon
EOS 80D DSLR, EOS utility software, and Zerene Stacker
software. All images and figures were processed with Adobe
Photoshop CS4 and Photoshop Elements 15. The preliminary diagnostic forewing characters consist of
the absence of apical forks I and IV; the radius R thick-
ened, running straight, without bifurcation; the discoidal and
medium cells closed or open; the thyridial cell closed and
long; Cu2 reaching a desclerotized crossvein running be-
tween Cu1b and the wing margin. Abbreviations Wing venation terminology generally follows Holzenthal et
al. (2007): The description of the family Dysoneuridae was reviewed
when new and complete specimens were found in mid-
Cretaceous Burmese amber. An expanded set of important
morphological characters were added to the preliminary de-
scription of the family. Fore- and hind wings are often excel-
lently preserved, as well as the head, thorax, and abdomen I denotes apical fork I, II denotes apical fork II, III denotes
apical fork III, V denotes apical fork V, R denotes radius, Rs
denotes radius sectori, M denotes media, Cu1 denotes cubi-
tus anterior, Cu2 denotes cubitus posterior, A denotes analis,
DC denotes discoidal cell, MC denotes median cell, and TC
denotes thyridial cell. Foss. Rec., 22, 51–56, 2019
https://doi.org/10.5194/fr-22-51-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License. Foss. Rec., 22, 51–56, 2019
https://doi.org/10.5194/fr-22-51-2019
© Author(s) 2019. This work is distributed under
the Creative Commons Attribution 4.0 License. Remarks The
family
Dysoneuridae
as
established
by
Sukat-
sheva (1968) is based merely on the venation of an
isolated forewing preserved in sedimentary rocks from
the Upper Jurassic in southern Kazakhstan. The forewing
venation was interpreted as a reduced venation because of
the absence of apical forks I and V; in addition, Cu2 reaches
a desclerotized line running from the wing margin (arculus)
to Cu1b; both characteristics correspond approximately to
those of the wings of the family Kokiriidae (Sukatsheva and
Vassilenko, 2013). However, for a complete and significant
description and classification of Trichoptera, a complete set
of morphological characters is imperatively needed. In the Family Dysoneuridae Sukatsheva, 1968 Cretapsyche palpinova sp. nov. Cretapsyche palpinova sp. nov. Type genus and species: Dysoneura trifurcata Sukat-
sheva, 1968. Figs. 1–2. Etymology Cretapsyche palpinova sp. nov. is named for its novel maxil-
lary and labial palpi. The family Dysoneuridae belongs to superfamily Seri-
costomatoidea indicated by the absence of ocelli, with the
terminal maxillary and labial segments being nonannulated
and inflexible and the tibial spur formula being 2/2/4. The
Dysoneuridae are distinct from all other families of Sericos-
tomatoidea by their typical wing venation of fore- and hind
wings. Diagnosis Scapus about as long as the head and bearing a brush of
long setae; the pedicellus short, thickened at end; first flag-
ellomere almost twice as long as the following flagellomeres
and basally thickened. The new species is distinguished from
other dysoneurid species by the maxillary and labial palps:
maxillary palps five-segmented; second segment longest,
narrow, and slightly bent; third segment hairy, pin-shaped
pendant (pilifer); third to fifth segments successively de-
creasing in size. Labial palps three-segmented; the terminal
segment long, oval, and flattened, with an apicolateral bulge. Family diagnosis Kept in the amber collection of the Museum für Naturkunde,
Berlin (MfN: holotype inventory number MB.I. 7340 coll.,
former Patrick Müller collection, BUB 2587). Fossil from
Upper Cretaceous, Cenomanian. Embedded in Burmese am-
ber, body well preserved; forewing in dorsal view, hind wing
covered dorsally by forewing. Antennae and legs present. Male genitalia visible in ventral view. Dysoneuridae clearly distinguished from all extant and ex-
tinct families of Trichoptera by the tibial spur formula 2/2/4
in combination with the following fore- and hind wing ve-
national characters. In forewing, forks I and IV absent and
forks II, III, and V present; the nygma absent; discoidal
and median cells closed or open; the thyridial cell long and
closed; Cu2 reaches the desclerotized line (crossvein) run-
ning from the wing margin to Cu1b. In the hind wing, forks I,
III, and V are present; and forks II and IV and the discoidal
cell are absent. Antennae about as long as the forewings or
longer; the scapus as long as the head or longer, often bearing
a brush of long dark setae. Systematic paleontology Genus diagnosis: the five-segmented maxillary palps
give a clear and striking characteristic – second segment
longest, longer than the following three segments to-
gether, which are successively smaller and shorter; fifth
segment shortest. Order Trichoptera Kirby, 1815 Published by Copernicus Publications on behalf of the Museum für Naturkunde Berlin. Published by Copernicus Publications on behalf of the Museum für Naturkunde Berlin. 52 Suborder Integripalpia Martynov, 1924 Suborder Integripalpia Martynov, 1924 Family Dysoneuridae Sukatsheva, 1968 W. Wichard and C. Neumann: A new bizarre dysoneurid species In male genitalia, inf ap denotes inferior appendages, pre
ap denotes preanal appendages, and X ap denotes mesodorsal
processes of tergum X. case of the family Dysoneuridae, this became recently avail-
able by excellently preserved specimens from Cretaceous
Burmese amber, subsequently leading to a redescription
of the family Dysoneuridae and their assignment to the
superfamily Sericostomatoidea (Wichard et al., 2018). This
published
work
and
the
nomenclatural
acts
it
contains
have
been
registered
in
ZooBank
on
26 July 2019 and have received the LSID number
urn:lsid:zoobank.org:act:1161465B-1937-4580-B02F-
8ED51C484A79. Cretapsyche Wichard et al., 2018 Type species: Cretapsyche circula Wichard et al., 2018 Description Male head without ocelli. Each flagellum about 4 mm in
length, consisting of 26 rod-shaped flagellomeres; scapus
strong, narrow, distally slightly broader than basally, about
0.5 mm in length and slightly longer than head, hairy, api-
cally with tuft of hair; pedicellus short, thickened at ends;
first flagellomere twice as long as following flagellomeres,
basally thickened. Maxillary palpus five-segmented: first www.foss-rec.net/22/51/2019/ Foss. Rec., 22, 51–56, 2019 W. Wichard and C. Neumann: A new bizarre dysoneurid species 53 W. Wichard and C. Neumann: A new bizarre dysoneurid species
53
Figure 1. Cretapsyche palpinova sp. nov. (a) Male in ventral view. (b) Forewing venation: II, III, and V denote apical forks II, III, and V; TC
denotes thyridial cell. W. Wichard and C. Neumann: A new bizarre dysoneurid species
53 Figure 1. Cretapsyche palpinova sp. nov. (a) Male in ventral view. (b) Forewing venation: II, III, and V denot
denotes thyridial cell. Figure 1. Cretapsyche palpinova sp. nov. (a) Male in ventral view. (b) Forewing venation: II, III, and V denote apical forks II, III, and V; TC
denotes thyridial cell. a sp. nov. (a) Male in ventral view. (b) Forewing venation: II, III, and V denote apical forks II, III, and V; TC visible, r-m short and aligned diagonally, m absent. Dis-
coidal and median cells open, thyridial cell long and closed. Cu2 running to Cu1b and reaching desclerotized crossvein
connecting Cu1b to margin; this crossvein not clearly visible. Hind wings smaller than forewings, each with wing venation
and setation as follows (in ventral view, so far as visible):
fork III clearly visible, petiolate; crossvein r-m also clearly
visible; fork II absent; forks I and V probably present; dorsal
surface covered with small scale-shaped hairs. segment long but shorter than second segment; second seg-
ment longest, slim and slightly curved, longer than third,
fourth, and fifth segments together. Rod-shaped appendage
(pilifer) originating from third segment. Labial palpus three-
segmented: first segment longest, almost as long as second
and third segments together; third segment about as long as
second segment but wider, flattened, oval, rounded margin,
apicolaterally with small rounded tongue. Forewings each 3 mm in length (Fig. 1b). Apical forks I
and IV absent; II, III, and V present; fork III petiolate; fork
V probably slightly petiolate. Crossveins r and s not clearly Male genitalia visible in ventral view (Fig. 2c, d). 3
Discussion In general fossil insects in Burmese Amber exhibit a surpris-
ingly great range of variations and morphological character-
istics, which are often unknown to today’s insects. This also
applies to the Trichoptera. A comparison of the recent cad-
disflies with the fossil caddisflies embedded in the 40- to 50-
million-year-old Baltic Amber points to clear differences but
also shows an amazing closeness and relationship to today’s
forms (Ulmer 1912, Wichard 2013). Even clearer are the dif-
ferences compared to the almost 100-million-year-old cad-
disflies preserved in Burmese amber. Of course, with their
greater age, Burmese Trichoptera are more distantly related
to recent caddisflies. However, morphological variants were
also tested, which obviously did not survive in the course of
time and evolution, so that modern species lack them. 2. Labial palps three-segmented, terminal segment oval
flattened; maxillary palps with pilifer arising from third
segment: C. palpinova sp. nov. – Labial palps three-segmented, simple; maxillary
palps without pilifer on third segment:
C. circula. 3. Forewing with median cell open; in male genitalia dor-
somedian process of tergum X distinct, ventrally pro-
truding: C. insueta. – Forewing with median cell closed; in male genitalia
dorsomedian process of tergum X simple:
C. elegans. As proposed by Wichard et al. (2018), the extinct family
Dysoneuridae belongs to the superfamily Sericostomatoidea,
characterized by the absence of ocelli, with the terminal max-
illary and labial segments both being nonannulated and in-
flexible, and with the tibial spur formula being 2/2/4 (Johan-
son et al., 2017). The family Dysoneuridae is distinguished
from all other families of Sericostomatoidea by its wing ve-
nation with the absence of forks I and IV in the forewings
and of forks II and IV in the hind wings. C. elegans. Data availability. The material described herein is deposited in the
amber collection of the Museum für Naturkunde, Berlin (inventory
number MB.I.7340). Author contributions. WW and CN prepared the paper and con-
tributed to the editing. The Dysoneuridae found in mid-Cretaceous Burmese am-
ber consist of two interesting genera, Burmapsyche and Cre-
tapsyche. Burmapsyche has maxillary palps which are three-
segmented. In B. palpifurcata each palpus is forked into a
one-segmented branch and a two-segmented branch, an un-
usual small fork, unknown in modern caddisflies. The genus
Cretapsyche is characterized by five-segmented maxillary
palps, equipped with a remarkably long, slightly curved sec-
ond segment. Description In-
ferior appendages two-segmented, each consisting of cox- www.foss-rec.net/22/51/2019/ Foss. Rec., 22, 51–56, 2019 Foss. Rec., 22, 51–56, 2019 54 W. Wichard and C. Neumann: A new bizarre dysoneurid species 54
W. Wichard and C. Neumann: A new bizarre dysoneurid species Figure 2. Cretapsyche palpinova sp. nov. (a) Drawing of the scapi, pedicelli, and first antennal segments; the five-segmented maxillary palps
(max palp), the three-segmented labial palps (lab palp); and a pair of pilifers arising from the maxillary palps. (b) Head with palps and
antennae in ventral view. (c) Male genitalia in ventral view. (d) Drawing of the male genitalia in ventral view with the inferior appendages
(inf ap) consisting of the basal coxopodite and the apical harpago, with the preanal appendages (pre ap) and with tergum X divided in two
apical lobes (X ap). Foss Rec 22 51 56 2019
www foss rec net/22/51/2019/ Figure 2. Cretapsyche palpinova sp. nov. (a) Drawing of the scapi, pedicelli, and first antennal segments; the five-segmented maxillary palps
(max palp), the three-segmented labial palps (lab palp); and a pair of pilifers arising from the maxillary palps. (b) Head with palps and
antennae in ventral view. (c) Male genitalia in ventral view. (d) Drawing of the male genitalia in ventral view with the inferior appendages
(inf ap) consisting of the basal coxopodite and the apical harpago, with the preanal appendages (pre ap) and with tergum X divided in two
apical lobes (X ap). Figure 2. Cretapsyche palpinova sp. nov. (a) Drawing of the scapi, pedicelli, and first antennal segments; the five-segmented maxillary palps
(max palp), the three-segmented labial palps (lab palp); and a pair of pilifers arising from the maxillary palps. (b) Head with palps and
antennae in ventral view. (c) Male genitalia in ventral view. (d) Drawing of the male genitalia in ventral view with the inferior appendages
(inf ap) consisting of the basal coxopodite and the apical harpago, with the preanal appendages (pre ap) and with tergum X divided in two
apical lobes (X ap). Foss. Rec., 22, 51–56, 2019 www.foss-rec.net/22/51/2019/ 55 W. Wichard and C. Neumann: A new bizarre dysoneurid species 4
Key to species of genus Cretapsyche from Cretaceous
Burmese amber opodite and harpago; small subtriangular accessory ap-
pendage basoventrally; coxopodite strong, about 0.2 mm in
length, about as long as harpago; harpago originating from
coxopodite, basally narrow, thicker mesally near middle, and
tapered apically; curved mesad, enclosing central phallic ap-
paratus. Tergum X with mesodorsal lobe divided apparently
into two small parallel processes covering phallic appara-
tus dorsally. In ventral view dorsolateral preanal appendages
also deeply behind central phallic apparatus, each forming
small, elongate, triangular spatula. (Family and genus characters: five-segmented maxillary
palps each with second segment longest; in forewing forks
II, III, and V and in hind wing forks I, III, and V present;
tibial spurs 2/2/4). 1. In forewing, Rs and M branching on about the same
level, fork V petiolate; in male genitalia coxopodite and
harpago at a ratio of about 1 : 1 in length: 2 – In forewing, M branching before Rs, fork V nearly
sessile; in male genitalia coxopodite and harpago at
a ratio of about 2 : 1 in length: 3 3
Discussion Additionally, in Cretapsyche palpinova a pin-
shaped appendage originates from the third segment of each
maxillary palpus that slightly towers above the palpus dis-
tally. Competing interests. The authors declare that they have no conflict
of interest. Acknowledgements. We especially thank Patrick Müller for the ex-
cellent collection of Burmese amber inclusions and for making this
newly described species available. Further, we wish to express our
sincere gratitude to John Morse (Clemson University, USA) and Bo
Wang (Academy of Sciences, Nanjing, China), who provided criti-
cal reviews that helped in improving the present contribution of the
manuscript. Review statement. This paper was edited by Florian Witzmann and
reviewed by Bo Wang and John C. Morse. www.foss-rec.net/22/51/2019/ www.foss-rec.net/22/51/2019/ Foss. Rec., 22, 51–56, 2019 W. Wichard and C. Neumann: A new bizarre dysoneurid species 56 References www.foss-rec.net/22/51/2019/ Foss. Rec., 22, 51–56, 2019 References Shi, G., Grimaldi, D. A., Harlow, G. E., Wang, J., Wang, J., Yang,
M., Lei, W., Li, Q., and Li, X.: Age constraint on Burmese amber
based on U-Pb dating of zircons, Cretaceous Res., 37, 155–163,
2012. Holzenthal, R. W., Blahnik, R. J., Prather, A. L., and Kjer, K. M.:
2007. Order Trichoptera Kirby, 1813 (Insecta), Caddisflies,
Zootaxa, 1668, 639–698, 2004. Sukatsheva, I. D.: New Jurassic Caddisflies from the Kara Tau (Tri-
choptera), Yurskie nasekomye Karatau, 175–179, 1968 (in Rus-
sian). Jarzembowski, E. A., Wang, B., and Zheng, D.: A new ommatin
beetle (Insecta: Coleoptera) with unusual genitalia from mid-
Cretaceous Burmese amber, Cretaceous Res., 71, 113–117, 2017 Sukatsheva, I. D. and Vassilenko, D. V.: New Taxa of Caddisflies
(Insecta, Trichoptera) with reduced forewing venation from the
Mesozoic of Asia, Paleontologicheskii Zh., 2013, 57–63, 2013. Johanson, K. A., Malm, T., and Espeland, M.: Molecular phylogeny
of Sericostomatoidea (Trichoptera) with the establishment of
three new families, Syst. Entomol., 42, 240–266, 2017. Ulmer, G.: Trichopteren des Baltischen Bernsteins, Beiträge zur
Naturkunde Preussens, 10, 1–380, 1912. Kania, I., Wang, B., and Szwedo, J.: Dicranoptycha Osten Sacken,
1860 (Diptera, Limoniidae) from the earliest Upper Cretaceous
Burmese amber, Cretaceous Res., 52, 522–530, 2015. Wichard, W.: Overview and descriptions of Trichoptera in Baltic
Amber: Spicipalpia and Integripalpia, Kessel, Remagen, Ger-
many, 230 pp., 2013. Kirby, W.: Strepsiptera, a new order of insects proposed, and the
characters of the order, with those of its genera, Transactions of
the Linnean Society of London Zoology, 11, 86–122, 1813. Wichard, W., Neumann, C., Müller, P., and Wang, B.: Family
Dysoneuridae (Insecta, Trichoptera) in Cretaceous Burmese am-
ber, Cretaceous Res., 82, 138–146, 2018. Martynov, A. V.: Rucheiniki (caddisflies), Prakticheskaya Ento-
mologiya, 5, 1–384, 1924 (in Russian). Foss. Rec., 22, 51–56, 2019 www.foss-rec.net/22/51/2019/ www.foss-rec.net/22/51/2019/
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Reconstruction of electrons with the Gaussian-sum filter in the CMS tracker at the LHC
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Journal of physics. G, Nuclear and particle physics
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1. Introduction Modern track detectors based on semiconductor
technologies contain larger amounts of material than
gaseous detector types, partially due to the detector
elements themselves and partially due to additional
material required for on-sensor electronics, power,
cooling, and mechanical support. A precise mod-
elling of material effects in track reconstruction is
therefore necessary to obtain the best estimates of
the track parameters. Such material effects are par-
ticularly relevant for the reconstruction of electrons
which, in addition to ionization energy loss and multi-
ple Coulomb scattering, suffer from large energy losses
due to bremsstrahlung. arXiv:physics/0306087v1 [physics.d Figure 1: Probability density function f(z) for different
thickness values. A well-known model of the bremsstrahlung energy
loss is due to Bethe and Heitler [1]. In this model,
the probability density function (PDF), f(z), of the
energy loss of an electron is the mean value of energy loss and to increase the vari-
ance of the momentum by adding the variance of the
energy loss distribution. This procedure should en-
sure unbiased estimates of the track parameters and
of the associated uncertainties [3]. The Kalman filter
is a linear least-squares estimator, and is proved to be
optimal only when all probability densities encoun-
tered during the track reconstruction procedure are
Gaussian. The implicit assumption of approximating
the Bethe-Heitler distribution with a single Gaussian
is quite crude. It is therefore plausible that a non-
linear estimator which takes the actual shape of the
distribution into account can do better. the mean value of energy loss and to increase the vari-
ance of the momentum by adding the variance of the
energy loss distribution. This procedure should en-
sure unbiased estimates of the track parameters and
of the associated uncertainties [3]. The Kalman filter
is a linear least-squares estimator, and is proved to be
optimal only when all probability densities encoun-
tered during the track reconstruction procedure are
Gaussian. The implicit assumption of approximating
the Bethe-Heitler distribution with a single Gaussian
is quite crude. It is therefore plausible that a non-
linear estimator which takes the actual shape of the
distribution into account can do better. f(z) = [−ln z]c−1
Γ(c)
,
(1) (1) where c = t/ ln 2, t is the thickness of material tra-
versed by the electron (in units of radiation length),
and z is the fraction of energy remaining after the
material layer is traversed. Reconstruction of electrons with the Gaussian-sum filter in the CMS
tracker at LHC 0306087v1 [physics.data-an] 11 Jun 2003 arXiv:physics/0306087v1 [physics.data-an] 11 Jun 2003 The bremsstrahlung energy loss distribution of electrons propagating in matter is highly non Gaussian. Because
the Kalman filter relies solely on Gaussian probability density functions, it might not be an optimal reconstruc-
tion algorithm for electron tracks. A Gaussian-sum filter (GSF) algorithm for electron track reconstruction in
the CMS tracker has therefore been developed. The basic idea is to model the bremsstrahlung energy loss dis-
tribution by a Gaussian mixture rather than a single Gaussian. It is shown that the GSF is able to improve the
momentum resolution of electrons compared to the standard Kalman filter. The momentum resolution and the
quality of the estimated error are studied with various types of mixture models of the energy loss distribution. iv:physics/0306087v1 [physics.data-an] 11 Ju 0
0.2
0.4
0.6
0.8
1
10
−2
10
−1
10
0
10
1
10
2
z
f(z)
t=0.2
t=0.1
t=0.05
t=0.02
Figure 1: Probability density function f(z) for different
thickness values. 1. Introduction The probability of a given
fractional energy loss is assumed to be independent
of the energy of the incoming particle. This PDF is
shown in Fig. 1 for different thickness values. A non-linear generalization of the Kalman filter
(KF), the Gaussian-sum filter (GSF) [4, 5], has there-
fore been implemented in the reconstruction software
of the CMS tracker [6]. In the GSF the distributions of
all state vectors are Gaussian mixtures, i.e. weighted
sums of Gaussians instead of single Gaussians. The
algorithm is therefore appropriate if the probability
densities involved in track reconstruction can be ad-
equately described by Gaussian mixtures. The basic The baseline for track reconstruction in the CMS
tracker is the Kalman filter [2]. Throughout the filter
tracks are described by a five-dimensional state vec-
tor, containing the information about the momentum,
the direction and the position at some reference sur-
face. The material effects are currently assumed to
be concentrated in the active elements of the detector
layers. In this context the optimal treatment of ra-
diative energy loss is to correct the momentum with CHEP03, La Jolla, California, March 24-28, 2003 CHEP03, La Jolla, California, March 24-28, 2003 1 Reconstruction of electrons with the Gaussian-sum fil
tracker at LHC
W. Adam, R. Fr¨uhwirth
Institute for High-Energy Physics, Austrian Academy of Sciences, Vienna, Austria
A. Strandlie
CERN, Geneva, Switzerland
T. Todorov
IReS, Strasbourg, France TULT009 CHEP03, La Jolla, California, March 24-28, 2003 2 0
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t
Dcdf
Figure 2: The distances DKL and DCDF as a function of
the thickness t, for CDF-mixtures, with different
numbers of components. 0
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t
Dcdf idea of the present work is to approximate the Bethe-
Heitler distribution as a Gaussian mixture rather than
a single Gaussian, in which the different components
of the mixture model different degrees of hardness of
the bremsstrahlung in the layer under consideration. The resulting estimator resembles a set of Kalman
filters running in parallel, where each Kalman filter
corresponds to one of the components of the mixture
describing the distribution of the state vector. 2. Approximating the fractional energy
loss distribution Figure 2: The distances DKL and DCDF as a function of
the thickness t, for CDF-mixtures, with different
numbers of components. An important issue with the GSF reconstruction of
electrons is to obtain a good Gaussian-mixture ap-
proximation of the Bethe-Heitler distribution. The
parameters to be obtained are the weights, the mean
values and the variances of each of the components in
the approximating mixture. The parameters are de-
termined by minimizing the following two distances: 0
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t
Dcdf
Figure 3: The distances DKL and DCDF as a function of
the thickness t, for KL-mixtures, with different numbers
of components. 0
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Dkl
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t
Dcdf DCDF =
Z ∞
−∞
|F(z) −G(z)| dz,
(2)
DKL =
Z ∞
−∞
ln [f(z)/g(z)]f(z)dz,
(3) (2) (3) where f(z) and F(z) are the PDF and cumulative
distribution function (CDF) of the model distribution
and g(z) and G(z) are the PDF and CDF of the Gaus-
sian mixture, respectively. The distance DKL is the
so-called Kullback-Leibler distance between the model
distribution and the mixture. Hereafter, the mix-
tures obtained by minimizing DCDF are called CDF-
mixtures, whereas the mixtures obtained by minimiz-
ing DKL are called KL-mixtures. The minimizations
have been done independently on a set of discrete val-
ues of t, ranging from 0.02 to 0.20. Figures 2 and 3
show the resulting distances as a function of thickness
for a varying number of components in the approxi-
mating mixture. In order to obtain mixtures for arbi-
trary values of the thickness, fifth-degree polynomials
have been fitted to the parameters as a function of
t. Due to the fast access to the parameters from the
polynomials, the calculation of the mixture is done
on the fly during reconstruction, using the effective
thickness of a detector layer from the knowledge of
the incident angle of inclination. Figure 3: The distances DKL and DCDF as a function of
the thickness t, for KL-mixtures, with different numbers
of components. 2. Components are merged into clusters, according
to a given metric. 2. Components are merged into clusters, according
to a given metric. The first option has the advantage of being compu-
tationally light, but it turns out to be inferior. Even
the first two moments of the estimated parameters are
not described correctly. 2. Approximating the fractional energy
loss distribution prohibitively large number of components due to the
combinatorics involved each time a layer of material
is traversed. In a realistic implementation of the GSF the num-
ber of components must repeatedly be reduced to a
predefined maximum. As little information as possi-
ble should be lost in this procedure. Two strategies
have been tested: 1. Only the N components with the largest weights
are kept; 1. Only the N components with the largest weights
are kept; 3. Reducing the number of components In the second approach, the component with the
largest weight is merged with the one closest to it,
and this procedure is repeated until the required num-
ber of components is reached. The results below have
been obtained by using the Kullback-Leibler distance
– defined in Equation (3) – as a measure of distance. The approximation of energy loss by a Gaussian
mixture amounts to a convolution of this mixture with
the current state, which in general is also composed
of several Gaussian components. The strict applica-
tion of the GSF algorithm therefore quickly leads to a TULT009 CHEP03, La Jolla, California, March 24-28, 2003 3 0
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KF
GSF
probability
Figure 5: Probability distribution for the estimated q/p
for the KF (solid) and the GSF with a maximum of six
(dashed-dotted), twelve (dashed), 18 (solid) and 36
(dotted) components kept during reconstruction. In this
case the same six-component CDF-mixture has been
used both in the simulation of the disturbance of the
momentum in a detector unit and in reconstruction. Keeping 36 components yields estimates quite close to
the correct distribution of the parameter. 4. Results from simulated tracks in the
CMS tracker 0
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KF
GSF
probability 0
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KF
GSF
probability First, results from the reconstruction of data origi-
nating from a simplified simulation are shown. In this
simulation multiple scattering and ionization energy
loss are turned off, all the material is concentrated on
the detector units, and the exact amount of material
used in the simulation is known by the reconstruction
program. Single electron tracks with pT = 10 GeV/c
have been simulated for absolute values of η less than
1.0 . Reconstructed hits have been collected using
the knowledge of the associated simulated hits, so no
pattern recognition has been involved. The following
results all refer to the quantity q/p (charge over abso-
lute value of the momentum) recorded at the point of
closest approach to the vertex in the transverse plane
– the transverse impact point (TIP) – after a fit go-
ing from the outside towards the inside of the tracker. Figure 4 shows an example of the estimated q/p for
one single track, both for the KF and for the GSF. Figure 5: Probability distribution for the estimated q/p
for the KF (solid) and the GSF with a maximum of six
(dashed-dotted), twelve (dashed), 18 (solid) and 36
(dotted) components kept during reconstruction. In this
case the same six-component CDF-mixture has been
used both in the simulation of the disturbance of the
momentum in a detector unit and in reconstruction. Keeping 36 components yields estimates quite close to
the correct distribution of the parameter. -0.14
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predicted PDF at TIP in q/p
q/p in inverse GeV/c -0.14
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predicted PDF at TIP in q/p
q/p in inverse GeV/c
Figure 4: Estimated q/p of one single track for the GSF
(solid), the KF (dashed) and the combined GSF state
(dotted). The combined GSF state refers to the first and
the second moments of the GSF estimate, here visualized
as a single Gaussian. The arrow denotes the true value of
q/p. It can be seen that the estimated PDF of the GSF
is a non-Gaussian function. 4. Results from simulated tracks in the
CMS tracker The distributions for the GSF
are seen to be less flat than those shown in Fig. 5. (
)
(
)
(dotted). The combined GSF state refers to the first and
the second moments of the GSF estimate, here visualized
as a single Gaussian. The arrow denotes the true value of
q/p. It can be seen that the estimated PDF of the GSF
is a non-Gaussian function. Figures 5 and 6 show probability distributions for
the estimated q/p of the KF and the GSF with a
varying maximum number of components kept dur-
ing the reconstruction. Given the estimated PDF (a
single Gaussian for the KF, a Gaussian mixture for
the GSF), each entry in the histogram amounts to
the integral from −∞to the true value of q/p. If
the estimated PDF is a correct description of the real
distribution of the parameter, the corresponding his-
togram should be flat. The CDF-mixtures are superior to the KL-mixtures
concerning the quality of the estimated q/p. The main
trend seems to be related to the maximum number of
components kept rather than the number of compo-
nents in the mixture describing the energy loss, even
though the mixtures with five and six components are
best in the limit of keeping a large number of compo-
nents. g
The deviation from flatness can be quantified by the
χ2 of the difference between the probability distribu-
tions of q/p and the flat distribution. This χ2 per bin
is shown in Fig. 7 for a set of different mixtures as a
function of the maximum number of components kept. Figure 8 shows the residuals of the estimated q/p of
the GSF and the KF with respect to the true value of TULT009 4. Results from simulated tracks in the
CMS tracker 0
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KF
GSF
probability
Figure 6: Probability distribution for the estimated q/p
for the KF (solid) and the GSF with a maximum of six
(dashed-dotted), twelve (dashed), 18 (solid) and 36
(dotted) components kept during reconstruction. The
same six-component mixture as the one described in the
caption of Fig. 5 has been used in reconstruction, but the
simulation of the disturbance of the momentum in a
detector unit has been done by sampling from the
Bethe-Heitler distribution. The distributions for the GSF
are seen to be less flat than those shown in Fig. 5. 0
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KF
GSF
probability Figure 4: Estimated q/p of one single track for the GSF
(solid), the KF (dashed) and the combined GSF state
(dotted). The combined GSF state refers to the first and
the second moments of the GSF estimate, here visualized
as a single Gaussian. The arrow denotes the true value of
q/p. It can be seen that the estimated PDF of the GSF
is a non-Gaussian function. Figure 4: Estimated q/p of one single track for the GSF
(solid), the KF (dashed) and the combined GSF state Figure 6: Probability distribution for the estimated q/p
for the KF (solid) and the GSF with a maximum of six
(dashed-dotted), twelve (dashed), 18 (solid) and 36
(dotted) components kept during reconstruction. The
same six-component mixture as the one described in the
caption of Fig. 5 has been used in reconstruction, but the
simulation of the disturbance of the momentum in a
detector unit has been done by sampling from the
Bethe-Heitler distribution. The distributions for the GSF
are seen to be less flat than those shown in Fig. 5. Figure 6: Probability distribution for the estimated q/p
for the KF (solid) and the GSF with a maximum of six
(dashed-dotted), twelve (dashed), 18 (solid) and 36
(dotted) components kept during reconstruction. The
same six-component mixture as the one described in the
caption of Fig. 5 has been used in reconstruction, but the
simulation of the disturbance of the momentum in a
detector unit has been done by sampling from the
Bethe-Heitler distribution. TULT009 CHEP03, La Jolla, California, March 24-28, 2003 4 Maximum number of components
5
10
15
20
25
30
35
0
20
40
60
80
100
120
χ2/ndof w.r.t. flat distribution
Figure 7: Values of χ2 per bin of the probability
distribution for CDF-mixtures with four (circles), five
(squares) and six (triangles pointing upwards)
components, as well as a KL-mixture with six (triangles
pointing downwards) components. The corresponding
value for the KF is 146. Maximum number of components
5
10
15
20
25
30
35
0.004
0.0045
0.005
0.0055
0.006
0.0065
0.007
0.0075
0.008
FWHM (∆q/p) (GeV/c)-1
Figure 9: Full-width at half-maximum for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.013. Maximum number of components
5
10
15
20
25
30
35
0.004
0.0045
0.005
0.0055
0.006
0.0065
0.007
0.0075
0.008
FWHM (∆q/p) (GeV/c)-1
Figure 9: Full-width at half-maximum for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.013. Maximum number of components
5
10
15
20
25
30
35
0
20
40
60
80
100
120
χ2/ndof w.r.t. flat distribution
Figure 7: Values of χ2 per bin of the probability
distribution for CDF-mixtures with four (circles), five
(squares) and six (triangles pointing upwards)
components, as well as a KL-mixture with six (triangles
pointing downwards) components. The corresponding
value for the KF is 146. Maximum number of components
5
10
15
20
25
30
35
0
20
40
60
80
100
120
χ2/ndof w.r.t. flat distribution Maximum number of components
5
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30
35
0.004
0.0045
0.005
0.0055
0.006
0.0065
0.007
0.0075
0.008
FWHM (∆q/p) (GeV/c)-1 Figure 9: Full-width at half-maximum for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.013. Figure 7: Values of χ2 per bin of the probability
distribution for CDF-mixtures with four (circles), five
(squares) and six (triangles pointing upwards)
components, as well as a KL-mixture with six (triangles
pointing downwards) components. The corresponding
value for the KF is 146. TULT009 Maximum number of components
5
10
15
20
25
30
35
0.006
0.0061
0.0062
0.0063
0.0064
0.0065
0.0066
0.0067
0.0068
0.0069
0.007
half width of interval (GeV/c)-1
50% coverage
Figure 10: Half-widths of the symmetric intervals
covering 50% of the distribution for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.0080. Maximum number of components
5
10
15
20
25
30
35
0.006
0.0061
0.0062
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0.007
half width of interval (GeV/c)-1
50% coverage the parameter. The estimated q/p for the GSF is the
mean value of the state vector mixture, and the mix-
ture used for this specific plot is a CDF-mixture with
six components. In order to quantify the difference
between the GSF and the KF residuals, the full-width
at half-maximum (FWHM) and the half-width of in-
tervals covering 50% and 90% of the distribution have
been considered. The covering intervals have been
chosen to be symmetric about zero. The FWHM and
the half-widths of the covering intervals are shown in
Figs. 9, 10 and 11. The different flavours of the GSF
in these figures are the same as those described in the
caption of Fig. 7. Figure 10: Half-widths of the symmetric intervals
covering 50% of the distribution for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.0080. gsfRes
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GSF
KF
Figure 8: Residuals of estimated q/p with respect to the
true value of the parameter for the GSF and the KF at
the transverse impact point. A maximum number of
twelve components has been kept during reconstruction. Long tails extending outside the limits of the histogram
exist both for the KF and for the GSF. These tails are
due to hard radiation in the innermost layers of the
tracker. TULT009 gsfRes
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GSF
KF ability distribution of the GSF exhibits no large de-
viation from flatness, indicating that the estimated
PDF of q/p describes reasonably well the actual PDF
of q/p. This observation is all the more remarkable
since, with the full simulation, the energy loss is not
generated by the simple Bethe-Heitler model, and nei-
ther the exact amount nor the exact location of the
material are known to the GSF. Residuals of q/p with vertex constraint (in inverse GeV/c)
0.02
-0.01
0
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0.02
0.03 Figure 14: Residuals of the estimated q/p with respect to
the true value at the transverse impact point for the KF
and the GSF. A vertex constraint has been included in
the fits. The reconstruction algorithms have been run on
tracks from a full simulation. The corresponding residuals of the estimated q/p
with respect to the true value are shown in Figs. 13
and 14. The residuals shown in Fig. 14 have been
obtained by including a vertex constraint in the fit. Such a constraint allows the momentum to be mea-
sured in the innermost part of the track and thus
gives a handle on possible radiation in the first two
layers. The result of including this constraint is a less
skew distribution with the mode being moved closer
towards zero, and the amount of tracks in the tails is
also reduced. Even though the results from the full
simulation qualitatively seem to confirm those from
the simplified simulation, more studies are needed to
understand the differences in detail. location are known to the reconstruction program. It
has been shown that the quality of the momentum
estimate depends mainly on the number of mixture
components kept during reconstruction, and to some
extent also on the number of components in the mix-
ture approximation to the energy loss distribution. A comparison with the best linear unbiased estima-
tor, the Kalman filter, shows a clear improvement of
the momentum resolution. TULT009 Remarkably, a similar im-
provement can be seen with electron tracks from the
full simulation, although in this case neither the exact
energy loss distribution nor the precise amount and
location of material are known to the reconstruction
program. More systematic studies with electrons from
the full simulation are clearly needed, but it seems
safe to conclude that in electron reconstruction the
Gaussian-sum filter yields a substantial gain in preci-
sion as compared to the Kalman filter. TULT009 gsfRes
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0.0252
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half width of interval (GeV/c)-1
90% coverage
Figure 11: Half-widths of the symmetric intervals
covering 90% of the distribution for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.0295. Maximum number of components
5
10
15
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35
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0.0242
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half width of interval (GeV/c)-1
90% coverage Residuals of q/p (in inverse GeV/c)
0
0.01
0.02
0.03 Figure 8: Residuals of estimated q/p with respect to the
true value of the parameter for the GSF and the KF at
the transverse impact point. A maximum number of
twelve components has been kept during reconstruction. Long tails extending outside the limits of the histogram
exist both for the KF and for the GSF. These tails are
due to hard radiation in the innermost layers of the
tracker. Figure 11: Half-widths of the symmetric intervals
covering 90% of the distribution for the GSF as a
function of the maximum number of components kept
during reconstruction. The corresponding value of the
KF is 0.0295. The GSF and the KF have also been run on tracks
from a full simulation using the official CMS simula- TULT009 CHEP03, La Jolla, California, March 24-28, 2003 5 gsfRes
Entries
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GSF
KF
Figure 13: Residuals of the estimated q/p with respect to
the true value at the transverse impact point for the KF
and the GSF. The reconstruction algorithms have been
run on tracks from a full simulation. TULT009 gsfRes
Entries
8988
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GSF
KF tion program [7]. The pT and the η range are the
same as in the simplified simulation, but the amount
and spatial distribution of the material are different. Probability distributions of the estimated q/p for the
GSF and the KF are shown in Fig. 12. The prob- 0
0.1
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0.5
0.6
0.7
0.8
0.9
1
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350
400
450
probability
Figure 12: Probability distribution for the estimated q/p
for the KF (dashed) and the GSF (solid). The specific
mixture used in the GSF is a CDF-mixture with six
components. A maximum number of twelve components
has been kept during reconstruction. The reconstruction
algorithms have been run on tracks from a full
simulation. 0
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probability Figure 13: Residuals of the estimated q/p with respect to
the true value at the transverse impact point for the KF
and the GSF. The reconstruction algorithms have been
run on tracks from a full simulation. Figure 12: Probability distribution for the estimated q/p
for the KF (dashed) and the GSF (solid). The specific
mixture used in the GSF is a CDF-mixture with six
components. A maximum number of twelve components
has been kept during reconstruction. The reconstruction
algorithms have been run on tracks from a full
simulation. gsfRes
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Residuals of q/p with vertex constraint (in inverse GeV/c)
-0.03
-0.02
-0.01
0
0.01
0.02
0.03
0
100
200
300
400
500
600
700
GSF residuals
Entries
8988
Mean
0.000924
RMS
0.006759
Underflow
181
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169
GSF
KF
Figure 14: Residuals of the estimated q/p with respect to
the true value at the transverse impact point for the KF
and the GSF. A vertex constraint has been included in
the fits. The reconstruction algorithms have been run on
tracks from a full simulation. 5. Conclusion The Gaussian-sum filter has been implemented in
the CMS reconstruction program. It has been vali-
dated with electron tracks with a simplified simulation
in which the energy loss distribution (Bethe-Heitler
model), the exact amount of material and its exact TULT009 TULT009 CHEP03, La Jolla, California, March 24-28, 2003 6 CHEP03, La Jolla, California, March 24-28, 2003
References
[1] H. Bethe and W. Heitler, Proc. R. Soc. London A
146 (1934) 83. [2] R. Fr¨uhwirth, Nucl. Instrum. and Methods A 262
(1987) 444. [3] D. Stampfer, M. Regler and R. Fr¨uhwirth, Comp. Phys. Comm. 79 (1994) 157. [4] R. Fr¨uhwirth, Comp. Phys. Comm. 100 (1997) 1. [5] R. Fr¨uhwirth and S. Fr¨uhwirth-Schnatter, Comp. Phys. Comm. 110 (1998) 80. [6] http://cmsdoc.cern.ch/orca/
[7] http://cmsdoc.cern.ch/cmsim/cmsim.html References Phys. Comm. 79 (1994) 157. [4] R. Fr¨uhwirth, Comp. Phys. Comm. 100 (1997) 1. [1] H. Bethe and W. Heitler, Proc. R. Soc. London A
146 (1934) 83. (
)
[2] R. Fr¨uhwirth, Nucl. Instrum. and Methods A 262
(1987) 444. (
)
[2] R. Fr¨uhwirth, Nucl. Instrum. and Methods A 262
(1987) 444. (
)
[3] D. Stampfer, M. Regler and R. Fr¨uhwirth, Comp. [3] D. Stampfer, M. Regler and R. Fr¨uhwirth, Comp. TULT009
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https://openalex.org/W2044830738
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https://journals.plos.org/plosone/article/file?id=10.1371/journal.pone.0110740&type=printable
|
English
| null |
Whole Exome Sequencing Identifies Novel Genes for Fetal Hemoglobin Response to Hydroxyurea in Children with Sickle Cell Anemia
|
PloS one
| 2,014
|
cc-by
| 5,581
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Abstract Funding: This work was supported by the National Human Genome Research Institute (U54-HGOO3273)(EB, RAG), National Heart, Lung and Blood Institute (U01-
HL078787, R01-HL090941)(REW), Doris Duke Charitable Foundation (2010036)(REW), and the Russell and Diana Hawkins Family Foundation Discovery Fellowship
(JRC). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript. Competing Interests: The authors have declared that no competing interests exist. * Email: vsheehan@bcm.edu approved pharmacologic treatment for induction of HbF in adult
patients with SCA, and is approved by the European Medicines
Agency for both children and adults with SCA. Hydroxyurea
significantly reduces pain and acute chest episodes, the need for
blood transfusions and hospitalizations, and most importantly,
reduces mortality [4–6]. While hydroxyurea has suspected disease
modulating effects outside of HbF induction, the majority of its
benefit is directly related to the amount of HbF produced in
response to the drug [7,8]. There is an inverse relationship
between levels of drug-induced HbF and number of pain episodes,
hospitalizations, and overall mortality [9,10]. Abstract Hydroxyurea has proven efficacy in children and adults with sickle cell anemia (SCA), but with considerable inter-individual
variability in the amount of fetal hemoglobin (HbF) produced. Sibling and twin studies indicate that some of that drug
response variation is heritable. To test the hypothesis that genetic modifiers influence pharmacological induction of HbF,
we investigated phenotype-genotype associations using whole exome sequencing of children with SCA treated
prospectively with hydroxyurea to maximum tolerated dose (MTD). We analyzed 171 unrelated patients enrolled in two
prospective clinical trials, all treated with dose escalation to MTD. We examined two MTD drug response phenotypes: HbF
(final %HbF minus baseline %HbF), and final %HbF. Analyzing individual genetic variants, we identified multiple low
frequency and common variants associated with HbF induction by hydroxyurea. A validation cohort of 130 pediatric sickle
cell patients treated to MTD with hydroxyurea was genotyped for 13 non-synonymous variants with the strongest
association with HbF response to hydroxyurea in the discovery cohort. A coding variant in Spalt-like transcription factor, or
SALL2, was associated with higher final HbF in this second independent replication sample and SALL2 represents an
outstanding novel candidate gene for further investigation. These findings may help focus future functional studies and
provide new insights into the pharmacological HbF upregulation by hydroxyurea in patients with SCA. Editor: Wilbur Lam, Emory University/Georgia Insititute of Technology, United States of America Received July 17, 2014; Accepted September 15, 2014; Published October 31, 2014 Copyright: 2014 Sheehan et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Copyright: 2014 Sheehan et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. All 171 exome sequence files are available
from dbGaP(phs000691.v1.p1). Data Availability: The authors confirm that all data underlying the findings are fully available without restriction. All 171 exome s
from dbGaP(phs000691.v1.p1). Whole Exome Sequencing Identifies Novel Genes for
Fetal Hemoglobin Response to Hydroxyurea in Children
with Sickle Cell Anemia Vivien A. Sheehan1*, Jacy R. Crosby2,3, Aniko Sabo4, Nicole A. Mortier5, Thad A. Howard5,
Donna M. Muzny4, Shannon Dugan-Perez4, Banu Aygun6, Kerri A. Nottage7, Eric Boerwinkle3,4,
Richard A. Gibbs4, Russell E. Ware5, Jonathan M. Flanagan1 1 Hematology Center, Department of Pediatrics, Baylor College of Medicine, Houston, Texas, United States of America, 2 The University of Texas Graduate School of
Biomedical Sciences at Houston, Department of Biostatistics, Bioinformatics, and Systems Biology, University of Texas, Houston, Texas, United States of America, 3 Human
Genetics Center, University of Texas, Houston, Texas, United States of America, 4 Human Genome Sequencing Center, Baylor College of Medicine, Houston, Texas, United
States of America, 5 Division of Hematology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America, 6 Steven and Alexandra Cohen
Children’s Medical Center of New York, New Hyde Park, New York, United States of America, 7 Department of Hematology, St. Jude Children’s Research Hospital, Memphis,
Tennessee, United States of America October 2014 | Volume 9 | Issue 10 | e110740 Introduction Sickle cell anemia (SCA) is an inherited blood disorder, affecting
1 in 400 African Americans, causing significant morbidity and
mortality. Although a monogenic disease, individuals with SCA
(usually homozygous HbSS) exhibit wide variability in their
laboratory and clinical phenotypes. One of the most powerful and
reproducible modifiers of disease severity is an individual’s
endogenous level of fetal hemoglobin (HbF) [1]. If produced in
sufficient amounts, HbF is able to prevent the intracellular
polymerization of deoxygenated sickle hemoglobin (HbS), which is
the nidus of the clinical disease process [2,3]. Pharmacologic
induction of HbF is clinically beneficial, and the most widely used
and safest method for increasing HbF levels in patients with SCA
is treatment with hydroxyurea. Currently, it is the only FDA- Several clinical studies have shown that individual hematolog-
ical responses to hydroxyurea treatment are highly variable, with
induced HbF levels ranging from 10% to greater than 30% HbF
even for compliant patients on similar dosing regimens [11–14]. October 2014 | Volume 9 | Issue 10 | e110740 October 2014 | Volume 9 | Issue 10 | e110740 1 PLOS ONE | www.plosone.org Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Previous efforts to identify predictors associated with final HbF
produced in response to hydroxyurea have identified higher
baseline HbF values, higher white blood cell count (WBC), and
absolute reticulocyte count (ARC) as important factors [13,15,16]. However, none of these parameters can accurately predict the
degree of HbF induction by hydroxyurea in an individual patient. From analysis of sibling pairs, it is known that the degree of HbF
induction by hydroxyurea has a strong heritable component [17],
indicating that genetic modifiers may have a large effect on drug
response. Identification of specific genetic variants associated with
HbF
induction
may
elucidate
reasons
for
this
phenotypic
variability and provide new insights into the drug’s mechanisms
of action related to HbF induction. Introduction Discovery Cohort
Validation Cohort
Discovery Cohort
Validation Cohort
Age (years)
10.4
64.5
8.1
64.0
-
-
WBC (x109/L)
13.5
64.2
13.1
65.7
6.5
62.0
6.9
62.0
ANC (x109/L)
7.2
63.2
6.2
64.3
3.0
61.2
2.7
60.9
Hb (g/dL)
9.1
60.9
8.0
61.7
9.4
61.0
9.5
61.3
ARC (x109/L)
0.28
60.13
0.29
60.12
0.17
60.09
0.12
60.05
MCV (fL)
86.1
64.8
82.1
68.3
116.4
613.0
97.7
611.1
HbF (%)
8.0
64.9
11.9
65.9
27.6
67.3
25.8
68.2
DHbF (%)
-
-
19.5
66.6
13.9
+7.0
HU dose (mg/kg/day)
-
-
25.1
64.5
27.1
64.3
WBC: white blood cell count; ANC: absolute neutrophil count; ARC: absolute reticulocyte count; MCV: mean corpuscular volume; HU: hydroxyurea. The discovery cohort was composed of 120 patients from HUSTLE and 51 from SWiTCH. The validation cohort was collected from patients treated at TCCH. doi:10.1371/journal.pone.0110740.t001
October 2014 | Volume 9 | Issue 10 The aim of this study was to use a whole exome sequencing
(WES) pharmacogenomics approach to identify genetic predictors
of HbF response to hydroxyurea. Using two prospective pediatric
cohorts with robust HbF phenotype data and standardized dose
escalation regimen to MTD as a discovery cohort, we undertook a
novel unbiased screen to test the entire exome for variants that are
associated with hydroxyurea-induced HbF response levels (as
measured by maximum %HbF at MTD [final HbF] or the change
in %HbF from baseline to final [DHbF]). We focused on genetic
variants with predicted functional effects on protein coding regions
and identified several non-synonymous mutations that may
influence the HbF response to hydroxyurea in children with
SCA. We then validated a coding variant in SALL2 in an
unrelated, ‘‘real-world’’ cohort of children treated with hydroxy-
urea. Patient characteristics Overall, both cohorts showed robust response to hydroxyurea
with evidence of substantial individual variability in drug response
(Table 1). All discovery cohort samples were genotyped for
variants
in
BCL11A
(rs1427407,
rs4671393,
rs11886868,
rs7599488) and HBSIL-MYB (rs9399137, rs9402686); we found
an association with baseline HbF for all BCL11A variants tested
other than rs7599488. There was no significant association
between the BCL11A variants tested and final HbF. No
association with baseline, final or HbF was seen for either
HBSIL-MYB variants tested. Linear association was performed
with BCL11A variants as a covariate, without a significant change
in associations. At the time of hydroxyurea initiation, the average age of the 171
patients in the discovery cohort was 10.464.5 years of age. The
average age of the 130 patients in the validation cohort was
8.164.0 years. All patients were treated under a similar dose
escalation to MTD regimen according to protocol, or similar
institutional guidelines 18, 19. After a minimum of 6 months on
hydroxyurea therapy, all patients reached a stable MTD (average
25.164.5 mg/kg/day in the discovery cohort, 27.164.3 mg/kg/
day in the validation cohort) with predictable laboratory benefits
(Table 1). The mean increase in HbF was 19.566.6% in the
discovery cohort and 13.967.0% in the validation cohort,
reflecting slight differences between the two groups of patients. There was evidence of consistent myelosuppression across both
cohorts, however. The baseline HbF, distribution of DHbF at
MTD and final HbF at MTD were all similar to prior reports
(Figure 1, A–C). [15,20]. Whole exome sequencing All 171 samples in the discovery cohort passed stringent WES
quality control parameters with an average of 92% of the targeted PLOS ONE | www.plosone.org 2 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Figure 1. Comparison of discovery and validation cohorts. A, Baseline, or endogenous HbF for the discovery cohort is shown in binned
histogram, and distribution of baseline HbF in validation cohort by a line plot. B, Delta HbF for the discovery cohort is shown in binned histogram,
and distribution of delta HbF in validation cohort by a line plot. C, Final, or MID HbF for the discovery cohort is shown in binned histogram, and
distribution of final, or MID in validation cohort by a line plot. doi:10.1371/journal.pone.0110740.g001
Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Figure 1. Comparison of discovery and validation cohorts. A, Baseline, or endogenous HbF for the discovery cohort is shown in binned
histogram, and distribution of baseline HbF in validation cohort by a line plot. B, Delta HbF for the discovery cohort is shown in binned histogram,
and distribution of delta HbF in validation cohort by a line plot. C, Final, or MID HbF for the discovery cohort is shown in binned histogram, and
distribution of final, or MID in validation cohort by a line plot. doi:10.1371/journal.pone.0110740.g001 drug response by performing burden analysis with SKAT and T2
tests using the DHbF and final HbF phenotypes, but none of the
gene level p-values were significant. exonic regions sequenced at greater than 206 coverage per
individual. We identified a total of 278,639 autosomal variants,
and 127,238 of these variants were non-synonymous or splice site
variants expected to introduce an amino acid change in their
encoded proteins (Table S1). For single variant association testing,
we further filtered the non-synonymous variants (n = 127,238) for
those with a minor allele frequency (MAF) greater than or equal to
2% (n = 38,012). We corrected for any population stratification
using principal component analysis (PCA) performed by the
EIGENSTRAT method. We identified 12 variants associated with DHbF with a p-value
less than 561024 (Table 2). In addition, we identified 13 variants
associated with final HbF, also with a p-value less than 561024
(Table 3). Although none of the p-values achieved genome wide
significance level (p,1.3X1026), these results offered suggestive
signals of potential associations. October 2014 | Volume 9 | Issue 10 | e110740 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Gene
SNP ID
Amino Acid Change
Protein Function
Prediction
MAF (%)
Function
Beta Value
SE
P-value
EML1
rs141631682
Gly109Asp
Damaging
2
Microtubule assembly
10.9
2.7
7.4161025
SESN1
rs2273668
Leu103Ile
Damaging
2
Peroxiredoxin reduction
9.3
2.3
8.8861025
PAPLN
rs17126352
Val416Ile
Benign
3
Metalloprotease
7.1
1.8
1.3561024
DCHS2
rs61746132
Pro1676Lys
Damaging
12
Calcium dependent cell adhesion
3.9
1.0
1.7361024
KRT80
rs61749462
Arg364Ser
Damaging
3
Keratin 80
8.0
2.1
1.8061024
SALL2
rs61743453
Pro840Arg
Damaging
4
Transcription factor
6.7
1.8
2.3761024
NOM1
rs61742645
Arg779Cys
Benign
2
PP1 interacting protein
8.7
2.3
2.4361024
N4BP2L2
rs35108810
Asp246Val
Damaging
15
ELA2 transcription inhibitor
23.3
0.9
3.4761024
RNF113B
rs16955011
Val92Met
Damaging
18
Ring finger protein
3.1
0.8
3.7661024
FTSJ2
rs55904231
Ser11Phe
Benign
7
RNA methyltransferase
5.2
1.4
3.7661024
RHPN2
rs28626308
Arg70Gln
Damaging
7
Rho GTPase binding protein
5.2
1.4
3.9161024
ADAR
rs17843865
Tyr587Cys
Benign
4
Adenosine deaminase
26.4
1.8
4.6561024
Variants selected were predicted damaging with a p-value ,0 001 in the discovery cohort n = 171 composed of patients from HUSTLE and SWiTCH trials Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Gene
SNP ID
Amino Acid Change
Protein Function
Prediction
MAF (%)
Function
Beta Value
SE
P-value
EML1
rs141631682
Gly109Asp
Damaging
2
Microtubule assembly
10.9
2.7
7.4161025
SESN1
rs2273668
Leu103Ile
Damaging
2
Peroxiredoxin reduction
9.3
2.3
8.8861025
PAPLN
rs17126352
Val416Ile
Benign
3
Metalloprotease
7.1
1.8
1.3561024
DCHS2
rs61746132
Pro1676Lys
Damaging
12
Calcium dependent cell adhesion
3.9
1.0
1.7361024
KRT80
rs61749462
Arg364Ser
Damaging
3
Keratin 80
8.0
2.1
1.8061024
SALL2
rs61743453
Pro840Arg
Damaging
4
Transcription factor
6.7
1.8
2.3761024
NOM1
rs61742645
Arg779Cys
Benign
2
PP1 interacting protein
8.7
2.3
2.4361024
N4BP2L2
rs35108810
Asp246Val
Damaging
15
ELA2 transcription inhibitor
23.3
0.9
3.4761024
RNF113B
rs16955011
Val92Met
Damaging
18
Ring finger protein
3.1
0.8
3.7661024
FTSJ2
rs55904231
Ser11Phe
Benign
7
RNA methyltransferase
5.2
1.4
3.7661024
RHPN2
rs28626308
Arg70Gln
Damaging
7
Rho GTPase binding protein
5.2
1.4
3.9161024
ADAR
rs17843865
Tyr587Cys
Benign
4
Adenosine deaminase
26.4
1.8
4.6561024
V
i
t
l
t d
di t d d
i
ith
l
,0 001 i
th
di
h
t
171
d
f
ti
t f
HUSTLE
d SWiTCH t i l introduce an amino acid change that has a damaging effect on
protein structure or function. We genotyped these 13 variants by
TaqMan PCR in our independent validation cohort of 130
patients with SCA. We found that one of the 13 variants, located
in the SALL2 gene, maintained association with hydroxyurea
response. In the discovery cohort, the P840R variant in the
SALL2 gene (rs61743453) was associated with a higher change in
HbF in response to hydroxyurea (p = 2.3761024, beta value 6.7). In the validation cohort, this same P840R variant was associated
with a higher final HbF, with a p-value of 0.05, and a beta value of
4.2. Using Fisher’s combined probability test method, a meta
analysis of the association of the SALL2 variant with DHbF in the
discovery and validation sample groups (n = 301) leads to a
combined p-value of 8.3061024. The meta analysis of the
association of SALL2 with final HbF in the discovery and
validation sample groups resulted in a combined p-value of
1.4861024. Table 2. Variants associated with DHbF on hydroxyurea. Whole exome sequencing We used the existing methods of
SIFT and PolyPhen2 [21] for predicting the functional impact of
each non-synonymous variant to estimate which of the 25 variants
had a predicted damaging or benign effect on encoded protein
function (Tables 2 and 3). As our phenotypes of interest are continuous variables, we used
linear regression analysis to test the association of the 38,012
common (MAF$2%) non-synonymous variants using final HbF,
and DHbF as independent, continuous variables. In addition, we
attempted to find rare variants with MAF,2% associated with From these 25 variants, we identified 13 variants with strongest
association with response to hydroxyurea and predicted to October 2014 | Volume 9 | Issue 10 | e110740 October 2014 | Volume 9 | Issue 10 | e110740 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 3 Discussion Many individuals with SCA are prescribed hydroxyurea, and
there is evidence that genetic modifiers affect individual response
[17,22]. In order to identify novel candidate genes and variants
associated with hydroxyurea response, we sequenced the exomes
of 171 individuals enrolled in two prospective clinical trials and
related their sequence variant data to HbF response. This
discovery cohort was obtained from patients treated on protocol,
with the highest level of drug compliance supervision, including
monthly pill counts. Our validation cohort (n = 130) was treated
under guidelines similar to that of the discovery cohort. As
expected, individual MTD was achieved at different hydroxyurea
doses, within a range of 10–35 mg/kg/d, reflecting the typical
range in bioavailability among patients. There was no correlation
between hydroxyurea dose and HbF response (p = 0.56), support-
ing the conclusion that differences in pharmacokinetics and
pharmacodynamics affect HbF levels achieved on hydroxyurea
[22]. Adenosine deaminase Whole exome sequencing permitted analysis of genes beyond a
usual set of a priori biologic candidate genes for this phenotype
and variants across a broad allele frequency spectrum. We
identified multiple non-synonymous variants associated with
DHbF or final HbF (Tables 2 and 3) in the discovery cohort. We then performed genotyping on a validation cohort for 13
candidate variants with the lowest p-values and were also
predicted to be damaging. Of the 13 variants genotyped, the
variant in SALL2 was associated with a higher HbF in the
discovery cohort, and a higher final HbF at MTD in the discovery
cohort. The validated variant in SALL2 represents a novel variant
not previously implicated in -globin expression or HbF response to
hydroxyurea. Further studies of other sickle cell cohorts treated
with hydroxyurea are needed to confirm this promising associa-
tion. SALL2 is a multi-zinc finger transcription factor implicated in
hematopoietic cell maturation and cell cycle arrest [23]. It
contains the same conserved 12 amino acid N-terminal motif as
BCL11A [24,25]. This motif has been shown to be essential for
binding of the nucleosome remodeling and deacetylase co-
repressor
complex,
or
NuRD,
which
includes
the
histone
deacelylases HDAC1 and HDAC2. Both HDAC1 and HDAC2
have been shown to act as co-repressors of gamma globin [26]. The variant identified here (rs61743453), causes a proline to
arginine change at residue 840 and is predicted to bedamaging to
protein function. This P840R SALL2 variant was associated with a
higher HbF response to hydroxyurea (Figure 2). Further function- October 2014 | Volume 9 | Issue 10 | e110740 4 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Table 3. Variants associated with final HbF on hydroxyurea. October 2014 | Volume 9 | Issue 10 | e110740 October 2014 | Volume 9 | Issue 10 | e110740 Adenosine deaminase Gene
SNP ID
Amino Acid Change
Protein Function
Prediction
MAF (%)
Function
Beta Value
SE
P-value
RSPH3
rs61750777
Ala154Val
Damaging
6
Radial spoke protein
26.5
1.6
6.5561025
OLR1
rs11053646
Lys167Asn
Benign
2
Opioid receptor
3.4
0.9
1.2261024
SEC31B
rs11819496
Arg478Thr
Damaging
2
ER transport
212.0
3.1
1.5561024
COPE
rs34510432
Arg85 His
Damaging
2
ER transport
9.9
2.6
1.8861024
RNF113B
rs16955011
Val92Met
Damaging
18
Ring finger protein
3.4
0.9
1.9361024
CDHR3
rs6967330
Cys529Tyr
Benign
29
Calcium dependent cell adhesion
3.1
0.8
2.5861024
ETAA1
rs3770655
Pro771Ser
Benign
89
Ewing’s tumor associated antigen
4.3
1.2
2.8461024
TTLL10
rs113596156
Arg35Gln
Benign
2
Polyglycylase
9.8
2.7
2.9161024
DOCK1
rs869801
Ala1793Thr
Benign
21
Cytokinesis
23.5
1.0
3.6061024
MYBBP1A
rs899441
Lys637Glu
Benign
6
MYB associated
25.4
1.5
4.2661024
MARCH10
rs116835087
Gly587Ser
Damaging
6
Membrane-associated ring finger
26.0
1.7
4.3361024
PKD1L1
rs11972142
Thr879Ala
Benign
15
Polycystic kidney disease like
3.6
1.0
4.7861024
ADCY10
rs16859886
Thr234Met
Benign
12
Adenyl cyclase
3.9
1.1
4.9661024
Variants selected were predicted damaging, with a p-value ,0.001 in the discovery cohort, n = 171, composed of patients from HUSTLE and SWiTCH trials. doi:10 1371/journal pone 0110740 t003
LOS ONE | www.plosone.org October 2014 | Volume 9 | Issue 10 | e110740 5 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea Figure 2. Effect of SALL2 variant rs61743453 on HbF response to hydroxyurea. A, Effect of rs61743453 on delta HbF in discovery cohort. B,
Effect of rs61743453 on MTD HbF in validation cohort. Variant refers to the Pro840Arg variant; no individuals were homozygous for this change. doi:10.1371/journal.pone.0110740.g002 Figure 2. Effect of SALL2 variant rs61743453 on HbF response to hydroxyurea. A, Effect of rs61743453 on delta HbF in discovery cohort. B,
Effect of rs61743453 on MTD HbF in validation cohort. Variant refers to the Pro840Arg variant; no individuals were homozygous for this change. doi:10.1371/journal.pone.0110740.g002 al studies will help establish the role of SALL2 in HbF induction in
the context of hydroxyurea. dose-escalated to mild myelosuppression using a standardized
regimen [18,19]. Despite the relatively small sample size, we used the best
genotype-phenotype pairs available from prospectively treated
pediatric patients from two clinical trials for the discovery cohort. We assembled a validation cohort from patients treated with
hydroxyurea according to standard of care and expert guidelines
in a pediatric hematology center with an established sickle cell
program. The validation cohort contained 130 unrelated children with
SCA followed at the Texas Children’s Hospital Hematology
Center (TCHHC). Adenosine deaminase All patients receiving hydroxyurea at TCHHC
were approached for enrollment in an Internal Review Board-
approved protocol for genetic analysis. They were treated with
hydroxyurea using institutional guidelines rather than a specific
protocol, but all were escalated to MTD following a standardized
regimen as previously described [19]. All patients were treated
with hydroxyurea for at least 6 months prior to the designated
MTD timepoint. Total HbF levels for both discovery and
validation cohorts were measured by HPLC. This study may have failed to detect loci with modest effects
because of low statistical power and some associations identified in
the discovery cohort may have failed validation given the small
size of the validation cohort. Accordingly, all of the mutations
identified in the discovery cohort may represent coding variants
worth pursuing in future studies. The data presented here bodes
well for the success of larger collaborative efforts aimed at
identifying genetic modifiers of hydroxyurea response, and serves
as a call for coordinated collaboration among pediatric sickle cell
centers to increase sample size and increase the odds for novel
discovery and translational potential. Ethics Statement All patients and their families gave informed consent for
genomic DNA sample collection, storage, and sequencing. The
WES genomic analyses were approved by the Baylor College of
Medicine Institutional Review Board. All DNA samples and data
in this study were denominalized for analysis. Whole exome sequencing DNA concentrations were quantified using picogreen fluores-
cent detection method (Quant-iT, Invitrogen). For each DNA
sample, the entire exome was captured using the NimbleGen
VCRome 2.1 capture reagent followed by sequencing on an
Illumina platform using standard chemistries. The sequencing
reads were mapped to Hg19 reference genome using the BWA
[27]. Sample level genome variants were identified and annotated
using the Human Genome Sequencing Center’s integrated
Mercury pipeline which includes quality score recalibration and
insertion/deletion (Indel) realignment, genome variant identifica-
tion by AtlasSNP [28], and annotation using Cassandra software. A project level variant call format (VCF) was generated for all the
samples, and included variants that were present in at least one
sample. Variants with more than 5% missed genotyping calls were
excluded from analysis. Error threshold for alignment was two
base errors per read with penalties for indels (maximum of 1) are
much more costly than the penalties for SNVs (maximum of 2). We allowed for read-trimming to 35 bp. References (2013) The
effect of hydroxcarbamide therapy on survival of children with sickle cell disease. Br J Haematol 161: 852–860. 19. Ware RE (2009) How I use hydroxyurea to treat young patients with sickle cell
anemia. Blood 115: 5300–5311. 20. Steinberg MH (2001) Modulation of fetal hemoglobin in sickle cell anemia. Hemoglobin 25: 195–211. 7. Lebensburger J, Johnson SM, Askenazi DJ, Rozario NL, Howard TH, et al. (2011) Protective role of hemoglobin and fetal hemoglobin in early kidney
disease for children with sickle cell anemia. Am J Hematol 86: 430–432. g
21. Flanagan SE, Patch AM, Ellard S (2010) Using SIFT and PolyPhen to predict
loss-of-function and gain-of-function mutations. Genet Test Mol Biomarkers 14:
533–537. 8. Lebensburger JD, Pestina TI, Ware RE, Boyd KL, Persons DA (2010)
Hydroxyurea therapy requires HbF induction for clinical benefit in a sickle cell
mouse model. Haematologica 95: 1599–1603. 22. Ware RE, Despotovic JM, Mortier NA, Flanagan JM, He J, et al. (2011)
Pharmacokinetics, pharmacodynamics, and pharmacogenetics of hydroxyurea
treatment for children with sickle cell anemia. Blood 118: 4985–4991. 9. Steinberg MH, Barton F, Castro O, Pegelow CH, Ballas SK, et al. (2003) Effect
of hydroxyurea on mortality and morbidity in adult sickle cell anemia: risks and
benefits up to 9 years of treatment. JAMA 289: 1645–1651. 23. Chai L (2011) The role of HSAL (SALL) genes in proliferation and
differentiation in normal hematopoiesis and leukemogenesis. Transfusion 51
Suppl 4: 87S–93S. 10. Smith WR, Ballas SK, McCarthy WF, Bauserman RL, Swerdlow PS, et al. (2011) The association between hydroxyurea treatment and pain intensity,
analgesic use, and utilization in ambulatory sickle cell anemia patients. Pain Med
12: 697–705. pp
24. Sankaran VG, Menne TF, Xu J, Akie TE, Lettre G, et al. (2008) Human fetal
hemoglobin expression is regulated by the developmental stage-specific repressor
BCL11A. Science 322: 1839–1842. 11. Maier-Redelsperger M, de Montalembert M, Flahault A, Neonato MG,
Ducrocq R, et al. (1998) Fetal hemoglobin and F-cell responses to long-term
hydroxyurea treatment in young sickle cell patients. The French Study Group on
Sickle Cell Disease. Blood 91: 4472–4479. 25. Lauberth SM, Rauchman M (2006) A conserved 12-amino acid motif in Sall1
recruits the nucleosome remodeling and deacetylase corepressor complex. J Biol
Chem 281: 23922–23931. 26. Bradner JE, Mak R, Tanguturi SK, Mazitschek R, Haggarty SJ, et al. (2010)
Chemical genetic strategy identifies histone deacetylase 1 (HDAC1) and
HDAC2 as therapeutic targets in sickle cell disease. References 1. Platt OS, Brambilla DJ, Rosse WF, Milner PF, Castro O, et al. (1994) Mortality
in sickle cell disease. Life expectancy and risk factors for early death. N Engl J Med 330: 1639–1644. 1. Platt OS, Brambilla DJ, Rosse WF, Milner PF, Castro O, et al. (1994) Mortality
in sickle cell disease. Life expectancy and risk factors for early death. N Engl J Med 330: 1639–1644. 13. Zimmerman SA, Schultz WH, Davis JS, Pickens CV, Mortier NA, et al. (2004)
Sustained long-term hematologic efficacy of hydroxyurea at maximum tolerated
dose in children with sickle cell disease. Blood 103: 2039–2045. dose in children with sickle cell disease. Blood 103: 2039–2045 14. Ware RE, Aygun B (2009) Advances in the use of hydroxyurea. Hematology Am
Soc Hematol Educ Program: 62–69. 2. Cheetham RC, Huehns ER, Rosemeyer MA (1979) Participation of haemoglo-
bins A, F, A2 and C in polymerisation of haemoglobin S. J Mol Biol 129: 45–61. 15. Ware RE, Eggleston B, Redding-Lallinger R, Wang WC, Smith-Whitley K,
et al. (2002) Predictors of fetal hemoglobin response in children with sickle cell
anemia receiving hydroxyurea therapy. Blood 99: 10–14. 3. Powars DR, Weiss JN, Chan LS, Schroeder WA (1984) Is there a threshold level
of fetal hemoglobin that ameliorates morbidity in sickle cell anemia? Blood 63:
921–926. 16. Green NS, Ender KL, Pashankar F, Driscoll C, Giardina PJ, et al. (2013)
Candidate sequence variants and fetal hemoglobin in children with sickle cell
disease treated with hydroxyurea. PLoS One 8: e55709. 4. Steinberg MH, McCarthy WF, Castro O, Ballas SK, Armstrong FD, et al. (2010) The risks and benefits of long-term use of hydroxyurea in sickle cell
anemia: A 17.5 year follow-up. Am J Hematol 85: 403–408. disease treated with hydroxyurea. PLoS One 8: e55709. 17. Steinberg MH, Voskaridou E, Kutlar A, Loukopoulos D, Koshy M, et al. (2003)
Concordant fetal hemoglobin response to hydroxyurea in siblings with sickle cell
disease. Am J Hematol 72: 121–126. 5. Voskaridou E, Christoulas D, Bilalis A, Plata E, Varvagiannis K, et al. (2010)
The effect of prolonged administration of hydroxyurea on morbidity and
mortality in adult patients with sickle cell syndromes: results of a 17-year, single-
center trial (LaSHS). Blood 115: 2354–2363. 18. Ware RE, Helms RW (2011) Stroke With Transfusions Changing to
Hydroxyurea (SWiTCH). Blood 119: 3925–3932. 6. Lobo CL, Pinto JF, Nascimento EM, Moura PG, Cardoso GP, et al. Subjects The discovery cohort was composed of 171 unrelated children
with SCA; 120 were enrolled in the Hydroxyurea Study of Long-
Term Effects (HUSTLE, NCT00305175); and 51 were enrolled in
the NHLBI-sponsored Stroke with Transfusions Changing to
Hydroxyurea (SWiTCH, NCT00122980). HUSTLE was a single
center trial investigating long term effects of hydroxyurea in SCA,
while SWiTCH was a multi-center trial investigating the use of
hydroxyurea on stroke prevention. HUSTLE and SWiTCH study
patient samples were used with approval from the Baylor College
of Medicine Internal Review Board, protocol H-29047. Patients
and their families in both clinical trials provided written consent
for DNA sample collection, storage and sequencing. Texas
Children’s Hospital Hematology Center patients and their families
provided written consent to whole exome sequencing, posting of
sequences to dbGAP, and data collection under BCM Internal
Review Board protocol H31356. All DNA samples and data in this
study were denominalized for analysis. All 171 individuals had a
known baseline HbF level measured at greater than 3 years of age,
were initially treated with hydroxyurea at 20 mg/kg, and then WES genotyping of variants of interest with heterozygosity
scores less than 0.45 were verified by TaqMan genotyping. TaqMan genotyping assays were performed on an Applied
Biosystem’s StepOne instrument (AB, Foster City, CA). After 40 October 2014 | Volume 9 | Issue 10 | e110740 PLOS ONE | www.plosone.org 6 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea amplification cycles, threshold cycle values were automatically
calculated, and the individual SNP genotypes were called by the
StepOne v2.0 software (AB, Foster City, CA). sequencing for 13 SNPs with the lowest p-values that were
identified as associated with HbF response to hydroxyurea, non-
synonymous, and damaging. The relationship between genotype
and HbF response to hydroxyurea was analyzed with a one
directional t-test. Acknowledgments We thank all the patients and families, as well as the clinical investigators
and research staff, for their participation in the SWiTCH and HUSTLE
trials. We would like to thank the patients, their families, and the research
staff at Texas Children’s Hematology Center for their participation in
FWES, which provided the validation cohort. To analyze the effect of rare variants (MAF,2%) on the
phenotypes DHbF and final HbF, we used two gene based tests, a
simple burden test (T2) and SKAT [29,30]. In SKAT and T2
testing, a collection of rare variants within a single gene are tested
for association with the phenotype. The T2 considers those rare
variants with MAF less than 2% and assumes that the effects of all
variants are in the same direction. SKAT is a kernel-based test that
considers rare variants having effects in either direction [29,31]. Both tests considered only non-synonymous variants. Supporting Information Table S1
Quality control filters used in WES analysis. Sex chromosomes were removed, as gender did not impact HbF
response to hydroxyurea. Sites with heterzygousto homozygous
ration.0.4 were removed.Variants with MAF,2% were analyzed
by burden testing. (PDF) Statistical Analysis Linear regression analysis was used to test the association of the
filtered variants using final HbF and DHbF as independent,
continuous variables. The DHbF and final HbF phenotypes both
had normal distributions, indicating they were suitable for linear
regression analysis (Figure 1); values were adjusted for age and
gender. Principal component analysis (PCA) was performed using
the EIGENSTRAT method, and applied to all models. Quality
control filtering steps, including SNP missingness check, removal
of sex chromosomes, monomorphic site, synonymous and intronic
variant removal, excess heterozygosity filter and minor allele
frequency (MAF) cut-off of 2% and the impact of these filtering
steps on the total number of SNPs, are described in Table S1. Validation Genomic DNA from 130 patients from TCHHC collected as a
validation
cohort
were
genotyped
by
TaqMan
or
Sanger Genomic DNA from 130 patients from TCHHC collected as a
validation
cohort
were
genotyped
by
TaqMan
or
Sanger Author Contributions Conceived and designed the experiments: VAS JMF EB RAG REW. Performed the experiments: TAH AS DMM SDP. Analyzed the data: JRC
EB. Contributed reagents/materials/analysis tools: RAG EB. Wrote the
paper: VAS JMF REW EB. Clinical trial data analysis and sample
collection: BA KAN NAM REW. 31. Morgenthaler S, Thilly WG (2007) A strategy to discover genes that carry multi-
allelic or mono-allelic risk for common diseases: a cohort allelic sums test
(CAST). Mutat Res 615: 28–56. 30. Li B, Leal SM (2008) Methods for detecting associations with rare variants for
common diseases: application to analysis of sequence data. Am J Hum Genet
83: 311–321. 28. Challis D, Yu J, Evani US, Jackson AR, Paithankar S, et al. (2012) An
integrative variant analysis suite for whole exome next-generation sequencing
data. BMC Bioinformatics 13: 8. 29. Lee S, Wu MC, Lin X (2012) Optimal tests for rare variant effects in sequencing
association studies. Biostatistics 13: 762–775. Genetic Modifiers of Hemoglobin F Response to Hydroxyurea References Proc Natl Acad Sci U S A
107: 12617–12622. 12. Kinney TR, Helms RW, O’Branski EE, Ohene-Frempong K, Wang W, et al. (1999) Safety of hydroxyurea in children with sickle cell anemia: results of the
HUG-KIDS study, a phase I/II trial. Pediatric Hydroxyurea Group. Blood 94:
1550–1554. 27. Li H, Durbin R (2009) Fast and accurate short read alignment with Burrows-
Wheeler transform. Bioinformatics 25: 1754–1760. PLOS ONE | www.plosone.org 7 October 2014 | Volume 9 | Issue 10 | e110740 October 2014 | Volume 9 | Issue 10 | e110740 Genetic Modifiers of Hemoglobin F Response to Hydroxyurea October 2014 | Volume 9 | Issue 10 | e110740 PLOS ONE | www.plosone.org PLOS ONE | www.plosone.org 8
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Recommending on graphs: a comprehensive review from a data perspective
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User modeling and user-adapted interaction
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User Modeling and User-Adapted Interaction (2023) 33:803–888
https://doi.org/10.1007/s11257-023-09359-w User Modeling and User-Adapted Interaction (2023) 33:803–888
https://doi.org/10.1007/s11257-023-09359-w Abstract Recent advances in graph-based learning approaches have demonstrated their effec-
tiveness in modelling users’ preferences and items’ characteristics for Recommender
Systems (RSs). Most of the data in RSs can be organized into graphs where various
objects (e.g. users, items, and attributes) are explicitly or implicitly connected and
influence each other via various relations. Such a graph-based organization brings
benefits to exploiting potential properties in graph learning (e.g. random walk and
network embedding) techniques to enrich the representations of the user and item
nodes, which is an essential factor for successful recommendations. In this paper,
we provide a comprehensive survey of Graph Learning-based Recommender Systems
(GLRSs). Specifically, we start from a data-driven perspective to systematically cate-
gorize various graphs in GLRSs and analyse their characteristics. Then, we discuss the
state-of-the-art frameworks with a focus on the graph learning module and how they
address practical recommendation challenges such as scalability, fairness, diversity,
explainability, and so on. Finally, we share some potential research directions in this
rapidly growing area. Keywords Recommender system · Graph learning · Graph neural network Recommending on graphs: a comprehensive review from a
data perspective Lemei Zhang1
· Peng Liu1 · Jon Atle Gulla1 Received: 29 March 2021 / Accepted in revised form: 15 January 2023 / Published online: 13 March 2023
© The Author(s) 2023 1
Department of Computer Science, NTNU, 7491 Trondheim, Norway B Lemei Zhang
lemei.zhang@ntnu.no
Peng Liu
peng.liu@ntnu.no
Jon Atle Gulla
jon.atle.gulla@ntnu.no 1 Introduction In the last few decades, the rapid development of Web 2.0 and smart mobile devices has
resulted in the dramatic proliferation of online unstructured data, such as news articles. 1
Department of Computer Science, NTNU, 7491 Trondheim, Norway 123 804 L. Zhang et al. They are explicitly or implicitly connected with each other and can naturally be formed
into graphs representing objects and their relationships in varied domains, including
e-commerce, social networks, and so on. On the one hand, the interconnection of
objects shows a direct (e.g. social relations in a social network) or indirect interactive
relationship (e.g. item co-occurrence in an item homogeneous network), which pro-
vides a more intuitive and effective way for recommendation systems to explore the
hidden relationships between the target user and the recommended items. On the other
hand, the data structure of graphs breaks the independent interaction assumption1 by
linking users or items with their associated attributes such that the recommender sys-
tems are able to capture not only the user–item interactions but also the rich underlying
connections by mining item–item/user–user relations to make more accurate recom-
mendations. Moreover, most recommendation models work as black boxes that only
provide predictive results rather than exhibiting the reasons behind a recommendation,
such as collaborative signals in collaborative filtering or knowledge-aware reasoning
in knowledge graph-based recommendation. Some recommender systems give users
such as “users who bought A also bought B” as an explanation of the recommended
results. However, no in-depth explanations of the intrinsic recommendation mecha-
nism for the selected items may result in the users over-relying on the recommendation
system and ignoring that the purpose of the recommendation is to make the recom-
mendation platform profitable (Jannach et al. 2019). Recent advances in graph-based
recommender systems have demonstrated their effectiveness in improving the explain-
ability of the recommender systems by using explicit connections between objects in
graphs to reveal the recommendation results (He et al. 2015; Ma et al. 2019; Hu et al. 2018). Therefore, it is of crucial significance to fully explore the semantic connec-
tions and potential relations of the graphs to improve the performance on both the
explainability and accuracy of recommendations. However, there exist some problems and challenges in how recommender systems
(RSs) can make full use of these data: (1) Heterogeneous Objects: Unstructured data can be organized into a graph includ-
ing different-typed objects and links. 1 The techniques, e.g. factorization machine (Koren et al. 2009), Neural FM (He and Chua 2017), based
upon the independent interaction assumption model the user or item as a single object, but ignore the
connection relationship among them. 1 Introduction Modelling and abstracting such a space of
information have been a challenging task encountered in RSs. (2) Large-scale Volume: Real graphs, such as social networks, can easily have millions
even billions of nodes and edges, which renders most traditional recommendation
algorithms computationally infeasible. (3) Dynamic Contents: Most real-world graphs are intrinsically dynamic with addi-
tion/deletion of edges and nodes. Meanwhile, similar to a graph structure, node
attributes also change naturally such that new content patterns may emerge and
outdated content patterns will fade. Recently, graph learning (GL) has exhibited the potential to obtain knowledge
embedded in different kinds of graphs. Many GL techniques, such as random walk,
graph embedding, and graph neural networks, have been developed to learn the com-
plexrelationsmodelledongraphsandachieveagreatimprovementinrecommendation Recently, graph learning (GL) has exhibited the potential to obtain knowledge
embedded in different kinds of graphs. Many GL techniques, such as random walk,
graph embedding, and graph neural networks, have been developed to learn the com-
plexrelationsmodelledongraphsandachieveagreatimprovementinrecommendation 123 123 12 Recommending on graphs: a comprehensive review from a data… 805 performance. An emerging RS paradigm built on GL, namely Graph Learning-based
Recommender Systems (GLRSs), has attracted growing attention in both research and
industry communities. For example, researchers leverage random walk to propagate
users’ preference scores from historical item nodes and output a preference distribu-
tion over unobserved items, such as ItemRank (Gori et al. 2007) over the item–item
correlation graph, RecWalk (Nikolakopoulos and Karypis 2019) over the user–item
bipartite graph, and TriRank (He et al. 2015) over the user–item–aspect tripartite graph. Moreover, various graph embedding techniques and graph neural networks have been
proposed and incorporated into the representation learning of RSs, using direct or
multi-hop connections within graphs to enrich the representations of the user and item
nodes. These approaches further improve the recommendation performance. pp
p
p
To date, there are only a handful of literature reviews related to our paper. Wang et al. (2021a) survey KG-embedding models for link prediction. In Guo et al. (2020), Liu and
Duan (2021), the authors summarize recent works utilizing KGs as side information
for accurate and explainable recommendations. The authors of (Wu et al. 2020a)
summarize the most recent works on GNN-based recommender systems and propose a
classificationschemafororganizingexistingworks.Ourworkdiffersfromtheprevious
works in that we give a systematic and comprehensive review of recommendation
techniques starting with different types of data-driven graphs rather than focusing on
one specific branch. 2 https://en.wikipedia.org/wiki/Linked_data. 1 Introduction Another closely related topic is linked data-based recommendation. Figueroa et al. (2015) present a systematic literature review to summarize the state of the art in RS
that uses structured data published as Linked Data for providing recommendations
of items from diverse domains. Tarus et al. (2018) present a comprehensive review
of ontology-based recommendations for e-learning. The main distinction is that these
works discuss making recommendations with the subject of linked data, which is
structured interlinked data that manifest as a Web of Data from multiple sources. 2
In fact, both works focus on knowledge-based recommendations without referring
to recent deep learning-based technologies. In this paper, we focus on how raw data
can be extracted into a wider range of graphs (e.g. tree-based graphs, homogeneous
graphs, and hypergraphs) and how traditional as well as state-of-the-art graph learning
techniques can be applied to these graphs for recommendation purposes. Although there is a variety of literature on this subject, only one study analysed
the role of GLRSs (Wang et al. 2020e). The limitations lie in that they only cover a
limited number of references and do not go into the technical details on graph learning
modules in GLRS and how they address those challenges. Furthermore, they do not
give a systematic summarization of existing datasets adopted by graph learning-based
recommendation research. To overcome such an information gap, in this paper, we
contribute the most comprehensive overview of state-of-the-art GLRSs. We system-
atically analyse the benchmark datasets in GLRSs, provide detailed descriptions of
representative models, make the necessary comparisons, and discuss their solutions to
practical recommendation issues such as scalability, fairness, diversity, and explain-
ability. 123 123 806 L. Zhang et al. Contributions: This survey provides a thorough literature review on the approaches of
graph learning-based recommender systems and the involved various types of graphs
from a data perspective. It provides a panorama starting from various data charac-
teristics to applied technologies, with the hope that both academic researchers and
industrial practitioners can have a rough guideline and step into the field of graph
learning-based recommendation from the data resources available at hand. This sur-
vey serves to promote the innovation and development in the field of GLRSs, while
exploring the possibility of enhancing the richness by discussing and summarizing
existing open issues in the field. 1 Introduction To this end, the main contributions of this work are
threefold: • We explore different data input categories based on their acquisition and intrinsic
characteristics and further proposed a novel taxonomy to categorize various graphs
in GLRSs from data perspectives. Meanwhile, we summarize resources regarding
GLRSs, including benchmark datasets and open-source knowledge graphs. • We conduct a systematic literature review on traditional and recent developments
and progress of graph learning-based techniques for recommender systems, which
correspond to associated different graph taxonomies. • We analyse the limitations of existing works and suggest future research directions
of GLRSs such as dynamicity, interpretability, and fairness, for giving references
for this community. Organization of Our Survey: The rest of the survey is organized as follows. In
Sect.2, we review our research methodology on how we collected the related papers
and provide an initial analysis of datasets adopted by reference papers. In Sect.3,
we introduce the definitions of the basic concepts required to understand the graph
learning-based recommendation problem, followed by a formal problem definition of
graph learning-based recommendation. Section4 provides a new taxonomy of graphs
that are related to specific datasets. Section5 provides an overview of state-of-the-
art GLRSs techniques. Section6 discusses the current challenges and suggests future
directions, followed by the conclusions in Sect.7. 4 https://ieeexplore.ieee.org. 3 https://dl.acm.org. 3 https://dl.acm.org.
4 https://ieeexplore.ieee.org. 3 https://dl.acm.org.
4 https://ieeexplore.ieee.org.
1 3 Recommending on graphs: a comprehensive review from a data… 807 Table 1 Search string
Key words
Search string
graph, hypergraph, recommender,
recommendation, recommender system,
recommendation system, recommendation
service, recommendation approach,
recommendation model, recommendation
method, recommendation algorithm,
recommendation application, recommendation
engine, recommendation agent,
recommendation framework, collaborative
filtering, social recommendation,
representation learning, knowledge graph,
graph neural network
(TITLE-ABS-KEY⋆(recommender) OR
TITLE-ABS-KEY(recommendation system)
OR TITLE-ABS-KEY(recommendation
service) OR
TITLE-ABS-KEY(recommendation approach)
OR TITLE-ABS-KEY(recommendation
model) OR
TITLE-ABS-KEY(recommendation method)
OR TITLE-ABS-KEY(recommendation
algorithm) OR
TITLE-ABS-KEY(recommendation
application) OR
TITLE-ABS-KEY(recommendation engine)
OR TITLE-ABS-KEY(recommendation
agent) OR
TITLE-ABS-KEY(recommendation
framework) OR
TITLE-ABS-KEY(collaborative filtering) OR
TITLE-ABS-KEY(social recommendations))
AND (TITLE-ABS-KEY(graph) OR
TITLE-ABS-KEY(hypergraph) OR
TITLE-ABS-KEY(knowledge graph) OR
TITLE-ABS-KEY(graph neural network) OR
TITLE-ABS-KEY(representation learning))
⋆TITLE-ABS-KEY is a combined field that searches abstracts, keywords, and document titles Table 1 Search string
Key words
Search string
graph, hypergraph, recommender,
recommendation, recommender system,
recommendation system, recommendation
service, recommendation approach,
recommendation model, recommendation
method, recommendation algorithm,
recommendation application, recommendation
engine, recommendation agent,
recommendation framework, collaborative
filtering, social recommendation,
representation learning, knowledge graph,
graph neural network
(TITLE-ABS-KEY⋆(recommender) OR
TITLE-ABS-KEY(recommendation system)
OR TITLE-ABS-KEY(recommendation
service) OR
TITLE-ABS-KEY(recommendation approach)
OR TITLE-ABS-KEY(recommendation
model) OR
TITLE-ABS-KEY(recommendation method)
OR TITLE-ABS-KEY(recommendation
algorithm) OR
TITLE-ABS-KEY(recommendation
application) OR
TITLE-ABS-KEY(recommendation engine)
OR TITLE-ABS-KEY(recommendation
agent) OR
TITLE-ABS-KEY(recommendation
framework) OR
TITLE-ABS-KEY(collaborative filtering) OR
TITLE-ABS-KEY(social recommendations))
AND (TITLE-ABS-KEY(graph) OR
TITLE-ABS-KEY(hypergraph) OR
TITLE-ABS-KEY(knowledge graph) OR
TITLE-ABS-KEY(graph neural network) OR
TITLE-ABS-KEY(representation learning))
⋆TITLE-ABS-KEY is a combined field that searches abstracts, keywords, and document titles Search string (TITLE-ABS-KEY⋆(recommender) OR
TITLE-ABS-KEY(recommendation system)
OR TITLE-ABS-KEY(recommendation
service) OR
TITLE-ABS-KEY(recommendation approach)
OR TITLE-ABS-KEY(recommendation
model) OR
TITLE-ABS-KEY(recommendation method)
OR TITLE-ABS-KEY(recommendation
algorithm) OR
TITLE-ABS-KEY(recommendation
application) OR
TITLE-ABS-KEY(recommendation engine)
OR TITLE-ABS-KEY(recommendation
agent) OR
TITLE-ABS-KEY(recommendation
framework) OR
TITLE-ABS-KEY(collaborative filtering) OR
TITLE-ABS-KEY(social recommendations))
AND (TITLE-ABS-KEY(graph) OR
TITLE-ABS-KEY(hypergraph) OR
TITLE-ABS-KEY(knowledge graph) OR
TITLE-ABS-KEY(graph neural network) OR
TITLE-ABS-KEY(representation learning)) Springer, 5 ResearchGate, 6 and Web of Science. 7 We conducted the same keyword-
based search in these search engines. Springer, 5 ResearchGate, 6 and Web of Science. 7 We conducted the same keyword-
based search in these search engines. We first checked the paper titles and then reviewed the abstracts, keywords, results,
and conclusions to obtain the first list of studies. We then double-checked the reference
list in those papers to identify additional studies that were relevant to our review topic. After that, the publications retrieved needed to be further filtered in order to eliminate
false positives, which are irrelevant to the current survey. Therefore, a pre-defined set
of inclusion and exclusion criteria displayed in Table 2 were applied to the retrieved
papers. 5 https://www.springer.com.
6 https://www.researchgate.net/.
7 https://www.webofknowledge.com. 2.1 Paper collection Toachieveasystematicstructureofexistingresearchongraph-basedrecommendation,
this study was performed based on a bibliographic review proposed by Webster and
Watson (2002), Kitchenham (2004), Wolfswinkel et al. (2013). Specifically, we first
conducted a comprehensive review of previously published papers concerning GLRSs
and used Scopus as the main source of information. The search strings are listed
in Table 1. Other bibliographic databases and archives also constitute the auxiliary
sources used for literature search, such as ACM Digital Library,3 IEEE Xplore, 4 123 Recommending on graphs: a comprehensive review from a data… ⋆TITLE-ABS-KEY is a combined field that searches abstracts, keywords, and document titles 7 https://www.webofknowledge.com. Recommending on graphs: a comprehensive review from a data… Finally, we obtained a collection of 182 papers that meet the mentioned criteria
and then are summarized in Sects.3 and 4. Figure1 gives the statistics of the collected
papers with the publication time and venue. Note that these papers were mainly selected according to the two criteria: (1) pub-
lication time; (2) impact. Therefore, the references cited in this paper on the field of
GLRS are representative, but still limited. The uncited literature is only limited by the
length of this paper and the pre-set filtering criteria. 123 L. Zhang et al. 808 808
L. Zhang et al. Table 2 Inclusion criteria and exclusion Criteria
Criteria
Inclusion Criteria
Exclusion Criteria
Recommender System
The study focused on
recommender system in
multiple domains
The study presents a system or
technique other than a
recommender system
The use of graph as input
The study presents a system that
uses a type of graph as the
input, and other data structures
such as texts, image or acoustic
information can also be the
auxiliary means of system input
The study presents a system
using a data structure except
graph as input
Publication Date
The paper is published between
2007 and September 2021
The paper is published before
2007 or after September 2021
Language
The paper is written in English
The paper is written in a language
different than English
Publication type
The paper has been peer reviewed
and published in prestigious
and top-tier international
conferences and journals e.g. SIGIR, NIPS, ICML, RecSys,
CIKM, ICLR, AAAI, IJCAI,
WWW, WSDM, KDD, UMAP,
TOIS, TKDE, and UMUAI etc. The paper is a primary study
The paper has not been peer
reviewed (e.g. theses, books,
technical reports, (extended)
abstracts, talks, presentations,
tutorials, guidelines) or not
published in top-tier
conferences or journals. The
paper is a secondary study (e.g. systematic literature review,
survey)
Accessibility
The paper’s content can be
accessed from a technical
university (e.g. Norwegian
University of Science and
Technology) without additional
payment
The paper’s content cannot be
accessed from a technical
university (e.g. Norwegian
University of Science and
Technology) without additional
payment
Fig. Recommending on graphs: a comprehensive review from a data… 1 Statistics of publications related to GLRSs grouped by the publication year and venue Table 2 Inclusion criteria and exclusion Criteria
Criteria
Inclusion Criteria
Exclusion Criteria
Recommender System
The study focused on
recommender system in
multiple domains
The study presents a system or
technique other than a
recommender system
The use of graph as input
The study presents a system that
uses a type of graph as the
input, and other data structures
such as texts, image or acoustic
information can also be the
auxiliary means of system input
The study presents a system
using a data structure except
graph as input
Publication Date
The paper is published between
2007 and September 2021
The paper is published before
2007 or after September 2021
Language
The paper is written in English
The paper is written in a languag
different than English
Publication type
The paper has been peer reviewed
and published in prestigious
and top-tier international
conferences and journals e.g. SIGIR, NIPS, ICML, RecSys,
CIKM, ICLR, AAAI, IJCAI,
WWW, WSDM, KDD, UMAP,
TOIS, TKDE, and UMUAI etc. The paper is a primary study
The paper has not been peer
reviewed (e.g. theses, books,
technical reports, (extended)
abstracts, talks, presentations,
tutorials, guidelines) or not
published in top-tier
conferences or journals. The
paper is a secondary study (e.g
systematic literature review,
survey)
Accessibility
The paper’s content can be
accessed from a technical
university (e.g. Norwegian
University of Science and
Technology) without additional
payment
The paper’s content cannot be
accessed from a technical
university (e.g. Norwegian
University of Science and
Technology) without additiona
payment Table 2 Inclusion criteria and exclusion Criteria
Criteria
Inclusion Criteria
Recommender System
The study focused on
recommender system in
multiple domains
The use of graph as input
The study presents a system that
uses a type of graph as the
input, and other data structures
such as texts, image or acoustic
information can also be the
auxiliary means of system input
Publication Date
The paper is published between
2007 and September 2021
Language
The paper is written in English
Publication type
The paper has been peer reviewed
and published in prestigious
and top-tier international
conferences and journals e.g. SIGIR, NIPS, ICML, RecSys,
CIKM, ICLR, AAAI, IJCAI,
WWW, WSDM, KDD, UMAP,
TOIS, TKDE, and UMUAI etc. The paper is a primary study
Accessibility
The paper’s content can be
accessed from a technical
university (e.g. The paper is published before
2007 or after September 2021
The paper is written in a language
different than English
The paper has not been peer
reviewed (e.g. theses, books,
technical reports, (extended)
abstracts, talks, presentations,
tutorials, guidelines) or not
published in top-tier
conferences or journals. The
paper is a secondary study (e.g.
systematic literature review,
survey) 2.2 Data analysis Analyzing the collected papers, we made two observations on the utilized datasets: (1)
They were across different domains, such as e-commerce and entertainment domains;
(2) Some datasets could be used to construct multiple types of graphs for different
recommendation purposes, while some were only used to construct one type of graph. For instance, we found nearly all classified graph types were utilized for the Amazon
dataset, while only a multi-source graph could be found for the Epinions dataset. To
clearly make comparisons and show the difference of these datasets in terms of both
domains and graph types, we made a detailed comparison of all datasets in Table 5
(“Appendix A”). Recent advances in GLRS either focus on incorporating explicit or implicit
user/item information into the process of mapping, and design learning algorithms
for specific graph structures (Christoforidis et al. 2021; Pang et al. 2022), or focus on
how to incorporate time information into graph forming and learning processes to bet-
ter capture the dynamic needs of users to improve recommendation performance (Fan
et al. 2021; Zhang et al. 2022). In Lv et al. (2021), the authors make reproductions of 12
heterogeneous graph neural network based modes and test them on 11 public available
datasets regarding node classification, link prediction and knowledge-aware recom-
mendation tasks. Their reported experimental results reveal that the superiority of the
performance of the most advanced HGNN models rely on the lack of fair comparison
with the homogeneous GNNs and other baselines in their original paper. Beside, some
works also reveal issues such as data leakage, tuning on test set, cost of large amount
of memory, and time for training. Meanwhile, the authors of Lv et al. (2021) release a
heterogeneous graph benchmark (HGB) for open, reproducible heterogeneous graph
research, and present a GAT-based heterogeneous GNN model resulting in promising
results on three aforementioned tasks. We count the corresponding datasets for GLRS technologies adopted in this survey
and present the results in Table 7 (“Appendix C”). From the table, we can observe
that both datasets and their leveraged GLRS technologies are distributed extremely
unbalanced. The reason for the former one may be attributed to whether the dataset
is public, the date of publication, whether the dataset contains various attributes of
users/items and so forth. 2.2 Data analysis The reason for the uneven distribution of technology can be
roughly attributed to the development of deep learning in the field of graph learning
to bring more possibilities. Recommending on graphs: a comprehensive review from a data… Norwegian
University of Science and
Technology) without additional
payment The paper is published before
2007 or after September 2021
The paper is written in a language
different than English
The paper has not been peer
reviewed (e.g. theses, books,
technical reports, (extended)
abstracts, talks, presentations,
tutorials, guidelines) or not
published in top-tier
conferences or journals. The
paper is a secondary study (e.g. systematic literature review,
survey) The paper is published before
2007 or after September 2021 The paper’s content cannot be
accessed from a technical
university (e.g. Norwegian
University of Science and
Technology) without additional
payment Fig. 1 Statistics of publications related to GLRSs grouped by the publication year and venue h
bli
i
d Fig. 1 Statistics of publications related to GLRSs grouped by the publication year and venue 123 12 Recommending on graphs: a comprehensive review from a data… 809 The definitions related to GLRSs are as follows. The definitions related to GLRSs are as follows. Definition 1 (Graph) A graph is G = (V , E), where v ∈V is a node and e ∈E is an
edge. Each edge ei j is a pair between vertex vi and v j. Each edge of G can be mapped
to a real number (if any), denoted as W : E →R+ from edge e ∈E to a real number
w ∈R+. Such weights can represent e.g. costs, lengths or capabilities, depending on
the specific problem. G is associated with a node type mapping function fv : V →A
and an edge type mapping function fe : E →R. A and R denote the set of node
types and edge types, respectively. Each node vi ∈V belongs to one particular type,
i.e. fv(vi) ∈A. Similarly, for ei j ∈E, fe(ei j) ∈R. When a graph has ei j ̸≡e ji and
fe(ei j) ̸≡fe(e ji), it is a directed graph. Otherwise, the graph is undirected. Definition 2 (Network Schema) The network schema (Sun and Han 2013), denoted as
TG = (A, R), is a meta template for a heterogeneous network G = (V , E) with the
node type mapping fv and the edge mapping fe, which is a directed graph defined
over node type set A with edges as relations from R. Definition 3 (HomogeneousGraph)AhomogeneousgraphGhomo = (V , E)isagraph
in which |A| = |R| = 1. This is to say that all nodes in G belong to a single type and
all edges to one single type. Definition 4 (Tree Graph) A tree graph Gtree = (V , E) is a graph in which all nodes
are connected with each other and there is no cycles in G. The leaf node in a tree graph
has degree 1, where degree of a vertex v, denoted as d(v), is defined as the number of
vertices that are adjacent to v. Definition 5 (Heterogeneous Graph) A heterogeneous graph Gheter = (V , E) can be
defined as a graph in which |A| > 1 and/or |R| > 1. Definition 6 (k-partite Graph) A k-partite graph Gkpar = (V , E) is a graph in which
nodes are partitioned into k different disjoint sets {A1, A2 . . . Ak} where A = A1 ∪
A2∪. . 3 Problem formalization In this section, we first introduce the definition of the basic concepts in graph-based
recommendations and then provide a formal definition of the graph-based recommen-
dation problem. 123 123 L. Zhang et al. 810 The definitions related to GLRSs are as follows. .∪Ak and Ai ∩A j = ∅, where i ̸= j; i, j ∈{1, . . . , k}. In Gkpar, no two nodes
within the same set are adjacent. If ∃emn between nodes vm and vn where fv(vm) ∈Ai
and fv(vn) ∈A j, then i ̸= j; i, j ∈{1, . . . , k}. Definition 7 (Knowledge Graph) A knowledge graph Gknow = (V , E) is a directed
graph whose nodes are entities and edges are subject–property–object triple facts. Each edge of the form (head entity, relation, tail entity), denoted as < h,r, t >,
indicates a relationship of r from entity h to entity t. h, t ∈V are entities and r ∈E
is the relation. Entities and relations in a knowledge graph are usually of different
types, such that A ∩R = ∅. Knowledge graphs can be viewed as another type of
heterogeneous graphs. The network schema of a heterogeneous graph specifies type constraints on graph
objects/nodes and relationships of links/edges between the objects/nodes. The con-
straints make the heterogeneous graph semi-structured data, guiding the exploration
of the semantics of the graph. 811 Recommending on graphs: a comprehensive review from a data… 3.2 Problem definition Given a data source X, normally a user set U and an item set I, for each user u ∈
U, the recommendation problem can generally be seen as a mapping function Y =
argmaxu f (U, I) generating the corresponding recommendation results from I that
are of interests to the user u. However, there is no formal definition of GLRSs to
date due to different implementations of various models on different datasets with
specific characteristics. Graphs in GLRSs can be built upon input data sources, e.g. user–item interactions as well as other auxiliary information, for instance, considering
the graph G = (V , E), where nodes in V can represent e.g. users, items and other
named entities, while edges in E can represent e.g. purchases, clicks, social relations
as well as other relationships among entities. In this survey, we formulate the GLRS
problem from a general perspective. Specifically, for the input data source(s) X, we
would like to find a mapping M(X) →G, which is used as the input to generate the
corresponding recommendation results Y by modelling graph properties as the main
way complemented with other auxiliary features of graphs: Y = argmaxu f (M(X) →G|)
(1) (1) where G can be of different types, e.g. homogeneous, k-partite, tree-based, complex
heterogeneous graph, etc., based on specific recommendation scenarios, while Y can
be of different forms, e.g. rating scores, possible links, classifications, or ranked lists. is the model parameter set to be optimized during model training. In this survey,
we will focus on different types of input data sources X, different types of graphs G
formed from X, the main technologies used for recommendation purposes f , and the
connections between these aspects to elaborate on GLRSs-related studies. 4 From data to graphs Most of the existing reviews on GLRSs only focus on the input graph types and related
recommendation technologies, but none of them associated different graph types with
original datasets. In fact, the construction of the graph is largely determined by the
dataset at hand. A large amount of semantic and structural information is hidden in the
graphs constructed by analyzing the dataset, and more and more research results show
that the performance of recommendation can be improved in many aspects, such as
accuracy (Wang et al. 2020d; Sun et al. 2021), fairness (Farnadi et al. 2018), diversity
(Mansoury et al. 2020; Isufiet al. 2021), and explainability (Liu et al. 2021a), by
appropriate learning and modelling the graphs. Based on this, before diving into the
specific types of graphs, it is necessary to understand the input data structures, their
attributes, and how these attributes are related to the formation of graphs. Broadly
speaking, there are two types of input data: user–item interaction and side information
(Shi et al. 2014), from which side information can also be further classified into
user/item attributes and external resources. Hence, we classify the input data into
three major categories: interactive data, context data, and external data. The rationale
of the classification is twofold: (1) If it is interactive data for GLRS, e.g. user–item 123 L. Zhang et al. 812 Table 3 A summary of the data, corresponding graph types, recommendation tasks and representative techniques in GLRS
Data Class
Graph Type
Recommendation Task
Representative Technique Category
Interactive Data
Homogeneous graph
Sequential Recommendation, Top-N Recommendation
PRM (Gori et al. 2007), TEM (Wang
et al. 2020b), DNN (Xu et al. 2019a;
Isufiet al. 2021), GNN (Qiu et al. 2020b), DHM (Wu et al. 2019c;
Abugabah et al. 2020)
K-partite graph
Link Prediction, Top-N Recommendation
KML (Li and Chen 2013), RWM
(Eksombatchai et al. 2018), DNN
(Zheng et al. 2018), AM (Wang et al. 2019d), GNN (Wang et al. 2019f;
Chen et al. 2020a)
Hypergraph
Top-N Recommendation
DHM (Wang et al. 2020c)
Multiple graph
Link Prediction
GDRM (Verma et al. 2019)
Contextual Data
Tree-based graph
Sequential Recommendation, Rating Prediction
LFM
(Koenigstein
et
al. 2011),
GDRM (He et al. 2016), DNN (Huang
et al. 2019), AM (Gao et al. 2019b)
Homogeneous graph
Sequential Recommendation, Top-N Recommendation
RWM (Jamali and Ester 2009), TEM
(Gao et al. 2018), DHM (Song et al. 2019b; Chen et al. 4 From data to graphs 2019a)
K-partite graph
Next-item Recommendation, Link Prediction, Rating Prediction
MPM (Yu et al. 2014), GDRM (Cen
et al. 2019), TEM (He et al. 2015), AE
(Zhang et al. 2019a), AM (Xin et al. 2019), GNN (Kim et al. 2019; Ying
et al. 2018), Others (KNN) (Phuong
et al. 2019) 813 Recommending on graphs: a comprehensive review from a data… g
g p
p
Data Class
Graph Type
Recommendation Task
Representative Technique Category
Complex heterogeneous graph
Top-N Recommendation, Rating Prediction
LFM (Zhao et al. 2017), RWM (Bagci
and Karagoz 2016; Ma et al. 2019),
RM (Shi et al. 2020), MPM (Shi et al. 2015), GDRM (Shi et al. 2018; Fu
et al. 2020), TEM (Chen et al. 2019d),
AE (Zhang et al. 2016), AM (Han
et al. 2018), GNN (Wang et al. 2019e),
Others (Spectral Clustering) (Farseev
et al. 2017)
Hypergraph
Top-N Recommendation
RTGR (Bu et al. 2010), GNN (Yu
et al. 2021), DHM (Gharahighehi et al. 2020)
Multiple graph
Top-N Recommendation, Rating Prediction
LFM (Ma et al. 2011a), GDRM (Ali
et al. 2020), AM (Vijaikumar et al. 2019), GNN (Fan et al. 2019b; Wu
et al. 2019b), DHM (Monti et al. 2017)
External Data
K-partite graph
Rating Prediction
RWM (Jiang et al. 2018a), MPM (Lu
et al. 2020; Yu et al. 2013)
Complex heterogeneous graph
Top-N Recommendation, Sequential Recommendation, Rating Prediction
PRM (Catherine et al. 2017; Catherine
and Cohen 2016), MPM (Ostuni et al. 2013), GDRM (Palumbo et al. 2017;
Jiang et al. 2018b), TEM (Wang et al. 2018b, 2019a; Ai et al. 2018), DNN
(Sun et al. 2018; Wang et al. 2019g),
GNN (Wang et al. 2019c), DRL (Song
et al. 2019a; Lei et al. 2020a), DHM
(Sheu and Li 2020; Wang et al. 2020g;
Zhou et al. 2020a; Wang et al. 2018c)
Multiple graph
Top-N Recommendation
DNN (Wang et al. 2017) 12 814 L. Zhang et al. interactions, or context data on user/item side. (2) Whether the information should
be from additional data sources, e.g. external knowledge bases. Table 3 illustrates
the taxonomy of datasets, and their relations to graph types as well as techniques in
GLRSs. Interactive Data in GLRSs. Recommendation is inheritly a tool and technique
that provides users with potentially interesting items based on past user–item inter-
actions. The user–item interaction data as a prerequisite for GLRS naturally form
a relational connection between the user and item. 4 From data to graphs The connections can appear in
explicit or implicit form depending on whether obvious numerical numbers or posi-
tive/negative responses are directly observed. User implicit feedback data are inferred
by indirect user behaviour such as clicking, page viewing, purchasing, watching and
listening (example datasets are Last.fm (Cantador et al. 2011), Bing-News (Wang et al. 2018b,c), and YahooMusic (Dror et al. 2012)), whereas explicit interactive data are
collected directly by prompting users to provide numerical feedback or clear attitudes
on items such as ratings, likes, and dislikes (example datasets are MovieLens (Canta-
dor et al. 2011), Amazon (McAuley et al. 2015; He and McAuley 2016), and Douban
(Ma et al. 2011a; Zheng et al. 2017)). Such connections most commonly appear in
the form of a user–item matrix, where each row encodes the preferences of a user
with his/her interacted items. Each element in the user–item matrix represents the user
interaction with the item, which can be binary numbers if implicit interactive data
were found or non-negative numbers if explicit interactive data were found. Contextual Data in GLRSs. Context refers to the information collected during the
interaction between the user and the item, such as timestamps, locations, or textual
reviews, serving as an additional information source appended to the user–item inter-
actions. Contextual data8 are rich information attached to an individual user or item
that depicts user characteristics such as job and gender (in e.g. dataset) or item prop-
erties such as description and product categories (in e.g. Foursquare (Gao et al. 2012),
Yahoo! traffic stream (Menon et al. 2011) datasets). Such information associated with
the user/item can form natural connections in certain relationships and therefore result
in a network structure that can be used as GLRSs. In addition to the directly col-
lected data attached to users/items, indirect information can also be obtained by a
preliminary analysis of the dataset, such as user similarities, and entities derived from
texts (Phuong et al. 2019). Undoubtedly, there exist obvious relationships between
the implicitly derived information and the analysed user/item. For instance, the user
similarity exhibits a hidden connection between users, and the entities extracted from
an item text are originally attached to the item. It is indisputable that by rationally
taking the graphs formed from contextual data, it can enrich information sources, pro-
vide more possibilities for graph learning-based recommendations, and improve the
performance other than the accuracy of GLRSs (e.g. diversity). 8 Other terms may be used to indicate contextual data interchangeably such as side information, features,
demographic data, categories, contexture information, etc. (Chen et al. 2020b). We do not distinguish them
in this paper due to the same mathematical representation they share. 4 From data to graphs External Data in GLRSs. To obtain more valuable resources apart from user–
item interactions and their attached data from datasets, one can also seek external
sources for GLRSs. A typical example can be found in knowledge graphs (KGs)
which are graph structured data that describe entities or concepts and connect them 123 Recommending on graphs: a comprehensive review from a data… 815 Fig. 2 An example tree structure from the Amazon and Last.fm websites. From the root node to the leaf
node, the hierarchical structure gradually refines and embodies the types of goods and music Fig. 2 An example tree structure from the Amazon and Last.fm websites. From the root node to the leaf
node, the hierarchical structure gradually refines and embodies the types of goods and music with different types of semantic relationships (Liu et al. 2019a). External data can also
provide complementary information to overcome data sparsity issues though some
of them e.g. KGs may require domain knowledge for recommendation in specific
domains such as e-commerce. Cross-domain knowledge is another type of external
data, which refers to user/item side information from multiple sources. For instance,
user profiles across different networks connected through anchor links (e.g. the link
which connects the same entity from different platforms is called an anchor link)
(Wang et al. 2017), item profiles from different communities (Farseev et al. 2017),
user social relationships through information sharing platforms (Shi et al. 2021) are
leveraged to improve both recommendation accuracy and diversify recommendation
output. Accordingly, multiple subgraphs are built upon various sources which are then
jointly learned for recommendation tasks (Wang et al. 2017). Depending on different data shown above, one or more specific graph structures can
be applied to form the input network to GLRSs. Based on this, we further innovatively
propose to classify different graph types as tree-based graphs, homogeneous graphs,
K-partite graphs, complex heterogeneous graphs, hypergraphs, and multiple graphs. The relations between different data and graph types are shown in Table 5 (“Appendix
A”). 4.1 Tree-based graphs A tree-based graph where the items are organized in a hierarchy by a certain attribute
of them (e.g. the category) is a natural yet powerful structure for human knowledge. It provides a machine- and human-readable description of a set of items and their par-
allel or hierarchical relationships like affiliatedTo, subClass and isAPartOf relations. Such hierarchical relations between items have been widely studied and proven to be
effective in generating high-quality recommendations (Menon et al. 2011; Koenigstein
et al. 2011; Mnih 2012; Kanagal et al. 2012; He et al. 2016; Yang et al. 2016; Sun et al. 2017). Tree-structured data are mostly obtained in a user/item context in explicit con-
textual data. The most common example is the categories of items. Typical domains
of tree-based graphs in GLRSs consist of online products [e.g. the Amazon web store
(McAuley et al. 2015)], foods (e.g. Gowalla (Liu et al. 2013)), movies (e.g. IMDB),
and music (e.g. Last.fm). 123 123 L. Zhang et al. 816 Fig. 3 Homogeneous graph illustration. a An example attributed homogeneous graph with nodes repre-
senting users and edges representing social relations between users in Song et al. (2019b). Node attributes
are from implicit interactive data. b An example of a session graph with nodes representing interacted items
and edges connecting consecutive interacted items in one session (Xu et al. 2019a) Fig. 3 Homogeneous graph illustration. a An example attributed homogeneous graph with nodes repre-
senting users and edges representing social relations between users in Song et al. (2019b). Node attributes
are from implicit interactive data. b An example of a session graph with nodes representing interacted items
and edges connecting consecutive interacted items in one session (Xu et al. 2019a) Figure2 illustrates an example of tree-based graphs in Amazon and Last.fm to
organize electronics or music by categories/genres. If a user buys a Monitor, she may
possibly prefer Power Strips to match her Monitor instead of Aviation Electronics. This is due to both Monitor and Power Strips belonging to a higher layer category—
Computers according to their intrinsic electrical characteristics. If a user prefers one
song under a certain genre, she is more likely to favor other songs under this genre. Representative algorithms coping with such graphs include Latent Factor Models
(LFM) (Kanagal et al. 2012), Graph Distributed Representation-based Techniques
(GDRM) (He et al. 2016), Deep Neural Networks (DNN) (Huang et al. 4.1 Tree-based graphs 2019), and
Attention Mechanism (AM) (Gao et al. 2019b). 9 Some articles also categorize graphs into directed and undirected graphs. In our point of view, the undi-
rected graph can be readily converted into a directed graph by replacing each edge with two oppositely
directed edges. Thus, in this survey, without loss of generality, we assume that all graphs are directed graphs. Recommending on graphs: a comprehensive review from a data… (2020), by considering the dynamic tran-
sitions in the interactive sequence within one session, the authors construct directed
homogeneous session graphs in which a node represents an interacted item and an edge
connects adjacent interacted items while retaining the order of interaction. The nodes
of these homogeneous graphs are without attribute information, which is referred to as
non-attributed homogeneous graphs. In practice, many real-world networks usually
have attributes with their nodes that are also important for making sense of modelling
network topological as well as contextual information for recommendation purposes. Such networks with node attributes and a single type of nodes as well as edges are
named attributed homogeneous graphs9 (Gao et al. 2018; Jamali and Ester 2009). An
example can be found in a friend network where edges represent friendship (e.g. follow,
like) between two users, and nodes represent users with attributes e.g. demographic
information, or a sequence of items the user interacted with (Song et al. 2019b). In such
a case, both social influence and user attributes can help to learn user preferences and
thus affect the recommendation performance (Song et al. 2019b). Figure3 illustrates
examples of non-/attributed homogeneous graphs to help resolve the cold start issue
of recommender systems. Typical approaches in coping with such graphs include PageRank-based Models
(PRM) (Gori et al. 2007), Translation-based Embedding Models (TEM) (Wang et al. 2020b; Gao et al. 2018), Random Walk-based Models (RWM) (Jamali and Ester
2009), Deep Neural Networks (DNN) (Xu et al. 2019a; Isufiet al. 2021), Graph
Neural Networks (GNN) (Qiu et al. 2020b), and Deep Hybrid Models (DHM) (Wu
et al. 2019c; Abugabah et al. 2020; Song et al. 2019b; Chen et al. 2019a). Recommending on graphs: a comprehensive review from a data… 817 Fig. 4 K-partite graph
illustration. a A user–item
bipartite graph with nodes
representing user and items and
edges representing interactions
between users and items in
Wang et al. (2019f). b A
k-partite graph with nodes
separated into four parts
representing user, genre, movie,
actor and director, and edges
only existing among different
node sets (Jiang et al. 2018a) Fig. 4 K-partite graph
illustration. a A user–item
bipartite graph with nodes
representing user and items and
edges representing interactions
between users and items in
Wang et al. (2019f). b A
k-partite graph with nodes
separated into four parts
representing user, genre, movie,
actor and director, and edges
only existing among different
node sets (Jiang et al. 2018a) it becomes possible to capture consecutive transitions among nodes while generat-
ing accurate node embeddings for recommendation use. Based on this, in Xu et al. (2019a), Wu et al. (2019c), Abugabah et al. (2020), by considering the dynamic tran-
sitions in the interactive sequence within one session, the authors construct directed
homogeneous session graphs in which a node represents an interacted item and an edge
connects adjacent interacted items while retaining the order of interaction. The nodes
of these homogeneous graphs are without attribute information, which is referred to as
non-attributed homogeneous graphs. In practice, many real-world networks usually
have attributes with their nodes that are also important for making sense of modelling
network topological as well as contextual information for recommendation purposes. Such networks with node attributes and a single type of nodes as well as edges are
named attributed homogeneous graphs9 (Gao et al. 2018; Jamali and Ester 2009). An
example can be found in a friend network where edges represent friendship (e.g. follow,
like) between two users, and nodes represent users with attributes e.g. demographic
information, or a sequence of items the user interacted with (Song et al. 2019b). In such
a case, both social influence and user attributes can help to learn user preferences and
thus affect the recommendation performance (Song et al. 2019b). Figure3 illustrates
examples of non-/attributed homogeneous graphs to help resolve the cold start issue
of recommender systems. it becomes possible to capture consecutive transitions among nodes while generat-
ing accurate node embeddings for recommendation use. Based on this, in Xu et al. (2019a), Wu et al. (2019c), Abugabah et al. 4.2 Homogeneous graphs A homogeneous graph is a graph with a single type of objects and links in GLRSs. Typical examples are user graphs in social networks, which include different types
of social relations between users (Verma et al. 2019; Fan et al. 2019b). User–user
relations can be derived from interactive data if recommending other users as the
ultimate goal of the recommender system such as friend recommendation (Fan et al. 2019b), or contextual data if social relations are potential critical factors affecting
users’ next choices (Fan et al. 2019b; Farseev et al. 2017). The hypothesis behind tak-
ing a user social effect as essential contextual information is that two connected users
in a user graph usually share similar preferences and influence each other by recom-
mending items. Besides, various relationships among items, e.g. item co-occurrence
and substitution items (Wang et al. 2020b; Xin et al. 2019; Gori et al. 2007) in a
user behaviour sequence, connect all the items together and thus result in a homoge-
neous item graph. The co-occurrence relations in item graphs implicitly derived from
interactive data not only reflect certain latent relations between items, but also reveal
some behaviour patterns of users. It has been proved that the fusion of co-occurrence
relations between items can yield significant performance enhancements (Wang et al. 2020b). With the development of Graph Neural Network (GNN) and its varieties, 123 Recommending on graphs: a comprehensive review from a data… 4.3 K-partite graphs A k-partite graph, also called multipartite graph, is a kind of graph whose nodes can be
partitioned into k different independent sets so that no two nodes within the same set
are adjacent. In the GLRSs scenario, the k-partite graphs are unipartite graphs when 9 Some articles also categorize graphs into directed and undirected graphs. In our point of view, the undi-
rected graph can be readily converted into a directed graph by replacing each edge with two oppositely
directed edges. Thus, in this survey, without loss of generality, we assume that all graphs are directed graphs. 12 3 818 L. Zhang et al. k = 1, bipartite graphs when k = 2 and tripartite graphs when k = 3. In Xin et al. (2019), the authors constructed unipartite graphs where nodes are items, and different
relations exist between two nodes. Relations can be extracted from contextual data
or external sources like knowledge graphs. Especially, bipartite graphs have attracted
significant attention in areas like social network analysis (Tay and Lin 2014). They
divide network nodes into two types and edges exist only between different types of
nodes. User–item interactions can be naturally considered a bipartite graph, where
the nodes represent users and items, and user nodes are linked with those interacted
item nodes. Figure4a gives an example of a bipartite graph formed from user–item
interactive data (Wang et al. 2019f). The edges of the bipartite graph can either be a
single type or multiple types of interactions, e.g. click, like, purchase or view (Li and
Chen 2013; Zheng et al. 2018; Wang et al. 2019f; Zhang et al. 2019a; Phuong et al. 2019; Nikolakopoulos and Karypis 2019; Gori et al. 2007; Sun et al. 2020). In addition
to user–item interactions, auxiliary information of user/item can also be constructed as
a bipartite graph. For instance, items and their attributes (e.g. pin-boards for Pinterest
dataset (Ying et al. 2018)) can also be seen as two types of nodes in forming an
item–entity bipartite graph. Apart from user–item interactions, bipartite graphs can be extended to multi-partite
graphs by mining the contextual information of user/item and leveraging beneficial
attributes or related information such as user query, actors and actresses of movies as
other groups of nodes (Kim et al. 2019; Fan et al. 2019a; Berg et al. 2017; Cheng et al. 2007; Lei et al. 2020a; Jiang et al. 2018a). 4.3 K-partite graphs For instance, the authors of Cheng et al. (2007) built a user–movie–genre tripartite graph for personalized recommendation. In
Fig.4b, a multi-partite graph is formed by utilizing contextual information of items
(movies), such as genre, actor, director (Jiang et al. 2018a). K-partite graphs can be weighted by assigning numerical points like a rating or
similarity score on corresponding edges (Chen et al. 2020a; Zhang et al. 2019a; Yao
et al. 2015). In Yao et al. (2015), the authors constructed a multi-partite graph incor-
porating user, item, and their related contextual features. Each number on the edge
represents the co-occurrence of two end-nodes. Figure4 shows examples of k-partite
graphs in the GLRS scenario. Various GLRS-based approaches have been proposed to learn such kind of graphs,
such as Kernel-based Machine learning methods (KML) (Li and Chen 2013), RWM
(Eksombatchai et al. 2018; Jiang et al. 2018a), Meta-path based Methods (MPM)
(Yu et al. 2014; Lu et al. 2020; Yu et al. 2013), GDRM (Cen et al. 2019), TEM (He
et al. 2015), DNN (Zheng et al. 2018), Auto-Encoder (AE) (Zhang et al. 2019a), AM
(Wang et al. 2019d), GNN (Wang et al. 2019f; Chen et al. 2020a) (see Table 3 for
more details). 4.4 Complex heterogeneous graphs Complex heterogeneous graphs are related to graphs with multiple types of nodes and
edges. The connections among nodes do not follow specific rules (Xu et al. 2019b;
Jiang et al. 2018b; Shi et al. 2018; Lu et al. 2020; Wang et al. 2020f; Kyriakidi et al. 2020; Feng and Wang 2012; Zheng et al. 2017). For instance, in Wang et al. (2020f) 123 Recommending on graphs: a comprehensive review from a data… 819 Fig. 5 Complex heterogeneous graph illustration. a An example of complex heterogeneous graphs in which
there are three kinds of nodes representing group, user, and item, respectively, and group–user, user–item
two kinds of edges, for social recommendations (Shi et al. 2018). b An illustration of KGs with multiple
kinds of entity nodes relation edges for exploring high-order user preferences for recommendations (Wang
et al. 2019a) Fig. 5 Complex heterogeneous graph illustration. a An example of complex heterogeneous graphs in which
there are three kinds of nodes representing group, user, and item, respectively, and group–user, user–item
two kinds of edges, for social recommendations (Shi et al. 2018). b An illustration of KGs with multiple
kinds of entity nodes relation edges for exploring high-order user preferences for recommendations (Wang
et al. 2019a) the authors constructed long- and short-term graphs in which nodes are divided into
user and item nodes, and edges can exist either between user and item, or among
items. Complex heterogeneous graphs are usually non-weighted by default, but they
can also be weighted. In Zheng et al. (2017), Shi et al. (2016), numbers on user–item
edges depict the user’s rating on the item. Figure5a, b gives examples of weighted and
unweighted complex heterogeneous graphs, respectively. The goal of complex heterogeneous graph learning is to obtain the latent vertex
representations by mapping vertexes into a low-dimensional space, which then can be
leveraged for recommendations (Xu et al. 2019b; Jiang et al. 2018b; Shi et al. 2018; Lu
et al. 2020). The authors of Jiang et al. (2018b) constructed a complex heterogeneous
graph with four types of nodes and ten types of edges. The node representations are
learned for citation recommendations. In Shi et al. (2018), the authors constructed a
heterogeneous graph with user, item, and various types of attributes as nodes. Finally,
the learned user/item representation is adopted to predict the user’s rating score of the
item to make recommendations. Differently, in Kyriakidi et al. 4.4 Complex heterogeneous graphs The resources of all KGs used
for GLRSs have been collected and are displayed in Table 4. Typical technologies related to learn complex heterogeneous graphs include LFM
approaches(Zhaoetal.2017),PRM(Catherineetal.2017;CatherineandCohen2016),
RWM approaches (Bagci and Karagoz 2016; Ma et al. 2019), Rule-based Model (RM)
(Shi et al. 2020), MPM (Shi et al. 2015; Ostuni et al. 2013), GDRM (Shi et al. 2018;
Fu et al. 2020; Palumbo et al. 2017; Jiang et al. 2018b), TEM (Chen et al. 2019d;
Wang et al. 2018b, 2019a; Ai et al. 2018), AE (Zhang et al. 2016), AM (Han et al. 2018), Graph Neural Network (GNN) (Wang et al. 2019e,c), Deep Reinforcement
Learning (DRL) (Song et al. 2019a; Lei et al. 2020a), and DHM (Sheu and Li 2020;
Wang et al. 2020g; Zhou et al. 2020a; Wang et al. 2018c). Other techniques such as
Spectral Clustering (Farseev et al. 2017) are also adopted to learn such kind of graphs. (Refer to Table 3 for more details) 4.4 Complex heterogeneous graphs (2020), the connection
mode can be revealed via path traversing, so that the similarities between two nodes
can be calculated for a recommendation. Another typical example falling into this category is a Knowledge Graph (KG). KG is a multi-relational graph composed of entities as nodes and relations as different
types of edges as illustrated in Fig.5b. Each edge of KG represents a triple of the
form (head entity, relation, tail entity), also called a fact, indicating that two entities
are connected by a specific relation. Recent years have witnessed a rapid growth
in KG application in recommendation, resulting in promising improvements in both
recommendation accuracy and explainability due to the rich structured information
that KG provides about the items. Existing KGs, e.g. Yago (Suchanek et al. 2007),
DBPedia (Lehmann et al. 2015), provide auxiliary information apart from user–item
interactions. The relational properties in KGs break down the independent interaction
assumption by linking items with their attributes. Meanwhile, the introduction of KGs
alleviates the data sparsity and cold-start issues raised in recommender systems (Wang
et al. 2019b; Ma et al. 2019; Wang et al. 2020g; Zhou et al. 2020b; Song et al. 2019a;
Yang and Dong 2020; Wang et al. 2020a; Ai et al. 2018; Zhang et al. 2016; Ma et al. 2019; Catherine and Cohen 2016; Shi et al. 2020; Chen et al. 2019d; Wang et al. 2020g; 123 12 820 L. Zhang et al. Zhou et al. 2020a,b; Cao et al. 2019; Yu et al. 2013; Ostuni et al. 2013). However,
various types of entities and relations in KGs also pose the challenge of capturing
semantically interconnected information for effective recommendations. In addition,
how to reasonably and vividly provide recommendation results through KG internal
reasoningandthelinkageamonguser–iteminteractionsdeservesmoreattention(Wang
et al. 2019g), for instance, how to impartially and convincingly explain the reasoning
process of the recommendation list to the target user. The resources of all KGs used
for GLRSs have been collected and are displayed in Table 4. Zhou et al. 2020a,b; Cao et al. 2019; Yu et al. 2013; Ostuni et al. 2013). However,
various types of entities and relations in KGs also pose the challenge of capturing
semantically interconnected information for effective recommendations. In addition,
how to reasonably and vividly provide recommendation results through KG internal
reasoningandthelinkageamonguser–iteminteractionsdeservesmoreattention(Wang
et al. 2019g), for instance, how to impartially and convincingly explain the reasoning
process of the recommendation list to the target user. 123 4.5 Hypergraphs Hypergraphs are defined as a generalization of graphs in which the edges are arbitrary
non-empty subsets of the vertex set (Agarwal et al. 2006). Instead of having edges
between pairs of vertices, hypergraphs have edges that connect sets of two or more
vertices. Correspondingly, such edges of hypergraphs are called hyperedge. If the
hyperedge always has the degree of 2, the hypergraph reduces to an ordinary graph. For clarity, we only refer to hypergraphs with multiple hyperedge degrees. The moti-
vation for introducing hypergraphs for recommendations is twofold (Feng et al. 2019):
first, the data correlations can be more complex than the pair-wise relationship, which
is difficult to model with traditional graph structures; second, the data representations
can be multi-modal, which means that data can be connected through e.g. text infor-
mation, visual information, or social connections, which is difficult to capture with the
traditional graphs. Thus, a hypergraph is a way to model a more general data structure,
and the recommendation performance can be improved through the modelling of the
high-order proximity in the constructed hypergraphs (Yu et al. 2021). Recent years witness the learning of hypergraphs in promoting the development of
recommender systems (Wang et al. 2020c; Bu et al. 2010; Li and Li 2013; Tan et al. 2011; Zhu et al. 2016; Mao et al. 2019; Yu et al. 2021; Gharahighehi et al. 2021, 2020). Hypergraphs can be generalized explicitly from data sources or derived implicitly indi-
rectly through, for instance, a clustering technique. In Bu et al. (2010), the authors
constructed a hypergraph with six types of vertices and nine types of hyperedges rep-
resenting complex relationships of nodes rather than a pair-wise form. Specifically,
user–item interactive data, contextual data such as social relations, tagging and
album information, are adopted. Meanwhile, the group information obtained through 123 Recommending on graphs: a comprehensive review from a data… 821 Table 4 A collection of commonly used knowledge graphs
Name
Domain Type
Main Knowledge Source
General KG
YAGO (Suchanek
et al. 2007)
Cross-Domain
Wikipedia
Freebase
(Bollacker et al. 2008)
Cross-Domain
Wikipedia, NNDB, FMD, MusicBrainz
DBpedia
(Lehmann et al. 2015)
Cross-Domain
Wikipedia
Satori20
Cross-Domain
Web Data
CN-DBPedia (Xu
et al. 2017)
Cross-Domain
Baidu Baike, Hudong Baike, Wikipedia (Chi-
nese)
NELL (Carlson
et al. 2010)
Cross-Domain
Web Data
Wikidata21
Cross-Domain
Wikipedia, Freebase
Google
Knowledge
Graph22
Cross-Domain
Web data
Facebooks
Entities Graph23
Cross-Domain
Wikipedia, Facebook data
ConceptNet
(Speer et al. 4.5 Hypergraphs 2017)
Cross-Domain
Web data
MultiWordNet
(Pianta et al. 2002)
Cross-Domain
Princeton WordNet
Babelfy (Moro
et al. 2014)
Cross-Domain
BabelNet
Open Multilingual
Wordnet (Bond
and Paik 2012)
Cross-Domain
Wiktionary, Unicode Common Locale Data
Repository
Domain Specific
KG
Bio2RDF (Belleau
et al. 2008)
Biological Domain
Public
bioinformatics
databases,
NCBIs
databases
KnowLife (Ernst
et al. 2014)
Biomedical Domain
Scientific literature, Web portals
IMDB24
Movie Domain
Web data
KnowIME (Yan
et al. 2020)
Intelligent
Manufacturing
Domain
Internet, Baidu Encyclopedia, and related
intelligent manufacturing websites Table 4 A collection of commonly used knowledge graphs Web Data
Baidu Baike, Hudong Baike, Wikipedia (Chi-
nese)
Web Data
Wikipedia, Freebase
Web data K nearest neighbour and K-means also forms part of the hyperedges. Pliakos and
Kotropoulos (2014) used a unified hypergraph model boosted by group sparsity opti-
mization and encapsulated the high order connections among users, images, tags, and
geo-information for tag recommendation. An hyperedge can be weighted by binary
values indicating whether to participate or whether the link exists between two nodes,
or integer values indicating the frequency of participation (Yu et al. 2021). Besides, 123 L. Zhang et al. 822 Fig. 6 a An example hypergraph in which nodes are represented in different colours and edges exist between
colours of nodes (Wang et al. 2020c). b An example of multiple graphs in which there is a user–item–attribute
tripartite graph and a homogeneous social graph (Wang et al. 2017) Fig. 6 a An example hypergraph in which nodes are represented in different colours and edges exist between
colours of nodes (Wang et al. 2020c). b An example of multiple graphs in which there is a user–item–attribute
tripartite graph and a homogeneous social graph (Wang et al. 2017) decimal values such as similarity scores can also be assigned as edge weight depend-
ing on recommendation context (Bu et al. 2010; Tan et al. 2011). Different weights
assigned to a hypergraph differentiate the impact of each hyperedge. An example
of a hypergraph is illustrated in Fig.6a, in which the hypergraph consists of three
nodes with one hyperedge in September 2017 and four nodes with two hyperedges in
September 2019 (Wang et al. 2020c). Representative approaches in dealing with hypergraphs in GLRS include Regular-
ization Theory-based Graph Ranking (RTGR) (Bu et al. 2010), GNN (Yu et al. 2021),
and DHM (Wang et al. 2020c; Gharahighehi et al. 2020). More specific details are
found in Sect.5 and Table 3. 4.6 Multiple graphs Incorporating various types of information involved into a graph will often make the
composed graph too complicated and not conducive to subsequent algorithms. There-
fore, many researchers choose to split complex heterogeneous graphs into multiple
subgraphs for learning separately. While such a “divide and conquer" strategy disas-
sembles the complexity of the graph, it can also be adapted to certain graph learning
algorithms (Verma et al. 2019; Fan et al. 2019b; Wu et al. 2019b; Vijaikumar et al. 2019; Wang et al. 2017). For instance, in Fan et al. (2019b), the authors disassem-
bled the complex multigraph with more than one type of edge between two nodes,
into three homogeneous subgraphs, which are then learned separately through the
DeepWalk technique for friend recommendation. More researches choose to separate
interactive data from contextual data/external data as a powerful supplementary
information for learning user/item representations and meanwhile to some extent alle-
viating the cold-start issue (Liu et al. 2020; Ali et al. 2020). The authors of (Fan et al. 2019b; Wu et al. 2019b) extract the user social relations from original data to build a
homogeneous graph of the social network. Similarly, in Fig.6b, the authors of Wang
et al. (2017) use the users as anchor links (e.g. the link which connects the same entity
from different platforms is called an anchor link) to obtain the user social informa-
tion from cross-domain knowledge resulting in homogeneous subgraphs to improve
recommendation performance. In Monti et al. (2017), Isufiet al. (2021), the authors Recommending on graphs: a comprehensive review from a data… 823 construct two homogeneous graphs, namely an item graph and a user graph in which
nodes represent items and users, respectively, and edges represent similarities between
adjacent nodes. construct two homogeneous graphs, namely an item graph and a user graph in which
nodes represent items and users, respectively, and edges represent similarities between
adjacent nodes. Another advantage of leveraging a multi-graph for recommendation is scalability. When a new data source is added, it can be constructed as a separate graph independent
of the original data source, and the learned embedding representations can be merged
in the upper layer. In such cases, different data sources can be separated into a more
concise and clear form for subsequent maintenance and learning (Vijaikumar et al. 2019). )
Various ways can be adopted to learn multiple graphs for recommendations. For
graphs with similar structures (e.g. 4.6 Multiple graphs either homogeneous or heterogeneous), similar
learning strategies are usually adopted to obtain the low-dimensional representation of
nodes (Ali et al. 2020; Monti et al. 2017), while it is usually necessary to adopt different
learning strategies for graphs with different structures. This is reasonable because
usually a certain learning strategy should be performed under certain assumptions or
rules (Ma et al. 2011a; Chen et al. 2019a). To deal with multiple graphs, the most common way is to learn each independent
graph separately and then aggregate the results for recommendation purposes. Typical
examples are GDRM (Verma et al. 2019; Ali et al. 2020), LFM (Ma et al. 2011a), AM
(Vijaikumar et al. 2019), GNN (Fan et al. 2019b; Wu et al. 2019b), DHM (Monti et al. 2017), and DNN (Wang et al. 2017). 4.7 Graph discussion Graphs, ranging from a flat tree-based structure to a complex network structure, from
a homogeneous network to a heterogeneous one, evolve from both structural and con-
textual sides. As summarized in “Appendix Table 5”, though many different datasets
overlap across various graphs and recommendation tasks, it is undeniable that there is
no perfect graph type that can embrace all types of data or solve all problems of the
recommender system. However, we can still make several observations: First, tree-based graphs are mainly derived from e-commerce datasets (e.g. Amazon
and JD) in which types of commodities can be broken down by the category’s level of
granularity.Suchkindoftreestructureprovidesrecommendersystemswithaparadigm
which can be further refined in a “top-down” manner. Second, homogeneous graphs can be formed by leveraging user social networks
(user graph) or interlinking of items (item graph). A session graph is a kind of directed
item graph with nodes of items that are clicked by the user and links of relations
that are according to the clicked order. Homogeneous graphs can be used to mine
the relationships between a single type of node (e.g. users/items/sessions) to make
targeted modelling for recommendations. Third, most k-partite graphs, especially for k = 2, are constructed based on user–
item interactions, which are the preliminary requirements for RS and can be naturally
formed into a graph with users and items as two groups of nodes. For generalized
k-partite graphs, they normally formalize by extending the user–item bipartite graph 123 824 L. Zhang et al. with contextual knowledge w.r.t. users/items that are deemed to potentially benefit
recommendation performance. Besides, complex heterogeneous graphs incorporating multi-types of nodes and
relations reveal the intricate relationship between user, item, and other related infor-
mation from contextual/external data sources in real scenarios. Especially, KGs are
generally leveraged in the domains of movies, music, books, or news, where named
entities are highly recognizable and have been witnessed, and most of which can be
found in the corresponding entries in e.g. Wikipedia, DBpedia, Yago, etc. Furthermore, hypergraphs have recently been introduced to represent the connec-
tions between sample groups such as user groups according to social relationships,
or item groups according to a user’s co-purchase history, which breaks the traditional
node-to-node pattern, pursuing a higher-level representation of data structure. 4.7 Graph discussion With
their diversity, heterogeneous graphs with various aspects of information can be used
to model more complex situations than other types of graphs so as to better solve the
cold-start and data sparsity issues of recommender systems. However, such complex-
ity of both graph structure and content leads to a more complicated modelling process
and brings challenges that cannot be ignored. One possible solution is to break down
such complexity into multiple subgraphs. In this way, the complex relationship of
the graph is degraded, and the relationship between nodes is more concise and clear. To reveal the group knowledge among nodes and meanwhile incorporate multi-modal
information for better recommendations, a hypergraph is proposed to express multiple
relationships beyond the pair-wise relations. With the development of technology, the
types of graphs that computers can process tend to be increasingly complex and fine-
grained, which suggests that RS can handle more sophisticated and multi-dimensional
problems and scenarios. 5 Graph-based models for GLRS In this section, we will go through various models adopted in GLRS and analyse them
from the technical perspective, as shown in Fig.7. Many GLRS recommendation
algorithms are not only based on a specific technology but often include multiple
different types of technologies. Therefore, our classification is mainly based on the
technology used by the key components of the model pointed out in the paper. A
comprehensive technology summary in GLRS is found in Table 6 (“Appendix B”). 5.1 Traditional techniques Traditional machine learning techniques used in GLRS can generally be classi-
fied into PageRank-based models (PRM), regularization theory-based graph ranking
techniques (RTGR), kernel-based machine learning techniques (KML), latent factor
models (LFM), and others (e.g. association mining and clustering). Graph learning-
based traditional techniques can be used for multiple types of graphs from various
domains of data sources. The classic PageRank algorithm computes an importance
score for every node according to the graph connectivity, which is usually exploited to 123 12 Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 825 Fig. 7 A categorization of GLRS techniques from the technical perspective Fig. 7 A categorization of GLRS techniques from the technical perspective tackle the recommendation as a ranking problem. Many adapted PageRank algorithms
have been proposed and widely applied to a variety of graphs like homogeneous item
graphs (Gori et al. 2007), K-partite graphs (Shams and Haratizadeh 2017; Jäschke
et al. 2007; Musto et al. 2017, 2021), and complex heterogeneous graphs (Catherine
and Cohen 2016; Lee et al. 2013) for recommendation. A separate line of work in this
area—regularization theory-based graph ranking techniques—is widely exploited to
learn the ranking results on hypergraphs for recommendations (Bu et al. 2010; Li and
Li 2013; Tan et al. 2011; Mao et al. 2019). They usually use hypergraphs to model
high-order relations among various types of objects in social networks and use the
regularization framework (Zhou and Schölkopf 2004) for ranking graph data. Some
research works use kernel-based machine learning techniques to compute similarities
between structured objects, such as nodes of a graph, that cannot be naturally repre-
sented by a simple set of numbers, and demonstrate their effectiveness in a variety
of graphs in RS (Li and Chen 2013; Yajima 2006; Li et al. 2014; Fouss et al. 2012;
Ostuni et al. 2014) (homogenous graph, K-partite graph and knowledge graph). For
instance, Yajima (2006) used a Laplacian kernel to capture the positional relations
among nodes on a homogenous item graph and built one-class SVM models for each
user to recommend items that are positionally closer to their previously bought items. Li and Chen (2013) propose a generic kernel-based machine learning approach of link
prediction in bipartite graphs and apply it in recommender systems. In a later work,
Li et al. (2014) inspect a spectrum of social network theories to systematically model
the multiple facets of a homogeneous user graph in social networks and infer user
preferences. They design and select kernels corresponding to major social network
theories and then adapt a non-linear multiple kernel learning technique to combine tackle the recommendation as a ranking problem. Many adapted PageRank algorithms
have been proposed and widely applied to a variety of graphs like homogeneous item
graphs (Gori et al. 2007), K-partite graphs (Shams and Haratizadeh 2017; Jäschke
et al. 2007; Musto et al. Recommending on graphs: a comprehensive review from a data… 2017, 2021), and complex heterogeneous graphs (Catherine
and Cohen 2016; Lee et al. 2013) for recommendation. A separate line of work in this
area—regularization theory-based graph ranking techniques—is widely exploited to
learn the ranking results on hypergraphs for recommendations (Bu et al. 2010; Li and
Li 2013; Tan et al. 2011; Mao et al. 2019). They usually use hypergraphs to model
high-order relations among various types of objects in social networks and use the
regularization framework (Zhou and Schölkopf 2004) for ranking graph data. Some
research works use kernel-based machine learning techniques to compute similarities
between structured objects, such as nodes of a graph, that cannot be naturally repre-
sented by a simple set of numbers, and demonstrate their effectiveness in a variety
of graphs in RS (Li and Chen 2013; Yajima 2006; Li et al. 2014; Fouss et al. 2012;
Ostuni et al. 2014) (homogenous graph, K-partite graph and knowledge graph). For
instance, Yajima (2006) used a Laplacian kernel to capture the positional relations
among nodes on a homogenous item graph and built one-class SVM models for each
user to recommend items that are positionally closer to their previously bought items. Li and Chen (2013) propose a generic kernel-based machine learning approach of link
prediction in bipartite graphs and apply it in recommender systems. In a later work,
Li et al. (2014) inspect a spectrum of social network theories to systematically model
the multiple facets of a homogeneous user graph in social networks and infer user
preferences. They design and select kernels corresponding to major social network
theories and then adapt a non-linear multiple kernel learning technique to combine 123 826 L. Zhang et al. the multiple kernels for recommendation. Latent factor models are usually adopted by
many researchers to learn the latent feature of users and items for recommendation
purposes. In GLRS, LFM can be accompanied by regularization terms constraining
the trust/distrust relations between users to integrate contextual information extracted
from users’ social networks (Du et al. 2011; Ma et al. 2009; Sun et al. 2015). Ma et al. (2008), Ma et al. (2011b) proposed a factor analysis based on probabilistic matrix
factorization to alleviate the data sparsity and poor prediction accuracy problems in
recommender systems by incorporating social contextual information, such as users’
social trust networks and social tags. Recommending on graphs: a comprehensive review from a data… In addition, there are many other traditional
machine learning techniques used to model the relations between the nodes in GLRS,
such as clustering (Farseev et al. 2017; Song et al. 2011), association mining (Huang
et al. 2004) and graphing complex numbers (Xie et al. 2015), and applied to K-partite
graphs (Song et al. 2011), complex heterogeneous graphs (Huang et al. 2004; Xie et al. 2015), and multiple graphs (Farseev et al. 2017). 123 5.2 Path-based techniques 8 Bibliographic network schema and meta paths defined in Sun et al. (2011) favored for a long period in the GLRS domain for generating paths in homogeneous
as well as heterogeneous graphs (Jamali and Ester 2009; Feng and Wang 2012; Jiang
et al. 2018a; Eksombatchai et al. 2018; Nikolakopoulos and Karypis 2019; Gori et al. 2007; Li and Chen 2013; Yin et al. 2010; Vijaikumar et al. 2019; Sharma et al. 2016;
Mao et al. 2019; Bagci and Karagoz 2016; Ma et al. 2019; Cheng et al. 2007; Yao
et al. 2015). For instance, Jiang et al. (2018a) propose a generalized random walk with
restart model on a k-partite graph to extract the paths. Then, a BPR-based machine
learning technique is leveraged to learn the weights of links in the graph. favored for a long period in the GLRS domain for generating paths in homogeneous
as well as heterogeneous graphs (Jamali and Ester 2009; Feng and Wang 2012; Jiang
et al. 2018a; Eksombatchai et al. 2018; Nikolakopoulos and Karypis 2019; Gori et al. 2007; Li and Chen 2013; Yin et al. 2010; Vijaikumar et al. 2019; Sharma et al. 2016;
Mao et al. 2019; Bagci and Karagoz 2016; Ma et al. 2019; Cheng et al. 2007; Yao
et al. 2015). For instance, Jiang et al. (2018a) propose a generalized random walk with
restart model on a k-partite graph to extract the paths. Then, a BPR-based machine
learning technique is leveraged to learn the weights of links in the graph. To integrate different types of objects and links in heterogeneous networks, the
work of Sun et al. (2011) proposed the concept of a meta-path, which is adopted
by many later researches (Yu et al. 2013; Cen et al. 2019; Lu et al. 2020; Shi et al. 2018, 2015; Zheng et al. 2017; Shi et al. 2016; Ostuni et al. 2013; Yu et al. 2014). Specifically, a meta-path is a path defined on the graph of network schema TG =
(A, R),25 and normally denoted in the form of A1
R1
−→A2
R2
−→A3 . . . Rl
−→Al+1,
which defines a composite relation R = R1 ◦R2 ◦. . . ◦Rl between types A1 and
Al+1, where →explicitly shows the direction of a relation from graph G, ◦denotes
the composition operator on relations. Figure8 illustrates two examples of meta-paths
Fig. 8b, c derived from network schema Fig. 8a. 5.2 Path-based techniques For heterogeneous graphs with multiple types of nodes and relations, the basic idea
of earlier recommendation strategies is to leverage path-based semantic relatedness
between users and items over the constructed graphs. Different from similarity-
based techniques based upon the item/user attributes, path-based techniques especially
emphasize the essential role of links in graphs, and links between start node and end
node can form a path serving a recommendation purpose. In this case, the underlying
relationships via network propagation show particularly important for indirectly con-
nected objects. They can be used mainly for complex heterogeneous graphs (Bagci
and Karagoz 2016; Ma et al. 2019; Feng and Wang 2012; Shi et al. 2015, 2018, 2020;
Zheng et al. 2017; Shi et al. 2016; Ostuni et al. 2013) and k-partite graphs (Li and
Chen 2013; Cheng et al. 2007; Yao et al. 2015; Jiang et al. 2018a; Nikolakopoulos and
Karypis 2019; Sharma et al. 2016; Eksombatchai et al. 2018; He et al. 2015; Cen et al. 2019; Lu et al. 2020; Yu et al. 2013, 2014), but can also be adopted for multiple and
homogeneous graphs (Yin et al. 2010; Vijaikumar et al. 2019; Jamali and Ester 2009;
Gori et al. 2007), covering various domains such as POI recommendation, academic
and book, e-commerce, and entertainment domains. Earlier studies leverage a series of predefined rules to generate a path on the
constructed graphs followed by different similarity measurements for ranking the
candidate items for recommendation (He et al. 2015; Catherine and Cohen 2016;
Catherine et al. 2017; Kyriakidi et al. 2020). Another graph tracing algorithm initially
designed for homogeneous networks is a random walk-based algorithm (Andersen
et al. 2008). It starts at a node and follows outgoing edges, uniformly at random or
according to predefined transition probability, until the stop condition is reached. The
output paths indicate the context of connected vertices. The randomness of walks gives
the ability to explore the graph while considering both the global and local structural
information by walking through neighbouring vertices. The random walk mechanism
enables capturing complex, high-order, and indirect relations between nodes for rec-
ommendations. Due to these advantages, random walk and its various variants are 123 12 Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 827 Fig. 8 Bibliographic network schema and meta paths defined in Sun et al. (2011) Fig. 25 Please refer to Definition 1 and 2 in Section 3.1 for the meaning of the symbols.
26 Meta-path-based approaches usually require handcrafted features to represent path semantics and thus
further require domain knowledge (Sun et al. 2011). 26 Meta-path-based approaches usually require handcrafted features to represent path semantics and thu
further require domain knowledge (Sun et al. 2011). 25 Please refer to Definition 1 and 2 in Section 3.1 for the meaning of the symbols. 5.2 Path-based techniques When a user-specific meta-path e.g. P = (A1A2 . . . Al) has been given, several similarity measures can be defined for a
pair-wise nodes comparison, namely to compare vi ∈A1 and v j ∈Al according to
a series of paths derived based on P, referred to path instances. Random walk is one
representative to generate paths instances p ∈P following the predefined meta-path
schema (Shi et al. 2015). To further learn the attributed heterogeneous information
network (HIN) for better recommendations, later studies attempt to combine meta-
paths with a traditional latent model, e.g. FM (Zhao et al. 2017), MF (Shi et al. 2018;
Yu et al. 2014). Though random-walk-based similarity measures require less domain
knowledge compared to meta-path-based measures,26 the latter turn out to be more
meaningful and interpretable in most GLRSs (Sun et al. 2011). 25 Please refer to Definition 1 and 2 in Section 3.1 for the meaning of the symbols. 26 Meta-path-based approaches usually require handcrafted features to represent path semantics and thus
further require domain knowledge (Sun et al. 2011). 12 3 828 L. Zhang et al. Fig. 9 A toy example of embedding a graph into 2D space with different granularities (Cai et al. 2018). G1,2,3 denotes the substructure containing node v1, v2, v3 Fig. 9 A toy example of embedding a graph into 2D space with different granularities (Cai et al. 2018). G1,2,3 denotes the substructure containing node v1, v2, v3 Despite that path-based similarity strategies have achieved initial success in
improving RS accuracy to some extent, challenges still exist. First, meta-path-based
similarities rely on explicit path reachability and the quality would be affected by the
sparse and noisy input data, especially for links that are accidentally formed but do
not convey meaningful information for recommendations. Second, the explicit path
relatedness derived from the path-based similarity does not necessarily have a positive
impact on recommendation performance. For instance, the work of Yu et al. (2013)
learns a linear weighting mechanism to integrate the extracted meta-paths for the
subsequent recommendations, ignoring the complicated mapping mechanism of the
constructed k-partite graphs. Third, path-based similarity strategies need to generate
similarity scores for all candidate items at each step for every user which reduces the
effectiveness of the system and thus makes it difficult to be applied in a large-scale
scenario. 5.3 Graph embedding-based techniques p
p
p
The recent advances on GE-based GLRSs have been largely influenced by the skip-
gram model (Mikolov et al. 2013a) designed originally to learn word representations
w.r.t. the words context in a sequence e.g. a sentence. For a specific type of graph,
skip-gram can be used on path sequences extracted from the graph in which nodes can
be analogous to words, and paths can be analogous to sentences. Inspired by this, a
series of graph distributed representation-based GLRSs using skip-gram-related algo-
rithms, e.g. DeepWalk (Perozzi et al. 2014), LINE (Tang et al. 2015), and Node2vec
(Grover and Leskovec 2016), gradually emerged and achieved encouraging success
(Verma et al. 2019; Palumbo et al. 2017; Jiang et al. 2018b; Vijaikumar et al. 2019;
Gao et al. 2018; Ali et al. 2020; He et al. 2016; Wang et al. 2020a; Gharahighehi et al. 2021; Fu et al. 2020). For instance, the authors of Gao et al. (2018) apply DeepWalk
which aims to maximize the average logarithmic probability of all vertex context pairs
in a random walk sequence, to learn user and item representations on a multi-source
homogeneous item graph to consider item structure, textual content and tag informa-
tion simultaneously which are then used for collaborative filtering. In Palumbo et al. (2017) the authors generate user and item representations with Node2vec, an exten-
sion of DeepWalk by leveraging a biased random walk to navigate the neighbourhood
nodes, on a complex heterogeneous knowledge graph, which are then used to com-
pute property-specific relatedness scores between users and items as the input for the
learning to rank approach, resulting in optimizing top-N item recommendations. Another research line of GE-based technique adopts translation-based embedding
models inspired by Mikolov et al. (2013b), e.g. TransE (Bordes et al. 2013). Different
from DeepWalk-related approaches, TransE explicitly models entities and relation-
ships among entities into the same space or different spaces while preserving certain
information of the graph, which is later generalized into a hyperplane translation
(TransH (Wang et al. 2014)) and a translation in separate entity space and relation
spaces (TransR (Lin et al. 2015)). The basic idea behind TransE is that the relation-
ship between two entities corresponds to a translation between the embeddings of
entities, that is, h + r = t where h, t, and r represent head entity, tail entity and
relation between h and t in triplet (h,r, t) in a graph. 5.3 Graph embedding-based techniques The motivation for applying graph embedding (GE) strategies lies in that they can
provide an effective yet efficient way to solve the graph analytics problem (Cai et al. 2018). GE-based techniques are mainly applied to complex heterogeneous graphs (Fu
et al. 2020; Wang et al. 2020a; Jiang et al. 2018b; Palumbo et al. 2017; Wang et al. 2018b; Cao et al. 2019; Wang et al. 2021b; Cao et al. 2019; Ai et al. 2018; Chen et al. 2019d) from multiple data sources but can also be applied to homogeneous graphs
(Gao et al. 2018; Wang et al. 2020b), tree graphs (He et al. 2016), k-partite graphs
(Li et al. 2021b), and multiple graphs (Verma et al. 2019; Ali et al. 2020) in different
recommendation domains. Specifically, graph embedding converts a graph into a low dimensional space in
which the graph information can be retained as much as possible. By representing a
graph as a (or a set of) low-dimensional vector(s), graph algorithms can be applied
efficiently. Figure9 illustrates how graph embedding projects a graph into the vector
space with different granularities, e.g. w.r.t. node/edge/substructure/whole graph (Cai
et al. 2018). Some researches differentiate graph representation learning and graph
embedding by comparing the dimension of the output embedding vectors with the
dimension of the inputs (Cai et al. 2018). Graph embedding focuses on learning the
low-dimensional representations, while graph representation learning does not require
the learned representations to be low dimensional. Though they have slight differences, Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 829 we do not make a special distinction in this survey. Essentially, the two approaches
aim to project a graph into the vector space while preserving the graph structure and
capturing the connectivity information within the graph to serve the recommendation
task. The mapping can be defined as: we do not make a special distinction in this survey. Essentially, the two approaches
aim to project a graph into the vector space while preserving the graph structure and
capturing the connectivity information within the graph to serve the recommendation
task. The mapping can be defined as: f : vi →xi ∈Rd
(2) (2) where d ≪|V|, and xi = {x1, x2, . . . , xd} is the embedded or learned vector that
captures the structural properties of node vi. 5.3 Graph embedding-based techniques Researchers attempted to adopt
such translation-based models for e.g. a knowledge graph embedding for recommen-
dation (Ai et al. 2018; Wang et al. 2020b; Chen et al. 2019d; Cao et al. 2019; Wang
et al. 2018b, 2019a). For example, Wang et al. (2020b) assign a basic representa-
tion and various relational ones for each item from a directed homogeneous graph via
TransE, which are then combined dynamically by temporal kernel functions, providing
both recommendations and explanations. Chen et al. (2019d) adopt TransH to embed
the objects’ social relationships from the homogeneous graph into a shared lower- 123 830 L. Zhang et al. dimensional space and learn a user’s dynamic preference via a probabilistic model
from the user–item bipartite graph. Finally, the recommendation list is generated with
item-based collaborative filtering. 5.4 Deep learning-based techniques Deep learning (DL) has driven a remarkable revolution in recommender applications
as can be seen by the number of research publications on deep learning-based rec-
ommendation techniques having increased exponentially recently. It has been applied
to multiple types of graphs from single graph to multiple graphs, from homogeneous
to heterogeneous graphs from different recommendation domains. To draw an overall
concept of this field, we further classify the existing DL-based approaches into DNN,
auto-encoder, attention mechanism, reinforcement learning, graph neural network,
transformer-based approaches and deep hybrid models as shown in Fig.7. 5.4.1 Deep neural network (DNN) A deep neural network (DNN) is adopted to model complex non-linear relationships
with generated compositional models where the object is expressed as a layered com-
position of primitives. By piling up layers, composition of features from lower layers
can be extracted and learned (Bengio 2009). DNNs are typically feedforward networks
in which data flow from input layer, are transformed into vector representations, and
projected into a different space to an output layer without looping back. DNN-based
techniques can be used for tree graphs (Huang et al. 2019) and complex heteroge-
neous graphs (Sun et al. 2018; Mezni et al. 2021; Wang et al. 2019g) in e-commerce
and entertainment domains, or homogeneous graphs (Wu et al. 2019a) in social net-
work domain. Taking graphs as input, DNN can learn high-order interactions among
nodes by stacking layers with non-linear transformations (Wang et al. 2017; Wu et al. 2019a). For instance, Wang et. al (Wang et al. 2017) apply several multiple layers
with a pooling operation to explore interaction patterns between user, item and their
attributes from multiple cross-domain graphs taking nodes’ one hot encoding as input. To learn the propagation effect of social influence of users, they further employ the
smoothness regularization term to closely embed users connected by social networks
from different data sources. Another variation in DNN is Recurrent neural networks (RNNs) (Cho et al. 2014;
Hochreiter and Schmidhuber 1997). The original superiority of RNNs can well capture
the dependencies among items from graphs in time-sensitive user–item interaction
sequences or in session-based recommendation settings. However, the limitations lie
in that it is difficult to model dependencies in a longer sequence, and training is
burdened with high cost, especially with the increase in sequence length. Thus, some
works combine RNN with other mechanisms to balance this disadvantage of RNN. For
instance, Huang et al. (2019) design a memory-module to extract a user’s fine-grained
preferenceonataxonomyfrommultiplehopsreasoningonatree-basedgraph,together
with a GRU layer to learn the sequential pattern. Wang et al. (2019g) make it different
by adopting an LSTM layer to model the sequential dependencies of entities and Recommending on graphs: a comprehensive review from a data… 831 Fig. 10 Illustration of the graph auto-encoder framework in GLRS (Berg et al. 2017).The system input
bipartite user–item graph which is represented an input data source X and adjacency matrix M. 5.4.1 Deep neural network (DNN) Then, the
graph encoder learns node representations of users and items U, V , which go through the decoder to derive
the predicted rating matrix ˆM Fig. 10 Illustration of the graph auto-encoder framework in GLRS (Berg et al. 2017).The system input
bipartite user–item graph which is represented an input data source X and adjacency matrix M. Then, the
graph encoder learns node representations of users and items U, V , which go through the decoder to derive
the predicted rating matrix ˆM relations on a complex heterogeneous KG, generating path representations followed
by a pooling operation to obtain a prediction signal for user–item pairs. Besides, using
RNN for long sequence modelling also suffers from the vanishing and exploding
gradient problem because of the choice of the number of layers and the activation
functions, which is a common problem in many types of neural networks, e.g. feed-
forward neural network, and CNN. Despite its limitations, the RNN-based approach
still dominates in sequential recommendations due to its recurrent nature that matches
the natural way of our brain to read one after another in a sequence mode. Convolutional neural networks (CNNs) (Krizhevsky et al. 2012) are capable of
extracting local and global representations from heterogeneous data sources such as
textual and visual information. To leverage CNN for extracting graph structured data,
Wang et al. (2018c) extend traditional CNN which allows flexibility in incorporating
symbolic knowledge from a complex heterogeneous knowledge graph for learning
sentence representations. 5.4.2 Auto-encoder A basic auto-encoder (AE) contains an encoder which encodes (projects) high-
dimensional inputs X to low dimensional hidden representations Z, and a decoder
which decodes (re-projects) hidden representations Z to the output ˆX that looks like
the original input X. The objective is to minimize the reconstruction error, and find the
most efficient and informative compact representations for the inputs. In most GLRSs
studies, AE is applied to learn a complex heterogeneous graph (Zhang et al. 2016) in
the entertainment and book recommendation domains. To apply AE to graph-structured data for a recommendation purpose, Zhang et al. (2016) first use TransE to learn graph topological information from the complex het-
erogeneous knowledge graph. Then, stacked denoising auto-encoders and stacked
convolutional auto-encoders are adopted to learn textual and visual representations
of items, which are the input for the collaborative filtering framework. Later, Berg
et al. (2017) consider a recommender system as a matrix completion task, and pro-
pose to apply a graph auto-encoder to produce latent features of user and item nodes
through a form of message passing on the bipartite user–item interaction graph. The
learned latent user and item representations are used to reconstruct the rating links
through a bilinear decoder. Generally speaking, a graph auto-encoder takes node fea-
ture embedding X and adjacency matrix A as inputs, generating latent variable Z as 123 123 832 L. Zhang et al. output through the encoder (inference model). To reconstruct the graph structure data,
the decoder (generative model) takes Z as input and outputs a reconstructed adja-
cency matrix ˆA. Based on Berg et al. (2017), Zhang et al. (2019a) go a step further by
proposing a new stacked and reconstructed graph convolutional network for a user–
item bipartite graph, which takes low-dimensional user and item embeddings as the
input to the model and solves the cold start problem by reconstructing the masked node
embeddings with a block of graph encoder-decoder in the training phase. Figure10
illustrates how an auto-encoder operates on graph-structured data for a recommenda-
tion purpose. The problem of the auto-encoder framework is that it usually leads to
a local optimum due to the back-propagation algorithm it employs (Tian et al. 2014),
which is also the common problem of most deep learning-based techniques that adopt
back-propagation as a training procedure. 5.4.2 Auto-encoder Besides, the encoder-decoder architecture
requires that the complete sequence of information must be captured by a single vector,
which poses problems in holding on to information at the beginning of the sequence
and encoding long-range dependencies. 123 5.4.3 Attention mechanism The attention mechanism (Bahdanau et al. 2014) is motivated by human visual atten-
tion. For example, people only need to focus on specific parts of visual inputs to
understand or recognize them. The attention mechanism is proposed to determine
the significance of the inputs e.g. sequences. The effectiveness of the attention-based
techniques in RSs has been verified and aroused considerable attention over recent
years. In attention-based GLRSs, inputs are weighted with attention scores and out-
puts are normally vectors that combine different importance of the inputs. Attention
mechanism can be used to allow the learning process to focus on parts of a graph
that are more relevant to a specific task. Generally, it can be used in conjunction with
MLP, CNN, RNN and other deep learning-based architectures. Thus, the heart of
the attention-based techniques is how to obtain and calculate the attention weight of
each input part. In this paper, attention mechanism can be used for multiple different
types of graphs in various recommendation domains. For instance, in the e-commerce
domain, the Amazon dataset can be formed into a tree graph (Gao et al. 2019b), k-
partite graph (Wang et al. 2019d) and complex graph (Han et al. 2018) learned with an
attention network. The Ciao, Epinions, Taobao and Kuaishou datasets can be formed
into homogeneous graphs (Chen et al. 2019a; Chang et al. 2021b) learned with atten-
tion mechanisms. Data sources in the entertainment domain can be constructed into
k-partite graphs (Wang et al. 2019d; Xin et al. 2019), complex heterogeneous graphs
(Han et al. 2018; Wang et al. 2019a), homogeneous graphs (Hao et al. 2021b; Chen
et al. 2019a) and multiple graphs (Xia et al. 2021a) learned with an attention network. Attention mechanisms can also be applied in POI (Wang et al. 2019d; Hao et al. 2021b)
and book (Wang et al. 2019a) domains. There are three attention mechanisms commonly used in recent studies: (1) the
vanilla attention mechanism learns the attention scores for the input data by trans-
forming the representations of input data via fully connected layers, and then adopting
a softmax layer to normalize the scores (Han et al. 2018; Wang et al. 2019d; Gao et al. 2019b). Han et al. (2018) propose to use multi-layer MLP to learn a user/item aspect- Recommending on graphs: a comprehensive review from a data… 833 Fig. 11 Illustration of different attention mechanisms in GLRS. 5.4.3 Attention mechanism (2019b), the authors design a parallel co-attention mechanism
to dynamically infer the primary reasons of the user purchase decision, assigning
higher attention weights to more relevant meta-paths extracted on the k-partite graph. Other studies adopt attention variations based on these three categories. For instance, in
Verma et al. (2019) the authors adapt a skip-gram to a merged heterogeneous user–item
interaction and use social networks followed by a multi-layer and multi-head atten-
tion (Vaswani et al. 2017) mechanism to learn the different importance of entities. Multi-head attention improves self-attention mechanisms to draw global dependen-
cies between inputs and outputs by eschewing the use of recurrence in neural network
and running through an attention mechanism several times in parallel. In Liu et al. (2020) the authors adopt Sentence-BERT (Reimers and Gurevych 2019), a language
model that is based on multi-head attention and a bidirectional training procedure, to
explore the potential links between item based on reviews. The learned item represen-
tations from BERT are then used to generate an item subgraph according to the cosine
similarities between all items. level representation based on extracted meta-paths from the complex heterogeneous
graph. Then an attention mechanism is adopted to weigh the contribution of differ-
ent aspect-level latent factors to final user/item representations. (2) The self-attention
mechanism (Vaswani et al. 2017) gained exposure recently as it can replace RNN and
CNN in sequence learning, achieving better accuracy with lower computational com-
plexity. It focuses on the self-matching of a sequence whereby the attention weights
are calculated by the multiplication between key and query vectors transformed from
the input sequence (Cen et al. 2019; Wu et al. 2019b). For instance, Cen et al. 2019
adopt self-attention to capture the influential factors between different edge types of
the neighbours of a specific node on the attributed bipartite graph. (3) The co-attention
mechanism focuses on co-learning and co-matching of two sequences whereby the
attention weights of one sequence are conditioned on the other sequence, and vice
versa. Some studies prefer to classify co-attention and self-attention as one category
(Zhang et al. 2019b; Sun et al. 2019), but for clarity, in this survey we describe them
separately. In Xu et al. (2019b), the authors design a parallel co-attention mechanism
to dynamically infer the primary reasons of the user purchase decision, assigning
higher attention weights to more relevant meta-paths extracted on the k-partite graph. 5.4.3 Attention mechanism a In Xu et al. (2019b), the co-attention
component takes embeddings derived from different meta-paths as inputs. Then the query vectors qu, qi
transformed from user and selling agent embeddings, as well as the item embeddings hρ
vi go through the
parallel co-attention network to learn the item embedding ˜yvi . b To update the representation of the ring
node 2 in the context of the annular-graph, a self-attention mechanism takes two context vector and the
node 2 vectors as input to learn the importance of context nodes to the central node (Hao et al. 2021b) Fig. 11 Illustration of different attention mechanisms in GLRS. a In Xu et al. (2019b), the co-attention
component takes embeddings derived from different meta-paths as inputs. Then the query vectors qu, qi
transformed from user and selling agent embeddings, as well as the item embeddings hρ
vi go through the
parallel co-attention network to learn the item embedding ˜yvi . b To update the representation of the ring
node 2 in the context of the annular-graph, a self-attention mechanism takes two context vector and the
node 2 vectors as input to learn the importance of context nodes to the central node (Hao et al. 2021b) level representation based on extracted meta-paths from the complex heterogeneous
graph. Then an attention mechanism is adopted to weigh the contribution of differ-
ent aspect-level latent factors to final user/item representations. (2) The self-attention
mechanism (Vaswani et al. 2017) gained exposure recently as it can replace RNN and
CNN in sequence learning, achieving better accuracy with lower computational com-
plexity. It focuses on the self-matching of a sequence whereby the attention weights
are calculated by the multiplication between key and query vectors transformed from
the input sequence (Cen et al. 2019; Wu et al. 2019b). For instance, Cen et al. 2019
adopt self-attention to capture the influential factors between different edge types of
the neighbours of a specific node on the attributed bipartite graph. (3) The co-attention
mechanism focuses on co-learning and co-matching of two sequences whereby the
attention weights of one sequence are conditioned on the other sequence, and vice
versa. Some studies prefer to classify co-attention and self-attention as one category
(Zhang et al. 2019b; Sun et al. 2019), but for clarity, in this survey we describe them
separately. In Xu et al. 5.4.3 Attention mechanism Other studies adopt attention variations based on these three categories. For instance, in
Verma et al. (2019) the authors adapt a skip-gram to a merged heterogeneous user–item
interaction and use social networks followed by a multi-layer and multi-head atten-
tion (Vaswani et al. 2017) mechanism to learn the different importance of entities. Multi-head attention improves self-attention mechanisms to draw global dependen-
cies between inputs and outputs by eschewing the use of recurrence in neural network
and running through an attention mechanism several times in parallel. In Liu et al. (2020) the authors adopt Sentence-BERT (Reimers and Gurevych 2019), a language
model that is based on multi-head attention and a bidirectional training procedure, to
explore the potential links between item based on reviews. The learned item represen-
tations from BERT are then used to generate an item subgraph according to the cosine
similarities between all items. Figure11 illustrates several above mentioned attention mechanism architectures for
GLRSs. The core of the attention mechanism of focusing on the most relevant parts of 123 123 834 L. Zhang et al. Fig. 12 Deep reinforcement learning-based GLRS with a knowledge graph (Lei et al. 2020a). The system
first performs the walking starting with the target user u0 over the adjacent attribute vertices on the complex
heterogeneous graph, resulting in a path to the desired item. Two reasoning function f and g score attributes
and items. Then, the policy network takes the state vector s as input and outputs the values Q(s, a), indicating
the estimated rewards for two actions aask and arec nforcement learning-based GLRS with a knowledge graph (Lei et al. 2020a). The system
e walking starting with the target user u0 over the adjacent attribute vertices on the complex
raph, resulting in a path to the desired item. Two reasoning function f and g score attributes
the policy network takes the state vector s as input and outputs the values Q(s, a), indicating
wards for two actions aask and arec Fig. 12 Deep reinforcement learning-based GLRS with a knowledge graph (Lei et al. 2020a). The system
first performs the walking starting with the target user u0 over the adjacent attribute vertices on the complex
heterogeneous graph, resulting in a path to the desired item. Two reasoning function f and g score attributes
and items. 5.4.3 Attention mechanism Then, the policy network takes the state vector s as input and outputs the values Q(s, a), indicating
the estimated rewards for two actions aask and arec the input by providing a direct path to the input helps to alleviate the bottleneck prob-
lem of the vanishing gradient and to resolve the disadvantage of the encoder-decoder
architecture that has the problem of remembering long sequence dependencies. How-
ever, one believes that the attention mechanism adds more weight parameters to the
model, which increases training time, especially for long input sequences. 5.4.4 Deep reinforcement learning (DRL) Reinforcement learning (RL) uses a trial-and-error experience with an agent that learns
a good behaviour by modifying or acquiring new behaviours and skills incrementally. During such a learning process, the agent interacts with the environment and must
make value judgements so as to select good actions over bad. Actions that get them
to the target outcome are rewarded (reinforced). Deep reinforcement learning (Mnih
et al. 2015) goes a step further by incorporating deep neural networks to represent the
knowledge acquisition progress. It has been mainly adopted to learn k-partite (Song
et al. 2019a) and complex heterogeneous graphs (Lei et al. 2020a; Liu et al. 2021a;
Xian et al. 2019) in entertainment, book and e-commerce domain for recommendation
purposes. In GLRSs, one can take a path generation procedure as a decision-making process
for training with RL, so that the optimal recommendation results as well as the inter-
pretation of the results can be generated at the same time (Song et al. 2019a; Xian et al. 2019; Lei et al. 2020a; Wang et al. 2020g). For instance, Xian et al. (2019) propose to
use an RL approach where an agent starts from a given user, and learns to navigate to
the potential items of interest on the complex heterogeneous KG. After that, the rea- 123 Recommending on graphs: a comprehensive review from a data… 835 soning path history can serve as a genuine explanation for the recommendation results. Similarly, Song et al. (2019a) formulate the generation of user-to-item paths extracted
from a k-partite graph as a sequential decision process. Specifically, it defines the
target user as the initial state and then walks on the constructed heterogeneous user–
item–entity graph as actions. In the work of Zhou et al. (2020b), the authors adopt a
complex heterogeneous KG to improve the sample efficiency as well as interactive
recommendation performance by applying a deep Q-network to fit on samples from
the local graph of the KG rather than the whole graph. Interestingly, we can find that
most DRL-based recommendation approaches utilize a KG as an important medium
to learn user-to-item inference. Figure12 illustrates a typical example of adopting a
KG with DRL for recommendation purpose. 5.4.4 Deep reinforcement learning (DRL) It is probably due to the explicit asso-
ciation between the target user and items which reveals the user’s potential interests,
compared with traditional recommendation systems, a KG-based recommender sys-
tem can mine more potential relationships between nodes for learning user and item
representations. DRL-based approaches have great potential in decision-making and long-term plan-
ning in a dynamic environment (Silver et al. 2016). However, the ideal way to train a
DRL model to learn the optimal recommendation policy is to train the agent online,
which cannot always be satisfied. One commonly used training strategy is to make use
of offline logged data directly, but it will suffer from the estimation bias problem under
the real-time interaction setting (Chen et al. 2019c). Besides, similar to other deep
learning-based techniques, DRL-based approaches also lack interpretability. More
importantly, few appropriate platforms or resources for developing and testing DRL-
based techniques in academia exist (Fang et al. 2020). 5.4.5 Graph neural networks Graph neural network (GNN) enjoys a massive hype as recent works have witnessed a
boostofperformanceinRSs.TheyaremotivatedfromCNNandgraphembeddingsand
designed specifically on graph-structured data in the non-Euclidean domain (Zhang
et al. 2020). GNN can be applied from homogeneous graphs (Zhu et al. 2021b; Isufi
et al. 2021), k-partite graphs (Wang et al. 2019f; Chen et al. 2020a; Wang et al. 2019e;
Sun et al. 2020; Wu et al. 2021b; Fan et al. 2019a; Chen et al. 2021a; Ying et al. 2018; Wei et al. 2021; Li et al. 2021a) to complex heterogeneous (Zhao et al. 2019;
Zheng et al. 2021; Wang et al. 2019c,b; Wu et al. 2021a; Zhang et al. 2021d) and
multiple ones (Zhu et al. 2021a; Zhang et al. 2021c; Liu et al. 2020; Huang et al. 2021b; Tang et al. 2021; Wu et al. 2019b; Tian et al. 2021; Chang et al. 2021a) in
different recommendation domains. GNN achieve improvements in recommendation results by capturing the higher-
order interaction in user–item relationships through iterative propagation resulting
in better user/item representations. Specifically, GNN aim to iteratively aggregate
feature information from neighbours and integrate the aggregated information with
the current node representation (Wu et al. 2020b). Further, they can simultaneously
model the diffusion process on the graph with the RNN kernel. Following the existing
work of Wu et al. (2020a), we categorize GNN as spectral (Zheng et al. 2018; Wang
et al. 2020a; Farseev et al. 2017) and non-spectral approaches (Sun et al. 2020; Isufi 123 L. Zhang et al. 836 Fig. 13 Illustration on GNN-based GLRSs. (I) The representation of the central node updates by incor-
porating the influence of its neighbourhood representation in GNN algorithm (Wang et al. 2019c). (II)
GGAT takes into account the different effects of neighbour nodes on the central node, and combines the
attention mechanism with the GNN node propagation process to update the representation of the central
node (Veliˇckovi´c et al. 2017) Fig. 13 Illustration on GNN-based GLRSs. (I) The representation of the central node updates by incor-
porating the influence of its neighbourhood representation in GNN algorithm (Wang et al. 2019c). (II)
GGAT takes into account the different effects of neighbour nodes on the central node, and combines the
attention mechanism with the GNN node propagation process to update the representation of the central
node (Veliˇckovi´c et al. 2017) et al. 2021; Kim et al. 2019; Chen et al. 2020a; Wang et al. αi j =
exp(LeakyReLU(−→
a T [W−→
hi ||W−→
h j ]))
k∈Ni exp(LeakyReLU(−→
a T [W−→
hi ||W−→
hk ]))
(3) (3) where −→
a and W is the weight matrix. hk is the neighbour node embedding of node
ni whose node embedding is hi. Figure13(II) illustrates the schematic diagram of the
attention operation of GAT. where −→
a and W is the weight matrix. hk is the neighbour node embedding of node
ni whose node embedding is hi. Figure13(II) illustrates the schematic diagram of the
attention operation of GAT. Despite their verified effectiveness in the community of graph-based recommen-
dations, they suffer from the expensive computation overhead with the exponential
growth of the neighbourhood size as the layers stacked up (Ying et al. 2018). Besides,
researchers empirically show that the performance of GNN quickly degenerate when
the number of layers is deep owing to that the effectiveness of informative neighbours
will be diminished in large amount irrelevant neighbours (Liu et al. 2019b). To solve
this, Xu et al. (2019b) design a relation-aware GNN with an attention mechanism to
prioritize neighbours based on their importance. Then a meta-path defined receptive
field sampler is integrated to derive the node embeddings as well as address the rapid
growth of the multiple-hop neighbourhood of each node from a k-partite graph, which
is followed by a co-attention mechanism for differentiating purchase motivations. In
Zhang et al. (2019a), the authors also point out that training GCN-based models for
rating prediction faces the label leakage issue, which results in the overfitting problem
and significantly degrades the final performance, which can be improved by removing
the sampled edges. Figure13a, b illustrates examples of how GNN can be used for
recommender systems in Wang et al. (2019c), and the main component of GAT in
Veliˇckovi´c et al. (2017), respectively. Although some problems have been proposed by researchers for improvement or
solutions, other challenges still exist and deserve more attention from both academia
and industry. First, though GNN-based graph recommendation strategies can incor-
porate a high-order proximity of vertices, it suffers from the problem of performance
degradation and complexity increase with the increase of the number of layers. As a
result, it is more prone to encounter the over-smoothing problem with the increase in
the network depth (Liu et al. 2019b; Li et al. 2018a; Yu et al. 2021). This phenom-
ena can become a pervasive problem when learning large-scale graph/networks when
aggregating high-order information from distant neighbours is necessary. 5.4.5 Graph neural networks 2019c,f,b; Fan et al. 2019a;
Liu et al. 2020; Ying et al. 2018; Zhao et al. 2019). Spectral GNN are based on spectral
graph theory (Shuman et al. 2013) which studies connections between combinatorial
properties of a graph and the eigenvalues of matrices associated with the graph, e.g. laplacian matrix. They focus on the connectivity of the graph rather than geometrical
proximity. For instance, Farseev et al. (2017) performs spectral clustering to form
user community w.r.t. user side information e.g. geographical regions, user’s active
timestamp from a complex heterogeneous graph, which are then considered to sort
all candidate items to a generate ranked list for recommendation. Zheng et al. (2018)
propose to use a spectral convolution operation in the spectral domain of the bipartite
user–item graph to alleviate the cold-start problem of RS. The non-spectral approaches mainly include aggregator and updater to learn a
multi-layer graph. The aggregator is responsible for collecting information from neigh-
bourhood nodes and related edges, while the updater aims to merge the propagation
information around the central node and collected through the aggregator. Normally,
GNN are utilized to learn the representations of nodes and links of the graphs, which
are then used for the following recommendation strategies, e.g. rating prediction and
link prediction etc. For instance, Monti et al. (2017) propose a GCN-based technique
for recommender systems for the first time, in which GCN is a variant of GNN and
used to aggregate information from two auxiliary user–user and item–item homoge-
neous graphs with the convolutional operation. The latent factors of users and items
were updated after each aggregation step, and a combined objective function of GCN
and MF was used to train the model. Ying et al. (2018) propose to use GCN to generate
item embeddings from both a bi-partite graph structure as well as item feature infor-
mation with random walks for recommendations. It can be applied to very large-scale
web recommenders and has been deployed in Pinterest to address a variety of real-
world recommendation tasks. In Chen et al. (2019a) the authors adopt a GNN layer for
modelling both the local and global influence of user social relations on constructed
homogeneous user social graph. Graph attention networks (GATs) (Veliˇckovi´c et al. 5.4.5 Graph neural networks Recommending on graphs: a comprehensive review from a data… 837 2017) are an enhanced version of GNN which utilize masked self-attention layers to
limit the shortcomings of prior graph convolutional-based approaches. An attention
weight αi ∈[0, 1] is assigned to the neighbourhood nodes of a target node nt, where
i∈N(t) αi = 1 and N(t) denotes the set of neighbouring nodes of nt. One advantage
of applying attention to graphs is to avoid the noisy part of a graph so as to increase
the signal-to-noise ratio in information processing. Specifically, GAT aims to compute
the attention coefficients 2017) are an enhanced version of GNN which utilize masked self-attention layers to
limit the shortcomings of prior graph convolutional-based approaches. An attention
weight αi ∈[0, 1] is assigned to the neighbourhood nodes of a target node nt, where
i∈N(t) αi = 1 and N(t) denotes the set of neighbouring nodes of nt. One advantage
of applying attention to graphs is to avoid the noisy part of a graph so as to increase
the signal-to-noise ratio in information processing. Specifically, GAT aims to compute
the attention coefficients αi j =
exp(LeakyReLU(−→
a T [W−→
hi ||W−→
h j ]))
k∈Ni exp(LeakyReLU(−→
a T [W−→
hi ||W−→
hk ]))
(3) 5.4.6 Deep hybrid models In order to deal with more complicated and diverse problems, as well as process more
complex graphs, many graph-based recommendation models utilize more than one
deep learning technique. The flexibility of neural blocks in deep neural networks makes
it possible to combine several neural components to complement one another and form
a more powerful hybrid model. The use of a variety of different DL-based components
can also maximize the strengths and improve the defects of a single technology to a
certain extent. Such hybrid models can be leveraged to learn homogeneous graphs
(Song et al. 2019b; Abugabah et al. 2020; Xu et al. 2019a; Wu et al. 2019c; Huang
et al. 2021a), k-partite graphs (Kim et al. 2019; Zhang et al. 2019a; Wang et al. 2020f; Liu et al. 2021c; Xie et al. 2021; Xu et al. 2019b; Xia et al. 2021b), complex
heterogeneous graphs (Wang et al. 2020g; Xie et al. 2021; Yang and Dong 2020; Zhou
et al. 2020b; Sang et al. 2021; Sheu and Li 2020; Shi et al. 2021; Wang et al. 2018c;
Zhou et al. 2020a; Yang et al. 2021a), hypergraphs (Wang et al. 2020c; Gharahighehi
et al. 2020), andmultiplegraphs (Monti et al. 2017; Zhanget al. 2021a; Xiaet al. 2021c;
Fan et al. 2019b; Liu et al. 2021b; Monti et al. 2017) in social network, e-commerce,
entertainment, academic, book and many other recommendation domains. In Sun et al. (2018), the authors employ a batch of bi-directional recurrent net-
works (Schuster and Paliwal 1997) to learn the semantic representations of each path
extracted from complex heterogeneous KG. Then an attention gated hidden layer is
applied to learn the different importance of the derived paths between two entities
followed by a pooling operation and a fully connected layer for rating prediction. Zhang et al. (2019a) propose to leverage multi-link GCN as an encoder and two-layer
feedforward neural network as a decoder to learn the user and item (users and items
are denoted as nodes) representations, considering both node’s content information
as well as structural information of the undirected user–item bipartite graph. Some
studies leverage different techniques to learn various graph features, such as node
attributes and graph structure. Zhang et al. (2016) construct a complex heterogeneous
knowledge graph to learn a user’s potential preferences, where the item nodes asso-
ciate with textual and visual features as their attributes. 5.4.6 Deep hybrid models To model such multi-modal
information, the authors first apply a network embedding (TransR) approach to extract
items’ structural representations by considering the heterogeneity of both nodes and
relationships, followed by a stacked denoising auto-encoder and stacked convolutional
auto-encoder to extract items’ textual and visual representations, respectively. Finally,
the pair-wise ranking between items is considered to learn the CF architecture. Deep
hybrid approaches have become a trend in solving complex recommendation prob-
lems, facing the complicated and changeable network structure for modelling dynamic
user preferences. αi j =
exp(LeakyReLU(−→
a T [W−→
hi ||W−→
h j ]))
k∈Ni exp(LeakyReLU(−→
a T [W−→
hi ||W−→
hk ]))
(3) Second, cur-
rent GNN are mainly applied for a static graph, but how to apply GNN for dynamic
graphs with changing structures is still an open challenge. 123 123 L. Zhang et al. 838 5.5 Discussion of graph-based recommendation models In this section, we present the main ideas and the basic technical details of each class
of graph learning-based recommendation approaches. From the descriptions above,
we make several observations: (1) traditional graph learning-based approaches may 123 12 Recommending on graphs: a comprehensive review from a data… 839 suffer from information loss, e.g. nearest neighbour-based approaches. Some of them
ignore long-term or high-order dependencies such as the latent factor model (Tao
et al. 2021). However, they laid a theoretical foundation for the later development of
graph learning-based technologies, so that many recent advanced deep learning-based
techniques for graphs still use traditional algorithms as the basic framework. (2) For
path-basedapproaches,theyeitherrelyondomainknowledgewhichmaynotalwaysbe
applicable e.g. meta-path-based similarities, and/or require explicit path reachability
which may incorporate noisy, meaningless paths and thus do not always have a positive
impact on recommendation results (Noia et al. 2016). Besides, recommendations that
rely on similarity measures cannot be easily applied to large-scale networks. (3) Graph
embedding-based approaches pave the way for more complex and high-order features
among nodes and links modelling. More and more state-of-the-art GLRSs leverage
GE combined with deep learning approaches such as an attention network for more
efficient recommendation tasks. (4) With the many achievements of the deep learning-
based GLRSs, the number of research works in the field has become exponentially
increased. Deep learning-based approaches can be applied to more complicated graphs
with multi-type nodes and links, as well as additional attributes associated with graphs
(Song et al. 2019b). Besides, deep learning-based approaches are more robust to sparse
data and can adapt to the varied magnitude of the input (with the help of e.g. attention
mechanism) (Fang et al. 2019). However, interpretability and efficiency are still the
main concerns for most GE-based and deep learning-based GLRSs which need to be
furtherstudiedinthefuture.(5)FromTable5,byrelatinggraphtypestotheirassociated
modelling technologies, we observe that tree graphs are modelled mainly by traditional
techniques, while other types of graphs are modelled and learned mainly through
deep learning and graph embedding-based approaches. Besides, attention mechanisms
become especially prevalent and are adopted for nearly all types of graphs for selecting
branches, filtering noisy nodes, and learning better nodes and edges representations
for recommendation purposes. 6 Challenges and open issues in GLRS For some kinds of graphs, e.g. hypergraphs and multiple graphs, it is more difficult to provide explanations with such
graphs due to the dispersion of edges or nodes. Besides, how to show user dynamic
preferences on graphs is also worth studying. Besides, we need to consider the target
population who we provide explanations for. This can be the end-users or researchers. For both groups, whether they are satisfied with this explanation and whether this
explanation is sufficient still requires further empirical verification. Such verification
cannot just stay on a small-scale user study or case study. It requires more target
audience participation and different situations should also be taken into account. Fairness. Fairness in recommendation has gradually attracted increasing attention in
recentyearsandhasbeenstudiedmainlyasanequityandparityproblemforindividuals
or groups of users. Current RSs discriminate unfairly among the users in terms of
recommendation performance, and further, the systems may discriminate between
users in terms of explanation diversity (Farnadi et al. 2018). One reason is probably
related to the issue of data imbalance. E.g. economically disadvantaged customers tend
to make fewer purchases, leading to imbalanced data. However, such imbalances may
lead to biased models that exhibit unfairness w.r.t. the recommendation quality and
explanation (Fu et al. 2020). Though active users tend to interact with more items, an
empirical study (Fu et al. 2020) shows that the majority of users are inactive users who
are easily disregarded by recommendation engines. The imbalanced data can easily
lead to biased observation on graphs where path inference from user-to-item usually
participates in the process of graph learning and meanwhile provide recommendation
explanations. Many researches have been done to alleviate data sparsity issue. Farnadi
et al. (2018) propose to solve the fairness on the user side for both the individual-
and group-level for KG enhanced explainable RSs. Specifically, they reveal that the
unfairness issue is due to data imbalance through an empirical study on e-commerce In addition, most existing graph leaning-based recommendation models generally
consider paths along with nodes in the KG as pertinent signals for recommendation
(Hu et al. 2018). User–item paths in the KG can directly serve as explanations that
provide the reason why an item is recommended (Xian et al. 2019). In (Fu et al. 2020),
Fu et al. considered a relational structure serving as explanation across different paths
with similar semantics w.r.t. relations in each path. 6 Challenges and open issues in GLRS Graph-based recommendation is an exciting and rapidly growing research area that
attracts attention from both industrial and academic domains. While existing works
have established a solid foundation for GLRSs research, this section reveals several
challenges and promising prospective research directions. Specifically, there are two
types of challenges: (1) Challenges still unsolved by graphs, which include explain-
ability, fairness and generality issues; (2) Challenges caused by graphs and their
limitations, including scalability, dynamic graph, and complex heterogeneity learning
issues. We will explain these issues separately. Explainability on graphs. A good explanation for recommendation results can help to
improve the transparency, persuasiveness, effectiveness, trustworthiness and satisfac-
tion of recommender systems, facilitate system designers for better system debugging,
and allow a user to control how the system utilizes her profiles making the RS scrutable. Earlier studies provide explanations of GLRSs highlighting top keywords or aspects 123 840 L. Zhang et al. as an explanation for recommendation results (He et al. 2015), but none of them shows
the constructed graphs. With the surge of deep learning-based approaches in GLRSs, it is even harder
to provide convincing explanations and calibrate why the recommendation models
are effective and thus yield a robust model for varied scenarios. Ma et al. (2019)
provide recommendation explanations according to the learned reasoning rules on
heterogeneous graphs with ground-truth item associations in the knowledge graph. The emergence of attention mechanisms has more or less eased the non-interpretable
concerns of deep learning-based recommendations on graphs. The learned attention
weights can tell which parts of the input graph contribute more than others with higher
attention scores to the recommendation results. However, the faithfulness of the higher
attention weights in contributing to the performance of the recommendation is still
doubtful (Liu et al. 2022). doubtful (Liu et al. 2022). In addition, most existing graph leaning-based recommendation models generally
consider paths along with nodes in the KG as pertinent signals for recommendation
(Hu et al. 2018). User–item paths in the KG can directly serve as explanations that
provide the reason why an item is recommended (Xian et al. 2019). In (Fu et al. 2020),
Fu et al. considered a relational structure serving as explanation across different paths
with similar semantics w.r.t. relations in each path. We argue that this lacks reliable
evaluation metrics for the explainability and persuasiveness for target users, such as
GLUE (Wang et al. 2018a) for language understanding. 6 Challenges and open issues in GLRS We argue that this lacks reliable
evaluation metrics for the explainability and persuasiveness for target users, such as
GLUE (Wang et al. 2018a) for language understanding. For some kinds of graphs, e.g. hypergraphs and multiple graphs, it is more difficult to provide explanations with such
graphs due to the dispersion of edges or nodes. Besides, how to show user dynamic
preferences on graphs is also worth studying. Besides, we need to consider the target
population who we provide explanations for. This can be the end-users or researchers. For both groups, whether they are satisfied with this explanation and whether this
explanation is sufficient still requires further empirical verification. Such verification
cannot just stay on a small-scale user study or case study. It requires more target
audience participation and different situations should also be taken into account. Fairness. Fairness in recommendation has gradually attracted increasing attention in
recentyearsandhasbeenstudiedmainlyasanequityandparityproblemforindividuals
or groups of users. Current RSs discriminate unfairly among the users in terms of
recommendation performance, and further, the systems may discriminate between
users in terms of explanation diversity (Farnadi et al. 2018). One reason is probably
related to the issue of data imbalance. E.g. economically disadvantaged customers tend
to make fewer purchases, leading to imbalanced data. However, such imbalances may
lead to biased models that exhibit unfairness w.r.t. the recommendation quality and
explanation (Fu et al. 2020). Though active users tend to interact with more items, an
empirical study (Fu et al. 2020) shows that the majority of users are inactive users who
are easily disregarded by recommendation engines. The imbalanced data can easily
lead to biased observation on graphs where path inference from user-to-item usually
participates in the process of graph learning and meanwhile provide recommendation
explanations. Many researches have been done to alleviate data sparsity issue. Farnadi
et al. (2018) propose to solve the fairness on the user side for both the individual-
and group-level for KG enhanced explainable RSs. Specifically, they reveal that the
unfairness issue is due to data imbalance through an empirical study on e-commerce Recommending on graphs: a comprehensive review from a data… 841 dataset, namely Amazon. Then they propose fairness metrics in terms of path diversity
as well as recommendation performance disparity based on KG. In Gharahighehi et al. (2021), the authors constructed a hypergraph taking into account multiple stakeholders
in the news domain to mitigate the imbalance problem caused by stakeholders with
few articles. 6 Challenges and open issues in GLRS Exposure bias can be caused by the users being only aware of a very small
fraction of items in a large dataset. Chen et al. (2019a) pointed out the exposure bias
that users are only aware of a very small fraction of items in a large dataset so that they
infer data confidence with the help of users’ social network and draw different weights
on training instances via personalized random walk to alleviate it. Another possible
reason lies in the incomplete evaluation metrics, which renders the inclination of the
learning objectives on accuracy driven for recommendation purposes. Despite some studies considering the influence of fairness in GLRSs, related
research is still quite limited with many issues remaining to be focused on. For instance,
whether the construction and learning process of the graphs affects the fairness and
discrimination of the ranking of recommendation results, whether there exists algo-
rithmic bias among various graph learning technologies, and whether fairness, bias,
and discrimination conflict with the accuracy of graph-based recommendations. Some
biases can be dynamic. For instance, in the real world, users’ preferences, exposure,
and relations may evolve over time (Chen et al. 2019a). How to solve the dynamic
bias problem in GLRS is also one of the research directions worth thinking about in
the future. Scalability on large-scale graphs. Scalability is an essential factor that affects the
applicability of recommendation models in real-world scenarios. To deal with large-
scale graphs, most existing models choose to adopt a sampling scheme to construct
subgraphs following the sampling strategy proposed in GraphSage (Hamilton et al. 2017). Some use the random walk strategy to get the neighbourhood nodes and links,
while others consider using the shortest path algorithm for subgraph construction. Another algorithm to increase model scalability is to use a clustering scheme. Whether
using sampling or clustering, a model will lose part of the graph information. The
scalability is gained at the price of corrupting graph completeness. A node may miss
its influential neighbours with a bad sampling strategy, and a graph may be deprived
of a distinct structural pattern by clustering. Though the subgraph strategy makes
GNN-based algorithms applicable no matter how large-scale the whole graph is, the
shortcomingis that thenoderepresentationshouldberecalculatedfor eachpropagation
layer.Thus,howtotradeoffthealgorithmscalabilityandgraphintegritycouldbeoneof
thefurther researchdirections. Moreresearches canbestudiedonthesamplingstrategy
inintegratingmoreinformativeinformationfromneighbourhoodnodesandlinkswhile
minimizing the harm to the graph integrity. Recently, Kyriakidi et al. 6 Challenges and open issues in GLRS (2020) propose
to adopt graph databases as a base to improve the data scalability and meanwhile
build recommendation models on top. Different from other graph-based recommender
systems which focus on model complexity when considering the efficiency problem,
the work of Kyriakidi et al. (2020) transforms the recommendation problem into a
path optimization problem from start nodes to end nodes on heterogeneous graphs,
which sheds light on a new perspective for improving the scalability of GL-based
recommendations. 123 123 842 L. Zhang et al. Data Sparsity on Graphs. Data sparsity issues will cause the graph’s adjacency
matrix to be sparse and affect recommendation performance. In order to alleviate this
problem, one way is to construct auxiliary graphs by mining contextual information of
users or items, such as friendship connections amongst users, co-purchase networks
associated with products and services to the end-users, or trust relationships associ-
ated with users, entities associated with items. On the other hand, data augmentation
techniques can be used. The former has been widely used and studied (Wu et al. 2019b), while the latter has not been extensively explored. Recently, some studies try
to alleviate the data sparsity problem with item/segment dropout to augment data (Wu
et al. 2021b), with which edges are randomly dropped out in the constructed graph,
resulting in the robustness of recommendation models facing noisy input data such as
unsatisfied clicking or viewing behaviour. However, it may also lead to sparser data. In
Xia et al. (2021c), the authors adopted a self-supervised graph co-training strategy for
learning session representations with two different encoders in the session-based rec-
ommendation. As the initial attempt in many graph learning-based recommendation
domains, more in-depth attempts are still needed, and the advantages and disadvan-
tages of different data augmentation technologies with different types of graphs in
different recommendation domains also require a comprehensive analysis. Recommendation on Dynamic Graphs. Most research focuses on the modelling
and learning of static graphs, but neglects the dynamic properties of graphs. In many
real-world scenarios, the graphs changes over time, such as people may be followed
or unfollowed day to day in a social network, or newly published news articles appear
everyday resulting in changes of news-related graphs for news recommendation. As a result, some works crop the dynamic graph as a sequence of graph snapshots
(Abugabah et al. 2020; Xia et al. 2021d; Huang et al. 6 Challenges and open issues in GLRS For existing GLRS approaches, given a data source, the common way
is to take graph(s) formed by data objects and their explicit or implicit relationships
as input, and the model usually needs to be reformulated and retrained under certain
conditions, or a general model is applied for a specific task in a specific scenario,
rather than extending the existing models for new tasks. This led to thousands of new
models corresponding to thousands of different kinds of input graphs, which is far from
the true generality of the graph model for recommendations. Therefore, one possible
future research direction is whether there is a model suitable for learning all kinds
of graphs. The dynamic property of online graphs shows the inevitability of changes
in modelling input graphs. When additional attributes are added to the input data,
for instance, when contextual or external information is attached to interactive data,
resulting in the expansion of the graph, a model with generality should be expanded
in a small range on the basis of the previously learned content to adapt to the change
of the input graph rather than retraining new models. This should be one of the future
research directions in the long run. item–item relations may be from the co-interaction pattern from a specific user or user
group (Xia et al. 2021a). To integrate multi-sourced side information for recommen-
dation purposes, some works learn representations from different graphs separately
and combine the vectors from different sources (Zhang et al. 2021c). Some works
combine different graphs into a large-scale heterogeneous graph which is then learned
in a unified way (Wu et al. 2021a). These two kinds of integration strategies can both
contribute to the improvement in recommendations, but there is no evidence showing
which one is better. This is thus another research question for further study. Generality of Graph Learning. Currently, no model can be applied for all types of
input graphs. For existing GLRS approaches, given a data source, the common way
is to take graph(s) formed by data objects and their explicit or implicit relationships
as input, and the model usually needs to be reformulated and retrained under certain
conditions, or a general model is applied for a specific task in a specific scenario,
rather than extending the existing models for new tasks. 6 Challenges and open issues in GLRS This led to thousands of new
models corresponding to thousands of different kinds of input graphs, which is far from
the true generality of the graph model for recommendations. Therefore, one possible
future research direction is whether there is a model suitable for learning all kinds
of graphs. The dynamic property of online graphs shows the inevitability of changes
in modelling input graphs. When additional attributes are added to the input data,
for instance, when contextual or external information is attached to interactive data,
resulting in the expansion of the graph, a model with generality should be expanded
in a small range on the basis of the previously learned content to adapt to the change
of the input graph rather than retraining new models. This should be one of the future
research directions in the long run. Privacy Issue Of Graph Learning. Though existing GLRSs reveal promising
improvements on recommendation tasks, the graph topological and node binding fea-
tures may cause privacy issues. The users’ private information may be inferred from
such a recommendation, which falls into the attribute inference attack problem. To deal
with such an issue, in Zhang et al. (2021b) a privacy-preserving graph learning-based
recommender is designed with a two-stage perturbation on input feature encoding
and an optimization process to defend against attribute inference attacks. However,
the authors also point out the challenge of balancing the personalized recommenda-
tion performance and the extent of the privacy protection mechanism, which means
the privacy-preserving recommender systems are far from mature and deserve more
attention in the future. 6 Challenges and open issues in GLRS 2021a), most of which are in
session settings. Though a surge of works consider modelling dynamic graphs from
the changes of the adjacency matrix (Li et al. 2017), leveraging dynamic random walk
sampling (Nguyen et al. 2018), Hawkess process (Huang et al. 2020) or combining
with other algorithms capturing the dynamic properties of the graph (Xu et al. 2020),
they do not adapt to recommendation scenarios. Thus, we believe it is an important
research direction with significance and practical value. Complex Heterogeneity Learning. Apart from the user–item bipartite graph, most
heterogeneity of graphs is reflected in the integration of different side information. Side information has demonstrated a high degree of effectiveness in improving rec-
ommendation performance, especially for data sparsity and cold-start issues (Zhang
et al. 2016). It can appear in different forms: textual, visual, or audio information;
structure or non-structure. In current studies of graph-based recommendations, side
information is extensively involved either as extra attributes of nodes or edges (Song
et al. 2019b), or as sources being learned to construct heterogeneous graphs (Sheu
and Li 2020), or as external resources outside the graph, which are learned in parallel
with the graph and then integrated at a high level. Despite the variety of utilizing side
information, no study can indicate which fusion strategy is better in general cases, or
suitable for which recommendation scenarios (Farseev et al. 2017). These we believe
are extremely significant references and guidance for future researchers and technol-
ogy users. Besides, some side information is from multi-sources such as user social
relationships pointing out user–user interlinks directly (Farseev et al. 2017), while Recommending on graphs: a comprehensive review from a data… 843 item–item relations may be from the co-interaction pattern from a specific user or user
group (Xia et al. 2021a). To integrate multi-sourced side information for recommen-
dation purposes, some works learn representations from different graphs separately
and combine the vectors from different sources (Zhang et al. 2021c). Some works
combine different graphs into a large-scale heterogeneous graph which is then learned
in a unified way (Wu et al. 2021a). These two kinds of integration strategies can both
contribute to the improvement in recommendations, but there is no evidence showing
which one is better. This is thus another research question for further study. Generality of Graph Learning. Currently, no model can be applied for all types of
input graphs. 7 Conclusion The study systematically investigated graph learning-based recommendation. The rec-
ommendation algorithms based on graph-structured data can be well applied to solve
the sparsity and cold-start problems with improved accuracy by mining and leverag-
ing the explicit as well as implicit relations revealed in graphs. In GLRSs, the core
is how to process graph-structured data, how to learn and obtain adequate informa-
tion from the graph to fulfil the final recommendation purpose, and how to adapt
the graph operation process to more complex and diverse graph structures as well 123 L. Zhang et al. 844 as large-scale node and edges in the real world. Looking at the changes of GLRSs
in recent years, the graph structure has gone from homogeneous to heterogeneous,
the graph attribute from zero to multiplex, the technology used from the traditional
recommendation algorithm to deep learning-based models, and the evaluation of rec-
ommendation performance from focusing only on accuracy and click-through rate to
increasingly multidimensional development. Such developments shed light on a new
perspective for the community of recommendation researchers and practitioners. We
argue that the current graph-based recommendation algorithms are far from being fully
developed, and further research investment and empirical studies are still needed. Acknowledgements This work is supported by the Research Council of Norway under Grant Nos. 245469
and 309834. Funding Open access funding provided by NTNU Norwegian University of Science and Technology (incl
St. Olavs Hospital - Trondheim University Hospital) OpenAccess ThisarticleislicensedunderaCreativeCommonsAttribution4.0InternationalLicense,which
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by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the
copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. Appendix A Statistics of datasets commonly used in GLRS See Table 5. See Table 5. See Table 5. 123 Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 Recommending on graphs: a comprehensive review from a data… 845 Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al. (2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al. (2021), Yang et al. (2021b), Fan et al. (2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al. (2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al. (2021b), Sun et al. (2021) Yelp1 12 L. Zhang et al. 846 5 continued
ain
Dataset
Graph Type
Related Papers
Complex Heterogeneous Graph
Zhao et al. (2017), Sun et al. (2018), Shi et al. (2018), Shi et al. (2015), Kyriakidi et al. (2020), Catherine and Cohen (2016), Lei
et al. (2020a), Wang et al. (2020g), Zheng
et al. (2017), Shi et al. (2016), Mezni et al. (2021), Xie et al. (2021), Liu et al. (2021c)
Hypergraph
Mao et al. (2019), Yu et al. (2021)
Multiple Graphs
Liu et al. (2020), Xia et al. (2021a), Huang
et al. (2021b), Tang et al. (2021), Zhu et al. (2021a), Guo et al. (2021a)
Epinions (Ma et al. 2011a;
Tang et al. 2012; Massa and
Avesani 2007; Zhao et al. 2014; Richardson and
Domingos 2002)
Homogeneous Graph
Chen et al. (2019a), Jamali and Ester (2009),
Ma et al. (2009), Ma et al. (2008), Ma et al. (2011b)
K-partite Graph
Mansoury et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2020)
Complex Heterogeneous Graph
Salamat et al. (2021)
Multiple Graphs
Fan et al. (2019b), Wu et al. (2019b), Liu
et al. (2020), Ma et al. (2011a), Zhang
et al. (2021a), Huang et al. (2021b)
Diginetica2
Homogeneous Graph
Xu et al. (2019a), Wu et al. (2019c), Qiu
et al. (2020a), Pan et al. (2020), Huang
et al. (2021a)
Multiple Graphs
Wang et al. (2020h), Xia et al. (2021c)
Ciao (Tang et al. 2012)
Homogeneous Graph
Chen et al. (2019a)
Complex Heterogeneous Graph
Salamat et al. (2021)
Multiple Graphs
Fan et al. (2019b), Zhang et al. (2021a)
JD (Wang et al. 2015)
Tree-based Graph
Huang et al. (2019) Recommending on graphs: a comprehensive review from a data… 847 le 5 continued
main
Dataset
Graph Type
Related Papers
ommerce
Retailrocket3
Homogeneous Graph
Xu et al. (2019a), Huang et al. (2021a)
Multiple Graphs
Xia et al. (2021c)
Bbookstore (Huang et al. 2007b)
K-partite Graph
Li and Chen (2013)
Clothing retail (Huang et al. 2007a)
K-partite Graph
Li and Chen (2013)
Alibaba (Cen et al. 2019)
K-partite Graph
Cen et al. (2019), Tan et al. (2020), Wu et al. (2021b)
Complex Heterogeneous Graph
Wang et al. (2021b)
Multiple Graphs
Guo et al. (2021b)
Taobao (Fan et al. 2019a;
Zhao et al. 2019)
Homogeneous Graph
Chang et al. (2021b), Ouyang et al. (2021)
K-partite Graph
Fan et al. (2019a); Xia et al. (2021b); Chen
et al. (2021a)
Complex Heterogeneous Graph
Zhao et al. (2019)
Multiple Graphs
Zhao et al. (2019), Wang et al. (2020d)
Beidian (Xu et al. 2019b)
K-partite Graph
Xu et al. (2019b)
YOOCHOOSE4
Homogeneous Graph
Wu et al. (2019c), Qiu et al. (2020a), Pan
et al. (2020), Huang et al. (2021a)
Multiple Graphs
Xia et al. (2021c)
Etsy (Wang et al. 2020c)
Hypergraph
Wang et al. (2020c)
Beibei (Xia et al. 2021b; Gao
et al. 2019a)
K-partite Graph
Xia et al. (2021b), Chen et al. (2021a)
HOOPS (Fu et al. 2021)
Complex Heterogeneous Graph
Fu et al. (2021)
Tmall5
Multiple Graphs
Wang et al. (2020h), Xia et al. (2021c), Guo
et al. (2021b) Domain 12 L. Zhang et al. 848 main
Dataset
Graph Type
Related Papers
MALib dataset (He et al. 2020)
K-partite Graph
Li et al. (2021a)
Cosmetics6
Multiple Graphs
Liu et al. (2021b)
UserBehavior7
Multiple Graphs
Liu et al. (2021b)
Criteo8
Complex Heterogeneous Graph
Zheng et al. (2021)
Avazu9
Complex Heterogeneous Graph
Zheng et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2021)
USCFC10
Complex Heterogeneous Graph
Zheng et al. (2021)
Adult11
Complex Heterogeneous Graph
Zheng et al. (2021)
Google Play (Liang et al. 2017)
Complex Heterogeneous Graph
Xie et al. (2021)
AppChina (Xie et al. 2015)
Complex Heterogeneous Graph
Xie et al. (2015)
Advertising (PVC, PCC,
Click) (Agarwal et al. 2010)
Tree-based Graph
Menon et al. (2011)
Yahoo! shopping dataset
(Kanagal et al. 2012)
Tree-based Graph
Kanagal et al. (2012)
Homogeneous Graph
Gori et al. (2007); Isufiet al. (2021); Hao
et al. (2021b); Du et al. (2011); Ma et al. (2020); Ouyang et al. (2021) Recommending on graphs: a comprehensive review from a data… 849 able 5 continued
omain
Dataset
Graph Type
Related Papers
ntertainment
MovieLens (Cantador et al. 2011; Harper and Konstan
2015)
K-partite Graph
Zheng et al. (2018), Wang et al. (2019d),
Wang et al. (2020f), Zhang et al. (2019a),
Lu et al. (2020), Phuong et al. (2019),
Song et al. (2019a), Yu et al. (2014), Xin
et al. (2019), Cheng et al. (2007), Yu et al. (2013), Jiang et al. (2018a),
Nikolakopoulos and Karypis (2019), Wei
et al. (2021), Musto et al. (2017), Fouss
et al. (2012), Ostuni et al. (2014), Lei et al. (2020b), Tan et al. (2020), Mansoury et al. (2020), Zhang et al. (2021b), Wu et al. (2021c), Zhang et al. (2022), Fan et al. (2021), Hao et al. (2021a), Yang et al. (2021b), Hsu and Li (2021)
Complex Heterogeneous Graph
Palumbo et al. (2017), Han et al. (2018),
Wang et al. (2018b), Sun et al. (2018),
Wang et al. (2019a), Wang et al. (2019c),
Wang et al. (2019b), Wang et al. (2019g),
Yang and Dong (2020), Wang et al. (2020a), Zhang et al. (2016), Catherine and
Cohen (2016), Zhou et al. (2020b), Cao
et al. (2019), Shi et al. (2016), Ostuni et al. (2013), Sang et al. (2021), Lee et al. (2013), Xie et al. (2015), Palumbo et al. (2020)
Multiple Graphs
Monti et al. (2017), Wang et al. (2020d), Xia
et al. (2021a), Tang et al. (2021)
Tree-based Graph
Huang et al. (2019)
Last.fm (Schedl 2016;
Cantador et al. 2011)
Homogeneous Graph
Chen et al. (2019a); Qiu et al. (2020b) Entertainment Domain 12 L. Zhang et al. 850 able 5 continued
omain
Dataset
Graph Type
Related Papers
K-partite Graph
Wang et al. (2019e), Song et al. (2019a), Yao
et al. (2015), Lei et al. (2020b), Wu et al. (2021c), Hao et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2021a)
Complex Heterogeneous Graph
Wang et al. (2019c), Wang et al. (2019b), Lei
et al. (2020a), Wang et al. (2020g), Feng
and Wang (2012), Ostuni et al. (2013),
Sang et al. (2021), Wang et al. (2021b),
Palumbo et al. (2020), Pang et al. (2022)
Hypergraph
Bu et al. (2010), Tan et al. (2011), Yu et al. (2021)
Multiple Graphs
Tian et al. (2021)
YahooMusic(Monti et al. 2017; Nikolakopoulos et al. 2019; Dror et al. 2012)
Tree-based Graph
Koenigstein et al. (2011), Mnih (2012)
K-partite Graph
Nikolakopoulos and Karypis (2019)
Multiple Graphs
Monti et al. (2017), Tang et al. (2021)
Flixster (Monti et al. 2017;
Jamali and Ester 2010)
Homogeneous Graph
Isufiet al. (2021)
K-partite Graph
Zhang et al. (2019a)
Multiple Graphs
Monti et al. (2017), Tang et al. (2021)
ntertainment
Bing-News (Wang et al. 2018b,c)
Complex Heterogeneous Graph
Wang et al. (2018c), Wang et al. (2018b),
Wang et al. (2019a), Liu et al. (2021a)
KKBox’s music12
K-partite Graph
Xin et al. (2019)
Complex Heterogeneous Graph
Wang et al. (2019g) Recommending on graphs: a comprehensive review from a data… 851 inued
Dataset
Graph Type
Related Papers
HetRec Delicious (Cantador
et al. 2011)
Homogeneous Graph
Song et al. (2019b)
Complex Heterogeneous Graph
Feng and Wang (2012)
Hypergraph
Zhu et al. (2016)
Xing13 14
Homogeneous Graph
Abugabah et al. (2020)
Complex Heterogeneous Graph
Wang et al. (2020a), Pang et al. (2022)
DepaulMovie (Zheng et al. 2015)
K-partite Graph
Phuong et al. (2019), Musto et al. (2021)
InCarMusic (Zheng et al. 2015)
K-partite Graph
Phuong et al. (2019)
Dianping-Food (Wang et al. 2019b)
Complex Heterogeneous Graph
Wang et al. (2019b)
InMind Movie Agent
(Catherine et al. 2017)
Complex Heterogeneous Graph
Catherine et al. (2017)
IntentBooks (Zhang et al. 2016)
Complex Heterogeneous Graph
Zhang et al. (2016)
IMDB (Yin et al. 2010)
Multiple Graphs
Yin et al. (2010)
YouTube (Tang et al. 2009)
K-partite Graph
Cen et al. (2019)
Adressa (Gulla et al. 2017)
Complex Heterogeneous Graph
Sheu and Li (2020), Shi et al. (2021)
Hypergraph
Gharahighehi et al. (2021)
Roularta (Gharahighehi et al. 2021)
Hypergraph
Gharahighehi et al. (2021), Gharahighehi
et al. (2020)
MIND15
Complex Heterogeneous Graph
Wu et al. (2021a), Liu et al. (2021a), Zhang
et al. (2021d)
Multiple News Portal (Li
et al. 2011)
Hypergraph
Li and Li (2013) nued
Dataset
Graph Type
Related Papers
HetRec Delicious (Cantador
et al. 2011)
Homogeneous Graph
Song et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2019b)
Complex Heterogeneous Graph
Feng and Wang (2012)
Hypergraph
Zhu et al. (2016)
Xing13 14
Homogeneous Graph
Abugabah et al. (2020)
Complex Heterogeneous Graph
Wang et al. (2020a), Pang et al. (2022)
DepaulMovie (Zheng et al. 2015)
K-partite Graph
Phuong et al. (2019), Musto et al. (2021)
InCarMusic (Zheng et al. 2015)
K-partite Graph
Phuong et al. (2019)
Dianping-Food (Wang et al. 2019b)
Complex Heterogeneous Graph
Wang et al. (2019b)
InMind Movie Agent
(Catherine et al. 2017)
Complex Heterogeneous Graph
Catherine et al. (2017)
IntentBooks (Zhang et al. 2016)
Complex Heterogeneous Graph
Zhang et al. (2016)
IMDB (Yin et al. 2010)
Multiple Graphs
Yin et al. (2010)
YouTube (Tang et al. 2009)
K-partite Graph
Cen et al. (2019)
Adressa (Gulla et al. 2017)
Complex Heterogeneous Graph
Sheu and Li (2020), Shi et al. (2021)
Hypergraph
Gharahighehi et al. (2021)
Roularta (Gharahighehi et al. 2021)
Hypergraph
Gharahighehi et al. (2021), Gharahighehi
et al. (2020)
MIND15
Complex Heterogeneous Graph
Wu et al. (2021a), Liu et al. (2021a), Zhang
et al. (2021d)
Multiple News Portal (Li
et al. 2011)
Hypergraph
Li and Li (2013) Domain 12 L. Zhang et al. 852 Table 5 continued
Domain
Dataset
Graph Type
Related Papers
Sougou News (Shi et al. 2021)
Complex Heterogeneous Graph
Shi et al. (2021)
Filmtrust (Guo et al. 2013)
Multiple Graphs
Zhang et al. (2021a)
Mtime (Li et al. 2014)
Homogeneous Graph
Li et al. (2014)
Netease (Cao et al. 2017)
Multiple Graphs
Chang et al. (2021a)
Kuaishou (Chang et al. 2021b)
Homogeneous Graph
Chang et al. (2021b)
Tiktok (Wei et al. 2021)
K-partite Graph
Wei et al. (2021)
Kwai (Wei et al. 2021)
K-partite Graph
Wei et al. (2021)
Restaurant&consumer
(Vargas-Govea et al. 2011)
K-partite Graph
Jiang et al. (2018a)
Social Network
Douban (Song et al. 2019b;
Ma et al. 2011a; Zheng
et al. 2017; Shi et al. 2018;
Monti et al. 2017)
Homogeneous Graph
Song et al. (2019b), Isufiet al. (2021)
K-partite Graph
Zhang et al. (2019a)
Complex Heterogeneous Graph
Shi et al. (2018), Shi et al. (2015), Salamat
et al. (2021)
Hypergraph
Yu et al. (2021)
Multiple Graphs
Ma et al. (2011a), Zheng et al. (2017), Shi
et al. (2016), Monti et al. (2017), Zhang
et al. (2021a), Tian et al. (2021), Guo et al. (2021a)
WeChat (Wu et al. 2019b;
Wang et al. 2020f)
K-partite Graph
Wang et al. (2020f)
Multiple Graphs
Wu et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2019b) Social Network Recommending on graphs: a comprehensive review from a data… 853 Table 5 continued
Domain
Dataset
Graph Type
Related Papers
Twitter (Sharma et al. 2016;
De Domenico et al. 2013)
K-partite Graph
Cen et al. (2019); Sharma et al. (2016)
Reddit16
Homogeneous Graph
Abugabah et al. (2020)
Complex Heterogeneous Graph
Pang et al. (2022)
Pinterest(Ying et al. 2018;
Eksombatchai et al. 2018)
K-partite Graph
Ying et al. (2018); Eksombatchai et al. (2018); Lei et al. (2020b); Tan et al. (2020); Yang et al. (2021b)
Flickr (Wu et al. 2019a)
Homogeneous Graph
Wu et al. (2019a)
Hike network (Verma et al. 2019)
Multiple Graphs
Verma et al. (2019)
Academic or Book
BookCrossing (Ziegler et al. 2005)
K-partite Graph
Fouss et al. (2012); Li and Chen (2013); Hsu
and Li (2021)
Complex Heterogeneous Graph
Wang et al. (2018b), Wang et al. (2019a),
Wang et al. (2019c), Wang et al. (2019b),
Yang and Dong (2020), Zhou et al. (2020b), Sang et al. (2021)
DBbook17 (Lu et al. 2020)
K-partite Graph
Song et al. (2019a); Musto et al. (2017); Lu
et al. (2020)
Complex Heterogeneous Graph
Cao et al. (2019)
DBLP (Tang et al. 2008)
Complex Heterogeneous Graph
Zhu et al. (2021c)
Multiple Graphs
Ali et al. (2020); Yin et al. (2010)
CiteULike (Wang et al. 2013)
Homogeneous Graph
Gao et al. (2018)
K-partite Graph
Yao et al. (2015); Song et al. (2011)
Hypergraph
Zhu et al. (2016)
123 continued
Dataset
Graph Type
Related Papers
Twitter (Sharma et al. 2016;
De Domenico et al. 2013)
K-partite Graph
Cen et al. (2019); Sharma et al. (2016)
Reddit16
Homogeneous Graph
Abugabah et al. (2020)
Complex Heterogeneous Graph
Pang et al. (2022)
Pinterest(Ying et al. 2018;
Eksombatchai et al. 2018)
K-partite Graph
Ying et al. (2018); Eksombatchai et al. (2018); Lei et al. (2020b); Tan et al. (2020); Yang et al. (2021b)
Flickr (Wu et al. 2019a)
Homogeneous Graph
Wu et al. (2019a)
Hike network (Verma et al. 2019)
Multiple Graphs
Verma et al. (2019)
mic or Book
BookCrossing (Ziegler et al. 2005)
K-partite Graph
Fouss et al. (2012); Li and Chen (2013); Hsu
and Li (2021)
Complex Heterogeneous Graph
Wang et al. (2018b), Wang et al. (2019a),
Wang et al. (2019c), Wang et al. (2019b),
Yang and Dong (2020), Zhou et al. (2020b), Sang et al. (2021)
DBbook17 (Lu et al. 2020)
K-partite Graph
Song et al. (2019a); Musto et al. Recommending on graphs: a comprehensive review from a data…
Table 5 Statistics of datasets commonly used in GLRS
Domain
Dataset
Graph Type
Related Papers
E-commerce
Amazon (He and McAuley
2016; McAuley et al. 2015)
Tree-based Graph
He et al. (2016), Sun et al. (2017), Gao et al.
(2019b), Huang et al. (2019)
Homogeneous Graph
Wang et al. (2020b), Ma et al. (2020), Zhu
et al. (2021b)
K-partite Graph
Cen et al. (2019), Zheng et al. (2018), Wang
et al. (2019f), Chen et al. (2020a), Wang
et al. (2019d), Vijaikumar et al. (2019),
Wang et al. (2019e), He et al. (2015), Sun
et al. (2020), Wu et al. (2021b), Sun et al.
(2021), Yang et al. (2021b), Fan et al.
(2021), Zhang et al. (2022)
Complex Heterogeneous Graph
Han et al. (2018), Zhao et al. (2017), Zhao
et al. (2019), Xian et al. (2019), Wang et al.
(2020a), Ai et al. (2018), Ma et al. (2019),
Wang et al. (2020g), Wang et al. (2021b),
Xie et al. (2021), Liu et al. (2021c), Chen
et al. (2021b)
Hypergraph
Wang et al. (2020c)
Multiple Graphs
Zhang et al. (2021c), Zhu et al. (2021a)
Tree-based Graph
Gao et al. (2019b)
Homogeneous Graph
Wu et al. (2019a); Song et al. (2019b); Zhu
et al. (2021b)
Yelp1
K-partite Graph
Wang et al. (2019f), Vijaikumar et al. (2019),
Wang et al. (2019e), Lu et al. (2020), He
et al. (2015), Yu et al. (2014), Wu et al.
(2021b), Sun et al. (2021)
123 (2017); Lu
et al. (2020)
Complex Heterogeneous Graph
Cao et al. (2019)
DBLP (Tang et al. 2008)
Complex Heterogeneous Graph
Zhu et al. (2021c)
Multiple Graphs
Ali et al. (2020); Yin et al. (2010)
CiteULike (Wang et al. 2013)
Homogeneous Graph
Gao et al. (2018)
K-partite Graph
Yao et al. (2015); Song et al. (2011)
Hypergraph
Zhu et al. (2016) Academic or Book Domain 12 L. Zhang et al. 854 e 5 continued
ain
Dataset
Graph Type
Related Papers
Goodreads (Wang and
Caverlee 2019)
Homogeneous Graph
Ma et al. (2020)
Hypergraph
Wang et al. (2020c)
User-Tag (Pan et al. 2008;
Sun et al. 2015; Song et al. 2011)
Homogeneous Graph
Du et al. (2011); Sun et al. (2015)
K-partite Graph
Song et al. (2011)
Librarything (Zhao et al. 2014)
Complex Heterogeneous Graph
Palumbo et al. (2020)
Multiple Graphs
Liu et al. (2020)
Youshu (Chen et al. 2019b)
Multiple Graphs
Chang et al. (2021a)
ACL Anthology Network
(Radev et al. 2013)
Multiple Graphs
Ali et al. (2020)
OHSUMED (Hersh et al. 1994)
K-partite Graph
Cheng et al. (2007)
K-partite Graph
Wang et al. (2019f); Chen et al. (2020a); Tan
et al. (2020) Table 5 continued
Domain
Dataset
Graph Type
Related Papers
Goodreads (Wang and
Caverlee 2019)
Homogeneous Graph
Ma et al. (2020)
Hypergraph
Wang et al. (2020c)
User-Tag (Pan et al. 2008;
Sun et al. 2015; Song et al. 2011)
Homogeneous Graph
Du et al. (2011); Sun et al. (2015)
K-partite Graph
Song et al. (2011)
Librarything (Zhao et al. 2014)
Complex Heterogeneous Graph
Palumbo et al. (2020)
Multiple Graphs
Liu et al. (2020)
Youshu (Chen et al. 2019b)
Multiple Graphs
Chang et al. (2021a)
ACL Anthology Network
(Radev et al. 2013)
Multiple Graphs
Ali et al. (2020)
OHSUMED (Hersh et al. 1994)
K-partite Graph
Cheng et al. (2007)
K-partite Graph
Wang et al. (2019f); Chen et al. (2020a); Tan
et al. (2020) Table 5 continued
Domain
Dataset
Graph Type
Related Papers
Goodreads (Wang and
Caverlee 2019)
Homogeneous Graph
Ma et al. (2020)
Hypergraph
Wang et al. (2020c)
User-Tag (Pan et al. 2008;
Sun et al. 2015; Song et al. 2011)
Homogeneous Graph
Du et al. (2011); Sun et al. (2015)
K-partite Graph
Song et al. (2011)
Librarything (Zhao et al. 2014)
Complex Heterogeneous Graph
Palumbo et al. (2020)
Multiple Graphs
Liu et al. (2020)
Youshu (Chen et al. 2019b)
Multiple Graphs
Chang et al. (2021a)
ACL Anthology Network
(Radev et al. 2013)
Multiple Graphs
Ali et al. (2020)
OHSUMED (Hersh et al. 1994)
K-partite Graph
Cheng et al. (2007)
K-partite Graph
Wang et al. (2019f); Chen et al. (2020a); Tan
et al. (2020) Recommending on graphs: a comprehensive review from a data… 855 omain
Dataset
Graph Type
Related Papers
Gowalla (Liang et al. 2016;
Cho et al. 2011; Liu et al. Academic or Book 2013)
Homogeneous Graph
Qiu et al. (2020b); Hao et al. (2021b)
Complex Heterogeneous Graph
Bagci and Karagoz (2016)
Multiple Graphs
Christoforidis et al. (2021)
OI
Trip.com+Facebook+Twitter
(Wang et al. 2017)
Multiple Graphs
Wang et al. (2017)
Foursquare (Gao et al. 2012)
Tree-based Graph
Yang et al. (2016)
K-partite Graph
Wang et al. (2019d)
Complex Heterogeneous Graph
Bagci and Karagoz (2016)
Multiple Graphs
Christoforidis et al. (2021)
Brightkite (Cho et al. 2011)
Complex Heterogeneous Graph
Bagci and Karagoz (2016)
Google Local (He et al. 2017)
Homogeneous Graph
Zhu et al. (2021b)
Multiple Graphs
Zhu et al. (2021a)
Tripadvisor18
K-partite Graph
Musto et al. (2021)
NUS-MSS (Farseev et al. 2015)
Homogeneous Graph
Farseev et al. (2017)
thers
Educational website and
textbooks (Shi et al. 2020)
Complex Heterogeneous Graph
Shi et al. (2020)
MIT AI + CASAS (Chen
et al. 2019d)
Complex Heterogeneous Graph
Chen et al. (2019d)
REDIAL (Li et al. 2018b)
Complex Heterogeneous Graph
Zhou et al. (2020a)
VizML corpus (Hu et al. 2019)
K-partite Graph
Li et al. (2021b) Others POI 12 L. Zhang et al. 856 Table 5 continued
Domain
Dataset
Graph Type
Related Papers
Legal recommendation
dataset (Yang et al. 2021a)
Complex Heterogeneous Graph
Yang et al. (2021a)
Yahoo! traffic stream (Menon
et al. 2011)
Tree-based Graph
Menon et al. (2011)
1https://www.yelp.com/dataset/documentation/main
2https://competitions.codalab.org/competitions/11161
3https://www.kaggle.com/retailrocket/ecommerce-dataset
4https://2015.recsyschallenge.com/challenge.html
5https://tianchi.aliyun.com/dataset/dataDetail?dataId=42
6https://www.kaggle.com/mkechinov/ecommerce-events-history-in-cosmetics-shop
7https://tianchi.aliyun.com/dataset/dataDetail?dataId=649&userId=1
8https://www.kaggle.com/c/criteo-display-ad-challenge
9https://www.kaggle.com/c/avazu-ctr-prediction
10https://www.kaggle.com/kaggle/us-consumer-finance-complaints
11http://archive.ics.uci.edu/ml/datasets/Adult
12https://wsdm-cup-2018.kkbox.events/
13https://2016.recsyschallenge.com/
14http://www.recsyschallenge.com/2017/
15https://msnews.github.io/
16https://www.kaggle.com/colemaclean/subreddit-interactions
17http://2014.eswc-conferences.org/important-dates/call-RecSys.html
18https://github.com/irecsys/CARSKit/tree/master/context-aware_data_sets
123 Recommending on graphs: a comprehensive review from a data… 857 Appendix B Technology summary in GLRS See Table 6. 6 Technology summary in GLRS
ology Class
Tech Subclass
Domain
Dataset
Graph Type
onal Machine
ning
niques
PRM
E-commerce
Yelp
Complex Heterogeneous
Graph: Catherine and
Cohen (2016)
Entertainment InMind Movie
Agent
Complex Heterogeneous
Graph: Catherine et al. (2017)
MovieLens
Complex Heterogeneous
Graph: Catherine and
Cohen (2016), Lee et al. (2013)
K-partite Graph: Shams and
Haratizadeh (2017),
Musto et al. (2017)
Last.fm
K-partite Graph: Jäschke
et al. (2007)
DePaulMovie
K-partite Graph: Musto
et al. (2021)
Academic or
Book
BibSonomy
K-partite Graph: Jäschke
et al. (2007)
DBbook
K-partite Graph: Musto
et al. (2017)
POI
Tripadvisor
K-partite Graph: Musto
et al. (2021)
RTGR
E-commerce
Yelp
Hypergraph: Mao et al. (2019), Yu et al. (2021)
Entertainment Last.fm
Hypergraph: Bu et al. (2010), Tan et al. (2011),
Yu et al. (2021)
Multiple News
Portal
Hypergraph: Li and Li
(2013)
HetRec Delicious Hypergraph: Zhu et al. (2016)
Adressa
Hypergraph: Gharahighehi
et al. (2021)
Roularta
Hypergraph: Gharahighehi
et al. (2021)
Social
Network
Douban
Hypergraph: Yu et al. (2021)
Academic or
Book
CiteULike
Hypergraph: Zhu et al. (2016) 3 12 L. Zhang et al. 858 ontinued
y Class
Tech Subclass
Domain
Dataset
Graph Type
POI
Trip.com+Face
book+Twitter
Multiple Graphs: Gao et al. (2019b)
KML
Entertainment MovieLens
K-partite Graph: Fouss
et al. (2012)
Complex Heterogeneous
Graph: Ostuni et al. (2014)
mtime
Homogeneous Graph: Li
et al. (2014)
Academic or
Book
Book-Crossing
K-partite Graph: Fouss
et al. (2012)
LFM
E-commerce
Amazon
Complex Heterogeneous
Graph: Zhao et al. (2017)
Tree-based Graph: Sun
et al. (2017)
Yelp
Complex Heterogeneous
Graph: Zhao et al. (2017),
Kyriakidi et al. (2020)
Epinions
Multiple Graphs: Ma et al. (2011a)
Homogeneous Graph: Ma
et al. (2009), Ma et al. (2008), Ma et al. (2011b)
Yahoo! Shopping Tree-based Graph: Kanagal
et al. (2012)
LFM
Entertainment Yahoo!Music
Tree-based Graph:
Koenigstein et al. (2011),
Mnih (2012)
MovieLens
Complex Heterogeneous
Graph: Du et al. (2011)
Social
Network
Douban
Multiple Graphs: Ma et al. (2011a)
Academic or
Book
User-Tag
Homogeneous Graph: Du
et al. (2011), Sun et al. (2015)
POI
Foursquare
Tree-based Graph: Yang
et al. (2016)
Other
Yahoo! traffic
stream
Tree-based Graph: Menon
et al. (2011)
l Machine
ues
Others (Spectral
graph)
E-commerce
Amazon
K-partite Graph: Zheng
et al. (2018)
Entertainment MovieLens
K-partite Graph: Zheng
et al. (2018)
HetRec Delicious K-partite Graph: Zheng
et al. (2018) Koenigstein et al. (2011),
Mnih (2012)
MovieLens
Complex Heterogeneous
Graph: Du et al. (2011)
Social
Network
Douban
Multiple Graphs: Ma et al. Appendix B Technology summary in GLRS (2011a)
Academic or
Book
User-Tag
Homogeneous Graph: Du
et al. (2011), Sun et al. (2015)
POI
Foursquare
Tree-based Graph: Yang
et al. (2016)
Other
Yahoo! traffic
stream
Tree-based Graph: Menon
et al. (2011)
Traditional Machine
Learning
Techniques
Others (Spectral
graph)
E-commerce
Amazon
K-partite Graph: Zheng
et al. (2018)
Entertainment MovieLens
K-partite Graph: Zheng
et al. (2018)
HetRec Delicious K-partite Graph: Zheng
et al. (2018) 3 12 Recommending on graphs: a comprehensive review from a data… 859 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
POI
NUS-MSS
Homogeneous Graph:
Farseev et al. (2017)
Others
(Similarity)
Entertainment DepaulMovie
K-partite Graph: Phuong
et al. (2019)
MovieLens
K-partite Graph: Phuong
et al. (2019)
InCarMusic
K-partite Graph: Phuong
et al. (2019)
Others
(Clustering)
Social
Network
User-Tag
K-partite Graph: Song et al. (2011)
BbSonomy
K-partite Graph: Song et al. (2011)
Academic or
Book
CiteULike
K-partite Graph: Song et al. (2011)
Others (Complex
Number)
E-commerce
AppChina
Complex Heterogeneous
Graph: Xie et al. (2015)
Entertainment MovieLens
Complex Heterogeneous
Graph: Xie et al. (2015)
E-commerce
Clothing-Retail
K-partite Graph: Li and
Chen (2013)
Amazon
Multiple Graphs:
Vijaikumar et al. (2019)
Complex Heterogeneous
Graph: Ma et al. (2019)
Path-based
Techniques
RWM
Yelp
Multiple Graphs:
Vijaikumar et al. (2019)
Epinions
Homogeneous Graph:
Jamali and Ester (2009)
Entertainment IMDB
Multiple Graphs: Yin et al. (2010)
MovieLens
K-partite Graph: Cheng
et al. (2007), Jiang et al. (2018a), Nikolakopoulos
and Karypis (2019)
Homogeneous Graph: Gori
et al. (2007)
Last.fm
K-partite Graph: Yao et al. (2015)
Complex Heterogeneous
Graph: Feng and Wang
(2012)
Yahoo2RMusic
K-partite Graph:
Nikolakopoulos and
Karypis (2019) Path-based
Techniques 123 3 12 L. Zhang et al. 860 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
HetRec Delicious Complex Heterogeneous
Graph: Feng and Wang
(2012)
Restaurant &
Consumer
K-partite Graph: Jiang et al. (2018a)
Social
Network
Twitter
K-partite Graph: Sharma
et al. (2016)
Pinterest
K-partite Graph:
Eksombatchai et al. (2018)
Path-based
Techniques
RWM
Academic or
Book
Book-Crossing
K-partite Graph: Li and
Chen (2013)
DBLP
Multiple Graphs: Yin et al. (2010)
OHSUMED
K-partite Graph: Cheng
et al. (2007)
CiteULike
K-partite Graph: Yao et al. (2015)
POI
Brightkite
Complex Heterogeneous
Graph: Bagci and
Karagoz (2016)
Gowalla
Complex Heterogeneous
Graph: Bagci and
Karagoz (2016)
Foursquare
Complex Heterogeneous
Graph: Bagci and
Karagoz (2016)
RM
E-commerce
Amazon
K-partite Graph: He et al. (2015)
Yelp
K-partite Graph: He et al. (2015)
Academic or
Book
Educational
Website and
Textbooks
Complex Heterogeneous
Graph: Shi et al. Appendix B Technology summary in GLRS (2020)
MPM
E-commerce
Amazon
K-partite Graph: Cen et al. (2019)
Alibaba
K-partite Graph: Cen et al. (2019)
Yelp
K-partite Graph: Lu et al. (2020); Yu et al. (2014)
Complex Heterogeneous
Graph: Shi et al. (2018),
Shi et al. (2015), Zheng
et al. (2017), Shi et al. (2016) Path-based
Techniques 123 12 Recommending on graphs: a comprehensive review from a data… Deep Learning-based
Techniques
AM Recommending on graphs: a comprehensive review from a data… 861 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Entertainment YouTube
K-partite Graph: Cen et al. (2019)
MovieLens
K-partite Graph: Lu et al. (2020), Yu et al. (2014),
Yu et al. (2013)
Complex Heterogeneous
Graph: Shi et al. (2016),
Ostuni et al. (2013)
Last.fm
Complex Heterogeneous
Graph: Ostuni et al. (2013)
Social
Network
Twitter
K-partite Graph: Cen et al. (2019)
Douban
Complex Heterogeneous
Graph: Shi et al. (2018),
Shi et al. (2015), Zheng
et al. (2017), Shi et al. (2016)
Academic or
Book
DBook
K-partite Graph: Lu et al. (2020)
Graph
Embedding-based
Techniques
GDRM
E-commerce
Amazon
Complex Heterogeneous
Graph: Fu et al. (2020),
Wang et al. (2020a)
Tree-based Graph: He et al. (2016)
Taobao
Multiple Graphs: Wang
et al. (2020d)
Entertainment MovieLens
Complex Heterogeneous
Graph: Wang et al. (2020a); Palumbo et al. (2020)
Multiple Graphs: Wang
et al. (2020d)
Last.fm
Complex Heterogeneous
Graph: Palumbo et al. (2020)
Xing
Complex Heterogeneous
Graph: Wang et al. (2020a)
GDRM
Social
Network
Hike Network
Multiple Graphs: Verma
et al. (2019)
Academic or
Book
Citation
Complex Heterogeneous
Graph: Jiang et al. (2018b)
LibraryThing
Complex Heterogeneous
Graph: Palumbo et al. (2020) 12 3 L. Zhang et al. 862 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
DBLP
Multiple Graphs: Ali et al. (2020)
ACL Anthology
Network
Multiple Graphs: Ali et al. (2020)
POI
Foursquare
Multiple Graphs:
Christoforidis et al. (2021)
Graph
Embedding-based
Techniques
Gowalla
Multiple Graphs:
Christoforidis et al. (2021)
E-commerce
Amazon
Complex Heterogeneous
Graph: Ai et al. (2018)
Homogeneous Graph:
Wang et al. (2020b)
TEM
Alibaba
Complex Heterogeneous
Graph: Wang et al. (2021b)
Entertainment MovieLens
Complex Heterogeneous
Graph: Palumbo et al. (2017), Wang et al. (2018b), Cao et al. (2019)
Bing-News
Complex Heterogeneous
Graph: Wang et al. (2018b)
Last.fm
Complex Heterogeneous
Graph: Wang et al. (2021b)
Book-Crossing
Complex Heterogeneous
Graph: Wang et al. (2018b)
Academic or
Book
CiteULike
Homogeneous Graph: Gao
et al. (2018)
DBBook
Complex Heterogeneous
Graph: Cao et al. (2019)
Other
MIT AI+CASAS
Complex Heterogeneous
Graph: Chen et al. (2019d)
VizML Corpus
K-partite Graph: Li et al. (2021b)
E-commerce
Amazon
Tree-based Graph: Huang
et al. (2019)
JD
Tree-based Graph: Huang
et al. (2019)
DNN
Yelp
Homogeneous Graph: Wu
et al. (2019a) Graph
Embedding-based
Techniques 123 12 Recommending on graphs: a comprehensive review from a data… 863 Recommending on graphs: a comprehensive review from a data… Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Complex Heterogeneous
Graph: Sun et al. (2018);
Mezni et al. (2021)
Entertainment MovieLens
Complex Heterogeneous
Graph: Sun et al. (2018),
Wang et al. (2019g)
Last.fm
Tree-based Graph: Huang
et al. (2019)
KKBox
Complex Heterogeneous
Graph: Wang et al. (2019g)
Social
Network
Flickr
Homogeneous Graph: Wu
et al. (2019a)
AE
Entertainment MovieLens
Complex Heterogeneous
Graph: Zhang et al. (2016)
Academic or
Book
IntentBooks
Complex Heterogeneous
Graph: Zhang et al. (2016)
Amazon
Tree-based Graph: Gao
et al. (2019b)
K-partite Graph: Wang
et al. (2019d); Zhang
et al. (2022)
Complex Heterogeneous
Graph: Han et al. (2018)
Yelp
Tree-based Graph: Gao
et al. (2019b)
Multiple Graphs: Xia et al. (2021a)
Deep Learning-based
Techniques
AM
E-commerce
Epinions
Homogeneous Graph: Chen
et al. (2019a)
Ciao
Homogeneous Graph: Chen
et al. (2019a)
HOOPS
Complex Heterogeneous
Graph: Fu et al. (2021)
Taobao
Homogeneous Graph:
Chang et al. (2021b)
Kuaishou
Homogeneous Graph:
Chang et al. (2021b)
Entertainment MovieLens
Complex Heterogeneous
Graph: Han et al. (2018),
Wang et al. (2019a)
Homogeneous Graph: Hao
et al. (2021b) Deep Learning-based
Techniques
AM Deep Learning-based
Techniques
AM 123 3 12 L. Zhang et al. 864 Class
Tech Subclass
Domain
Dataset
Graph Type
K-partite Graph: Wang et al. (2019d); Xin et al. (2019);
Zhang et al. (2022)
Multiple Graphs: Xia et al. (2021a)
Bing-News
Complex Heterogeneous
Graph: Wang et al. (2019a)
KKBox
K-partite Graph: Xin et al. (2019)
Last.fm
Homogeneous Graph: Chen
et al. (2019a)
Academic or
Book
Book-Crossing
Complex Heterogeneous
Graph: Wang et al. (2019a)
POI
Foursquare
K-partite Graph: Wang
et al. (2019d)
Gowalla
Homogeneous Graph: Hao
et al. (2021b)
DRL
E-commerce
Amazon
Complex Heterogeneous
Graph: Xian et al. (2019)
Yelp
Complex Heterogeneous
Graph: Lei et al. (2020a)
Entertainment Last.fm
K-partite Graph: Song et al. (2019a)
Complex Heterogeneous
Graph: Lei et al. (2020a)
DRL
MovieLens
K-partite Graph: Song et al. (2019a)
MIND
Complex Heterogeneous
Graph: Liu et al. (2021a)
Bing-News
Complex Heterogeneous
Graph: Liu et al. (2021a)
Academic or
Book
DBbook
K-partite Graph: Song et al. (2019a)
Amazon
K-partite Graph: Wang
et al. (2019f); Chen et al. (2020a); Wang et al. (2019e); Sun et al. (2020); Wu et al. (2021b)
Homogeneous Graph: Zhu
et al. (2021b), Ma et al. (2020) Homogeneous Graph: Zhu
et al. (2021b), Ma et al. (2020) 123 123 12 Recommending on graphs: a comprehensive review from a data… 865 Multiple Graphs: Liu et al. (2020), Huang et al. Recommending on graphs: a comprehensive review from a data… (2021b), Tang et al. (2021), Zhu et al. (2021a),
Guo et al. (2021a) Multiple Graphs: Wu et al. (2019b); Liu et al. (2020);
Huang et al. (2021b) Homogeneous Graph:
Ouyang et al. (2021) K-partite Graph: Fan et al. (2019a), Chen et al. (2021a) Complex Heterogeneous
Graph: Zhao et al. (2019) Alibaba
K-partite Graph: Tan et al. (2020), Wu et al. (2021b) K-partite Graph: Tan et al. (2020), Wu et al. (2021b) Multiple Graphs: Guo et al. (2021b) Beibei
K-partite Graph: Chen et al. (2021a) 3 12 L. Zhang et al. 866 Multiple Graph: Tang et al. (2021) Deep Learning-based
Techniques
GNN Last.fm Homogeneous Graph: Qiu
et al. (2020b) K-partite Graph: Wang et al. (2019e), Lei et al. (2020b) 123 12 Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 867 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
MIND
Complex Heterogeneous
Graph: Wu et al. (2021a),
Zhang et al. (2021d)
Netease
Multiple Graphs: Chang
et al. (2021a)
YahooMusic
Multiple Graphs: Tang et al. (2021)
Tiktok
K-partite Graph: Wei et al. (2021)
Kwai
K-partite Graph: Wei et al. (2021)
Social
Network
WeChat
Multiple Graphs: Wu et al. (2019b)
Pinterest
K-partite Graph: Ying et al. (2018), Lei et al. (2020b),
Tan et al. (2020), Yang
et al. (2021b)
Douban
Homogeneous Graph: Isufi
et al. (2021)
Multiple Graphs: Tian et al. (2021), Guo et al. (2021a)
Academic or
Book
Book-Crossing
Complex Heterogeneous
Graph: Wang et al. (2019c), Wang et al. (2019b)
Librarything
Multiple Graphs: Liu et al. (2020)
Youshu
Multiple Graphs: Chang
et al. (2021a)
Goodreads
Homogeneous Graph: Ma
et al. (2020)
POI
Gowalla
Homogeneous Graph: Qiu
et al. (2020b)
K-partite Graph: Wang
et al. (2019f), Chen et al. (2020a), Tan et al. (2020)
Google Local
Homogeneous Graph: Zhu
et al. (2021b)
Multiple Graphs: Zhu et al. (2021a) 123 L. Zhang et al. 868 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Other
MALib-Dataset
K-partite Graph: Li et al. (2021a)
Amazon
K-partite Graph: Fan et al. (2021)
Complex Heterogeneous
Graph: Wang et al. (2020g), Liu et al. (2021c), Xie et al. (2021),
Chen et al. (2021b)
Hypergraph: Wang et al. (2020c)
Yelp
Homogeneous Graph: Song
et al. (2019b)
Complex Heterogeneous
Graph: Wang et al. (2020g), Liu et al. (2021c), Xie et al. (2021)
Deep Learning-based
Techniques
DHM
E-commerce
Diginetica
Homogeneous Graph: Xu
et al. (2019a); Wu et al. (2019c); Huang et al. (2021a)
Multiple Graphs: Xia et al. (2021c)
Retailrocket
Homogeneous Graph: Xu
et al. (2019a), Huang
et al. (2021a)
Yoochoose
Homogeneous Graph: Wu
et al. (2019c), Huang
et al. (2021a)
Ciao
Complex Heterogeneous
Graph: Salamat et al. (2021)
Multiple Graphs: Fan et al. (2019b), Zhang et al. (2021a)
Epinions
Complex Heterogeneous
Graph: Salamat et al. (2021)
Multiple Graphs: Fan et al. (2019b); Zhang et al. (2021a)
Etsy
Hypergraph: Wang et al. (2020c) Deep Learning-based
Techniques
DHM 123 12 Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 869 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Beidia
K-partite Graph: Xu et al. (2019b)
Taobao
K-partite Graph: Xia et al. (2021b)
Beibei
K-partite Graph: Xia et al. (2021b)
Tmall
Multiple Graphs: Xia et al. Recommending on graphs: a comprehensive review from a data… (2021c)
RetailRocket
Multiple Graphs: Xia et al. (2021c)
Cosmetics
Multiple Graphs: Liu et al. (2021b)
UserBehavior
Multiple Graphs: Liu et al. (2021b)
Google Play
Complex Heterogeneous
Graph: Xie et al. (2021)
Entertainment MovieLens
K-partite
Graph:
Wang
et
al. (2020f),
Zhang
et al. (2019a), Wu
et al. (2021c), Fan
et al. (2021), Hao
et al. (2021a), Hsu
and Li (2021)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020), Zhou et al. (2020b),
Sang
et al. (2021)
Multiple Graphs: Monti
et al. (2017)
Deep Learning-based
Techniques
DHM
Entertainment Last.fm
K-partite Graph: Wu et al. (2021c), Hao et al. (2021a)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020),
Wang
et
al. (2020g),
Sang et al. (2021),
Pang et al. (2022) Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Beidia
K-partite Graph: Xu et al. (2019b)
Taobao
K-partite Graph: Xia et al. (2021b)
Beibei
K-partite Graph: Xia et al. (2021b)
Tmall
Multiple Graphs: Xia et al. (2021c)
RetailRocket
Multiple Graphs: Xia et al. (2021c)
Cosmetics
Multiple Graphs: Liu et al. (2021b)
UserBehavior
Multiple Graphs: Liu et al. (2021b)
Google Play
Complex Heterogeneous
Graph: Xie et al. (2021)
Entertainment MovieLens
K-partite
Graph:
Wang
et
al. (2020f),
Zhang
et al. (2019a), Wu
et al. (2021c), Fan
et al. (2021), Hao
et al. (2021a), Hsu
and Li (2021)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020), Zhou et al. (2020b),
Sang
et al. (2021)
Multiple Graphs: Monti
et al. (2017)
Deep Learning-based
Techniques
DHM
Entertainment Last.fm
K-partite Graph: Wu et al. (2021c), Hao et al. (2021a)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020),
Wang
et
al. (2020g),
Sang et al. (2021),
Pang et al. (2022) Domain
Dataset
Graph Type
Beidia
K-partite Graph: Xu et al. (2019b)
Taobao
K-partite Graph: Xia et al. (2021b)
Beibei
K-partite Graph: Xia et al. (2021b)
Tmall
Multiple Graphs: Xia et al. (2021c)
RetailRocket
Multiple Graphs: Xia et al. (2021c)
Cosmetics
Multiple Graphs: Liu et al. (2021b)
UserBehavior
Multiple Graphs: Liu et al. (2021b)
Google Play
Complex Heterogeneous
Graph: Xie et al. (2021)
Entertainment MovieLens
K-partite
Graph:
Wang
et
al. (2020f),
Zhang
et al. (2019a), Wu
et al. (2021c), Fan
et al. (2021), Hao
et al. (2021a), Hsu
and Li (2021)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020), Zhou et al. (2020b),
Sang
et al. (2021)
Multiple Graphs: Monti
et al. (2017)
Entertainment Last.fm
K-partite Graph: Wu et al. (2021c), Hao et al. Deep Learning-based
Techniques
DHM Recommending on graphs: a comprehensive review from a data… (2021a)
Complex Hetero-
geneous
Graph:
Yang
and
Dong
(2020),
Wang
et
al. (2020g),
Sang et al. (2021),
Pang et al. (2022) Deep Learning-based
Techniques
DHM Deep Learning-based
Techniques
DHM 123 L. Zhang et al. 870 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
Entertainment HetRec Delicious Homogeneous Graph: Song
et al. (2019b)
Adressa
Complex Heterogeneous
Graph: Sheu and Li
(2020), Shi et al. (2021)
Roularta
Hypergraph: Gharahighehi
et al. (2020)
Bing-News
Complex Heterogeneous
Graph: Wang et al. (2018c)
Flixster
K-partite Graph: Zhang
et al. (2019a)
Multiple Graphs: Monti
et al. (2017)
Xing
Homogeneous Graph:
Abugabah et al. (2020)
Complex Heterogeneous
Graph: Pang et al. (2022)
Deep Learning-based
Techniques
DHM
YahooMusic
Multiple Graphs: Monti
et al. (2017)
Filmtrust
Multiple Graphs: Zhang
et al. (2021a)
Sougou
Complex Heterogeneous
Graph: Shi et al. (2021)
Douban
Homogeneous Graph: Song
et al. (2019b)
Social
Network
K-partite Graph: Zhang
et al. (2019a)
Complex Heterogeneous
Graph: Salamat et al. (2021)
Multiple Graphs: Monti
et al. (2017), Zhang et al. (2021a) Deep Learning-based
Techniques
DHM 123 Recommending on graphs: a comprehensive review from a data… Recommending on graphs: a comprehensive review from a data… 871 Table 6 continued
Technology Class
Tech Subclass
Domain
Dataset
Graph Type
WeChat
K-partite Graph: Wang
et al. (2020f)
Reddit
Homogeneous Graph.:
Abugabah et al. (2020)
Complex Heterogeneous
Graph: Pang et al. (2022)
Others
K-partite Graph: Kim et al. (2019)
Academic or
Book
Goodreads
Hypergraph: Wang et al. (2020c)
Book-Crossing
K-partite Graph: Hsu and
Li (2021)
Complex Heterogeneous
Graph: Yang and Dong
(2020), Zhou et al. (2020b), Sang et al. (2021)
DBLP
Complex Heterogeneous
Graph: Zhu et al. (2021c)
Others
REDIAL
Complex Heterogeneous
Graph: Zhou et al. (2020a)
Legal
recommendation
dataset
Complex Heterogeneous
Graph: Yang et al. (2021a) 123 872 L. Zhang et al. Appendix C Statistics of datasets and related technologies in GLRS
See Table 7. Table 7 Quantitative summarization of different datasets on adopted GLRS technologies
Domain
Dataset
Traditional ML Path-based Graph
embedding
Deep Learning
DNN AE AM DRL GNN DHM
E-commerce
Amazon
3
4
5
1
4
1
12
6
Yelp
5
8
3
2
1
9
4
Epinions
4
1
1
3
3
Diginetica
4
4
Ciao
1
3
JD
1
Retailrocket
3
Clothing retail
1
Alibaba
1
1
3
Taobao
1
1
4
1
Beidian
YOOCHOOSE
3
2
Etsy
1
Beibei
1
1
HOOPS
1
Tmall
2
1
Cosmetics
1
UserBehavior
1
Criteo
1
Avazu
1
USCFC
1
Adult
1
Google Play
1
AppChina
1
Yahoo! shopping
dataset
1
MovieLens
10
9
6
2
1
7
1
9
10
Last.fm
4
3
2
1
1
2
6
6
YahooMusic
2
1
1
1
Flixster
2
2
Bing-News
1
1
1
1
KKBox’s
music
1
1 Appendix C Statistics of datasets and related technologies in GLRS Appendix C Statistics of datasets and related technologies in GLRS Appendix C Statistics of datasets and related technologies in GLRS
See Table 7. 12 3 Recommending on graphs: a comprehensive review from a data… References Abugabah, A., Cheng, X., Wang, J.: Dynamic graph attention-aware networks for session-based recom-
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Domain
Dataset
Traditional ML Path-based Graph
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Deep Learning
DNN AE AM DRL GNN DHM
Entertainment
HetRec
Delicious
2
1
1
Xing
1
2
DepaulMovie 2
InCarMusic
1
Dianping-
Food
1
InMind Movie
Agent
1
IntentBooks
1
IMDB
1
YouTube
1
Adressa
2
2
Roularta
2
1
MIND
1
2
Multiple News
Portal
1
Sougou News
1
Filmtrust
1
Mtime
1
Netease
1
Kuaishou
1
Tiktok
1
Kwai
1
Restaurant
&consumer
1
Social Network
Douban
2
4
3
5
WeChat
1
1
Twitter
2
Reddit
2
Pinterest
1
4
Flickr
1
Hike network
1
BookCrossing 1
1
1
1
2
4
Academic or
Book
DBbook
1
1
1
1
DBLP
1
1
1
CiteULike
2
1
1
Goodreads
1
1 L. Zhang et al. 874 Table 7 continued
Domain
Dataset
Traditional ML Path-based Graph
embedding
Deep Learning
DNN AE AM DRL GNN DHM
User-Tag
3
Librarything
1
1
Youshu
1
ACL
Anthology
Network
1
OHSUMED
1
POI
Gowalla
1
1
1
4
Trip.com+
Facebook+
Twitter
1
Foursquare
1
1
1
1
Brightkite
1
Google Local
2
Tripadvisor
1
NUS-MSS
1
Other
Educational
website and
textbooks
1
MIT AI +
CASAS
1
REDIAL
1
VizML corpus
1
Legal recom-
mendation
dataset
1
Yahootraffic
stream
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cation. In: Proceedings of the 14th International Conference on World Wide Web, pp. 22–32 (2005) Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published maps
and institutional affiliations. Publisher’s Note Springer Nature remains neutral with regard to jurisdictional claims in published map
and institutional affiliations. Lemei Zhang is a postdoctoral fellow at the at the Norwegian Research Center for AI Innovation (NorwAI)
at NTNU, Norway. Her research topics include recommender system and user modelling. Specifically, she
is focusing on applying data mining and machine learning techniques to design effective algorithms to
enhance performance of recommender systems in various domains, such as e-commerce, social networks,
and so forth. Peng Liu works as a postdoctoral fellow at the Norwegian Research Center for AI Innovation (NorwAI)
at NTNU. His research focuses on natural language processing and recommender systems. His primary
interests lie in the areas of language modelling, sentiment analysis, topic modeling, lexical semantics, and 3 L. Zhang et al. 888 recommendation algorithms based on data streams and multimodal contexts such as text, image, and so
forth. Jon Atle Gulla is a professor of information systems at the Norwegian University of Science and Technol-
ogy (NTNU) since 2002 and the director of the Norwegian Research Center for AI Innovation. He has a
Ph.D. in computer science from 1993 and holds three M.Sc. degrees in computer science, linguistics, and
management. His research is on natural language processing and semantics in the context of recommender
systems, search engines, and conversational systems. 123
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‘We do not do any activity until there is an outbreak’: barriers to disease prevention and health promotion at the community level in Kongwa District, Tanzania
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Tumaini Nyamhanga1*, Gasto Frumence1, Mughwira Mwangu1 and
Anna-Karin Hurtig2 Tumaini Nyamhanga1*, Gasto Frumence1, Mughwira Mwangu1 and
Anna-Karin Hurtig2 1Department of Development Studies, School of Public Health and Social Sciences, Muhimbili
University of Health and Allied Sciences, Dar es Salaam, Tanzania; 2Epidemiology and Global Health,
Umea˚ International School of Public Health, Umea˚ University, Umea˚ , Sweden Background: Little is known about the barriers to disease prevention and health promotion at the community
level within a decentralized health system. Objective: This paper, therefore, presents and discusses findings on barriers (and opportunities) for instituting
disease prevention and health promotion activities. Design: The study was conducted in Kongwa District, Tanzania, using an explorative case study approach. Data were collected through document reviews and in-depth interviews with key informants at district, ward,
and village levels. A thematic approach was used in the analysis of the data. Results: This study has identified several barriers, namely decision-makers at the national and district levels
lack the necessary political will in prioritizing prevention and health promotion; the gravity of prevention and
health promotion stated in the national health policy is not reflected in the district health plans; gross
underfunding of community-level disease prevention and health promotion activities; and limited community
participation. Conclusion: In this era, when Tanzania is burdened with both communicable and non-communicable diseases,
prevention and health promotion should be at the top of the health care agenda. Despite operating in a
neoliberal climate, a stronger role of the state is called for. Accordingly, the government should prioritize
higher health-protecting physical, social, and economic environments. This will require a national health
promotion policy that will clearly chart out how multisectoral collaboration can be put into practice. Keywords: barriers; disease prevention; health promotion; Tanzania Keywords: barriers; disease prevention; health promotion; Tanzania *Correspondence to: Tumaini Nyamhanga, Department of Development Studies, Muhimbili University of
Health and Allied Sciences, P.O. Box 65454, Dar es Salaam, Tanzania, Email: tumaininyamhanga@yahoo. com T
he World Health Organization (WHO) and minis-
tries of health in low- and middle-income coun-
tries have recently albeit rhetorically sounded
a need to revitalize the primary health care (PHC)
approach for health improvement (1). This can partly
be attributed to the challenge of the double burden of
disease experienced by low-income countries (2). Global Health Action 2014. # 2014 Tumaini Nyamhanga et al. This is an Open Access article distributed under the terms of the Creative Commons CC-BY 4.0
License (http://creativecommons.org/licenses/by/4.0/), allowing third parties to copy and redistribute the material in any medium or format and to remix,
transform, and build upon the material for any purpose, even commercially, provided the original work is properly cited and states its license.
1
Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878
(page number not for citation purpose) Global Health Action ORIGINAL ARTICLE
‘We do not do any activity until there is an outbreak’:
barriers to disease prevention and health
promotion at the community level in Kongwa
District, Tanzania Tumaini Nyamhanga1*, Gasto Frumence1, Mughwira Mwangu1 and
Anna-Karin Hurtig2 From the
above-cited definition, two core values universal health
care (social justice) and community participation guide
PHC (9). As such, success of PHC is determined by
collaboration between health sector and related sectors
such as water, agriculture, education, finance, and com-
munication. The collaboration should be people-centered
that is, community members should be involved in
agenda setting, analyzing problems, planning, and im-
plementation of interventions (10). The health policy also states that health sector reforms
seek to operationalize the same basic principles of PHC in
the provision of health care services. The response in most
low-income countries like Tanzania was the development
of essential health care package which is an integrated
collection of cost-effective interventions. The package
comprises the following: reproductive and child health
services, control of communicable and NCDs, treat-
ment of common conditions of local prevalence within
the district, community health promotion and disease
prevention through environmental sanitation, and man-
agement and occupational health services. Although Tanzania’s Health policy (11) theoretically
embraces the above-described principles of PHC which
are key to the health for all strategy there has not been
sufficient conformity with these principles to bring about
the desired improvement in people’s lives. This may partly
be a result of limited intersectoral collaboration for
health development and limited community involvement. This deficiency is evidenced by poor development in-
dicators such as low life expectancy and high child and
maternal morbidity and mortality (2). Tanzania’s health policy (11) categorically states that
PHC remains the cornerstone in the delivery of essen-
tial health care in the country. PHC as a value-based
systems approach for all levels (Alma Ata 1978) thus still
remains a point of reference that is emphasized by the
government in the National Health Policy, as indicated
in Box 1. PHC in Tanzania: before the Alma-Ata
declaration Tanzania started implementing the principles of PHC
long before the 1978 Alma-Ata Declaration (12). Right
after independence, the first president of Tanzania,
Mwalimu Julius Kambarage Nyerere, issued a philoso-
phical statement saying that Tanzania (then Tanganyika)
had three enemies that she had to fight: poverty, illiteracy,
and ill health (13). This philosophical commitment was
operationalized by being integrated into the national
policy popularly known as the Arusha Declaration of
1967 (14). One of the aims of the Arusha Declaration was
that government should exercise effective control over the
principal means of production and pursue policies that
facilitate collective beneficence from national resources. The policy thus ordered free provision of social services,
notably health, education, and water (14). It is worth
noting that the implementation of the Arusha Declara-
tion marked a shift in the focus of service delivery from a
predominantly curative to a more comprehensive PHC
approach. That is, more resources were directed toward
training middle- and lower-level cadres of health workers,
and the construction of health facilities in rural settings
(dispensaries and health centers). In addition, community
health programs on nutrition, literacy, and sanitation
received both financial and political support. Tumaini Nyamhanga1*, Gasto Frumence1, Mughwira Mwangu1 and
Anna-Karin Hurtig2 That is,
non-communicable diseases (NCDs) for example, heart
disease, cancer, and diabetes are increasingly becoming
a cause of morbidity and mortality in poor countries,
while communicable diseases remain highly prevalent and
are also predisposing some NCDs. The impact will be particularly felt in sub-Saharan
Africa, where NCDs will account for 46% of all deaths by
2030, up from 28% in 2008, and in South Asia, which will
see the share of deaths from NCDs increase from 51 to
72% during the same period (3). These poor regions of
the world will, at the same time, continue to grapple with
the widespread prevalence of communicable diseases such
as HIV, malaria, tuberculosis, and mother and child
conditions, and so face a ‘double burden’ of disease not
experienced by their wealthier counterparts. T The magnitude of the challenge notwithstanding, there
is hope for turning the tide if prevention and health Tumaini Nyamhanga et al. promotion at the community level are made a priority
(47), as advocated in the PHC approach. According
to WHO, PHC refers to ‘essential health care based
on practical, scientifically sound, and socially acceptable
method and technology; universally accessible to all in
the community through their full participation; at an
affordable cost; and geared toward self-reliance and self-
determination’ (8). It is a comprehensive approach to
service provision that involves activities targeting the
individual (curative services) and the general population
(health promotion and disease prevention). From the
above-cited definition, two core values universal health
care (social justice) and community participation guide
PHC (9). As such, success of PHC is determined by
collaboration between health sector and related sectors
such as water, agriculture, education, finance, and com-
munication. The collaboration should be people-centered
that is, community members should be involved in
agenda setting, analyzing problems, planning, and im-
plementation of interventions (10). promotion at the community level are made a priority
(47), as advocated in the PHC approach. According
to WHO, PHC refers to ‘essential health care based
on practical, scientifically sound, and socially acceptable
method and technology; universally accessible to all in
the community through their full participation; at an
affordable cost; and geared toward self-reliance and self-
determination’ (8). It is a comprehensive approach to
service provision that involves activities targeting the
individual (curative services) and the general population
(health promotion and disease prevention). 2
(page number not for citation purpose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 2
(page number not for citation purpose) Conceptual framework This paper is guided by the WHO’s system framework (28)
as interpreted from the perspective of PHC by Saachy
et al. (29) (Fig. 1). Although the original adaptation by
Saachy et al. focuses on the national health system, the
current study applies the framework at both national and
district levels. This is because the two levels of governance
work interdependently. Whereas the central (national
level) government develops a health policy and allocates
resources, the local (district level) government is entrusted
with a duty of implementing the policy. Ideological reforms involved reducing the role of the
state from being the sole provider of health services to
that of being a partner and a creator of a conducive
environment for other actors private, civil society,
and non-governmental organizations (NGOs) (21). More
importantly, in the Tanzanian context, the ideological
reform involved disposing of the egalitarian policy of free
provision of health services put in place by the Arusha
Declaration (22). Thus, in the context of Tanzania, the objectives of the
district health system are to deliver accessible, equitable,
and good-quality health services that are both responsive
to community demands and based on the principle of
inter-sectoral collaboration. Organizational reforms entailed decentralization, which
involved transfer of power, authority, and functions from
the central to local government authorities (23). Decen-
tralization took place in three areas: fiscal, political,
and managerial/administrative. Fiscal decentralization
involved allowing local authorities to collect taxes from
their own sources for covering recurrent expenditures (4). On the contrary, the central government retained the
authority to mobilize and disburse health block grants
and basket funds. Health block grants come from the
central government’s internal revenues and are spent on
personnel emoluments, other charges, and a development
grant, whereas basket funds are finances that are con-
tributed to the country by several bilateral and multi-
lateral development partners and spent on other charges
(24, 25). Moreover, political decentralization involved the
transfer of political authority and function from central
government ministries to the local government authorities
cities, municipalities, and district councils (26). The
Prime Minister’s office Regional Administration and
Local Government and Health ministries and the
Ministry of Health and Social Welfare retained the The framework illustrates that for the district health
system to attain the set objectives there are specific
functions that must be fulfilled. Health sector reforms and PHC Little is known about local realities regarding the
impact that health sector reforms have had on broader
prevention and health promotion programs. The aim
of this paper, therefore, is to shed light on barriers
to implementation of comprehensive primary health
specifically disease prevention and health promotion
activities at the community level in the context of health
sector reforms. Health sector reforms are defined as intensive long-term
efforts to strengthen and improve health systems and,
ultimately, improve the nation’s health (17, 18). Health
sector reforms are aimed at increasing the effectiveness,
efficiency, quality, equity, and financial soundness of
health systems (19). In Tanzania, as in other developing
countries, the reforms were prompted by a number of
factors, including the movement from a state-controlled
economy to market-oriented economies; insufficient fund-
ing for health; and the poor quality, low accountability,
and inefficiency of existing health services (20). The
reforms measures can be grouped into three broad cate-
gories: ideological and policy changes, organizational
changes, and financing changes. Barriers to disease prevention and health promotion Barriers to disease prevention and health promotion socioeconomic reforms (15). The reforms involved the
adoption and implementation of structural adjustment
programs (SAPs) prescribed by the International Mone-
tary Fund and the World Bank (16). The SAPs specifi-
cally involved implementation of the following measures:
removal of subsidies; budget; liberalization; privatiza-
tion; currency devaluation; and cuts in social services
(16). authority for formulating policies, guidelines, standards,
and regulation of health practice. However, the local
government authorities were entrusted with the respon-
sibility of planning and utilizing available resources to
meet health needs in their areas of jurisdiction (27). Reports on evaluation of PHC show that many countries
that have been implementing health sector reforms adop-
ted selective PHC with curative care and few aspects of
disease prevention such as vaccination and encourage-
ment of long-term breastfeeding (9). 3
(page number not for citation purpose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Box 1. Primary health care In its endeavor to ensure success in delivery of essen-
tial health care in the country, the Government [of
Tanzania] through Primary Health Care emphasizes
on: . Community involvement and ownership through
active participation in identification of problem
areas, planning, implementation, monitoring, and
evaluation of health care services; . Multisectoral collaboration by establishment of
committees involving other sectors such as water,
agriculture, and education, and ministries such as
community development, gender, and children; . Equity and accessibility to health care by ensuring
that every individual has the right to health care
and equitable distribution of health resources in
the country; . Empowerment through decentralization of health
services to regions and districts and communities
to ensure effective coordination, implementation,
supervision, and provision of quality health care
to the community; However, a gradual shift away from investing in pre-
vention and health promotion started in the 1990s when
Tanzania embarked on neoliberal-oriented health sector
reforms. These reforms were preceded by the economic
crisis of the late 1970s and early 1980s that necessita-
ted Tanzania, like many African countries, to undertake y
. Providing promotive, preventive, curative, and reha-
bilitative interventions to all individuals and fam-
ilies with their active participation. 2
(pag Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Conceptual framework These functions include
the development of human resources, a health informa-
tion system, service delivery, financing, and gover-
nance. The current study will focus on the latter three
functions. In Tanzania, there are well-established structures at
the national, district, and community levels for managing
the above-mentioned functions of the health system
(Fig. 2). The core structure at the district level is the
council health management team (CHMT), which carries
out the following key functions: planning, coordination,
implementation, monitoring, and evaluation of all health
activities. In essence, the CHMT oversees service delivery
at the hospital, health center, dispensary, and community
levels (23). The communities are linked to the health
system through health facility governing committees,
which have been formed by a local government act (30). It was envisaged that the committees would assist health 3
pose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 3
(page number not for citation purpose) Tumaini Nyamhanga et al. Fig. 1. Conceptual Framework. Source: Adapted from Saachy et al. (29). Fig. 1. Conceptual Framework. Source: Adapted from Saachy et al. (29). 4
(page number not for citation purpose) Methods center and dispensary management teams in planning
and supervising community health programs (31) and
that they would facilitate the empowerment of house-
holds and communities with the knowledge and skills
needed to reduce the burden of disease (21). In addition,
there are government structures at ward and village levels center and dispensary management teams in planning
and supervising community health programs (31) and
that they would facilitate the empowerment of house-
holds and communities with the knowledge and skills
needed to reduce the burden of disease (21). In addition,
there are government structures at ward and village levels
ward development and village health committees that
play a role in providing political leadership and enhan-
cing inter-sectoral linkages for health development in the
communities they serve. center and dispensary management teams in planning
and supervising community health programs (31) and
that they would facilitate the empowerment of house-
holds and communities with the knowledge and skills
needed to reduce the burden of disease (21). In addition,
there are government structures at ward and village levels
ward development and village health committees that
play a role in providing political leadership and enhan-
cing inter-sectoral linkages for health development in the
communities they serve. 4
(page number not for citation purpose) Study setting This study was conducted from January to February,
2013, in Kongwa District. Kongwa is a site for the
implementation of a collaborative health system research
project between Muhimbili University of Health and
Allied Sciences in Tanzania and Umea University in
Sweden. The choice of Kongwa was purposively made to
represent a typical rural district that has a moderate level Fig. 2. Organization structure of a decentralized health system. Source: Modified from the figure on interlinks between central
and local government structures (Molel, 2010). Fig. 2. Organization structure of a decentralized health system. Source: Modified from the figure on interlinks between central
and local government structures (Molel, 2010). Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 4
( Barriers to disease prevention and health promotion Health Committee; and three members of the Health
Facility Governing Committee. of socioeconomic development and is fairly accessible in
terms of transportation and communication networks. Kongwa is one of the districts in Dodoma region. It
is bordered by the Manyara region to the northern part,
to the east by the Morogoro region, to the south by the
Mpwapwa district, and to the west by the Dodoma rural
district. Administratively, the district has 14 wards and,
according to the 2002 Tanzania National Census, the
population of Kongwa District was 249,760, with an
annual growth rate of 2.4% (12). The health care system
in Kongwa District is largely based on public health
facilities, including one district hospital, three health
centers, and 27 dispensaries. Study design This paper is based on an explorative case study. Quali-
tative case study methodology enables researchers to
explore and explain a phenomenon within its context
using multiple sources of data (32). The approach was
relevant to this study because it involved in-depth
investigation of barriers and opportunities for instituting
disease prevention and health promotion activities at the
community level in the context of health sector reforms in
the study district. Additionally, several supporting documents that were
cited by the respondents, and others that were deemed rele-
vant by the investigators, were reviewed. These included:
the National Health Policy of 2007 and the council’s
comprehensive health plan (CCHP) for Kongwa. These
documents were read with a view of understanding
articulation of and efforts put on health promotion and
disease prevention activities at the community level. Study population and their sampling criteria Tape-recorded
in-depth
interviews
were
transcribed
verbatim, translated from Kiswahili into English. Sup-
plementary field notes were typed immediately after data
collection, using a word processor. Additional infor-
mation that was obtained later on the phone was also
included. A thematic analysis approach was used in
analyzing the study’s findings through the following steps
(33). First, transcripts and field notes were read several
times in order to identify patterns of experience (cate-
gories of common ideas). Second, all data that relate
to the already classified patterns were identified and
placed within the corresponding pattern. Third, patterns
of experience were examined to determine similarities
and differences among them with respect to the mean-
ings they conveyed in relation to the research question. Fourth, the patterns of experience were combined into
study themes that represented a higher level of patterned
response or meaning within the data set (34). These study
themes are highlighted in the introductory part of the
results section. The recruitment of the study participants in this sub-
study was purposive, as it took account of their positions
and experience in dealing with prevention and health
promotion at the community level. Table 1 summarizes
the details of the study respondents. As Table 1 shows, 23 respondents were involved in the
study. Out of these, there were seven CHMT members,
four key district officials (District Planning Officer,
District Treasurer, Chair of Council Health Services);
four heads of programs (RCH Coordinator, District
AIDS
Coordinator,
Malaria
Coordinator,
and
TB/
Leprosy Coordinator); two Ward Executive Officers;
one Ward Health Officer, five members of the Village Table 1. Study respondents
Number
S/N
Category
Male Female
1
CHMT members
5
2
2
Other key district officials
(DPLO, DT, CCHS)
3
1
3
Heads of programs
2
2
4
Ward executive officers
2
0
5
Members of Village health committee
1
1
6
Members of health facility governing
committee
2
1
6
Ward health officer
1
0
Total
16
7
Cit ti
Gl b H
lth A ti
2014 7 23878
//
/
/ Data collection methods The data were collected through conversation by face-to-
face in-depth key informant interviews with the officers
concerned, when they could find a convenient time. In addition, telephone interviews were also undertaken
when further clarification was sought on data collected
face-to-face. An interview guide with a list of open-ended
questions was used. These questions covered major
relevant areas such as: priority in allocation of resources
prevention versus curative care; planning for prevention
and health promotion activities at community level;
community participation; and local leadership structures
for prevention and health promotion. prevention versus curative care; planning for prevention
and health promotion activities at community level;
community participation; and local leadership structures
for prevention and health promotion. 5
(page number not for citation purpose) Results In this section, we present results on barriers to imple-
mentation of disease prevention and health promotion
activities at the community level in the context of health
sector reforms. The results are organized around the
study themes that reflect the three elements of the district
health system in the conceptual framework, namely:
service delivery, financing, and governance. It is worth
noting that there is an inevitable overlap that shows a
close interdependence among the constituent elements of
the health system. The study themes are lack of political
will toward delivery of comprehensive PHC; underfund-
ing of prevention and health promotion; Ill-preparedness
of the ward and village authorities; and limited commu-
nity participation. Another member of the CHMT added that: Another member of the CHMT added that: Another member of the CHMT added that: Ethical considerations Sometimes during budgeting someone at the Minis-
try commented that we as the Ministry [government]
have decided to put our efforts into medicine so
remove this item [health promotion]. So you find
that we planned for preventive cure from district
level or lower level but at the end of the day the
planning process is not participatory; the Ministry
dictates which items should be funded and which
ones shouldn’t. It is the directive from the Ministry
that matters. (KI-4, Kongwa) The study obtained ethical clearance from Muhimbili
University of Health and Allied Sciences. The respon-
dents were requested to participate in the study, and
provided their oral consent. Prior to consenting, they
were assured of confidentiality by being told that no
names were required and that no unique identifiers would
feature in the study report or on publication. Further-
more, each potential respondent was informed of his/her
right to decline outright to participate, or to withdraw
consent at any stage of the interview, without undesirable
consequences. In addition, a review of documents shows that although
the National Health Policy nicely explains the impor-
tance of prevention and health promotion, translation of
the same into a district health plan is a major challenge. Prevention and health promotion activities are not well
articulated in the comprehensive district health plan. As Table 2 shows, prevention and health promotion
activities are scarcely indicated. For instance, for reducing
mortality due to malaria the plan contained only one
preventive activity: to provide a hati punguzo (a voucher
for accessing a subsidized mosquito net) for all pregnant
women attending ANC by 100%. The table also shows
that preventive activities for diarrhea are missing sug-
gesting a neglect of hygiene, water supply, and sanitation. Likewise, activities for addressing NCDs are sparingly
indicated. For instance, in the 2011 comprehensive health
plan, control of NCDs is missing from the community
cost center. It is only indicated under the health center
cost center, where it is shown that screening for cervical
cancer will be conducted. Lack of political will toward the delivery of
comprehensive PHC The readiness for implementing comprehensive PHC was
assessed through key informant interviews and a review
of important documents the National Health Policy of
2007 and the Council Comprehensive Health Plan. The
respondents indicated that both national- and district-
level decision-makers lack political will in prioritizing
prevention and health promotion activities. Their main
focus is on the curative aspect of health care. When asked
why prevention and health promotion activities were not
a top priority, one of the key informants, a member of the
CHMT said: Nevertheless, the CCHP shows a window of opportu-
nity for addressing environmental sanitation. There is
a statement that the council would facilitate the private
sector to invest in environmental health activities. It
reads: ‘The council will facilitate private sector and civil
society organizations to invest in the collection and
disposal of refuse’ (2010/2011 CCHP, Kongwa). 6
(page number not for citation purpose) Trustworthiness The trustworthiness of the findings can be secured
through different approaches such as: triangulation, pro-
longed engagement, peer-debriefing, and member checks
(35). In this study, key informant interviews were com-
plemented with document reviews to triangulate sources
of information. The interview guide was piloted to im-
prove the questions and the moderating skills. The data
collection period was prolonged to allow the researchers Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 5
ose) 5
ose) 5
(page number not for citation purpose) Tumaini Nyamhanga et al. Here curative care takes precedence over preventive,
while in other countries it is vice versa, so we have to
focus now on preventive rather than curative care. (KI-1, Kongwa) enough time for reflection between field visits and to
allow them to perform a preliminary analysis that guided
their subsequent data collection. The final data analysis
was facilitated by peer-debriefing sessions involving a
multidisciplinary research team. Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Target Target 2) Training of 20 COs on syndomic
case management. Source: Kongwa Comprehensive Council Health Plan for the Year 2010/2011. Several respondents indicated that because of the lack
of financial motivation, village health committees are
virtually dormant. One member of the committee aptly
conveyed a strong message on the inactivity of the village
health committee in handling issues of sanitation: and subsistence allowance for the district health staff who
carry out outreach visits. Two, waste disposal and water
availability in the health facilities. The table makes no
mention of support for waste disposal, sanitation, and/or
water availability at the household level. As a conse-
quence, there is limited community participation in
utilizing these funds. It was reported that there are no
government funded community activities initiated and
implemented by local people themselves. and subsistence allowance for the district health staff who
carry out outreach visits. Two, waste disposal and water
availability in the health facilities. The table makes no
mention of support for waste disposal, sanitation, and/or
water availability at the household level. As a conse-
quence, there is limited community participation in
utilizing these funds. It was reported that there are no
government funded community activities initiated and
implemented by local people themselves. Yes, the village health committee exists, but we do
not do any activity unless there is an outbreak. We
work under difficult conditions; we need allowances. (KI-3, Kongwa) Table 3. Allocation ceiling for the health basket fund and
block grant (other charges)
Cost center
Ceiling range for
allocation
by council (%)
Office of District Medical Officer
(DMO)
1520
Council hospital/CDH
2530
Voluntary agency hospitals (VAH)
1015
(health basket funds only)
Health centers
1520
Dispensaries
2025
Community initiatives
25
Source: URT (24). Citation: Glob Health Action 2014 7: 23878
http://dx doi org/10 3402/gha Table 3. Allocation ceiling for the health basket fund and
block grant (other charges) So the little money is spent by the district health depart-
ment itself to support community action like the distri-
bution of mosquito nets and prophylactic drugs for
neglected tropical diseases (e.g. elephantiasis). One of
the key CHMT members said: Community health activities take at most about
2% to 5% of the CCHP [council comprehensive
health plan] budget and still you can find that the
activities do not aim straight at empowering com-
munities to address local needs. Underfunding of prevention and health promotion Document reviews show that prevention and health
promotion activities are grossly underfunded. From the
resource allocation point of view, such activities are
marginalized as only 25% of district health funds are
allocated for them, as indicated in Table 3. I think maybe it is the system from the ministry
down to the district level, as I do remember some-
times I went to the ministry for budgeting, and
someone at the ministry commented that why don’t
we remove the activity of health promotion and
instead put procurement of medicines? You know, in
Tanzania, we are unlike the developed countries. Additional evidence of under-funding is indicated
in Table 4, which shows that money budgeted under
community health initiatives and promotion to a large
extent targets two main areas. One, meeting travel costs 6
(pag 6
(pag Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Barriers to disease prevention and health promotion Table 2. Objectives, targets, and planned interventions for selected diseases 2010/11
Problem
Objective
Target
Activity
High morbidity and mortality
rate due to malaria
To reduce morbidity and
mortality due to malaria by
50% by year, 2015
To reduce morbidity and
mortality due to malaria by
7% by June 2011
1) Training to 20 health workers
on malaria case mgt. 2) Commemoration of African
Malaria day. 3) Computer training to malaria/
IMCI data manager. To provide HATI PUNGUZO for all
pregnant woman attending ANC
by 100%. 1) Training to 20 health workers on
malaria case management. 2) Commemoration of African
Malaria day. 3) Computer training to malaria/
IMCI data manager. To provide HATI PUNGUZO for all
pregnant woman attending ANC by
100%. High morbidity and mortality
rate due to communicable
diseases such as, Diarrhea
Tuberculosis and HIV/AID/
STI
To increase proportion of TB
cases completed treatment
from 97 to 100% by June
2009
To reduce STI/HIV/AID cases
To increase case mgt ability and
case detection in all 41 HF. Reduce HIV infection from 3.1 to
2.0%. To train 20 clinician/nurses on
proper case management for 4
days. Tracing of defaulters
Conduct supportive supervision to
41 health facilities. 1) Training 20 health providers on
proper management of STI Table 2. Objectives, targets, and planned interventions for selected diseases 2010/11 Table 2. High morbidity and mortality
rate due to communicable
diseases such as, Diarrhea
Tuberculosis and HIV/AID/
STI 7
(page number not for citation purpose) Underfunding of prevention and health promotion Objectives, targets, and planned interventions for selected diseases 2010/11
Problem
Objective
Target
Activity
High morbidity and mortality
rate due to malaria
To reduce morbidity and
mortality due to malaria by
50% by year, 2015
To reduce morbidity and
mortality due to malaria by
7% by June 2011
1) Training to 20 health workers
on malaria case mgt. 2) Commemoration of African
Malaria day. 3) Computer training to malaria/
IMCI data manager. To provide HATI PUNGUZO for all
pregnant woman attending ANC
by 100%. 1) Training to 20 health workers on
malaria case management. 2) Commemoration of African
Malaria day. 3) Computer training to malaria/
IMCI data manager. To provide HATI PUNGUZO for all
pregnant woman attending ANC by
100%. High morbidity and mortality
rate due to communicable
diseases such as, Diarrhea
Tuberculosis and HIV/AID/
STI
To increase proportion of TB
cases completed treatment
from 97 to 100% by June
2009
To reduce STI/HIV/AID cases
To increase case mgt ability and
case detection in all 41 HF. Reduce HIV infection from 3.1 to
2.0%. To train 20 clinician/nurses on
proper case management for 4
days. Tracing of defaulters
Conduct supportive supervision to
41 health facilities. 1) Training 20 health providers on
proper management of STI. 2) Training of 20 COs on syndomic
case management. To conduct supportive supervision
on syndomic case management to
41 health facility. Source: Kongwa Comprehensive Council Health Plan for the Year 2010/2011. 8
(page number not for citation purpose) 8
(page number not for citation purpose) Target It [the community]
is just invited to take part in the implementa-
tion. The implementer of the activities is the health
department. (KI-2, Kongwa) The observation from the above quote that the little
funds do not support community-led disease prevention Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 7
pose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878
7
(page number not for citation purpose) 7
(page number not for citation purpose) Tumaini Nyamhanga et al. mance budget framework for 2012/13 Cost Centre E07 Community Health Initiatives/Promotion g
y
Details
Intervention
Activity
Description
Unit
Qty
Unit cost
Output indicator
Case management
(diagnosis and treatment)
of locally important
To conduct NTDs Outreach at
community and conduct BTRP
Surgeries BY June 2013
Petrol
Liters
1
600,000.00
Number of
outreach
conducted
diseases and neglected
tropical diseases
Diesel
Liters
776.0 2,500.00
Per diem domestic
Person
1.0 1,950,000.00
Promotion and prevention
predisposing factors for
NTDs at community level
To sensitize community on
NTDs through commemoration
of vision world sight meetings
by June 2013
Per diem domestic
Person
1.0 195,000.00
Activity report
presented
Ground travel (Bus,
Railway, Taxi)
Liters
1.0 20,000.00
Mobilized adequate funding
for health and social
welfare services (CHF,
NHIF, P4P, User Fees etc.)
Community sensitization on
CHF at 22 wards by June 2013
Per diem domestic
Can
1.0 990,000.00
Number of
household
enrolled
Fuel
Person
1.0 440,000.00
Proper disposal of
hazardous waste, solid
and liquid waste
To procure waste handling
material for Mlali Health Centre
by June 2013
Cleaning supplies
Person
1.0 1,000,000.00 Number of waste
handling
materials
procured
TB DOTS Plus
(TB HIV, MDR TB)
To sensitize community on TB
through commemoration of
world TB day by June 2013
Extra-duty
Person
1.0 250,000.00
Number of
meetings
conducted
Food and
refreshment
Person
1.0 125,000.00
entertainment
Lump
sum
1.0 200,000.00
Fuel
Liters
1.0 100,000.00
Integrated management of
childhood illnesses (IMCI)
To conduct mentoring of IMCI
to 80 health staff in 30 HFs by
June 2013
Special needs
material and supplies
Person
days
1.0 1,260,000.00 Number of
health staff
mentored
Provision of safe clean
water hygiene and
sanitation
To procure waste handling
materials at 54 HFs by June
2013
Water and waste
disposal
Quarter
1.0 5,928,300.00 Number of waste
handling
materials
procured
Source: Kongwa District Council Performance Budget Framework (MTEF) 2012/13. Source: Kongwa District Council Performance Budget Framework (MTEF) 2012/13. Local governance in disease prevention and
health promotion Local governance in disease prevention and
health promotion The governance function with respect to prevention and
health promotion was examined from the perspectives
of government authorities at the ward and village levels
and that of community participation. The results in the
following sections are presented in that order. Ill-preparedness of the ward and village authorities
The respondents revealed that governance structures
for prevention and health promotion at the village level
are weak. We are particularly referring to the village
health committee, dispensary governing committee, and
ward development committee (WDC). One of the district
officials was asked to comment on the role of the WDC. His response was: We receive a health plan from the doctor, and we
add certain views about this and that; we discuss
together until we agree that this item can be done
this period and the other(s) one can be done later. (KI-6, Kongwa) Primarily the WDC support all development activ-
ities in the ward, but I can say that the WDC
members do not know well their responsibilities
despite the fact that we trained them; still they do
not perform as expected. (KI-11, Kongwa) It was further reported that platforms for tapping people’s
felt health needs and for organizing community-based
initiatives are virtually nonexistent. A few attempts made
by NGOs led to the formation of some groups, but they
could not be sustained beyond the lifespan of the NGOs’
projects. One respondent had this to say regarding the
existence of social groups that may organize the commu-
nities toward designing and implementing community-
based health programs: It was also reported that the lack of transparency in the
way the committees are constituted results in having
incompetent structures: It is true that some committees are not competent
and sometimes others are elected on political bias. You know, we can go there to carry out elections, we
tell the village executive officer to follow the laid-
down directives, to advertise to the villagers, but for
the sake of their interest the village chairman can
select a person he wants. You see, then account-
ability will not be there. (KI-8, Kongwa) Aaah, there were some groups which were involved
in HIV/AIDS for example at Kibaigwa; they were
groups organized by NGOs but after the NGOs had
elapsed [project ended] the groups also dispersed so
we do NOT have any group now. Limited community participation Respondents expressed concern that there is limited
involvement of stakeholders at the community level in
planning for prevention and health promotion activities. There is insufficient participation of villagers in defining
local problems requiring prevention and health promo-
tion interventions. The existing ‘participatory planning’,
in which the communities are presumed to take part
through health facility governing committees, is limited in
scope. In practice, as its name suggests, a health facility
governing committee serves the purpose of appraising
and approving ‘curative’ plans drafted by the health
facility medical staff. This was well summarized by one
respondent when answering a question on the role of the
committee in health planning: Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Target Source: Kongwa District Council Performance Budget Framework (MTEF) 2012/13. empowering the community to carry out disease preven-
tion and health promotion activities. and health promotion activities is further corroborated
by the information in the performance budget framework
for Kongwa district for the year 201213 as indicated
in Table 4. The key message in this table with respect to
resource allocation is that although the interventions
appear to be broad (for instance, provision of safe clean
water hygiene and sanitation) the corresponding activi-
ties are narrowly focused on strengthening capacity of
health facilities (procuring waste handling materials for
54 health facilities). Little or no efforts are directed at and health promotion activities is further corroborated
by the information in the performance budget framework
for Kongwa district for the year 201213 as indicated
in Table 4. The key message in this table with respect to
resource allocation is that although the interventions
appear to be broad (for instance, provision of safe clean
water hygiene and sanitation) the corresponding activi-
ties are narrowly focused on strengthening capacity of
health facilities (procuring waste handling materials for
54 health facilities). Little or no efforts are directed at The finding that the little funds do not tangibly reach
down to the community was corroborated by one of the
ward health officers, who complained about the lack of
financial support for preventive activities at the ward and
village levels. He said: The Ward Health Committee doesn’t have any
funding for implementing its activities. I do not 8
(pag 8
(pag Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Barriers to disease prevention and health promotion Barriers to disease prevention and health promotion Barriers to disease prevention and health promotion When a cholera outbreak occurs our committee
works in close collaboration with the village govern-
ment in making sure that the rules regulating issues
like the use of toilets are followed. (KI-7, Kongwa) have a means of transport. So when I have to go and
meet the village health attendants I use my own
money. Another challenge is that you find a villager
telling you he has dug a pit for a latrine but does
not have a slab; that’s money. So these are the
challenges. (KI-5, Kongwa) 9
(page number not for citation purpose Local governance in disease prevention and
health promotion (KI-10, Kongwa) Members of the WDC and village health committee
who were interviewed admitted that they lack knowledge
and skills in planning and supervising community health
programs. Those limitations notwithstanding, it was re-
ported that WDCs and village health committees have
been instrumental in mobilizing people toward becoming
members of the community health fund a voluntary
pre-payment scheme that offers a client (household) the
opportunity to acquire a ‘health card’ after paying a
contribution. Notwithstanding the above-presented shortfalls in parti-
cipation, it is worth noting what existing structures do
in the area of prevention and health promotion. It is
prudent to acknowledge the role of village health workers
(VHWs). The VHWs, normally two per village or hamlet,
are people who are selected by fellow villagers through
their government. Their role is to work in collaboration
with a primary-level health facility (dispensary/health
center) to facilitate the implementation of prevention and
health promotion interventions. They do so through
sensitization of community members and through taking
part themselves in administering such interventions
which include, but are not limited to, the distribution of Furthermore, the committees were reported to exercise
government powers in the control of cholera epidemics
that used to occur in Kongwa in the recent past. One of
the members of the village health committee aptly said: 9
pose) 9
pose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 9
(page number not for citation purpose) Tumaini Nyamhanga et al. parallel to what was going on in the political sphere and
reflected the influence of political ideology. mosquito nets, weighing of children under age 5, and
vitamin A supplementation. One of the VHWs summari-
zed what they do: p
gy
Similar experiences have been documented in Venezuela
and Brazil (5). The difference between health sector
reforms in Tanzania and those in Venezuela is that in
the former (Tanzania) the reforms were, and still are,
pushing the country to the right paying less attention to
the plight of the poor because of the introduction of user
fees (37) and increasingly paying less attention to disease
prevention and health promotion at the community level. On the other hand, in Venezuela, the reforms were a
reaction against the poor health conditions of the poor
under neoliberal policies. Armada et al. (7) report that by
the late 1990s, class-based health disparities were vast. Discussion In this section, we discuss the key findings of the study,
placing them in a wider context of existing knowledge. The study has highlighted several barriers and some
opportunities regarding the implementation of disease
prevention and health promotion activities at the com-
munity level in a decentralized health system. The barriers
identified are: decision-makers at the national and district
levels lack the necessary political will in prioritizing
prevention and health promotion; the gravity of preven-
tion and health promotion stated in the national health
policy is not reflected in the district health plans; gross
underfunding of community-level disease prevention
and health promotion activities; and limited community
participation. These shortfalls notwithstanding, impor-
tant opportunities for improving the situation have been
highlighted the existence of the National Health Policy
that states the importance of prevention and health pro-
motion toward having a healthy population; the decen-
tralized health system structure; and the existence of
structures that serve as a bridge between the health system
and communities. g
g
(
)
Moreover, the study has found that prevention and
promotion activities are not adequately articulated in
the comprehensive district health plan. This implies that
the emphasis on prevention is merely rhetorical. Most
activities targeting major diseases such as malaria, TB,
and diarrhea are curative presented as ‘case manage-
ment’. Consequently, people, particularly the poor, will
continue being trapped in the vicious circle of ill health. A similar observation was made by Baum et al. (6) as
they argued that the health care sector in many poor
countries is dominated by a Western biomedical imagina-
tion that results in curative medicine being privileged over
strategies that emphasize disease prevention and health
promotion. In addition, the study findings also show that
the local government has delegated its responsibility to
provide environmental sanitation services to the private
sector and civil society organizations. Although this is
an opportunity for a publicprivate partnership (PPP)
in service provision, in a poor country a PPP strategy
presents a risk of having a larger part of the population
unattended to. This is because a substantial number of
people may not be able to afford to pay private providers,
thereby failing to dispose of waste properly. Hickel (38) Local governance in disease prevention and
health promotion Hence, when Hugo Chavez became president, he spent his
first term, between 1998 and 2002, implementing a variety
of strategies to eliminate barriers to health care. These
included measures such as the implementation of inte-
grated health care, and a focus on PHC centers and on
prevention activities, thus shifting the emphasis away
from curative care. Similarly, in Brazil the changes in
the health system occurred toward universality (5). The
reforms were as a result of mobilization in health,
struggling for better and inclusive health services. These
struggles from several groups trade unions, health
workers, academics, and other civic groups constituted
a health movement that stirred reforms and culminated in
a health system that is more democratic and put preven-
tion at the top of the agenda. Inspired by Brazil, South
Africa’s Health Ministry is reforming post-apartheid a
curative-oriented health system engaging more in what
has been referred to as re-engineering of PHC (29). We follow up the mother’s and the child’s health. We
visit households in the hamlets on a weekly basis to
follow up to ensure that all children are sent to the
clinic, and if we find a sick child we advise parents
to take him/her to the health facility. We use special
visit forms to fill in when we visit the hamlet. We
weigh children, administer vitamin A supplements
for children and birth control tablets for women and
educate them how to use them. (KI-9, Kongwa) 10
(page number not for citation purpose) 10
(page number not for citation purpose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Underfunding: a major challenge The study has indicated that prevention and health
promotion activities are grossly underfunded. From the
resource allocation point of view such activities at the
community level are marginalized as only 25% of dis-
trict health funds are allocated for them. As a conse-
quence, this small budget is spent on narrowly focused
activities. For example, although the intervention is stated
as ‘provision of safe clean water, hygiene, and sanitation’,
the corresponding implementation activity is: procure-
ment of waste handling materials for 54 health facilities. This pattern of expenditure leaves broader health promo-
tion and disease prevention needs of community mem-
bers unattended to. That is, the budget in Table 4 makes
no mention of support for waste disposal, sanitation,
and/or water safety at the household level. As discussed in the preceding sections, underfunding
reflects an inclination toward prioritizing curative over
preventive intervention. This pattern of funding has been
reported elsewhere (39, 40). It is surprising that this is
happening in a poor country that is experiencing a double
burden of disease (2). Prominent scientists in the devel-
oped world, like the Englishman Thomas McKeown,
noted more than three decades ago that major contribu-
tions to improved health in those countries over the pre-
vious two centuries came more from changes in sanitary
conditions than from medical interventions (41). The
need to invest in improving living conditions for people
for better health has been well consolidated in the report
of the Commission on Social Determinants of Health
(42). In addition, ill-preparedness probably reflects the lack
of health promotion policy that would have clearly pre-
scribed an institutional framework for the organization
and coordination of prevention and health promotion
programs at the national, district, and community levels. The policy would clearly indicate roles of stakeholders at
various levels of governance. Tanzania may learn from
Nigeria, which has a health promotion policy, apart from
the National Health Policy (47). The study has found that there is limited involvement
from stakeholders at the community level in planning
for prevention and health promotion activities. Although
health facility governing committees and VHWs serve
as a bridge between the health system and the commu-
nities, their involvement is largely in approving facility-
based plans. That is, the system of involving communities
through committees does not provide enough room to
reflect community felt health needs in the CCHP. Local governance and participation:
opportunities for the future? The study has discovered that local government struc-
tures are not well prepared in handling community
prevention and health promotion activities. This defi-
ciency may compromise their effectiveness and efficiency
in providing political leadership for community-based
health programs. The role of governance or political com-
mitment in determining the success or failure of health
programs has been documented elsewhere in sub-Saharan
Africa (45, 46). Also the objectives stated by Saachy
et al. (29) are defined for the national level and are not
in themselves operational for implementation. Accessible,
equitable, and good quality health services are not all
possible to achieve to the same extent in any health
system rich or even worse if poor. Such fallacy creates
disagreements throughout the system and leaves the
districts, facilities, and communities without procedural
guidance to make ends meet. Are the district plans in
essence top down frameworks to get budgets approved
rather than flexible tools for the necessary local compro-
mises? The focus should therefore rightly shift for plans
to be both responsive to community demands and based
on the principle of inter-sectoral collaboration (29). Ideology framing approaches to disease
prevention and health promotion The study found that respondents pointed out both
national- and district-level decision-makers’ lack of
political will in prioritizing prevention and health pro-
motion activities. This might be attributed to the impact
that ideological change has had on the mindsets of health
system managers. In the Ujamaa ideology, the health for
all strategy under the framework of PHC was at the top
of the agenda of the Ministry of Health (36). During this
period universal access to health care was the goal, and to
that end the government considered health to be a social
right rather than a matter of individual effort to seek and
achieve health. Thus, health services were provided free of charge and
prevention and health promotion activities were given
considerable attention (36). However, in the early 1990s
changes started in the health sector and they were almost 10
(page Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Barriers to disease prevention and health promotion attributes this pattern of environmental health manage-
ment to the current political discourse of market indivi-
dualism, which treats sanitation as a matter of individual
achievement rather than a social right to be fulfilled by
the state. Local governance and participation:
opportunities for the future? 11
(page number not for citation purpose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 Conclusion In this era, when Tanzania is burdened with both com-
municable and NCDs, prevention and health promotion
should be at the top of the agenda. This paper has
discussed barriers to the realization of this wish ranging
from the adoption of neoliberal ideology that promotes
a biomedical conception of health to limited social par-
ticipation. Those gaps notwithstanding, the paper has
highlighted that change is possible. A decentralized health
system and existing community structures can be capi-
talized on. Despite operating in a neoliberal climate,
a stronger role of the state is called for. That is, the state
should demonstrate a clearer responsibility for ensuring
community-directed health promotion supported by the
health facility and district health services and other rele-
vant sectors in implementation level collaboration. This
may need both a further democratization at health facility
and community levels and facilitation through stronger
leadership from the state. Similar recommendations are
emerging from other recent studies in Tanzania (10, 50). 7. Armada F, Muntaner C, Chung H, Williams-Brennan L,
Benach J. Barrio Adentro and the reduction of health inequal-
ities in Venezuela: an appraisal of the first years. Int J Health
Serv 2009; 39: 16187. 8. World Health Organization. Declaration of Alma-Ata. Adopted
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alma-ata,-1978 [cited 10 November 2013]. Furthermore, there is a need for a national health
promotion policy that will clearly chart out how multi-
sectoral collaboration can be put into practice. The Prime
Minister’s office may play a stewardship role toward that
direction. More importantly, the time is ripe for the
evolution of social movements to demand the fulfillment
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(page number not for citation purpose) 13
urpose) Citation: Glob Health Action 2014, 7: 23878 - http://dx.doi.org/10.3402/gha.v7.23878 13
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Study on multi-objective optimization for nuclear reactor radiation shield design coupling genetic algorithm with paralleling discrete ordinate code
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Frontiers in energy research
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Study on multi-objective
optimization for nuclear reactor
radiation shield design coupling
genetic algorithm with
paralleling discrete ordinate code OPEN ACCESS
EDITED BY
Shripad T. Revankar,
Purdue University, United States
REVIEWED BY
Gerardo Maria Mauro,
University of Sannio, Italy
Jiankai Yu,
Massachusetts Institute of Technology,
United States
*CORRESPONDENCE
Bin Liu,
liubin871204@126.com
Yi Tan,
sharpty@sina.com
Guang Hu,
guanghu@mail.xjtu.cn
SPECIALTY SECTION
This article was submitted to Nuclear
Energy,
a section of the journal
Frontiers in Energy Research
RECEIVED 04 May 2022
ACCEPTED 21 July 2022
PUBLISHED 17 August 2022
CITATION
Liu B, Tan Y, Jing F, Hu G and Yan M
(2022), Study on multi-objective
optimization for nuclear reactor
radiation shield design coupling genetic
algorithm with paralleling discrete
ordinate code. Front Energy Res 10:935648 OPEN ACCESS
EDITED BY
Shripad T. Revankar,
Purdue University, United States
REVIEWED BY
Gerardo Maria Mauro,
University of Sannio, Italy
Jiankai Yu,
Massachusetts Institute of Technology,
United States Bin Liu1*, Yi Tan1*, Futing Jing1, Guang Hu2* and Mingfei Yan3 1Science and Technology on Reactor System Design Technology Laboratory, Nuclear Power Institute
of China, Chengdu, China, 2School of Nuclear Science and Technology, Xi’an Jiaotong University,
Xi’an, Shannxi, China, 3RIKEN Center for Advanced Photonics, RIKEN, Wako, Saitama, Japan An optimization method combining a genetic algorithm and the paralleling
discrete ordinate code is developed and applied to the shielding design of the
Savannah reactor. Several approaches are studied to cope with the multi-
objective optimization problem, such as transforming into single-objective
optimization approach, non-dominated sorting approach, and the approach
of adding constraints on sub-objectives. Comparing with the current design
methods, the optimization method developed in this study shows better
performance since the discrete ordinate calculations are free of statistical
fluctuations. The multi-objective optimization approach with constraints on
sub-objectives seems to have the best performance. More optimized
individuals satisfying the constraints can be obtained, and the optimized
objectives show the best improvements comparing with the initial design. CITATION
Liu B, Tan Y, Jing F, Hu G and Yan M
(2022), Study on multi-objective
optimization for nuclear reactor
radiation shield design coupling genetic
algorithm with paralleling discrete
ordinate code. Front. Energy Res. 10:935648. doi: 10.3389/fenrg.2022.935648 COPYRIGHT
© 2022 Liu, Tan, Jing, Hu and Yan. This is
an open-access article distributed
under the terms of the Creative
Commons Attribution License (CC BY). The use, distribution or reproduction in
other forums is permitted, provided the
original author(s) and the copyright
owner(s) are credited and that the
original publication in this journal is
cited, in accordance with accepted
academic practice. Study on multi-objective
optimization for nuclear reactor
radiation shield design coupling
genetic algorithm with
paralleling discrete ordinate code No use, distribution
or reproduction is permitted which does
not comply with these terms. multi-objective optimization, genetic algorithm, Pareto optimality, paralleling SN
code, nuclear reactor shielding TYPE Original Research
PUBLISHED 17 August 2022
DOI 10.3389/fenrg.2022.935648 TYPE Original Research
PUBLISHED 17 August 2022
DOI 10.3389/fenrg.2022.935648 TYPE Original Research
PUBLISHED 17 August 2022
DOI 10.3389/fenrg.2022.935648 1 Introduction The radiation shielding design is of great significance for high-performance advanced
nuclear reactors, such as nuclear marine propulsion systems (Yamaji and Sako, 1994),
space reactors, and some other advanced nuclear systems (El-Genket, 2009). The primary
purpose of the radiation shielding design is to design a shield enclosing the nuclear reactor
to attenuate radiations and make the radiation dose out of the shield as low as reasonably
achievable (ALARA) (Chen et al., 2019). Meanwhile, for those nuclear reactors in which
space is limited, the shield also needs to be compact, light-weighted, and maybe
specialized. As a result, the radiation shielding design problem can be modeled as a
multi-objective optimization problem, given by Frontiers in Energy Research 01 frontiersin.org 10.3389/fenrg.2022.935648 Liu et al. 10.3389/fenrg.2022.935648 minimize f ⃗x f1 ⃗x, f2 ⃗x, /, fm ⃗x
T
subject to
⎧
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎩
fi ⃗x ≤fi,0, i 1, 2, /, m
subject to
⎧
⎪
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎪
⎩
⃗x (x1, x2, /, xn), x ∈Rn
Lj ≤xj ≤Uj,
j 1, 2, /, n
hkxj
≤0,
k 1, 2, /, q
vlxj
0,
l 1, 2, /, p
,
(1) of the sub-objectives are not added, so normally there are
solutions of which the sub-objectives are beyond tolerable
limits. In
addition,
the
commonly
used
radiation
transportation codes are the Monte Carlo code and one-
dimensional SN code. Simulations of Monte Carlo codes are
always fluctuated as a result of its statistical nature (Zhuang, et al.,
2019), causing difficulty for the optimization algorithms in
searching
for
global
optimal
solutions. Also,
the
one-
dimensional SN code cannot simulate the real radiation
transportation problems. (1) where
⃗x is a n-dimensional variable vector of the design
parameters;
fi( ⃗x)
represents
the
sub-objective
of
the
optimization; fi,0 represents the tolerable limit of the sub-
objectives; the values Lj and Uj represent the lower and
upper bounds of the variables, respectively; and the inequality
and equality equations hk and vl represent some domain
constraints for the parameters considering the economical or
engineering conditions. In this study, an optimization design method for the
nuclear reactor radiation shielding structure is developed. The non-dominated sorting algorithm is used for multi-
objective optimization. 2 Methodology Based on the optimization method, combining genetic
algorithms
with the paralleling
SN
code Hydra, several
approaches are studied for the multi-objective optimization
problem stated by Eq. 1, which are illustrated as follows. 1 Introduction Constraints of the sub-objectives
are
added
to
ensure
sub-objectives
of
the
optimized
solutions
within
tolerable
limits. In
addition,
the
paralleling three-dimensional SN code Hydra is used to
perform the radiation transportation calculations. Hydra
was
developed
by
the
NECP
(Nuclear
Engineering
Computational
Physics)
laboratory
which
uses
the
Koch–Baker–Alcouffe (KBA) algorithm to perform the
parallelization calculation (Wang et al., 2020). The aim of
this study is to develop an accurate and efficient optimization
method solving the multi-objective optimization problem of
the nuclear reactor shielding design, with the optimized
solutions of which sub-objectives are within the tolerable
limits. Conventionally,
the
radiation
shielding
structures
are
designed through trial-and-error procedure (Cacuci, 2010; Cai
et al., 2018; Ahmad et al., 2021), which performs as follows: first,
an initial shielding design is proposed according to the designer’s
expertise; then the initial design is modeled and simulated with
radiation transportation codes, such as Monte Carlo codes and
SN (discrete ordinate) codes. Second, design objectives are
analyzed. If the required objectives are not satisfied, the
parameters of the shielding structure are modified according
to the designer’s experience, and another solution is obtained,
simulated, and analyzed. The conventional method is time-
consuming, has low efficiency, and the optimal solution is
always
hard
to
obtain. In
recent
years,
multi-objective
optimization algorithms are introduced into the shielding
design field. Tunes et al. (2017) combine the Matlab (Matrix
Laboratory) optimization toolbox with MCNP (A General Monte
Carlo N-Particle Transport Code) to optimize the biological
shielding structure of a compact pressurized water nuclear
reactor. Chen et al. developed the optimization method
combining
a
non-dominated
sorting
algorithm
with
the
Monte Carlo code MCNP, which is applied to the shielding
design of the Savannah reactor (Chen et al., 2019; Chen et al.,
2020). Wu et al. (2021) combined the PSO (Particle Swarm
Optimization) multi-objective optimization algorithm with the
one-dimensional SN code ANISN (A One-Dimensional Discrete
Ordinates Transport Code with Anisotropic Scattering) to
optimize the nuclear reactor shielding structure. In addition,
the
optimization
methods
combining
multi-objective
optimization algorithms with radiation transportation codes
are also used to the shielding design of the accelerator-driven
neutron source (Ma et al., 2021). Frontiers in Energy Research 2.3 Approach 3: Non-dominated sorting
with sub-objective constraints gi ⃗x
⎧
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎩
1
1 + fi ⃗x
,
if fi ⃗x ≤fi,0 ⃗x
0
else
(3) (3) Optimization results beyond the tolerable limits may appear
with direct application of the multi-objective optimization
algorithm. Hence, the multi-objective optimization method
with
constraints
of
sub-objectives
is
studied. First,
the
minimization optimization problem is converted into the
maximization optimization problem, given as Thus, the minimization problem stated by Eq. 2 can be
transformed into the maximization problem given by maximize g ⃗x gi ⃗x
T
. (4) (4) maximize g ⃗x gi ⃗x
T
, i 1, 2, /, m,
(7) (7) As a result, the multi-objective minimization problem of the
shielding
design
is
converted
into
a
single-objective
maximization
problem
by
treating
the
individuals
not
satisfying the constraints as “lethal genes”, of which the fitness
values are set to be 0. A single-objective genetic algorithm based
on elitism is applied to solve the single-objective maximization
problem stated by Eq. 4 (Zhou and Sun, 1999). where the sub-objectives are defined as where the sub-objectives are defined as gi ⃗x
⎧
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎩
1
1 + fi ⃗x
,
if fi ⃗x ≤fi,0
0
else
. (8) (8) Then, Eqs 7, 8 are implemented into the non-dominated
sorting algorithm NSGA-II for the multi-objective optimization. 2.1 Approach 1: The single-objective
method This approach converts the multi-objective optimization
problem into a single-objective optimization problem by
setting the other sub-objectives as constraints, given as minimize f ⃗x fi ⃗x
T
, i 1, 2, /, m
subject to
⎧
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎪
⎩
fi ⃗x ≤fi,0, j 1, 2, /, m; j ≠i
subject to
⎧
⎪
⎪
⎪
⎪
⎨
⎪
⎪
⎪
⎪
⎩
⃗x (x1, x2, /, xn), x ∈Rn
Lj ≤xj ≤Uj,
j 1, 2, /, n
hkxj
≤0,
k 1, 2, /, q
vlxj
0,
l 1, 2, /, p
. (2) (2) As
is
stated
previously,
the
current
multi-objective
optimization methods of shielding design mainly combine
multi-objective algorithms with radiation transportation codes. The non-dominated sorting algorithm is the most widely used
algorithm for multi-objective optimization. Two main drawbacks
exist among the current optimization methods. First, constraints In order to eliminate the individuals not satisfying the
constraints, the subobjectives are transformed by, In order to eliminate the individuals not satisfying the
constraints, the subobjectives are transformed by, frontiersin.org Frontiers in Energy Research 02 frontiersin.org Liu et al. 10.3389/fenrg.2022.935648 ∀i ∈{1, 2, /, m}: fi ⃗x1 ≤fi ⃗x2
(5)
∃j ∈{1, 2, /, m}: fj ⃗x1 < fj ⃗x2
(6) FIGURE 1
Pareto front of the two-objective-minimization problem. FIGURE 1
Pareto front of the two-objective-minimization problem. (5) (6) Additionally, a solution ⃗xp is called non-dominated solution
if there does not exist another solution that dominates it. The set
of the non-dominated solutions is called the Pareto front, e. g. for
a minimization problem with two objectives, and the dominated
and non-dominated solutions are shown by Figure 1. The NSGA-II (Non-dominated Sorting Genetic Algorithm)
is applied to solve the multi-objective optimization problem in
this study. NSGA-II is one of the most popular multi-objective
optimization algorithms with three special characteristics, fast
non-dominated
sorting
approach,
fast
crowded
distance
estimation
procedure,
and
simple
crowded
comparison
operator. Currently, the NSGA-II algorithm is widely used in
the multi-objective optimization field (Deb et al., 2002). 3 Results and discussion In
most
cases,
sub-objectives
of
the
multi-objective
optimization might be conflicting with each other, so there is
no single optimal solution to a given problem. Therefore, the
solutions are non-dominated “Pareto optimal”, which are the
trade-offs between the sub-objectives. For arbitrary given two
decision vectors ⃗x1 and ⃗x2, it can be said that ⃗x1 dominates ⃗x2
(denoted as ⃗x1 ≺⃗x2) if the following conditions are satisfied: 1)
the solution in decision vector ⃗x1 is no worse than that of
decision vector ⃗x2 in all objectives; 2) the solution in decision
vector ⃗x1 is strictly better than that of ⃗x2 in at least one objective. Th
d
b d
b d
h
ll Frontiers in Energy Research 3.2 The optimization objectives For the Savannah reactor, the purpose of optimizing is to
obtain a lightweight and compact shielding structure with the
radiation dose in the tally volume lower than the tolerable limit. Hence, the three optimization objectives are the shielding weight,
radiation dose in the tally volume, and volume of the shielding
structure, denoted as fW, fD, and fV, respectively. In addition, the
fast neutron flux (> 1.0 MeV) at the pressure vessel should be
lower than the tolerable limit value to ensure the operation life of
the reactor, so the fast neutron flux at the pressure vessel, denoted
as f4, acts as a constraint during the optimization. shield is a simplified shield model which consists of an annulus of
light water and stainless steel contained in the shield tank
surrounding the reactor. The water annulus is supplemented
by lead at the shield tank outer wall. The simplified shield model
of the Savannah reactor is shown in Figure 2. The visualization
toolkit Vised is used to visualize the geometrical structures of the
reactor shielding (X-5 Monte Carlo Team, 2003). The shielding weight, volume, radiation dose in the tally
volume, and fast neutron flux at the pressure vessel of the initial
design of the Savannah reactor perform as the tolerable limits of
the sub-objectives during the optimization. The paralleling SN
code Hydra is applied to perform the radiation transport
simulation. Fixed-source calculations with one source iteration
are performed in the S16-P3 approximation, where S16 indicates
the flux angular discretization is 16 and P3 indicates the order of
the expansion in Legendre polynomials of the scattering cross-
section is 3. The BUGLE-96 (Broad User Group Library ENDF/
B) cross-section library, specifically produced for LWR (Light-
Water Reactor) shielding and dosimetry applications, is used in
the Hydra calculations. BUGLE-96 is based on the ENDF/B-VI There are 18 shielding layers surrounding the reactor core. Thicknesses of the pressure vessel, air insulator, and containment
vessel are considered to be fixed; thus, the number of the
optimization
parameters
is
13. The
initial
layers
of
geometrical structures with different materials and the initial
design parameters and ranges of the optimization parameters are
listed in Table 1. Ranges of the optimization parameters are TABLE 1 Structure of the Savannah reactor shield and the optimization parameters. TABLE 1 Structure of the Savannah reactor shield and the optimization parameters. 3.1 The savannah reactor shielding model The simplified Savannah reactor model is introduced to
perform
radiation
shielding
design
optimization. The
Savannah is a single-screw, combination passenger-cargo ship,
which is powered by a nuclear reactor (Blizard et al., 1962). The
Savannah reactor is of the pressurized water type, fueled with
slightly enriched UO2. The critical core is 229.2 cm long overall,
with an active fuel length of 167.6 cm and an equivalent core
diameter of 157.6 cm. The initial design for the Savannah reactor The conditions can be described mathematically as Frontiers in Energy Research 03 frontiersin.org Liu et al. 10.3389/fenrg.2022.935648 considered based on the engineering needs of the Savannah
reactor (Blizard et al., 1962). FIGURE 2
Schematic of the radial and axial cross-section of the
simplified Savannah reactor shield model. FIGURE 2
Schematic of the radial and axial cross-section of the
simplified Savannah reactor shield model. 3.2 The optimization objectives Material
Initial values (cm)
Optimization parameter
Range (cm)
—
Reactor core
78.7
—
—
1
Water (0.8 g/cm3)
9.5
x0
0–20
2
Iron
2.5
x1
0–20
3
Water (0.8 g/cm3)
5.7
x2
0–20
4
Iron
5.1
x3
0–20
5
Water (0.8 g/cm3)
11.9
x4
0–20
6
Iron
2.5
x5
0–20
7
Water (0.8 g/cm3)
7.6
x6
0–20
8
Iron (Pressure vessel)
15.2
—
—
9
Air (Insulation)
10.2
—
—
10
Fe
1.0
—
—
11
Water (1.0 g/cm3)
83.8
x7
50–150
12
Iron
1.5
x8
0–20
13
Lead
7.6
x9
0–20
14
Air (space with equipment)
274.3
x10
274.32–518.16
15
Iron (containment vessel)
6.4
—
—
16
Lead
15.2
x11
0–50
17
Polyethylene
15.2
x12
0–50
18
Air (tally volume)
1.0
—
— Frontiers in Energy Research 04 frontiersin.org Liu et al. 10.3389/fenrg.2022.935648 TABLE 2 Tolerable limits of the sub-objectives. Sub-objective
fW,0 (ton)
fD,0 (Sv·h−1)
fV,0 (m3)
f4,0 (n·cm−2·s−1)
Tolerable limit (by Hydra)
202.9
3.8 × 10−5
162.1
7.6 × 109
Tolerable limit (by MCNP)
—
4.1 × 10−5
—
8.3 × 109 TABLE 2 Tolerable limits of the sub-objectives. (Evaluated Nuclear Data File) Release 3 evaluated data and is
available in the FIDO (Floating Index Data Operation) ANISN
format (White et al., 1996). The MCNP code is also carried out to
calculate the tolerable limits of the sub-objectives, listed in
Table 2. The relative deviation between the Hydra code and
the MCNP code for fV,0 and f4,0 are 8 and 8.7%, respectively,
indicating that the accuracy of Hydra code is sufficient for
optimization. In order to keep the sub-objectives to the same scale, the
sub-objectives are normalized using the following method,
given by FIGURE 3
Optimized objectives and Pareto fronts of the optimization
cases. f1
fW
fW, max −fW, min
f2
fD
fD, max −fD, min
,
f3
fV
fV, max −fV, min
(9) (9) where fW, max, fW, min, fD, max, fD, min, fV, max, and fV, min are the
maximum and minimum values of the shielding weight,
radiation dose, and the shielding volume, respectively, among
the optimization range listed in Table 1. FIGURE 3 Population size used in the optimization is 70, and the
number of generations is 100. The SBX (Simulated Binary
Crossover) operator is adopted with the crossover rate of 0.9. The polynomial mutation operator is used with the mutation rate
of 0.2. As is shown in Figure 3, the optimized objectives of case
1 and case 2 are close to the Pareto front of case 3. The Pareto
front curve of case 4 overlaps with the Pareto front curve of case
3. For the optimization results of case 3, there are 35 individuals
of which the sub-objectives are within the tolerable limits. However, for the optimization results of case 4, there are
70 individuals of which the sub-objectives are within the
tolerable limits, indicating that more optimized individuals
can be obtained by applying constraints on the sub-objectives
for optimization. 3.4.1 Optimization with two objectives 3.4.1 Optimization with two objectives First, situations with two competing sub-objectives are
studied, i. e., the shielding weight and radiation dose in the
tally volume. Four cases are studied in this section. The
optimization
approach
and
objectives
of
each
case
are
illustrated in Table 3. The optimized objectives (for case 1 and
case 2) and the Pareto fronts (for case 3 and case 4) are illustrated
in Figure 3. The geometrical structures of the initial design and eight
typical individuals picked from the optimization results of the
four cases are studied and shown in Figure 4. The eight typical
optimized individuals are the optimized individuals of case 1, Frontiers in Energy Research 05 frontiersin.org frontiersin.org Liu et al. 10.3389/fenrg.2022.935648 FIGURE 4
Cross-sections of the geometrical structures of the initial design and typical individuals after optimization; (A) initial design; (B) case 1; (C) case 2;
(D) case 3 with minimal weight; (E) case 3 with minimal dose; (F) case 3 with minimal weight within tolerable limits; (G) case 3 with minimal dose
within tolerable limits; (H) case 4 with minimal weight; and (I) case 4 with minimal dose. FIGURE 4
Cross-sections of the geometrical structures of the initial design and typical individuals after optimization; (A) initial design; (B) case 1; (C) case 2;
(D) case 3 with minimal weight; (E) case 3 with minimal dose; (F) case 3 with minimal weight within tolerable limits; (G) case 3 with minimal dose
within tolerable limits; (H) case 4 with minimal weight; and (I) case 4 with minimal dose. TABLE 4 Sub-objectives of the initial design and typical optimized
individuals. FIGURE 5
Pareto fronts of the optimization cases. Weight (ton)
Dose (Sv/h)
(a)
202.9
3.8 × 10−5
(b)
141.2
3.8 × 10−5
(c)
202.9
2.3 × 10−7
(d)
109.9
1.5 × 10−3
(e)
533.2
3.2 × 10−15
(f)
148.6
1.0 × 10−5
(g)
196.2
6.9 × 10−8
(h)
138.3
3.4 × 10−5
(i)
202.8
4.6 × 10−8 Comparing with the initial design, the optimized structures
are oriented by the optimization objectives. As for the two
competing
sub-objectives,
the
optimized
structure
with
minimal weight appears to have the maximal dose and vice
versa, as shown in Figures 4D,E. The other individuals show the
same pattern. The sub-objectives of the optimized individuals in
Figure 4 are listed in Table 3. Frontiers in Energy Research 3.4.1 Optimization with two objectives It can be seen that the optimization case 2, and case 3 with minimal weight, case 3 with minimal dose,
case 3 with minimal weight under tolerable limits, case 3 with
minimal dose under tolerable limits, case 4 with minimal weight,
and case 4 with minimal dose. Frontiers in Energy Research 06 frontiersin.org Liu et al. 10.3389/fenrg.2022.935648 FIGURE 6
Cross-sections of the geometrical structures of the initial design and typical individuals after optimization; (A) initial design; (B) case 1 with the
minimal weight; (C) case 1 with the minimal dose; (D) case 1 with the minimal volume; (E) case 1 with the minimal weight within the tolerable limits;
(F) case 1 with the minimal dose within the tolerable limits; (G) case 1 with the minimal volume within the tolerable limits; (H) case 2 with minimal
weight; (I) case 2 with minimal dose; (J) case 2 with minimal volume; (K) case 3 with minimal weight; (L) case 3 with minimal dose; and (M) case
3 with minimal volume. FIGURE 6
Cross-sections of the geometrical structures of the initial design and typical individuals after optimization; (A) initial design; (B) case 1 with the
minimal weight; (C) case 1 with the minimal dose; (D) case 1 with the minimal volume; (E) case 1 with the minimal weight within the tolerable limits;
(F) case 1 with the minimal dose within the tolerable limits; (G) case 1 with the minimal volume within the tolerable limits; (H) case 2 with minimal
weight; (I) case 2 with minimal dose; (J) case 2 with minimal volume; (K) case 3 with minimal weight; (L) case 3 with minimal dose; and (M) case
3 with minimal volume. result with approach 3 contains the best individuals with sub-
objectives under the tolerable limits, shown (h) and (i) in Table 4. Comparing with the initial design, the optimized weight can be
reduced by 31.8% (h) and the radiation dose can be reduced by ~
three orders of magnitude (i). however not equivalent. Three cases are studied in this
section. The optimization approach and limit value of the
weight of the cases are illustrated in Table 5. Pareto fronts of the three cases are shown in Figure 5. The number of the optimized individuals of which the
sub-objectives are under the tolerable limits for the three
cases is 9, 13, and 27. 3.4.1 Optimization with two objectives The “relaxation” is effective for the tight
limitation that generates too many lethal genes which may
cause difficulty for the algorithm searching for the optimal
solutions. Frontiers in Energy Research Author contributions BL designed the research and wrote the paper; YT raised
valuable questions that help improving the paper; FJ performed
the HYDRA calculations; GH conducted the research and
performed the genetic algorithm; MY performed the MCNP
calculations. 3.4.2 Optimization with three objectives Optimizations with two competing sub-objectives are studied
in Section 3.4.1, and the results agree well with the theoretical
anticipation. In this part, optimizations with three sub-objectives
are also studied. The sub-objective dose is competing with the
other two sub-objectives, i e., weight and volume. The sub-
objectives
weight
and
volume
are
positively
correlated, The geometric structures of the initial design and the
typical optimized individuals are shown in Figure 6. The
typical optimized individuals are as follows: case 1 with Frontiers in Energy Research 07 frontiersin.org frontiersin.org 10.3389/fenrg.2022.935648 Liu et al. minimal weight, case 1 with minimal dose, case 1 with
minimal volume, case 1 with minimal weight within the
tolerable limits, case 1 with minimal dose within the
tolerable limits, case 1 with minimal volume within the
tolerable limits, case 2 with minimal weight, case 2 with
minimal dose, case 2 with minimal volume, case 3 with
minimal weight, case 3 with minimal dose, and case 3 with
minimal volume. Similar to the optimization results in Section 3.4.1, the
optimized structures are oriented by the optimization
objectives. As for the competing sub-objectives, i. e.,
weight and dose
the optimized structure with minimal
TABLE 6 Sub-objectives of the initial design and the typical optimized
individuals. Weight (ton)
Dose (Sv·h−1)
Volume (m3)
(a)
202.9
3.8 × 10−5
162.1
(b)
70.9
8.6 × 10−1
130.2
(c)
760.7
2.7 × 10−15
334.9
(d)
74.4
3.8 × 10−1
124.6
(e)
146.5
2.9 × 10−5
155.9
(f)
201.1
4.6 × 10−6
160
(g)
148.3
3.4 × 10−5
153.1
(h)
140.7
3.1 × 10−5
158.1
(i)
156.7
1.1 × 10−5
162
(j)
147.5
3.5 × 10−5
155.7
(k)
140
3.8 × 10−5
158.1
(l)
171.8
4.0 × 10−6
159.2
(m)
166.6
3.8 × 10−5
147.6
TABLE 5 Optimization cases with three objectives. Case
Optimization method
Limit value of weight
(ton)
Case 1
Approach 2
None
Case 2
Approach 3
162.1
Case 3
Approach 3
300.0 weight (k), the optimized radiation dose (l), and the
optimized volume (m) are reduced by 31.0, 89.4, and 9.0%,
respectively. Comparing with the optimized results of Section 3.4.1, the
optimized individuals with minimum weight and dose are a
little higher. Increase of the sub-objectives may cause
difficulty for the optimization algorithm searching for
optimal solutions. TABLE 6 Sub-objectives of the initial design and the typical optimized
individuals. 4 Conclusion individuals. Weight (ton)
Dose (Sv·h−1)
Volume (m3)
(a)
202.9
3.8 × 10−5
162.1
(b)
70.9
8.6 × 10−1
130.2
(c)
760.7
2.7 × 10−15
334.9
(d)
74.4
3.8 × 10−1
124.6
(e)
146.5
2.9 × 10−5
155.9
(f)
201.1
4.6 × 10−6
160
(g)
148.3
3.4 × 10−5
153.1
(h)
140.7
3.1 × 10−5
158.1
(i)
156.7
1.1 × 10−5
162
(j)
147.5
3.5 × 10−5
155.7
(k)
140
3.8 × 10−5
158.1
(l)
171.8
4.0 × 10−6
159.2
(m)
166.6
3.8 × 10−5
147.6 An optimization method combining the non-dominated
sorting genetic algorithm with the paralleling 3-dimensional
SN code is developed and applied to radiation shielding
design of the Savannah reactor. Better performances of the
radiation shielding structure can be obtained through
optimization. For example, as for the optimization with
two
objectives,
the
optimized
shielding
weight
and
radiation dose can be reduced by 31.8% and ~3 orders of
magnitude, respectively. The optimized shielding weight,
radiation dose, and shielding volume of the optimization
with the three objectives are reduced by 31.0, 8.4, and
9.0%, respectively. The developed method is meaningful
for lightweight and compact design of nuclear reactors. However, sub-objectives that the developed method can
process are too few to shielding design of some types of
reactors with special purposes, so optimization design
method processing many sub-objectives (~10) is to be
developed in the future. minimal weight, case 1 with minimal dose, case 1 with
minimal volume, case 1 with minimal weight within the
tolerable limits, case 1 with minimal dose within the
tolerable limits, case 1 with minimal volume within the
tolerable limits, case 2 with minimal weight, case 2 with
minimal dose, case 2 with minimal volume, case 3 with
minimal weight, case 3 with minimal dose, and case 3 with
minimal volume. Data availability statement The raw data supporting the conclusion of this article
will be made available by the authors, without undue
reservation. Similar to the optimization results in Section 3.4.1, the
optimized structures are oriented by the optimization
objectives. As for the competing sub-objectives, i. e.,
weight and dose, the optimized structure with minimal
weight appears to have the maximal dose and vice versa,
as shown in Figures 6B,C. Also, as for the two positively
correlated sub-objectives, i. e., weight and volume, the
optimized
structures
are
also
positively
correlated,
as
shown in Figures 6B,D.The other individuals show the
same pattern. The sub-objectives of the initial design and
the typical optimized individual are listed in Table 6. It can be
seen that the optimization result with method 3 with
“relaxation” contains best individuals with sub-objectives
under the tolerable limits, shown as (k), (l), and (m) in
Table 6. Comparing with the initial design, the optimized Conflict of interest The authors declare that the research was conducted in the
absence of any commercial or financial relationships that could
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Evaluating Investment Risks of Metallic Mines Using an Extended TOPSIS Method with Linguistic Neutrosophic Numbers
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Zenodo (CERN European Organization for Nuclear Research)
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Article Received: 26 July 2017; Accepted: 3 August 2017; Published: 8 August 2017 Abstract: The investment in and development of mineral resources play an important role in the
national economy. A good mining project investment can improve economic efficiency and increase
social wealth. Faced with the complexity and uncertainty of a mine’s circumstances, there is great
significance in evaluating investment risk scientifically. In order to solve practical engineering
problems, this paper presents an extended TOPSIS method combined with linguistic neutrosophic
numbers (LNNs). Firstly, considering that there are several qualitative risk factors of mining
investment projects, the paper describes evaluation information by means of LNNs. The advantage
of LNNs is that major original information is reserved with linguistic truth, indeterminacy, and false
membership degrees. After that, a number of distance measures are defined. Furthermore, a common
status is that the decision makers can’t determine the importance degrees of every risk factor directly
for a few reasons. With respect to this situation, the paper offers a weight model based on maximizing
deviation to obtain the criteria weight vector objectively. Subsequently, a decision-making approach
through improving classical TOPSIS with LNNs comes into being. Next, a case study of the proposed
method applied in metallic mining projects investment is given. Some comparison analysis is also
submitted. At last, the discussions and conclusions are finished. Keywords: metallic mine project; investment risks evaluation; linguistic neutrosophic numbers;
maximum deviation; extended TOPSIS Symmetry 2017, 9, 149; doi:10.3390/sym9080149 1. Introduction Furthermore, qualitative information is also not expressed. Smarandache [17] firstly
put forward the concept of neutrosophic sets (NSs) to deal with consistent, hesitant, and inconsistent
information simultaneously. After that, many extensions based on NSs have been presented [18–20]. Related decision-making methods include TOPSIS [21], VIKOR [22], TODIM [23], COPRAS [24,25],
WASPAS [26], MULTIMOORA [27], ELECTRE [28,29], QUALIFLEX [30], and other approaches [31,32]. Among them, TOPSIS is widely used. The basic idea of this method is that the distance of the optimal
alternative with the positive ideal solution is nearest, and the negative-position ideal solution is
farthest [21]. It is easy to understand and operate for decision makers. In order to qualitatively evaluate risk, like social environment risk and management risk
in a mining project, linguistic variables may be a good description [33,34]. Much literature has
focused on risk assessment with linguistic information. A venture analysis method on the basis of
Dempster–Shafer theory under linguistic environment was presented in the literature [35]. Liu et al. [36]
established a risk linguistic decision matrix and discussed the situation when weight informationis
unknown. An unbalanced linguistic weighted geometric average operator was proposed to deal with
fuzzy risk evaluation problems in [37]. Peiris et al. [38] built three linguistic models to assess alien
plants’ invasion risks. For the sake of keeping as much linguistic evaluation information as possible, multiple extensions
about language were suggested. For example, the notion of 2-dimensional uncertain linguistic
variables occurred some researchers [39–41]. The idea of single-valued neutrosophic linguistic numbers
occurred to Ye [42]. Other extensive forms are intuitionistic linguistic sets [43], hesitant fuzzy linguistic
term sets [44,45], probabilistic linguistic term sets [46,47], and so on [48,49]. It is worth noting that
Chen et al. [50] proposed a group decision-making method in the light of linguistic intuitionistic
fuzzy numbers (LIFNs). They connected linguistic values with intuitionistic fuzzy numbers [51]. Then, the linguistic intuitionistic Frank Heronian average operator [52] and some improved linguistic
intuitionistic fuzzy operators [53] were proposed. However, there are only linguistic membership degrees and linguistic non-membership
degrees reflected in LIFNs. To overcome this shortcoming, Fang and Ye [54] came up with
the concept of linguistic neutrosophic numbers (LNNs). They are based on linguistic terms
and simplified neutrosophic numbers [55]. The truth-membership, indeterminacy-membership,
and false-membership in a linguistic neutrosophic number (LNN) are found using linguistic
information. 1. Introduction The assessment of investment risk has always attracted the attention of many researchers
in different fields [1]. For example, Wu et al. [2] proposed an improved Analytical Hierarchy
Process (AHP) approach to select an optimal financial investment strategy. An extended TOPSIS
method was provided by Hatami-Marbini and Kangi [3], and applied in the Tehran stock exchange. Yazdani-Chamzini et al. [4] constructed a model on the basis of AHP, decision-making trial and
evaluation, and TOPSIS to evaluate investment risk in the private sector of Iran. A VIKOR-DANP
method was presented by Shen et al. [5] and a case study of Taiwan’s semiconductor industry was
also given to demonstrate the effectiveness of the approach. Dincer and Hacioglu [6] discussed the
relationships of financial stress and conflict risk in emerging capital markets with a fuzzy AHP-TOPSIS
and VIKOR method. In high-tech fields, such as nanotechnology, Hashemkhani, Zolfani, and
Bahrami [7] provided a SWARA-COPRAS decision-making method. Unlike other general industries,
investment in the mining industry usually has a long cycle and large uncertainty [8]. There are a
lot of risk factors in the process of mining investment. Consequently, identifying and assessing the
investment venture of a mine accurately and properly is vital for any project. Symmetry 2017, 9, 149; doi:10.3390/sym9080149 www.mdpi.com/journal/symmetry www.mdpi.com/journal/symmetry 2 of 18 Symmetry 2017, 9, 149 The widely-used risk evaluation methods of mining investment can be divided into two main
categories [9]. Traditional methods include fault tree analysis, Monte Carlo Simulation, breakeven
analysis, the decision tree method, and so on. Another kind contains Analytic Hierarchy process
(AHP), fuzzy comprehensive evaluation, and so on. Many researchers have paid particular attention
to the latter method, which is based on fuzzy mathematics. Chen et al. [10] sorted and summarized
the risk elements of metallic mines, and then presented a method based on a fuzzy set and a neural
network. Wang et al. [11] constructed the fuzzy comprehensive appraisal model through creating a risk
estimation indicator system. San et al. [12] focused on Tongxin mine, and established an investment
risk assessment model with a fuzzy analytic hierarchy process. These methods take the ambiguity of
the assessment process into consideration. However, the fuzzy numbers, such as interval numbers [13], triangular fuzzy numbers [14,15],
and trapezoidal fuzzy numbers [16], used in most approaches have some limitations. On the one hand,
they only described limited consistent information, while the hesitant and inconsistent values are
not indicated. 1. Introduction The difference of LNNs with neutrosophic linguistic numbers (NLNs) [56] is that
there is only a linguistic value in NLNs, and the truth-membership, indeterminacy-membership, and
false-membership are crisp numbers. For instance, (s1, s2, s3) is a LNN, while (s1, < 0.1, 0.2, 0.3 >) is
a neutrosophic linguistic number (NLN). Of course, they are independent of each other as well. In addition, Fang and Ye [54] defined the operations and comparison rules of LNNs, and then
decision-making methods based on of several weighted mean operators were raised. 3 of 18 Symmetry 2017, 9, 149 From this we can see, considering the complicacy of mine environment and the ambiguity of
the human mind, assessing the ventures of mining projects on the basis of LNNs may be feasible
and advisable. As a result, this paper considers metallic mine investment risk under a linguistic
neutrosophic situation with incomplete weight information. A new and reasonable way to evaluate
risk degrees by means of LNNs is proposed. In summary, the fundamental innovations of this article
are conveyed as follows: (1)
Present a number of distance measures between two LNNs, such as the Hamming distance, the
Euclidean distance, and the Hausdorff distance. Equally important, prove relevant properties of
these formulas; (2)
Use the thought of maximum deviation for our reference, build a model with respect to linguistic
neutrosophic environment to obtain the values of mine risk evaluation criteria weight; (3)
Come up with the extended TOPSIS model with LNNs. Importantly, utilize this method to cope
with investment decision-making matter of metallic mine projects; 4)
Compare with other methods, in order to demonstrate the significance and superiority. We methodize the rest of this article as follows. In Section 2, basic background and knowledge
related to risk factors, linguistic information, and LNNs are presented. The extended TOPSIS method
with LNNs is depicted after defining the distance measures of LNNs and constructing the weight
model in Section 3. Section 4 studies a case of metallic mining investment, and the proposed approach is
applied in it. In Section 5, we make comparison with several current literatures. And then, conclusions
are made in the last section. 2. Background In this section, some preliminaries about mining investment risk factors, linguistic term sets,
linguistic scale functions, and LNNs are presented. 2.1. Risk Factors of Mining Project Investment 2.2. Linguistic Term Sets and Linguistic Scale Function 2.2. Linguistic Term Sets and Linguistic Scale Function Xu [58] first put forward the concept of linguistic term sets. For a certain linguistic term set,
there are a group of linguistic values si (i = 0, 1, . . . , 2g). Consequently, the linguistic term set can be
denoted as S = {si|i = 0, 1, . . . , 2g}. While the linguistic values in the above-mentioned linguistic term set are discrete, they may
not work on aggregated linguistic information. Accordingly, Xu [58] redefined the linguistic term
set with S = {si|i ∈[0, 2u]} (u > g), where the elements are continuous. Moreover, we can compare
arbitrary linguistic terms in accordance with their subscripts. Namely, when i > j, si > sj is established. The operational rules of any two linguistic values si, sj ∈S are indicated: (1) the addition operator
si ⊕sj = si+j; (2) the scalar multiplication τsi = sτi, 0 ≤τ ≤1; (3) the negation operator ne(si) = s−i. Definition 1. [59] The linguistic scale function is regarded as a mapping from linguistic values si
(i = 0, 1, · · · , 2g) to a corresponding crisp number cni ∈[0, 1]. Furthermore, it should meet the requirement
of monotonically increasing, that is to say, 0 ≤cn0 < cn1 < · · · < cn2g ≤1. g
As the continuous linguistic term sets are defined, we use f (si) = cni =
i
2u (i ∈[0, 2u]) as the linguistic
scale function in this essay. The inverse function can be described as f −1(cni) = 2u · cni (i ∈[0, 2u]). 2.1. Risk Factors of Mining Project Investment The economic factors of mines and the risk influence factors of metallic mines are introduced in
this subsection. According to the situation of mining investment in China and the research results of the World
Bank’s investment preference, Pan [57] divided the economic venture of mining investment into five
types. They are financial risk, production risk, market risk, personnel risk, and environmental risk,
respectively. More details can be seen in Table 1. Table 1. The economic risk factors of mines. Table 1. The economic risk factors of mines. Risk Factors
Explanations
Financial risk
Caused by the unexpected changes in the mine’s balance of payments. It largely
consists of financial balance, exchange rate, interest rate, and other factors. Production risk
Caused by accident, which makes it impossible to produce the production plan
according to the predetermined cost. Mainly including production cost, technical
conditions, selection scheme, and so on. Market risk
Caused by the unexpected changes in the market, which makes the mine unable to
sell its products according to the original plan. It chiefly contains demand forecasting,
substitution products, peer competition, and other factors. Personnel risk
Caused by accident or change of the important personnel in the mine, which causes a
significant impact on the production and operation of the mine. The main factors
include accidental casualties, confidential leaks, and personnel changes. Environmental risk
Caused by the changes of the external environment of the mining industry, which
primarily comprises the national policies, geological conditions, and
pollution control. 4 of 18 Symmetry 2017, 9, 149 In 2011, Chen et al. [10] summarized and classified the influence factors of the metallic mining
investment process based on strategic angle of investment implementation. The presented risk system
(see Table 2.) includes two levels of indicators, which are five primary indicators and sixty secondary
indicators. The secondary index corresponds to the attributes of the primary one. Table 2. Investment risk evaluation system of metallic mining. Assessment Indicators
Primary indicators
Secondary indicators
Production risk
Mining type, production equipment level, and mining technology
Geological risk
Geological grade, mine reserves, hydrogeology, and surrounding rock conditions
Social environment
Marco economy, national industrial policy, and international environment
Market risk
Marketing ability, product market price, and potential competition
Management risk
Rationality of enterprise organization, scientific decision, and
management personnel Table 2. Investment risk evaluation system of metallic mining. 2.3. Linguistic Neutrosophic Numbers where γi is the related weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. 3. Extended TOPSIS Method with Incomplete Weight Information In this section, we present the idea of an extended TOPSIS method with LNNs, and discuss the
situation in which weight information is completely unknown. 2.3. Linguistic Neutrosophic Numbers Definition 5. [54] If η1 = (sT1, sI1, sF1) and η2 = (sT2, sI2, sF2) are two LNNs, then the comparison rule is:
(1)
η1 > η2 if SC(η1) > SC(η2);
(2)
η1 > η2 if SC(η1) = SC(η2) and AC(η1) > AC(η2);
(3)
η1 = η2 if SC(η1) = SC(η2) and AC(η1) = AC(η2). (1)
η1 > η2 if SC(η1) > SC(η2);
(
)
(
) 2)
η1 > η2 if SC(η1) = SC(η2) and AC(η1) > AC(η2);
3)
η1 = η2 if SC(η1) = SC(η2) and AC(η1) = AC(η2). Definition 6. [54] Assume there are a group of LNNs ηi = (sTi, sIi, sFi) (i = 1, 2, . . . , n), the linguistic
neutrosophic weight arithmetic mean (LNWAM) operator is: Definition 6. [54] Assume there are a group of LNNs ηi = (sTi, sIi, sFi) (i = 1, 2, . . . , n), the linguistic
neutrosophic weight arithmetic mean (LNWAM) operator is: LNWAM(η1, η2, . . . , ηn) =
n
∑
i=1
γiηi = (s
2u−2u
n
∏
i=1
(1−Ti
2u )
γi , s
2u
n
∏
i=1
( Ii
2u )
γi , s
2u
n
∏
i=1
( Fi
2u )
γi ),
(3) (3) i
1
i
1
i
1
where γi is the corresponding weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. where γi is the corresponding weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. where γi is the corresponding weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. where γi is the corresponding weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. Definition 7. [54] Assume ηi = (sTi, sIi, sFi) (i = 1, 2, . . . , n) are a set of LNNs, the linguistic neutrosophic
weight geometric mean (LNWGM) operator is: LNWGM(η1, η2, . . . , ηn) =
n
∑
i=1
ηi
γi = (s
2u
n
∏
i=1
( Ti
2u )
γi , s
2u−2u
n
∏
i=1
(1−Ii
2u )
γi , s
2u−2u
n
∏
i=1
(1−Fi
2u )
γi ),
(4) (4) where γi is the related weight value of ηi, 0 ≤γi ≤1 and
n
∑
i=1
γi = 1. 2.3. Linguistic Neutrosophic Numbers Definition 2. [54] Given the linguistic term set S = {si|i ∈[0, 2u]}, if sT, sI, sF ∈S, then η = (sT, sI, sF)
can be regarded as a LNN, where sT, sI, and sF are independent, and describe the linguistic truth-membership
degree, the linguistic indeterminacy-membership degree, and the linguistic falsity-membership degree in turn. Definition 3. [54] Assume η1 = (sT1, sI1, sF1) and η2 = (sT2, sI2, sF2) are two LNNs, then the operations of
them are represented as follows: (1)
η1 ⊕η2 = (sT1, sI1, sF1) ⊕(sT2, sI2, sF2) = (sT1+T2−T1T2
2u , s I1I2
2u , s F1F2
2u );
(2)
η1 ⊗η2 = (sT1, sI1, sF1) ⊕(sT2, sI2, sF2) = (s T1T2
2u , sI1+I2−I1I2
2u , sF1+F2−F1F2
2u );
(3)
qη1 = q(sT1, sI1, sF1) = (s2u−2u(1−T1
2u )
q, s2u( I1
2u )
q, s2u( F1
2u )
q), q > 0;
(4)
η1q = (sT1, sI1, sF1)q = (s2u( T1
2u )
q, s2u−2u(1−I1
2u )
q, s2u−2u(1−F1
2u )
q), q > 0. (1)
η1 ⊕η2 = (sT1, sI1, sF1) ⊕(sT2, sI2, sF2) = (sT1+T2−T1T2
2u , s I1I2
2u , s F1F2
2u );
(2)
η1 ⊗η2 = (sT1, sI1, sF1) ⊕(sT2, sI2, sF2) = (s T1T2
2u , sI1+I2−I1I2
2u , sF1+F2−F1F2
2u );
(3)
qη1 = q(sT1, sI1, sF1) = (s2u−2u(1−T1
2u )
q, s2u( I1
2u )
q, s2u( F1
2u )
q), q > 0;
(4)
η1q = (sT1, sI1, sF1)q = (s2u( T1
2u )
q, s2u−2u(1−I1
2u )
q, s2u−2u(1−F1
2u )
q), q > 0. 5 of 18 Symmetry 2017, 9, 149 Definition 4. [54] Suppose η = (sT, sI, sF) is an optional LLN, the following are the score function and the
accuracy function, respectively: SC(η) = (4u + T −I −F)/(6u),
(1)
AC(η) = (T −F)/(2u). (2) SC(η) = (4u + T −I −F)/(6u),
(1) (1) y f
p
y
SC(η) = (4u + T −I −F)/(6u),
(1)
AC(η) = (T −F)/(2u). (2) SC(η) = (4u + T −I −F)/(6u),
(1) AC(η) = (T −F)/(2u). (2) (2) Definition 5. [54] If η1 = (sT1, sI1, sF1) and η2 = (sT2, sI2, sF2) are two LNNs, then the comparison rule is:
(1)
η1 > η2 if SC(η1) > SC(η2);
(2)
η1 > η2 if SC(η1) = SC(η2) and AC(η1) > AC(η2);
(3)
η1 = η2 if SC(η1) = SC(η2) and AC(η1) = AC(η2). 3.2. Distance Measures of LNNs In this subsection, we intend to introduce several distance formulas of LNNs, so that the discussion
behind these can be smoothly advanced. Definition 8. Let η1 = (sT1, sI1, sF1) and η2 = (sT2, sI2, sF2) be two haphazard LNNs. S = {si|i ∈[0, 2u]} is
the linguistic term set, and f (si) =
i
2u is the linguistic scale function. Then, the distance between η1 and η2 are
denoted as follows: d(η1, η2) = ( 1
3(| f (sT1) −f (sT2)|λ + | f (s2u−I1) −f (s2u−I2)|λ + | f (s2u−F1) −f (s2u−F2)|λ))
1
λ , λ > 0. (5) (5) Remarkably: 3.1. Descriptions With respect to the multi-criteria decision-making problems under linguistic neutrosophic
situations, k decision makers evaluate a set of options X = {x1, x2, . . . , xn} under some attributes
A = {a1, a2, . . . , am}. ωj is the corresponding weight of aj, which is completely unknown, but satisfies
ωj ∈[0, 1] and
m
∑
i=1
ωj = 1. There are k decision makers {b1, b2, . . . , bk} with the related weight
k {γ1, γ2, . . . , γk}, 0 ≤γl ≤1 (l = 1, 2, . . . , k) and
k
∑
l=1
γl = 1. S = {si|i ∈[0, 2u]} is the predefi linguistic term set. In order to rank the objects or pick out the optimal one(s), each decision-maker
(bl(l = 1, 2, . . . , k)) makes evaluations and then constructs the corresponding decision-making matrix,
that is: N(l) = (η(l)
ij )n×m =
η(l)
11
· · ·
η(l)
1m
η(l)
21
· · ·
η(l)
2m
... · · ·
... η(l)
n1
· · ·
η(l)
nm
=
(s(l)
T11, s(l)
T11, s(l)
T11)
· · ·
(s(l)
T1m, s(l)
T1m, s(l)
T1m)
(s(l)
T21, s(l)
T21, s(l)
T21)
· · ·
(s(l)
T2m, s(l)
T2m, s(l)
T2m)
... · · ·
... (s(l)
Tn1, s(l)
Tn1, s(l)
Tn1)
· · ·
(s(l)
Tnm, s(l)
Tnm, s(l)
Tnm)
, (l = 1, 2, . . . , k). 6 of 18 Symmetry 2017, 9, 149 The
basic
elements
of
the
matrix
N(l)
are
by
means
of
LNNs,
where
η(l)
ij
= (s(l)
Tij, s(l)
Tij, s(l)
Tij)(s(l)
Tij, s(l)
Tij, s(l)
Tij ∈S) means the assessment information of bl about xi related to
criteria aj. Remarkably: (1)
when λ = 1, the Hamming distance (1)
when λ = 1, the Hamming distance dHm(η1, η2) = 1
3(| f (sT1) −f (sT2)| + | f (s2u−I1) −f (s2u−I2)| + | f (s2u−F1) −f (s2u−F2)|);
(6) (6) (2)
when λ = 2, the Euclidean distance (2)
when λ = 2, the Euclidean distance (2)
when λ = 2, the Euclidean distance dEd(η1, η2) =
r
1
3(| f (sT1) −f (sT2)|2 + | f (s2t−I1) −f (s2t−I2)|2 + | f (s2t−F1) −f (s2t−F2)|2);
(7) (3)
the Hausdorff distance (3)
the Hausdorff distance dHd(η1, η2) = max
| f (sT1) −f (sT2)|, | f (s2t−I1) −f (s2t−I2)|, | f (s2t−F1) −f (s2t−F2)|
. (8) Property 1. Given three arbitrary LNNs η1 = (sT1, sI1, sF1), η2 = (sT2, sI2, sF2) and η3 = (sT3, sI3, sF3). The
linguistic term set is S = {si|i ∈[0, 2u]}, and the universal set of LNNs is Ω. For any η1, η2, η3 ∈Ω, the
following properties are met: (1)
0 ≤d(η1, η2) ≤1;
(2)
d(η1, η2) = d(η2, η1);
(3)
d(η1, η2) = 0 if η1 = η2;
(4)
d(η1, η3) ≤d(η1, η2) + d(η2, η3). (1)
0 ≤d(η1, η2) ≤1;
(2)
d(η1, η2) = d(η2, η1);
(3)
d(η1, η2) = 0 if η1 = η2; (2)
d(η1, η2) = d(η2, η1);
(3)
d(η1, η2) = 0 if η1 = η2; (3)
d(η1, η2) = 0 if η1 = η2; (4)
d(η1, η3) ≤d(η1, η2) + d(η2, η3). (2)
This proof is obvious. Proof. If u = 4, two LNNs η1 = (s1, s2, s4) and η2 = (s5, s3, s6), the Hamming distance is
dHm(η1, η2) ≈0.292, the Euclidean distance is dEd(η1, η2) ≈0.331, and the Hausdorff distance is
dHd(η1, η2) = 0.500. 3.3. Weight Model Based on Maximum Deviation
3.3. Weight Model Based on Maximum Deviation Because the weight information is completely unknown, we use the maximum deviation
approach to determine the weight vector of criteria in this subsection. Th b
i id
f h
i
d
i
i
h d i
h
[60]
Because the weight information is completely unknown, we use the maximum deviation approach
to determine the weight vector of criteria in this subsection. The basic idea of the maximum deviation method is that [60]:
The basic idea of the maximum deviation method is that [60]: The basic idea of the maximum deviation method is that [60]:
The basic idea of the maximum deviation method is that [60]: (1) If there is a tiny difference of evaluation values
ij
η among all objects under criteria
ja
(
1,2,...,
)
j
m
=
, it indicates that the criteria
ja has little effect on the sorting results. Accordingly, it is appropriate to allocate a small value of the related weight
j
ω . (1)
If there is a tiny difference of evaluation values ηij among all objects under criteria
aj(j
=
1, 2, . . . , m), it indicates that the criteria aj has little effect on the sorting results. Accordingly, it is appropriate to allocate a small value of the related weight ωj. (2)
Conversely, if there is a significant variance of assessment information ηij among all alternatives
under criteria aj(j = 1, 2, . . . , m), then the criteria aj may be very important to the ranking orders. In this case, giving a large weight value ωj is reasonable. (2)
Conversely, if there is a significant variance of assessment information ηij among all alternatives
under criteria aj(j = 1, 2, . . . , m), then the criteria aj may be very important to the ranking orders. In this case, giving a large weight value ωj is reasonable. (3)
Notably, if ηij are the same values among all options under criteria aj ((j = 1, 2, . . . , m)), it means
that the criteria aj doesn’t affect the ranking results. Therefore, we can make the corresponding
weight ωj = 0. (3)
Notably, if ηij are the same values among all options under criteria aj ((j = 1, 2, . . . , m)), it means
that the criteria aj doesn’t affect the ranking results. Therefore, we can make the corresponding
weight ωj = 0. Proof. and
1
2
2
2
|
(
)
(
)|
u F
u F
f s
f s
−
−
−
1
2
2
3
2
2
2
2
|
(
)
(
)
(
)
(
) |
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
=
−
+
− 1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
, 1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
, hence,
1
3
1
2
2
3
(
,
)
(
,
)
(
,
)
d
d
d
η η
η η
η η
≤
+
. Example 1. If
4
u =
, two LNNs
1
1
2
4
( ,
,
)
s s s
η =
and
2
5
3
6
(
,
,
)
s s s
η =
, the Hamming distance is
1
2
(
,
)
0.292
Hm
d
η η
≈
, the Euclidean distance is
1
2
(
,
)
0.331
Ed
d
η η
≈
, and the Hausdorff distance is
1
2
(
,
)
0.500
Hd
d
η η
=
. Example 1. If u = 4, two LNNs η1 = (s1, s2, s4) and η2 = (s5, s3, s6), the Hamming distance is
dHm(η1, η2) ≈0.292, the Euclidean distance is dEd(η1, η2) ≈0.331, and the Hausdorff distance is
dHd(η1, η2) = 0.500. Example 1. If
4
u =
, two LNNs
1
1
2
4
( ,
,
)
s s s
η =
and
2
5
3
6
(
,
,
)
s s s
η =
, the Hamming distance is
1
2
(
,
)
0.292
Hm
d
η η
≈
, the Euclidean distance is
1
2
(
,
)
0.331
Ed
d
η η
≈
, and the Hausdorff distance is
1
2
(
,
)
0.500
Hd
d
η η
=
. Example 1. Proof. Thus, d(η1, η2)
= ( 1
3(| f (sT1) −f (sT2)|λ + | f (s2u−I1) −f (s2u−I2)|λ + | f (s2u−F1) −f (s2u−F2)|λ))
1
λ
= ( 1
3(| T1−T2
2u
|λ + | I2−I1
2u |λ + | F2−F1
2u |λ))
1
λ
= ( 1
3(| T1−F1+F1−T2
2u
|λ + | I2−I1
2u |λ + | F2−T2+T2−F1
2u
|λ))
1
λ
= ( 1
3(| T2−F2+F1−T2
2u
|λ + | I2−I1
2u |λ + | F1−T1+T2−F1
2u
|λ))
1
λ
= ( 1
3(| F1−F2
2u |λ + | I1−I2
2u |λ + | T2−T1
2u
|λ))
1
λ
= ( 1
3(| f (sT2) −f (sT1)|λ + | f (s2u−I2) −f (s2u−I1)|λ + | f (s2u−F2) −f (s2u−F1)|λ))
1
λ
= d(η2, η1)
1
1
2
2
1
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
T
I
I
F
F
u
u
u
λ
λ
λ
λ
−
−
−
=
+
+
1
1
1
1
2
2
1
2
2
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
F
F
T
I
I
F
T
T
F
u
u
u
λ
λ
λ
λ
−
+
−
−
−
+
−
=
+
+
1
2
2
1
2
2
1
1
1
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
F
F
T
I
I
F
T
T
F
u
u
u
λ
λ
λ
λ
−
+
−
−
−
+
−
=
+
+
1
1
2
1
2
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
F
F
I
I
T
T
u
u
u
λ
λ
λ
λ
−
−
−
=
+
+
2
1
2
1
2
1
1
2
2
2
2
1
( (|
(
)
(
) |
|
(
)
(
) |
|
(
)
(
) | ))
3
T
T
u I
u I
u F
u F
f s
f s
f s
f s
f s
f s
λ
λ
λ
λ
−
−
−
−
=
−
+
−
+
−
2
1
(
,
)
d η η
= (3)
Since
η1 = η2, then SC(η1) = SC(η2) and AC(η1) = AC(η2)
⇒(4u + T1 −I1 −F1)/(6u) = (4u + T2 −I2 −F2)/(6u) and (T1 −F1)/(2u) = (T2 −F2)/(2u)
⇒T1 −I1 −F1 = T2 −I2 −F2 and T1 −F1 = T2 −F2 ⇒I1 = I2 and T1 −F1 = T2 −F2. Proof. (1)
Because f (si) =
i
2u ∈[0, 1] ⇒| f (sT1) −f (sT2)| ∈[0, 1], | f (s2u−I1) −f (s2u−I2)| and | f (s2u−F1) −
f (s2u−F2)|, as λ > 0, then 0 ≤d(η1, η2) ≤1. (2)
This proof is obvious. 7 of 18 7 of 18 Symmetry 2017, 9, 149
(4u
T − (3)
Since
η1 = η2, then SC(η1) = SC(η2) and AC(η1) = AC(η2)
⇒(4u + T1 −I1 −F1)/(6u) = (4u + T2 −I2 −F2)/(6u) and (T1 −F1)/(2u) = (T2 −F2)/(2u)
⇒T1 −I1 −F1 = T2 −I2 −F2 and T1 −F1 = T2 −F2 ⇒I1 = I2 and T1 −F1 = T2 −F2. Proof. Thus, d(η1, η2)
= ( 1
3(| f (sT1) −f (sT2)|λ + | f (s2u−I1) −f (s2u−I2)|λ + | f (s2u−F1) −f (s2u−F2)|λ))
1
λ
= ( 1
3(| T1−T2
2u
|λ + | I2−I1
2u |λ + | F2−F1
2u |λ))
1
λ
= ( 1
3(| T1−F1+F1−T2
2u
|λ + | I2−I1
2u |λ + | F2−T2+T2−F1
2u
|λ))
1
λ
= ( 1
3(| T2−F2+F1−T2
2u
|λ + | I2−I1
2u |λ + | F1−T1+T2−F1
2u
|λ))
1
λ
= ( 1
3(| F1−F2
2u |λ + | I1−I2
2u |λ + | T2−T1
2u
|λ))
1
λ
= ( 1
3(| f (sT2) −f (sT1)|λ + | f (s2u−I2) −f (s2u−I1)|λ + | f (s2u−F2) −f (s2u−F1)|λ))
1
λ
= d(η2, η1)
1
1
2
2
1
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
T
I
I
F
F
u
u
u
λ
λ
λ
λ
−
−
−
=
+
+
1
1
1
1
2
2
1
2
2
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
F
F
T
I
I
F
T
T
F
u
u
u
λ
λ
λ
λ
−
+
−
−
−
+
−
=
+
+
1
2
2
1
2
2
1
1
1
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
T
F
F
T
I
I
F
T
T
F
u
u
u
λ
λ
λ
λ
−
+
−
−
−
+
−
=
+
+
1
1
2
1
2
2
1
1
( (|
|
|
|
|
| ))
3
2
2
2
F
F
I
I
T
T
u
u
u
λ
λ
λ
λ
−
−
−
=
+
+
2
1
2
1
2
1
1
2
2
2
2
1
( (|
(
)
(
) |
|
(
)
(
) |
|
(
)
(
) | ))
3
T
T
u I
u I
u F
u F
f s
f s
f s
f s
f s
f s
λ
λ
λ
λ
−
−
−
−
=
−
+
−
+
−
2
1
(
,
)
d η η
= (4)(4) As
1
2
|
(
)
(
) |
T
T
f s
f s
−
=
1
2
2
3
|
(
)
(
)
(
)
(
)|
T
T
T
T
f s
f s
f s
f s
−
+
−
1
2
2
3
|
(
)
(
) |
|
(
)
(
) |
T
T
T
T
f s
f s
f s
f s
≤
−
+
−
,
1
2
2
2
|
(
)
(
)|
u I
u I
f s
f s
−
−
−
1
2
2
3
2
2
2
2
|
(
)
(
)
(
)
(
) |
u I
u I
u I
u I
f s
f s
f s
f s
−
−
−
−
=
−
+
−
1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u I
u I
u I
u I
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
,
and
1
2
2
2
|
(
)
(
)|
u F
u F
f s
f s
−
−
−
1
2
2
3
2
2
2
2
|
(
)
(
)
(
)
(
) |
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
=
−
+
−
1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
,
hence,
1
3
1
2
2
3
(
,
)
(
,
)
(
,
)
d
d
d
η η
η η
η η
≤
+
. Proof. (4)(4) As
1
2
|
(
)
(
) |
T
T
f s
f s
−
=
1
2
2
3
|
(
)
(
)
(
)
(
)|
T
T
T
T
f s
f s
f s
f s
−
+
−
1
2
2
3
|
(
)
(
) |
|
(
)
(
) |
T
T
T
T
f s
f s
f s
f s
≤
−
+
−
,
1
2
2
2
|
(
)
(
)|
u I
u I
f s
f s
−
−
−
1
2
2
3
2
2
2
2
|
(
)
(
)
(
)
(
) |
u I
u I
u I
u I
f s
f s
f s
f s
−
−
−
−
=
−
+
−
1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u I
u I
u I
u I
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
,
and
1
2
2
2
|
(
)
(
)|
u F
u F
f s
f s
−
−
−
1
2
2
3
2
2
2
2
|
(
)
(
)
(
)
(
) |
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
=
−
+
−
1
2
2
3
2
2
2
2
|
(
)
(
)|
|
(
)
(
)|
u F
u F
u F
u F
f s
f s
f s
f s
−
−
−
−
≤
−
+
−
,
hence,
1
3
1
2
2
3
(
,
)
(
,
)
(
,
)
d
d
d
η η
η η
η η
≤
+
. 3.3. Weight Model Based on Maximum Deviation
3.3. Weight Model Based on Maximum Deviation For the sake of obtaining the difference values, we define the deviation degree of a certain object
xi(i = 1, 2, . . . , n) to all objects for a certain criteria aj(j = 1, 2, . . . , m) as follows: Dij(ωj) =
n
∑
e=1
d(ηij, ηej)ωj,
(9) Dij(ωj) =
n
∑
e=1
d(ηij, ηej)ωj, (9) where d(ηij, ηej) is the distance measure between ηij and ηej. where d(ηij, ηej) is the distance measure between ηij and ηej. Symmetry 2017, 9, 149 8 of 18 Subsequently, the deviation degrees of all options under the criteria aj(j = 1, 2, . . . , m) can be
denoted as: Subsequently, the deviation degrees of all options under the criteria aj(j = 1, 2, . . . , m) can be
denoted as:
n
n
n Dj(ωj) =
n
∑
i=1
Dij(ωj) =
n
∑
i=1
n
∑
e=1
d(ηij, ηej)ωj. (10) (10) Thus, the total deviation of all alternatives with all criteria is proposed in the following: Thus, the total deviation of all alternatives with all criteria is proposed in the following: D(ω) =
m
∑
j=1
Dj(ωj) =
m
∑
j=1
n
∑
i=1
Dij(ωj) =
m
∑
j=1
n
∑
i=1
n
∑
e=1
d(ηij, ηej)ωj. (11) (11) As a result, we can build the weight model based on maximum deviation as follows: max D(ω)
=
m
∑
j=1
n
∑
i=1
n
∑
e=1
d(ηij, ηej)ωj
=
m
∑
j=1
n
∑
i=1
n
∑
e=1
( 1
3(| f (sTij) −f (sTej)|λ + | f (s2u−Iij) −f (s2u−Iej)|λ + | f (s2u−Fij) −f (s2u−Fej)|λ))
1
λ ωj
s.t
m
∑
j=1
ω2
j = 1
0 ≤ωj ≤1, j = 1, 2, . . . 3.3. Weight Model Based on Maximum Deviation
3.3. Weight Model Based on Maximum Deviation , m
(12) (12) s.t In order to get the solution, we can construct the Lagrange function as that: L(ω, p) =
m
∑
j=1
n
∑
i=1
n
∑
e=1
( 1
3(| f (sTij) −f (sTej)|λ + | f (s2u−Iij)−
f (s2u−Iej)|λ+
| f (s2u−Fij) −f (s2u−Fej)|λ))
1
λ ωj + p
2 (
m
∑
j=1
ω2
j −1)
(13) (13) Taking the partial deviation of this function, we have: Taking the partial deviation of this function, we have:
∂L(ω,p)
∂ω
=
m
∑
j=1
n
∑
i=1
n
∑
e=1
( 1
3(| f (sTij) −f (sTej)|λ + | f (s2u−Iij) −f (s2u−Iej)|λ+| f (s2u−Fij) −f (s2u−Fej)|λ))
1
λ + pωj = 0
∂L(ω,p)
∂p
=
m
∑
j=1
ω2
j −1 = 0
⇒p =
s
m
∑
j=1
(
n
∑
i=1
n
∑
e=1
( 1
3(| f (sTij) −f (sTej)|λ + | f (s2u−Iij) −f (s2u−Iej)|λ + |(s2u−Fij) −f (s2u−Fej)|λ))
1
λ )
2
and
ωj =
n
∑
i=1
n
∑
e=1
( 1
3 (| f (sTij)−f (sTej)|λ+| f (s2u−Iij)−f (s2u−Iej)|λ+|(s2u−Fij)−f (s2u−Fej)|λ))
1
λ
v
u
u
t m
∑
j=1
(
n
∑
i=1
n
∑
e=1
( 1
3 (| f (sTij)−f (sTej)|λ+| f (s2u−Iij)−f (s2u−Iej)|λ+|(s2u−Fij)−f (s2u−Fej)|λ))
1
λ )
2 . (14) (ω,p)
∂ω
=
m
∑
j=1
n
∑
i=1
n
∑
e=1
( 1
3(| f (sTij) −f (sTej)|λ + | f (s2u−Iij) −f (s2u−Iej)|λ+| f (s2u−Fij) −f (s2u−Fej)|λ))
1
λ + pωj = 0
(
)
m ∂L(ω,p)
∂p
=
m
∑
j=1
ω2
j −1 = 0 (14) In the end, we can use the following formula to normalize the criteria weights: In the end, we can use the following formula to normalize the criteria weights: ω∗
j =
ωj
m
∑
j=1
ωj
, j = 1, 2, . . . , m. (15) (15) The Extended TOPSIS Method with LNNs 3.4. The Extended TOPSIS Method with LNNs 3.4. The Extended TOPSIS Method with LNNs The bigger the
value of Di, the better the alternative xi is. 3.4. The Extended TOPSIS Method with LNNs , m) based on
Formula (9), and then normalize the weight information in line with Formula (10), denoted as ω•
j
(j = 1, 2, . . . , m). (j = 1, 2, . . . , m). (j
)
Step 4:
Establish the weight standardized decision-making matrix N∗
=
(η∗
ij)n×m
=
(s∗
Tij, s∗
Iij, s∗
Fij)
n×m through multiplying the normalized matrix with weight vector, where s∗
Tij = ωjs•
Tij,
s∗
Iij = ωjs•
Iij and s∗
Fij = ωjs•
Fij. j
ij
ij
j
ij
ep 5: Distinguish the positive ideal solution η+ and the negative ideal solution η−, respectively, ij
j
ij
ij
j
ij
Step 5: Distinguish the positive ideal solution η+ and the negative ideal solution η−, respectively,
then: η+ = (η+
1 , η+
1 , . . . , η+
m), η+
j = max
i
(η∗
ij), (j = 1, 2, . . . , m)
(16) (16) And η−= (η−
1 , η−
1 , . . . , η−
m), η−
j = min
i (η∗
ij), (j = 1, 2, . . . , m)
(17) (17) Step 6: Based on Formula (5), calculate the distance measures of the positive ideal solution to all
options, and the distance measures of the negative ideal solution to all options in proper sequence. The computation formulas are: d+ = (d+
1 , d+
1 , . . . , d+
n ), d+
i =
m
∑
j=1
d(η+
j , η∗
ij), (i = 1, 2, . . . , n)
(18) (18) And d−= (d−
1 , d−
1 , . . . , d−
n ), d−
i =
m
∑
j=1
d(η−
j , η∗
ij), (i = 1, 2, . . . , n). (19) (19) Step 7: For each option xi (i = 1, 2, . . . , n), compute the values of correlation coefficient Di with
the following equation:
d Step 7: For each option xi (i = 1, 2, . . . , n), compute the values of correlation coefficient Di with
the following equation: Di =
d−
i
d+
i + d−
i
. (20) (20) Step 8: Achieve the ranking orders according to the values of Di (i = 1, 2, . . . , n). 3.4. The Extended TOPSIS Method with LNNs In this subsection, an extended TOPSIS approach under a linguistic neutrosophic environment
is proposed. p
p
The detailed steps are described as follows:
(l)
(l)
(l) The detailed steps are described as follows: p
Step 1: Obtain the normalized decision-making matrix N•(l) = (η•(l)
ij
)n×m = (s•(l)
Tij , s•(l)
Iij , s•(l)
Fij )
n×m. If the criteria belong to cost type, let s•(l)
Tij
= s(l)
2u−Tij, s•(l)
Iij
= s(l)
2u−Iij and s•(l)
Fij
= s(l)
2u−Fij. If the criteria
belong to benefit type, then the matrix remains, that is to say s•(l)
Tij
= s(l)
Tij, s•(l)
Iij
= s(l)
Iij and s•(l)
Fij
= s(l)
Fij . Step 1: Obtain the normalized decision-making matrix N•(l) = (η•(l)
ij
)n×m = (s•(l)
Tij , s•(l)
Iij , s•(l)
Fij )
n×m. If the criteria belong to cost type, let s•(l)
Tij
= s(l)
2u−Tij, s•(l)
Iij
= s(l)
2u−Iij and s•(l)
Fij
= s(l)
2u−Fij. If the criteria
belong to benefit type, then the matrix remains, that is to say s•(l)
Tij
= s(l)
Tij, s•(l)
Iij
= s(l)
Iij and s•(l)
Fij
= s(l)
Fij . j
j
j
j
j
j
Step 2: Get the comprehensive decision-making matrix N• = (η•
ij)n×m = (s•
Tij, s•
Iij, s•
Fij)
n×m using
the LNWAM operator or LNWGM operator on the basis of Formula (3) or Formula (4). j
j
j
j
j
j
Step 2: Get the comprehensive decision-making matrix N• = (η•
ij)n×m = (s•
Tij, s•
Iij, s•
Fij)
n×m using
the LNWAM operator or LNWGM operator on the basis of Formula (3) or Formula (4). Step 2: Get the comprehensive decision making matrix N = (ηij)n×m = (sTij, sIij, sFij)
n×m using
the LNWAM operator or LNWGM operator on the basis of Formula (3) or Formula (4). Symmetry 2017, 9, 149 9 of 18 Step 3: Use the weight model to calculate the weight values ωj (j = 1, 2, . . . , m) based on
Formula (9), and then normalize the weight information in line with Formula (10), denoted as ω•
j
(j = 1, 2, . . . , m). Step 3: Use the weight model to calculate the weight values ωj (j = 1, 2, . . . 4. Case Study In this section, we study a case of evaluating investment risks of a gold mine using the
proposed approach. Recently, a construction investment company in Hunan province, called JK MINING Co., Ltd.,
had a plan for investing in a domestic metal mine. After an initial investigation and screening, four
famous metal mines, described as {x1, x2, x3, x4}, have been under consideration. The enterprise
establishes a team of three experts to conduct field explorations and surveys in depth, so that the
optimal mine can be selected. The specialists need to evaluate the investment risk in line with their
findings, professional knowledge, and experience. Assume the importance of each professional is
equal, that is to say γ1 = γ2 = γ3 = 1
3. After heated discussions, five attributions are recognized as the
evaluation criteria. They are geological risk (a1), production risk (a2), market risk (a3), management
risk (a4), and social environment risk (a5), separately. Then, the experts defined the linguistic term set,
S = {si|i ∈[0, 8]}, where s = {s0 = exceedingly low,
s1 = pretty low, s2 = low, s3 = slightly low,
s4 = medium, s5 = slightly high, s2 = high, s3 = pretty high, s4 = exceedingly high}. Afterwards,
they can give scores (or score ranges) or linguistic information directly of options under each attribute. The corresponding relationships between grade and linguistic term can been seen in Table 3. 10 of 18 10 of 18 Symmetry 2017, 9, 149 Table 3. Reference of investment risk evaluation. Table 3. Reference of investment risk evaluation. Grade
0~19
20~29
30~39
40~49
50~59
60~69
70~79
80~89
90~100
Evaluation
exceedingly
low
pretty
low
low
slightly
low
medium
slightly
high
high
pretty
high
exceedingly
high
Linguistic
term
s0
s1
s2
s3
s4
s5
s6
s7
s8 In order to describe the ambiguity and uncertainty of risks, their evaluation information is
represented by LNNs. Subsequently, these assessment matrices are formed as Tables 4–6: In order to describe the ambiguity and uncertainty of risks, their evaluation information is
represented by LNNs. Subsequently, these assessment matrices are formed as Tables 4–6: Table 4. Decision-making matrix N(1). 4. Case Study N(1)
a1
a2
a3
a4
a5
x1
(s1, s2, s1)
(s2, s3, s2)
(s4, s4, s3)
(s1, s5, s1)
(s3, s3, s2)
x2
(s2, s6, s2)
(s3, s8, s2)
(s2, s4, s1)
(s3, s1, s2)
(s1, s2, s1)
x3
(s2, s3, s1)
(s3, s2, s3)
(s1, s4, s1)
(s3, s5, s1)
(s5, s2, s4)
x4
(s3, s1, s2)
(s1, s7, s1)
(s4, s6, s3)
(s2, s5, s1)
(s4, s6, s4)
Table 5. Decision-making matrix N(2). N(2)
a1
a2
a3
a4
a5
x1
(s1, s6, s1)
(s4, s3, s4)
(s2, s6, s2)
(s3, s5, s2)
(s5, s2, s4)
x2
(s1, s4, s1)
(s3, s2, s1)
(s2, s3, s4)
(s4, s0, s5)
(s2, s6, s4)
x3
(s3, s5, s2)
(s2, s4, s3)
(s1, s6, s5)
(s3, s5, s3)
(s2, s6, s1)
x4
(s2, s7, s2)
(s4, s6, s1)
(s3, s7, s2)
(s4, s4, s2)
(s3, s8, s4)
Table 6. Decision-making matrix N(3). N(3)
a1
a2
a3
a4
a5
x1
(s2, s4, s1)
(s3, s5, s2)
(s5, s1, s4)
(s2, s6, s1)
(s3, s3, s2)
x2
(s1, s2, s1)
(s2, s4, s2)
(s1, s5, s3)
(s4, s2, s0)
(s0, s5, s6)
x3
(s2, s3, s3)
(s1, s5, s2)
(s2, s4, s5)
(s0, s4, s6)
(s3, s2, s4)
x4
(s2, s3, s2)
(s4, s2, s1)
(s1, s4, s3)
(s3, s4, s5)
(s0, s4, s5) Table 4. Decision-making matrix N(1). Table 4. Decision-making matrix N(1). Table 4. Decision-making matrix N(1). Table 5. Decision-making matrix N(2). Next, the extended TOPSIS approach presented in Section 3.4 is employed to identify the optimal
metal mine. A concrete calculation process is delivered as follows: Step 1: Obtain the normalized decision matrix. As all the criteria are risk element, regarded as
a part of cost, then normalizing evaluation values with function s•(l)
Tij
= s(l)
2u−Tij, s•(l)
Iij
= s(l)
2u−Iij and
s•(l)
Fij
= s(l)
2u−Fij. The followings (Tables 7–9) are the normalized decision-making matrix of each expert. = s(l)
2u−Fij. The followings (Tables 7–9) are the normalized decision-making matrix of each expert Table 7. Normalized decision-making matrix N•(1). Table 7. Normalized decision-making matrix N•(1). 4. Case Study N•(1)
a1
a2
a3
a4
a5
x1
(s7, s6, s7)
(s6, s5, s6)
(s4, s4, s5)
(s7, s3, s7)
(s5, s5, s6)
x2
(s6, s2, s6)
(s5, s0, s6)
(s6, s4, s7)
(s6, s7, s6)
(s7, s6, s7)
x3
(s6, s5, s7)
(s5, s6, s5)
(s7, s4, s7)
(s5, s3, s7)
(s3, s6, s4)
x4
(s5, s7, s6)
(s7, s1, s7)
(s4, s2, s5)
(s6, s3, s7)
(s4, s2, s4) 11 of 18 Symmetry 2017, 9, 149 Table 8. Normalized decision-making matrix N•(2). Table 8. Normalized decision-making matrix N•(2). N•(2)
a1
a2
a3
a4
a5
x1
(s7, s2, s7)
(s4, s5, s4)
(s6, s2, s6)
(s5, s3, s6)
(s3, s6, s4)
x2
(s7, s4, s7)
(s5, s6, s7)
(s6, s5, s4)
(s4, s8, s3)
(s6, s2, s4)
x3
(s5, s3, s6)
(s6, s4, s5)
(s7, s2, s3)
(s5, s3, s5)
(s6, s2, s7)
x4
(s6, s1, s6)
(s4, s3, s7)
(s5, s1, s6)
(s4, s4, s6)
(s5, s0, s4)
Table 9. Normalized decision-making matrix N•(3). N•(3)
a1
a2
a3
a4
a5
x1
(s6, s4, s7)
(s5, s3, s6)
(s3, s7, s4)
(s6, s2, s7)
(s5, s5, s6)
x2
(s7, s6, s7)
(s6, s4, s6)
(s7, s3, s5)
(s4, s6, s8)
(s8, s3, s2)
x3
(s6, s5, s5)
(s7, s3, s6)
(s6, s4, s3)
(s8, s4, s2)
(s5, s6, s4)
x4
(s6, s5, s6)
(s4, s6, s7)
(s7, s4, s5)
(s5, s4, s3)
(s8, s4, s3)
Step 2: Using the LNWAM operator in line with Formula (3) to get the comprehensive decision
matrix as Table 10: Table 8. Normalized decision-making matrix N•(2). Table 9. Normalized decision-making matrix N•(3). Step 2: Using the LNWAM operator in line with Formula (3) to get the comprehensive decision
matrix as Table 10: Step 2: Using the LNWAM operator in line with Formula (3) to get the comprehensive decision
matrix as Table 10: Table 10. Comprehensive decision-making matrix N•. Table 10. Comprehensive decision-making matrix N•. N•
a1
a2
a3
a4
a5
x1
(s6.74, s3.63, s7)
(s5.12, s4.22, s5.24)
(s4.58, s3.83, s4.93)
(s6.18, s2.62, s6.65)
(s4.44, s5.31, s5.24)
x2
(s6.74, s3.63, s6.65)
(s5.38, s0, s6.32)
(s6.18, s3.91, s5.19)
(s4.83, s6.95, s5.24)
(s8, s3.3, s3.83)
x3
(s5.71, s4.22, s5.94)
(s6.18, s4.16, s5.31)
(s6.74, s3.17, s3.98)
(s8, s3.3, s4.12)
(s4.89, s4.16, s4.82)
x4
(s5.71, s3.27, s6)
(s5.48, s2.62, s7)
(s5.71, s2, s5.31)
(s5.11, s3.63, s5.01)
(s8, s0, s3.63) Table 10. Comprehensive decision-making matrix N•. 4. Case Study N•
a1
a2
a3
a4
a5
x1
(s6.74, s3.63, s7)
(s5.12, s4.22, s5.24)
(s4.58, s3.83, s4.93)
(s6.18, s2.62, s6.65)
(s4.44, s5.31, s5.24)
x2
(s6.74, s3.63, s6.65)
(s5.38, s0, s6.32)
(s6.18, s3.91, s5.19)
(s4.83, s6.95, s5.24)
(s8, s3.3, s3.83)
x3
(s5.71, s4.22, s5.94)
(s6.18, s4.16, s5.31)
(s6.74, s3.17, s3.98)
(s8, s3.3, s4.12)
(s4.89, s4.16, s4.82)
x4
(s5.71, s3.27, s6)
(s5.48, s2.62, s7)
(s5.71, s2, s5.31)
(s5.11, s3.63, s5.01)
(s8, s0, s3.63)
Step 3: Calculate the values of the criteria weight ωj (suppose λ = 1) on the basis of Formula
(9) as follows: ω1 ≈0.17, ω2 ≈0.42, ω3 ≈0.31, ω4 ≈0.55 and ω1 ≈0.63. Normalize them based on
Formula (10): ω•
1 =
ω1
ω1+ω2+ω3+ω4+ω5 ≈0.08, ω•
2 ≈0.20, ω•
3 ≈0.15, ω•
4 ≈0.27 and ω•
5 ≈0.30. Step 4: Establish the weight standardized decision-making matrix as Table 11. Step 3: Calculate the values of the criteria weight ωj (suppose λ = 1) on the basis of Formula
(9) as follows: ω1 ≈0.17, ω2 ≈0.42, ω3 ≈0.31, ω4 ≈0.55 and ω1 ≈0.63. Normalize them based on
Formula (10): ω•
1 =
ω1
ω1+ω2+ω3+ω4+ω5 ≈0.08, ω•
2 ≈0.20, ω•
3 ≈0.15, ω•
4 ≈0.27 and ω•
5 ≈0.30. Step 4: Establish the weight standardized decision-making matrix as Table 11. Step 3: Calculate the values of the criteria weight ωj (suppose λ = 1) on the basis of Formula
(9) as follows: ω1 ≈0.17, ω2 ≈0.42, ω3 ≈0.31, ω4 ≈0.55 and ω1 ≈0.63. Normalize them based on
Formula (10): ω•
1 =
ω1
ω1+ω2+ω3+ω4+ω5 ≈0.08, ω•
2 ≈0.20, ω•
3 ≈0.15, ω•
4 ≈0.27 and ω•
5 ≈0.30. Step 4: Establish the weight standardized decision-making matrix as Table 11 1
ω1+ω2+ω3+ω4+ω5
2
3
4
Step 4: Establish the weight standardized decision-making matrix as Table 11. Table 11. Weight standardized decision-making matrix Nw. Nw
a1
a2
a3
a4
a5
x1
(s1.1, s7.51, s7.91)
(s1.48, s7.04, s7.35)
(s0.96, s7.16, s7.44)
(s2.64, s5.92, s7.61)
(s1.73, s7.07, s7.05)
x2
(s1.1, s7.51, s7.88)
(s1.6, s0, s7.63)
(s1.59, s7.19, s7.5)
(s1.77, s7.7, s7.14)
(s8, s6.13, s6.41)
x3
(s0.76, s7.6, s7.81)
(s2.05, s7.02, s7.37)
(s1.94, s6.96, s7.2)
(s8, s6.3, s6.69)
(s1.97, s6.57, s6.87)
x4
(s0.76, s7.45, s7.82)
(s1.65, s6.4, s7.79)
(s1.37, s6.5, s7.53)
(s1.92, s6.46, s7.05)
(s8, s0, s6.31)
Step 5: Identify the positive ideal solution and the negative ideal solution, respectively. See
Table 12. Table 11. Weight standardized decision-making matrix Nw. 5. Comparison Analysis In this section, several related studies are compared through solving the same problem of gold
mine venture assessment. In this section, several related studies are compared through solving the same problem of gold
mine venture assessment. The comparison results can be seen in Table 13, and the particularized discussions and analysis
are depicted in the following: The comparison results can be seen in Table 13, and the particularized discussions and analysis
are depicted in the following: Table 13. Ranking orders using different approaches. Table 13. Ranking orders using different approaches. Approaches
Ranking Orders
Optimal
Alternatives
Worst
Alternatives
Approach with the LNWAM operator [54]
x4 > x2 > x3 > x1
x4
x1
Approach with the LNWGM operator [54]
x4 > x3 > x2 > x1
x4
x1
Approach with uij = 1
3sTij [50]
x4 > x3 > x2 > x1
x4
x1
Approach with uij = 1
3sTij + 1
6sIij [50]
x1 > x3 > x2 > x4
x1
x4
Approach with uij = 1
3sTij + 1
3sFij [50]
x2 > x1 > x3 > x4
x2
x4
Approach with SVNLN-TOPSIS [42]
x4 > x2 > x3 > x1
x4
x1
The presented approach
x4 > x2 > x3 > x1
x4
x1 (1) The information in Reference [54] is LNNs. The multi-criteria group decision-making methods
based on the LNWM operator or LNGM operator are presented. If we use the LNWAM operator to
deal with the same problem in this paper, we have the comprehensive evaluations of each alternative as
follows: c1 = (s5.4, s3.87, s5.67), c2 = (s8, s0, s5.04) c3 = (s8, s3.76, s4.65) c4 = (s8, s0, s4.98). Since the score
function SC(c1) ≈0.494, SC(c2) = 0.790, SC(c3) ≈0.650, SC(c4) ≈0.793, then SC(c4) > SC(c2) >
SC(c3) > SC(c1)⇒x4 > x2 > x3 > x1. If the LNWGM operator is used, then c#
1 = (s5.19, s4.15, s5.87),
c#
2 = (s6.12, s4.6, s5.32), c#
3 = (s6.22, s3.81, s4.75), c#
4 = (s6.08, s2.24, s5.43). As SC(c#
1) ≈0.465, SC(c#
2) ≈0.508,
SC(c#
3) ≈0.569, SC(c#
4) ≈0.600, we have SC(c#
4) > SC(c#
3) > SC(c#
2) > SC(c#
1)⇒x4 > x3 > x2 > x1. ( )
h
f
f
[
]
l
f
b
(
)
h (2) The information in Reference [50] is linguistic intuitionistic fuzzy numbers (LIFNs). 4. Case Study Step 8: Since D4 > D2 > D3 > D1, then the ranking order is x4 > x2 > x3 > x1, and the best
metal mine is x4. Step 7: Compute the values of correlation coefficient: D1 ≈0.11, D2 ≈0.52, D3 ≈0.34 and
D4 ≈0.55. Step 8: Since D4 > D2 > D3 > D1, then the ranking order is x4 > x2 > x3 > x1, and the best
metal mine is x4. 4. Case Study Nw
a1
a2
a3
a4
a5
x1
(s1.1, s7.51, s7.91)
(s1.48, s7.04, s7.35)
(s0.96, s7.16, s7.44)
(s2.64, s5.92, s7.61)
(s1.73, s7.07, s7.05)
x2
(s1.1, s7.51, s7.88)
(s1.6, s0, s7.63)
(s1.59, s7.19, s7.5)
(s1.77, s7.7, s7.14)
(s8, s6.13, s6.41)
x3
(s0.76, s7.6, s7.81)
(s2.05, s7.02, s7.37)
(s1.94, s6.96, s7.2)
(s8, s6.3, s6.69)
(s1.97, s6.57, s6.87)
x4
(s0.76, s7.45, s7.82)
(s1.65, s6.4, s7.79)
(s1.37, s6.5, s7.53)
(s1.92, s6.46, s7.05)
(s8, s0, s6.31)
Step 5: Identify the positive ideal solution and the negative ideal solution, respectively. See
Table 12. Step 5: Identify the positive ideal solution and the negative ideal solution, respectively. See
Table 12. Step 5: Identify the positive ideal solution and the negative ideal solution, respectively. See
Table 12. Table 12. Positive ideal solution and negative ideal solution. η+
1
η+
2
η+
3
η+
4
η+
5
(s1.1, s7.51, s7.88)
(s1.6, s0, s7.63)
(s1.94, s6.96, s7.2)
(s8, s6.3, s6.69)
(s8, s0, s6.31)
η−
1
η−
2
η−
3
η−
4
η−
5
(s0.76, s7.6, s7.81)
(s1.48, s7.04, s7.35)
(s0.96, s7.16, s7.44)
(s1.77, s7.7, s7.14)
(s1.73, s7.07, s7.05)
Step 6: In line with Formula (5), the distances are measured as follows (assume λ = 1): d+
1 ≈9.88,
d+
2 ≈5.06, d+
3 = 7.13, d+
4 = 5.01, d−
1 ≈1.22, d−
2 ≈5.50, d−
3 ≈3.68 and d−
4 ≈6.04. Table 12. Positive ideal solution and negative ideal solution. Step 6: In line with Formula (5), the distances are measured as follows (assume λ = 1): d+
1 ≈9.88,
d+
2 ≈5.06, d+
3 = 7.13, d+
4 = 5.01, d−
1 ≈1.22, d−
2 ≈5.50, d−
3 ≈3.68 and d−
4 ≈6.04. Step 6: In line with Formula (5), the distances are measured as follows (assume λ = 1): d+
1 ≈9.88,
d+
2 ≈5.06, d+
3 = 7.13, d+
4 = 5.01, d−
1 ≈1.22, d−
2 ≈5.50, d−
3 ≈3.68 and d−
4 ≈6.04. Step 6: In line with Formula (5), the distances are measured as follows (assume λ = 1): d+
1 ≈9.88,
d+
2 ≈5.06, d+
3 = 7.13, d+
4 = 5.01, d−
1 ≈1.22, d−
2 ≈5.50, d−
3 ≈3.68 and d−
4 ≈6.04. 12 of 18 Symmetry 2017, 9, 149 Step 7: Compute the values of correlation coefficient: D1 ≈0.11, D2 ≈0.52, D3 ≈0.34 and
D4 ≈0.55. Owing to the limited space, we take the first idea as an example in the following. The converted
decision-making matrices of each expert are shown as Tables 14–16: 5. Comparison Analysis Nco(3)
a1
a2
a3
a4
a5
x1
(s2, s11/3)
(s5/3, s3)
(s1, s11/3)
(s2, s3)
(s5/3, s11/3)
x2
(s7/3, s13/3)
(s2, s10/3)
(s7/3, s8/3)
(s4/3, s14/3)
(s8/3, s5/3)
x3
(s2, s10/3)
(s7/3, s3)
(s2, s7/3)
(s8/3, s2)
(s5/3, s10/3)
x4
(s2, s11/3)
(s4/3, s13/3)
(s7/3, s3)
(s5/3, s7/3)
(s8/3, s7/3)
Then, using the method in Reference [50], the collective evaluations of each option are
x1
=
(s83/48, s173/52), x2 = (s103/52, s68/21), x3 = (s133/73, s257/84) and x4 = (s173/96, s29/11) (let
the position weight w = (0.2, 0.3, 0.5)T). Then the score functions are L(x1) ≈−1.60, L(x2) ≈−1.26,
L(x3) ≈−1.24 and L(x4) ≈−0.83. Because L(x4) > L(x3) > L(x2) > L(x1), the ranking result is
x4 > x3 > x2 > x1. Likewise, we use the approach in Reference [50] with the second and third thought to deal
with the same problem, successively. Afterwards, we get the corresponding ranking orders are
x1 > x3 > x2 > x4 and x2 > x1 > x3 > x4, respectively (suppose the position weight is constant and
that w = (0.2, 0.3, 0.5)T). (3) The information in Reference [42] consists of single valued neutrosophic linguistic numbers Table 14. Converted decision-making matrix Nco(1). (s4/3, s3)
(s2, s11/3)
(s7/3, s11/3)
(s4/3, s7/3) Table 15. Converted decision-making matrix Nco(2). Table 16. Converted decision-making matrix Nco(3). Table 16. Converted decision-making matrix Nco(3). (s2, s3)
(s4/3, s14/3)
(s8/3, s2)
(s5/3, s7/3) Then, using the method in Reference [50], the collective evaluations of each option are
x1
=
(s83/48, s173/52), x2 = (s103/52, s68/21), x3 = (s133/73, s257/84) and x4 = (s173/96, s29/11) (let
the position weight w = (0.2, 0.3, 0.5)T). Then the score functions are L(x1) ≈−1.60, L(x2) ≈−1.26,
L(x3) ≈−1.24 and L(x4) ≈−0.83. Because L(x4) > L(x3) > L(x2) > L(x1), the ranking result is
x4 > x3 > x2 > x1. Likewise, we use the approach in Reference [50] with the second and third thought to deal
with the same problem, successively. Afterwards, we get the corresponding ranking orders are
x1 > x3 > x2 > x4 and x2 > x1 > x3 > x4, respectively (suppose the position weight is constant and
that w = (0.2, 0.3, 0.5)T). (3) The information in Reference [42] consists of single valued neutrosophic linguistic numbers
(SVNLNs). The first step is to change the LNNs into SVNLNs. 5. Comparison Analysis In the
first place, it is necessary to translate LNNs into LIFNs. However, there is no existing universal
conversion method. In this case, we have three ideas. The first idea is that all the linguistic
indeterminacy-membership degrees in LNNs are allocated to linguistic non-membership degrees
in LIFNs. In other words, uij = 1
3sTij and vij = 1
3sIij + 1
3sFij. For example, a LNN (s3, s6, s6) can
be changed into a linguistic intuitionistic fuzzy number (LIFN) (s1, s4). The second opinion is that
linguistic indeterminacy-membership degrees in LNNs are assigned to linguistic membership degrees
and linguistic non-membership degrees in LIFNs on average. That is to say, uij = 1
3sTij + 1
6sIij and
vij = 1
6sIij + 1
3sFij. For instance, the LIFN (s2, s3) may take the place of a LNN (s3, s6, s6). On the
contrary, the last attitude is that all the linguistic indeterminacy-membership degrees in LNNs are
allotted to linguistic membership degrees in LIFNs. So to speak, uij = 1
3sTij + 1
3sFij and vij = 1
3sFij. As
an example, a LNN (s3, s6, s6) may be replaced by a LIFN (s3, s2). Owing to the limited space, we take the first idea as an example in the following. The converted
decision-making matrices of each expert are shown as Tables 14–16: Owing to the limited space, we take the first idea as an example i
decision-making matrices of each expert are shown as Tables 14–16: Owing to the limited space, we take the first idea as an example in the following. The converted
decision-making matrices of each expert are shown as Tables 14–16: 13 of 18 Symmetry 2017, 9, 149 Table 14. Converted decision-making matrix Nco(1). Nco(1)
a1
a2
a3
a4
a5
x1
(s7/3, s13/3)
(s2, s11/3)
(s4/3, s3)
(s7/3, s10/3)
(s5/3, s11/3)
x2
(s2, s8/3)
(s5/3, s2)
(s2, s11/3)
(s2, s13/3)
(s7/3, s13/3)
x3
(s2, s4)
(s5/3, s11/3)
(s7/3, s11/3)
(s5/3, s10/3)
(s1, s10/3)
x4
(s5/3, s13/3)
(s7/3, s8/3)
(s4/3, s7/3)
(s2, s10/3)
(s4/3, s2)
Table 15. Converted decision-making matrix Nco(2). Nco(2)
a1
a2
a3
a4
a5
x1
(s7/3, s3)
(s4/3, s3)
(s2, s8/3)
(s5/3, s3)
(s1, s10/3)
x2
(s7/3, s11/3)
(s5/3, s13/3)
(s2, s3)
(s4/3, s11/3)
(s2, s2)
x3
(s5/3, s3)
(s2, s3)
(s7/3, s5/3)
(s5/3, s8/3)
(s2, s3)
x4
(s2, s7/3)
(s4/3, s10/3)
(s5/3, s7/3)
(s4/3, s10/3)
(s5/3, s4/3)
Table 16. Converted decision-making matrix Nco(3). 5. Comparison Analysis In order to
attain the ideal ranking order, we can assign grades for alternatives in these seven rankings successively. The better the option is, the higher the score is. That is to say, the optimal alternative in a ranking
may be distributed with 4, the second is 3, the third is 2, and the worst is 1. As an illustration,
according to the ranking x4 > x2 > x3 > x1 in literature [54] with the LNWAM operator, we have
G1(x4) = 4, G1(x2) = 3, G1(x3) = 2 and G1(x1) = 1. Similarly, grades in other ranking methods can
be determined. In the end, the overall grades of all alternatives can be earned through summation as
follows: G(x1) = 12, G(x2) = 19, G(x3) = 17 and G(x4) = 22. Because G(x4) > G(x2) > G(x3) >
G(x1), the ideal ranking result may be regarded as x4 > x2 > x3 > x1. It is obvious that the result is
the same with the proposed method in this paper. The feasibility and availability of the presented
approach are indicated. Besides, the best and worst objects are identical in the literature [42,54] and our approach. The
reasons for the differences between literature [54] with our method may be the decision-making
thought. Our measure is based on distance, while the literature [54] is based on aggregation operators. Some initial information may be missing in the process of aggregating. Moreover, diverse conclusions
may occur with different aggregation operators, which has been demonstrated in the second and
third line in Table 13. Both the method in Reference [42] and ours are in line with TOPSIS, and the
same orders are received. However, there may be some limitations in [42]. Because the attribute
weight vector is given directly, the positive and negative ideal solutions are absolute. In addition, the
rankings in literature [50] are all different from the presented method. The reason for the distinction
may be that the indeterminacy-membership information in LNNs is unavoidably distorted in LIFNs to
some extent. From the analysis above, the advantages of the proposed method can be summarized as follo (1)
Evaluating the risk degree of mining projects under qualitative criteria by means of LNNs is a
good choice. As all the consistent, hesitant, and inconsistent linguistic information are taken
into account. 5. Comparison Analysis Ntr(2)
a1
a2
a3
a4
a5
x1
(s7, < 1, 2/7, 1 >)
(s5, < 4/5, 1, 4/5 >)
(s6, < 1, 1/3, 1 >)
(s6, < 5/6, 1/2, 1 >)
(s6, < 1/2, 1, 2/3 >)
x2
(s7, < 1, 4/7, 1 >)
(s7, < 5/7, 6/7, 1 >)
(s6, < 1, 5/6, 2/3 >)
(s8, < 1/2, 1, 3/8 >)
(s6, < 1, 1/3, 2/3 >)
x3
(s6, < 5/6, 1/2, 1 >)
(s6, < 1, 2/3, 5/6 >)
(s7, < 1, 2/7, 3/7 >)
(s5, < 1, 3/5, 1 >)
(s7, < 6/7, 2/7, 1 >)
x4
(s6, < 1, 1/6, 1 >)
(s7, < 4/7, 3/7, 1 >)
(s6, < 5/6, 1/6, 1 >)
(s6, < 2/3, 2/3, 1 >)
(s5, < 1, 0, 4/5 >)
Table 19. Transformed decision-making matrix Ntr(3). Ntr(3)
a1
a2
a3
a4
a5
x1
(s7, < 6/7, 4/7, 1 >)
(s6, < 5/6, 1/2, 1 >)
(s7, < 3/7, 1, 4/7 >)
(s7, < 6/7, 2/7, 1 >)
(s6, < 5/6, 5/6, 1 >)
x2
(s7, < 1, 6/7, 1 >)
(s6, < 1, 2/3, 1 >)
(s7, < 1, 3/7, 5/7 >)
(s8, < 1/2, 3/4, 1 >)
(s8, < 1, 3/8, 1/4 >)
x3
(s6, < 1, 5/6, 5/6 >
(s7, < 1, 3/7, 6/7 >)
(s6, < 1, 2/3, 1/2 >)
(s8, < 1, 1/2, 1/4 >)
(s6, < 5/6, 1, 2/3 >)
x4
(s6, < 1, 5/6, 1 >)
(s7, < 4/7, 6/7, 1 >)
(s7, < 1, 4/7, 5/7 >)
(s5, < 1, 4/5, 3/5 >)
(s8, < 1, 1/2, 3/8 >) After that, the extended SVNLN-TOPSIS approach in literature [42] is employed to assess the
metal mine’s investment venture. The relative closeness coefficients of each mine are calculated as
follows: rc1 = 21/25, rc2 = 54/67, rc3 = 5/6 and rc4 = 29/36. Because rc4 < rc2 < rc3 < rc1, we have
x4 > x2 > x3 > x1. After that, the extended SVNLN-TOPSIS approach in literature [42] is employed to assess the
metal mine’s investment venture. The relative closeness coefficients of each mine are calculated as
follows: rc1 = 21/25, rc2 = 54/67, rc3 = 5/6 and rc4 = 29/36. Because rc4 < rc2 < rc3 < rc1, we have
x4 > x2 > x3 > x1. From Table 13, we can see that there are diverse ranking results with distinct methods. 5. Comparison Analysis For a certain LNN η = (sT, sI, sF), if
g = max(T, I, F), we can make the linguistic value in a single valued neutrosophic linguistic number
(SVNLN) equal to sg, then the truth-membership, indeterminacy-membership, and false-membership
degrees in a SVNLN are described as T/g, I/g and F/g in proper order. So to say, a LNN η = (sT, sI, sF)
may be converted into a SVNLN (sg, < T/g, I/g, F/g >). For example, a LNN (s3, s3, s6) and a SVNLN
(s6, < 0.5, 0.5, 1 >) are equivalent in manner. The transformed decision-making matrices of each specialist are listed as Tables 17–19: Table 17. Transformed decision-making matrix Ntr(1). Ntr(1)
a1
a2
a3
a4
a5
x1
(s7, < 1, 6/7, 1 >)
(s6, < 1, 5/6, 1 >)
(s5, < 4/5, 4/5, 1 >)
(s7, < 1, 3/7, 1 >)
(s6, < 5/6, 5/6, 1 >)
x2
(s6, < 1, 1/3, 1 >)
(s6, < 5/6, 0, 1 >)
(s7, < 6/7, 4/7, 1 >)
(s7, < 6/7, 1, 6/7 >)
(s7, < 1, 6/7, 1 >)
x3
(s7, < 6/7, 5/7, 1 >)
(s6, < 5/6, 1, 5/6 >)
(s7, < 1, 4/7, 1 >)
(s7, < 5/7, 3/7, 1 >)
(s6, < 1/2, 1, 2/3 >)
x4
(s7, < 5/7, 1, 6/7 >)
(s7, < 1, 1/7, 1 >)
(s5, < 4/5, 2/5, 1 >)
(s7, < 6/7, 3/7, 1 >)
(s4, < 1, 1/2, 1 >) Table 17. Transformed decision-making matrix Ntr(1). 14 of 18 Symmetry 2017, 9, 149 Table 18. Transformed decision-making matrix Ntr(2). Ntr(2)
a1
a2
a3
a4
a5
x1
(s7, < 1, 2/7, 1 >)
(s5, < 4/5, 1, 4/5 >)
(s6, < 1, 1/3, 1 >)
(s6, < 5/6, 1/2, 1 >)
(s6, < 1/2, 1, 2/3 >)
x2
(s7, < 1, 4/7, 1 >)
(s7, < 5/7, 6/7, 1 >)
(s6, < 1, 5/6, 2/3 >)
(s8, < 1/2, 1, 3/8 >)
(s6, < 1, 1/3, 2/3 >)
x3
(s6, < 5/6, 1/2, 1 >)
(s6, < 1, 2/3, 5/6 >)
(s7, < 1, 2/7, 3/7 >)
(s5, < 1, 3/5, 1 >)
(s7, < 6/7, 2/7, 1 >)
x4
(s6, < 1, 1/6, 1 >)
(s7, < 4/7, 3/7, 1 >)
(s6, < 5/6, 1/6, 1 >)
(s6, < 2/3, 2/3, 1 >)
(s5, < 1, 0, 4/5 >)
Table 19. Transformed decision-making matrix Ntr(3). 5. Comparison Analysis Ntr(3)
a1
a2
a3
a4
a5
x1
(s7, < 6/7, 4/7, 1 >)
(s6, < 5/6, 1/2, 1 >)
(s7, < 3/7, 1, 4/7 >)
(s7, < 6/7, 2/7, 1 >)
(s6, < 5/6, 5/6, 1 >)
x2
(s7, < 1, 6/7, 1 >)
(s6, < 1, 2/3, 1 >)
(s7, < 1, 3/7, 5/7 >)
(s8, < 1/2, 3/4, 1 >)
(s8, < 1, 3/8, 1/4 >)
x3
(s6, < 1, 5/6, 5/6 >
(s7, < 1, 3/7, 6/7 >)
(s6, < 1, 2/3, 1/2 >)
(s8, < 1, 1/2, 1/4 >)
(s6, < 5/6, 1, 2/3 >)
x4
(s6, < 1, 5/6, 1 >)
(s7, < 4/7, 6/7, 1 >)
(s7, < 1, 4/7, 5/7 >)
(s5, < 1, 4/5, 3/5 >)
(s8, < 1, 1/2, 3/8 >)
After that, the extended SVNLN-TOPSIS approach in literature [42] is employed to assess the
metal mine’s investment venture. The relative closeness coefficients of each mine are calculated as
follows: rc1 = 21/25, rc2 = 54/67, rc3 = 5/6 and rc4 = 29/36. Because rc4 < rc2 < rc3 < rc1, we have
x4 > x2 > x3 > x1. From Table 13, we can see that there are diverse ranking results with distinct methods. In order to
attain the ideal ranking order, we can assign grades for alternatives in these seven rankings successively. The better the option is, the higher the score is. That is to say, the optimal alternative in a ranking
may be distributed with 4, the second is 3, the third is 2, and the worst is 1. As an illustration,
according to the ranking x4 > x2 > x3 > x1 in literature [54] with the LNWAM operator, we have
G1(x4) = 4, G1(x2) = 3, G1(x3) = 2 and G1(x1) = 1. Similarly, grades in other ranking methods can
be determined. In the end, the overall grades of all alternatives can be earned through summation as
follows: G(x1) = 12, G(x2) = 19, G(x3) = 17 and G(x4) = 22. Because G(x4) > G(x2) > G(x3) >
G(x1), the ideal ranking result may be regarded as x4 > x2 > x3 > x1. It is obvious that the result is Table 18. Transformed decision-making matrix Ntr(2). Table 18. Transformed decision making matrix N
. 6. Discussion and Conclusions To evaluate risk is the beginning of a metallic mining project investment. Proper risk assessments
have great significance on the success of investments. Owing to the uncertainty and complexity in mine
surroundings, this paper advised an extended TOPSIS method with LNNs to rise to this challenge. LNNs were suggested to manifest the indeterminate and inconsistent linguistic values, so that the
evaluation information can be retained as much as possible. Then, generalized distance formulas
were presented to calculate the difference degrees of two LNNs. As it is not easy for the mining
investment decision makers to directly determine criteria weight values, a weight model based on
maximum deviation was recommended. Afterwards, the method of ranking mines was shown by a
case study. Furthermore, the effectiveness and highlights of the presented approach can be reflected in
the comparison analysis. Even though the extended TOPSIS with LNNs method is a good solution, there are still some
limitations. For example, the determination of the criteria weight values does not take the subjective
elements into consideration. Hence, a more reasonable weight determination method should be
further proposed. Besides, the sub-attribute risk factors may be considered in the future. The
presented method with LNNs for evaluating the investment risks may be extended to interval linguistic
neutrosophic numbers. Acknowledgments: This work was supported by National Natural Science Foundation of China (51374244) Author Contributions: Weizhang Liang, Guoyan Zhao and Hao Wu conceived and worked together to achieve
this work, Weizhang Liang wrote the paper, Guoyan Zhao made contribution to the case study. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 5. Comparison Analysis (1)
Evaluating the risk degree of mining projects under qualitative criteria by means of LNNs is a
good choice. As all the consistent, hesitant, and inconsistent linguistic information are taken
into account. (2)
The flexibility has increased because various distance measures, aggregation operators, and
linguistic scale functions can be chosen according to the savants’ experience or reality. (3)
A common situation, in which the criteria weight information is unknown, is under consideration. There are many complex risk factors in the process of metallic mining investment. Thus, it
is difficult or unrealistic for decision makers to give the weight vector directly. The weight (3)
A common situation, in which the criteria weight information is unknown, is under consideration. There are many complex risk factors in the process of metallic mining investment. Thus, it
is difficult or unrealistic for decision makers to give the weight vector directly. The weight 15 of 18 Symmetry 2017, 9, 149 model based on the thought of maximum deviation may be a simple and suitable way to resolve
this problem. l based on the thought of maximum deviation may be a simple and suitable way to resolve
roblem. (4)
Instead of using absolute ideal points, the extended TOPSIS method defined the relative ideal
solutions. The strength of it is that different ideal solutions are calculated corresponding with the
different original information of different mining projects. This may be more in line with reality. (4)
Instead of using absolute ideal points, the extended TOPSIS method defined the relative ideal
solutions. The strength of it is that different ideal solutions are calculated corresponding with the
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Organic materials in planetary and protoplanetary systems: nature or nurture?
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Astronomy & astrophysics
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To cite this version: C. M. Dalle Ore, M. Fulchignoni, D. P. Cruikshank, M. A. Barucci, R. Brunetto, et al.. Organic
materials in planetary and protoplanetary systems: nature or nurture?. Astronomy and Astrophysics
- A&A, 2011, 533, 10.1051/0004-6361/201116599. insu-03623459 Distributed under a Creative Commons Attribution 4.0 International License HAL Id: insu-03623459
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Astrophysics A&A 533, A98 (2011)
DOI: 10.1051/0004-6361/201116599
c⃝ESO 2011 A&A 533, A98 (2011)
DOI: 10.1051/0004-6361/201116599
c⃝ESO 2011 ABSTRACT Aims. The objective of this work is to summarize the discussion of a workshop aimed at investigating the properties, origins, and
evolution of the materials that are responsible for the red coloration of the small objects in the outer parts of the solar system. Because
of limitations or inconsistencies in the observations and, until recently, the limited availability of laboratory data, there are still many
questions on the subject. Our goal is to approach two of the main questions in a systematic way: – Is coloring an original signature of materials that are presolar in origin (“nature”) or stems from post-formational c
or weathering (“nurture”)? g (
)
chemical signature of the material that causes spectra to be sloped towards the red in the visible? – What is the chemical signature of the material that causes spectra to be sloped towards the red in the visible? We examine evidence available both from the laboratory and from observations sampling different parts of the solar system and cir-
cumstellar regions (disks). What is the chemical signature of the material that causes spectra to be sloped towards the red in the visible? We examine evidence available both from the laboratory and from observations sampling different parts of the solar system and cir-
cumstellar regions (disks). dial vs. evolutionary origin for the material that reddens the small objects in the outer parts of our, as well as in other, planetary systems. We proceed by first summarizing laboratory results followed by observational data collected at various distances from the Sun. Results. While laboratory experiments show clear evidence of irradiation effects, particularly from ion bombardment, the first obsta-
cle often resides in the ability to unequivocally identify the organic material in the observations. The lack of extended spectral data of
good quality and resolution is at the base of this problem. Furthermore, that both mechanisms, weathering and presolar, act on the icy
materials in a spectroscopically indistinguishable way makes our goal of defining the impact of each mechanism challenging. Conclusions. Through a review of some of the workshop presentations and discussions, encompassing laboratory experiments as well
as observational data, we infer that both “nature” and “nurture” are instrumental in the coloration of small objects in the outer parts y
g
j
p
p
y y
We proceed by first summarizing laboratory results followed by observational data collected at various distances from the Sun. 13 University of Hawaii, Institute for Astronomy, USA
e-mail: owen@ifa.hawaii.edu 13 University of Hawaii, Institute for Astronomy, USA e-mail: owen@ifa.hawaii.edu 14 Space Telescope Science Institute, Baltimore, MD 21218, USA 14 Space Telescope Science Institute, Baltimore, MD 21218, USA 14 Space Telescope Science Institute, Baltimore, MD 21218, USA
15 p
p
15 Department of Physics and Astronomy, Johns Hopkins University, Baltimore, MD 21218, USA
e-mail: Pascucci@stsci.edu 15 Department of Physics and Astronomy, Johns Hopkins University, Baltimore, MD 21218, USA
e-mail: Pascucci@stsci.edu 16 NASA Lunar Science Institute, Mail Stop 17-1, Moffett Field, CA 94035, USA nar Science Institute, Mail Stop 17-1, Moffett Field, CA 940 NASA Lunar Science Institute, Mail Stop 17-1, Moffett Fi 17 Nasa Postdoctoral Program, NASA Ames Research Center, Moffett Field, CA 94035, USA
e-mail: noemi.pinilla-alonso@nasa.gov 17 Nasa Postdoctoral Program, NASA Ames Research Center, Moffett Field, CA 94035, USA
e-mail: noemi.pinilla-alonso@nasa.gov 18 INAF – Osservatorio Astrofisico di Catania, via S. Sofia 78, 95123 Catania, Italy
e-mail: Gianni@oact.inaf.it 18 INAF – Osservatorio Astrofisico di Catania, via S. Sofia 78, 95123 Catania, Italy
e-mail: Gianni@oact.inaf.it Received 27 January 2011 / Accepted 6 June 2011 Article published by EDP Sciences Organic materials in planetary and protoplanetary
systems: nature or nurture? C. M. Dalle Ore1,2,3, M. Fulchignoni4, D. P. Cruikshank3, M. A. Barucci4, R. Brunetto5, H. Campins6
C. de Bergh3, J. H. Debes7, E. Dotto8, J. P. Emery9, W. M. Grundy10, A. P. Jones5, V. Mennella11,
F. R. Orthous-Daunay12, T. Owen13, I. Pascucci14,15, Y. J. Pendleton16, N. Pinilla-Alonso17,
E. Quirico12, and G. Strazzulla18 1 Centre International d’Ateliers Scientifiques de l’Observatoire de Paris, Paris, France
2 SETI Institute, 189 Bernardo Ave., Mountain View, CA 94043, USA q
2 SETI Institute, 189 Bernardo Ave., Mountain View, CA 94043, USA 2 SETI Institute, 189 Bernardo Ave., Mountain View, CA 94043, USA e-mail: Cristina.M.DalleOre@nasa.gov 3 NASA Ames Research Center, Mail Stop 245-6, Moffett Field, CA 94035, USA
e-mail: Dale.P.Cruikshank@nasa.gov 3 NASA Ames Research Center, Mail Stop 245-6, Moffett Field, CA 94035, US
e-mail: Dale.P.Cruikshank@nasa.gov 4 LESIA, Observatoire de Paris, 92195 Meudon Principal Cedex, France
e-mail: [marcello.fulchignoni,Antonella.Barucci, Catherine 4 LESIA, Observatoire de Paris, 92195 Meudon Principal Cedex, France e-mail: [marcello.fulchignoni,Antonella.Barucci, Catherine.deBergh]@obspm.fr
5 5 Institute d’Astrophysique Spatiale (IAS), Université Paris 11 and CNRS, 91405 Orsay, France 5 Institute d’Astrophysique Spatiale (IAS), Université Paris 11 and CNRS, 91405 Orsay, France 6 Physics Department, University of Central Florida, Orlando, FL 32816, USA
7 6 Physics Department, University of Central Florida, Orlando, FL 32816, USA
7 7 NASA Postdoctoral Program Fellow, Goddard Space Flight Center, USA 7 NASA Postdoctoral Program Fellow, Goddard Space Flight Center, USA 8 INAF – Osservatorio Astronomico di Roma, via Frascati 33, 00040 Monteporzio Catone (Roma), Italy
e-mail: Dotto@mporzio.astro.it 9 Earth and Planetary Sciences Dept, University of Tennessee, Knoxville, TN 37919, USA
e-mail: JEmery2@utk.edu 9 Earth and Planetary Sciences Dept, University of Tennessee, Knoxville, TN 37919, USA
il JE
2@
k
d y
10 Lowell Observatory, 1400 W.Mars Hill Rd., FlagstaffAZ 86001, USA y
10 Lowell Observatory, 1400 W.Mars
e-mail: W.Grundy@lowell.edu 10 Lowell Observatory, 1400 W.Mars Hill Rd., FlagstaffAZ 86001, USA
e-mail: W.Grundy@lowell.edu
11 owell Observatory, 1400 W.Mars Hill Rd., FlagstaffAZ 86 e-mail: W.Grundy@lowell.edu
11 11 INAF Osservatorio Astronomico di Capodimonte, via Moiariello, 16, 80131 Napoli, Italy y
12 UJF-Grenoble 1/CNRS-INSU, Institut de Planétologie et d’Astrophysique de Grenoble (IPAG) UMR 5274,
France 13 University of Hawaii, Institute for Astronomy, USA
e-mail: owen@ifa.hawaii.edu 13 University of Hawaii, Institute for Astronomy, USA
e-mail: owen@ifa.hawaii.edu 1. Introduction Similarly, the regions of Saturn’s rings that exhibit
red color may acquire their reflectance and coloration properties
from the presence of iron or iron oxides (Cuzzi et al. 2009). With the exception of the new interpretation by Clark et al. (2008), so far, the coloration of solid bodies in the outer solar
system and in debris disks of other planetary systems has been
attributed to “organic” materials that can be either native to icy
bodies or the products of the irradiation of volatile ices, or a
combination of the two. We call the scenario of a surface be-
ing reddened by irradiation “nurture”. We note, however, that
both Cruikshank et al. (2001) and Emery & Brown (2004) found
that scattering models with mafic silicates can match the spectral
reflectance of the red colored jovian Trojan asteroids for wave-
lengths shorter than 2.5 μm, as discussed further below. An alter-
native view to the “nurture” scenario is offered by Grundy (2009)
where the “nurture” idea is matched with a “nature” counter-
part, amply supported in recent literature (Grundy & Stansberry
2003; Grundy 2009, and references therein). The “nature” coun-
terpart described in detail below consists of the case in which
the reddening is caused by sub-micron particles of organic mate-
rial of presolar origin trapped in ice from which comes the label
“nature”. According to Grundy (2009) the degree of reddening
varies with the concentration of the organics with respect to ice. We summarize the idea and offer laboratory and observational
evidence to support the two views in an effort to unravel the
puzzle that has impacted our understanding of outer solar sys-
tem and planetary system chemistry. We also assess whether the
evidence weighs in favor of either scenario to provide a guideline
for future work and investigations. Solid organic complexes (tholins) produced synthetically by
a corona or a spark discharge in a gaseous mixture of N2 and CH4
(and other molecules in some experiments) are strongly colored,
and are effective when used in scattering models to reproduce the
color of Titan’s atmospheric aerosols (e.g., Imanaka et al. 2004;
Bernard et al. 2006). Similarly, tholins are an effective color-
ing agent in models of solid surfaces (e.g., Hoffman et al. 1993;
Dalle Ore et al. 2009; Owen et al. 2001; and Cruikshank et al. 2005). New views of the red coloration of solid bodies in the solar
system (Fig. 1. Introduction The colors of solar system bodies are often the main (or sole)
source of information available for determining the composi-
tion of the surface materials, especially in the absence of spectra
showing diagnostic absorption or emission features. These com-
bined with information on the absolute reflectance (e.g., geomet-
ric albedo), the color of reflected sunlight measured over a range
of wavelengths in the visible and near-infrared (0.3−2.5 μm)
spectral region, are usually enough to discriminate between
mineral- and ice-covered surfaces. In general terms, surfaces
with a high albedo and neutral color are usually ice-covered
(with H2O being most common), while medium high albedo
and neutral color may indicate pulverized minerals. Low albedo
and a moderately red color are suggestive of mafic minerals
(e.g., olivine and pyroxene), while low albedo and very red color
are usually taken to indicate a surface rich in complex, macro-
molecular carbonaceous material similar to the kind found in
primitive carbonaceous meteorites. This latter material is often
referred to by the shorthand terms, kerogen-like or “organics”,
but it is necessary to keep in mind the rather longer but more
descriptive name given in the previous sentence when using
this simplification. Furthermore, we use the term “reddening”
when referring to either the amount of organics or the effects of
“weathering”, as explained in the text. The term “weathering” is
used with reference to the gradual changes to the surface of the
bodies caused by irradiation. Fig. 1. Measured spectral reflectance of several solar system small bod-
ies. Key: Pholus = Centaur object, Iapetus = Saturn Satellite, Hektor,
Odysseus & Euphrosyne = Trojan asteroids, Himalia = Jupiter Satellite,
Borrelly = Jupiter-family comet. Figure from J. P. Emery. The idea of complex organic materials constituting the col-
oring agent for low-albedo asteroids appears to have originated
with Gradie and Veverka (1980), who suggested that “... very
opaque, very red, polymer-type organic compounds, which are
structurally similar to aromatic-type kerogen”, mixed with mont-
morillonite (clay), magnetite (iron oxide), and carbon black,
could match the colors of Trojan asteroids in the spectral range
0.3−1.1 μm. The organic material they used in their laboratory
simulations was derived from coal tar by removing the soluble
components and leaving the insoluble complex solid material
called kerogen. may be material that is intrinsically red, such as metallic iron or
iron oxides. ABSTRACT planets and satellites: composition – comets: general – circumstellar matter – Kuiper belt: general – dust, extinction Key words. planets and satellites: composition – comets: general – circumstellar matter – Kuiper belt: general – dust Fig. 1. Measured spectral reflectance of several solar system small bod-
ies. Key: Pholus = Centaur object, Iapetus = Saturn Satellite, Hektor,
Odysseus & Euphrosyne = Trojan asteroids, Himalia = Jupiter Satellite,
Borrelly = Jupiter-family comet. Figure from J. P. Emery. ABSTRACT p
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Results. While laboratory experiments show clear evidence of irradiation effects, particularly from ion bombardment, the first obsta-
cle often resides in the ability to unequivocally identify the organic material in the observations. The lack of extended spectral data of
good quality and resolution is at the base of this problem. Furthermore, that both mechanisms, weathering and presolar, act on the icy
materials in a spectroscopically indistinguishable way makes our goal of defining the impact of each mechanism challenging. y
q
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good quality and resolution is at the base of this problem. Furthermore, that both mechanisms, weathering and presolar, act on the icy
materials in a spectroscopically indistinguishable way makes our goal of defining the impact of each mechanism challenging. Conclusions. Through a review of some of the workshop presentations and discussions, encompassing laboratory experiments as well
as observational data, we infer that both “nature” and “nurture” are instrumental in the coloration of small objects in the outer parts p
p
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Conclusions. Through a review of some of the workshop presentations and discussions, encompassing laboratory experiments as well
as observational data, we infer that both “nature” and “nurture” are instrumental in the coloration of small objects in the outer parts Article published by EDP Sciences A98, page 1 of 14 A&A 533, A98 (2011) of the solar system. While in the case of some observations it is clear that the organic reddening material originated before the solar nebula
(i.e. presolar grains found in meteorites), for many other cases pointers are not as clear and indicate a concurrence of both processes. of the solar system. While in the case of some observations it is clear that the organic reddening material origina
(i.e. presolar grains found in meteorites), for many other cases pointers are not as clear and indicate a concurrence of b hile in the case of some observations it is clear that the organic reddening material originated before the solar ne
nd in meteorites), for many other cases pointers are not as clear and indicate a concurrence of both processes. (i.e. presolar grains found in meteorites), for many other cases pointers are not as clear and indicate a concurrence of both processes. Key words. planets and satellites: composition – comets: general – circumstellar matter – Kuiper belt: general – dust, extinction Key words. 3.1. Laboratory studies of refractory carbonaceous materials Carbonaceous and organic materials in the solar system and in
the interstellar medium (ISM) of our own, as well as external
galaxies, display a wide range of composition and structure, il-
lustrating the rich chemistry that occurs in space. Experimental
studies play a fundamental role in understanding this diver-
sity: in the laboratory it is possible to analyze collected extrater-
restrial carbon-rich materials [meteorites (see the spectrum of
Orgueil in Fig. 4), micro-meteorites, IDPs, and cometary grains
collected by the Stardust mission], and to synthesize, charac-
terize, and process laboratory analogues to gain insight into the
formation, origin, and evolution of the natural samples. Among these processes UV irradiation and cosmic ion irra-
diation play an important role in the life-cycle of interstellar dust
(Mennella et al. 2003), in the production of complex organics in
the presolar nebula (Muñoz-Caro et al. 2006) as well as on the
surface of TNOs and other minor bodies (Brunetto et al. 2006),
and in the alteration of pre-existing carbon materials (Moroz
et al. 2004; Baratta et al. 2008). Many studies point out that the
early Sun was much more active than today, passing through an
active T Tauri phase before reaching the main sequence (e.g.,
Feigelson & Montmerle 1999); such strong particle and photon
radiation could have had major influences on processing mate-
rial during the planetary accretion phase, and more specifically
on the carbon chemistry. Although there is abundant evidence that icy surfaces that
include carbon-bearing species are rapidly reddened and dark-
ened as a result of radiation damage, there are also several lines
of evidence to suggest that the surface colors of TNOs are not
due to thin, modern radiolytic veneers, but in fact reflect their
bulk compositions. Specifically, the color clusters reported by
Barucci et al. (2005) are hard to explain if the surfaces of TNOs
are progressively altered by radiation damage, but occasionally
refreshed by impact excavation of pristine material. The colors
of primary and secondary bodies among small binary TNOs
are also very closely correlated (Benecchi et al. 2009). This
pattern is inconsistent with time-dependent surface coloration
from radiation damage, since impact erosion rates depend on
object size. 1. Introduction 1) are emerging with improvements in computa-
tional methods for scattering models and new laboratory data,
and with a large and homogeneous observational data set for
the spectral reflectances of Saturn’s satellites and rings. Clark
et al. (2008) have shown that a brightness peak in the blue spec-
tral region seen in most of Saturn’s satellites can be explained
as a Rayleigh scattering phenomenon caused by submicrometer
particles that form a thin coating on the ice or other surface ma-
terials. For neutral-colored surfaces, these small particles may be
composed of carbon, while for red-colored surfaces, the particles A98, page 2 of 14 C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems 2. Sub-micron organic particles and their possible
influence on the colors of primitive bodies:
the “nature” hypothesis The hollow rims of red organic globules such as seen in the
Tagish Lake meteorite are also worth mentioning in this context. These shells are thought to have been produced by photolysis of
the surfaces of small icy grains prior to their accretion into larger
bodies (e.g., Nakamura-Messenger et al. 2006). Subsequently,
the remaining ice sublimated away, leaving the less volatile or-
ganic shell. These particles tell us that at least some icy grains
were already well-irradiated before they accreted into planetes-
imals, so we may not require the modern-day radiation envi-
ronment to explain the existence of reddish organic materials in
primitive bodies (although ongoing radiolysis and photolysis of
icy surfaces surely does also occur). Micron and submicron sized organic and carbonaceous parti-
cles occur in primitive meteorites, interplanetary dust particles
(IDPs), and comet dust. Some could have formed in the proto-
planetary nebula, via the irradiation of icy particles. Others could
have survived from the cloud of gas and dust from which the
Sun formed. In regions where the volatiles condensed to form
ices in the outer parts of the proto-planetary nebula, these par-
ticles could have served as condensation nuclei, acquiring icy
mantles, perhaps with distinct regional compositions very dif-
ferent from the mix of ices prevalent in the presolar cloud. Small carbonaceous particles and ices were likely the main
solid ingredients from which planetesimals accreted in the outer
proto-planetary nebula although comet samples retrieved by the
Stardust mission also contain silicates and sulfides as significant
components (Sandford et al. 2006; Sandford 2008; Clemett et al. 2010). 3. Evidence from laboratory work Both the “nature” and the “nurture” scenarios are likely to have
played an important role in the primordial nebula before plan-
etesimals formed. We describe some of the processes that affect
carbon-rich materials and are thought to be predominant: they
are mostly “nurture” mechanisms. Of the large number of differ-
ent forms of carbon we consider those that are most relevant and
abundant in space. At visible wavelengths, the addition of colorless ice to oth-
erwise dark organic material can dramatically increase the red-
ness as well as the reflectance, if they are mixed at spatial scales
of the order of the wavelength or less (Grundy & Stansberry
2003; Grundy 2009). The behavior of such mixtures suggests
a resolution to the dilemma posed by the inconsistent behav-
ior of the colors and albedos of trans-neptunian objects (TNOs),
Centaurs, and ecliptic comet (EC) nuclei (e.g., Jewitt 2002;
Lamy & Toth 2009). In fact, although these objects are thought
to be genetically linked, much redder colors and higher albedos
are found among TNOs and Centaurs than among the EC nu-
clei (Doressoundiram et al. 2008), culminating in consistently
red colors and high albedos among dynamically cold classical
belt TNOs. Cold classical TNOs, with their near circular orbits,
presumably formed close to where they currently are. They may
or may not be direct progenitors of Centaurs and thence ECs
(Volk & Malhotra 2008; Horner & Lykawka 2010) but, because
of their distance from the Sun, their surface compositions could
offer relatively little-altered samples of the solids accreted in the
outermost parts of the nebula. Radiative transfer mixing models
can produce a wide variety of albedos and colors. By includ-
ing sublimation loss of ice, they can also reproduce the observed
color and albedo evolution as TNOs progress from the far fringes
of the solar system through the giant planet-crossing Centaur
zone to become ECs. 3.1. Laboratory studies of refractory carbonaceous materials TNOs could be more resilient to radiation damage
than previously thought, if their surface ices do not include low
molecular weight organic molecules, as could happen if they
mostly consist of already-highly-processed carbonaceous parti-
cles plus relatively clean H2O ice distilled by sublimation and
re-condensation in the nebula. Several laboratories have concentrated their efforts on the
production, characterization, and alteration of refractory car-
bonaceous materials of astrophysical interest, and in particular
on the extensively studied amorphous carbons, with different
degrees of hydrogenation. Different types of amorphous car-
bon can be produced by several techniques, such as laser py-
rolysis, laser ablation or arc discharge (e.g., Scott & Duley
1996; Mennella et al. 1999), and ion and photon irradiation of
hydrocarbon-rich ices (e.g., Strazzulla & Baratta 1991; Dartois
et al. 2005). Recent studies show that the IR spectra of these
materials can be used to interpret observations of the dust in
the diffuse ISM of galaxies, where an important fraction of the
available carbon is locked in the dust (Pendleton & Allamandola
2002; Dartois et al. 2007; Dartois & Muñoz-Caro 2007). Carbon
soot is another interesting material (Jäger et al. 2006), due to A98, page 3 of 14 A&A 533, A98 (2011) Fig. 2. Results of irradiation of CH4 ice (Brunetto et al. 2006):
eV/16 amu units refer to the energy (eV) adsorbed per 16 atomic mass
unit. The dotted line shows the spectrum of the residue at a higher tem-
perature (250 K). its possible connection with polycyclic aromatic hydrocarbons
(PAHs), and to the fact that its IR spectral features may help to
interpret the nature of some of the ubiquitously observed aro-
matic IR bands (Pino et al. 2008). Aromatic compounds are
stable molecules made of six-fold rings of carbon and hydro-
gen atoms (hydrocarbon). The most basic aromatic compound is
the benzene ring (C6H6): PAHs are complex molecules made of
fused aromatic (benzene) rings and in a terrestrial setting are a
product of combustion. Visible-IR spectra of soot and amorphous carbons dif-
fer in their chemical (e.g., hydrogen content, sp2/sp3 ratio,
i.e. graphite-like to diamond-like bonding character), optical
(e.g., variation of the optical gap), and structural (e.g., bond dis-
order, crystallites size) properties. These properties can vary ac-
cording to different formation processes (“nature” scenario) but
are also altered by photon and ion irradiation processes (“nur-
ture” scenario) similar to that which is observed for irradiated
organic residues. 3.3. Laboratory evidence conclusion The observed reddening material could be carbonaceous in na-
ture or could be the result of sublimation and irradiation of
carbon-rich compounds (nurture). The characteristics of car-
bonaceous materials themselves are related to different forma-
tion processes, but can also be transformed by irradiation: their
colors do not seem to correlate directly with their mode of
formation, highlighting the difficulty in defining the “nature”
and “nurture” scenarios. Important constraints should be sought 3.2. Ion irradiation and the colors of C-rich materials Several experiments have been performed to investigate the ef-
fects of ion irradiation on carbon-rich materials (e.g. Thompson
et al. 1987). Three different kinds of materials chosen to best rep-
resent those thought to be present on the surfaces of atmosphere-
less outer solar system objects (i.e. ices, initially red solids, and
polymer-like initially transparent solids), have been irradiated. They are: frozen (16 K) methane (CH4) (Brunetto et al. 2006),
asphaltite (a natural bitumen) (Moroz et al. 2004), and a film of
polystyrene deposited on a silicate (olivine) (Kanuchova et al. 2010). 4.1. Interstellar medium (ISM) Fundamental to the evolution of the biogenic molecules, to the
process of planetary system formation, and perhaps to the origin
of life, is the connection between the organic material found in
the interstellar medium and that which was incorporated in the
most primitive solar system bodies. Understanding the connec-
tion between interstellar ices and organics can elucidate the in-
ventory of materials available as the most primitive solar system
bodies formed. Star formation and the subsequent evolution of planetary
systems occur in dense molecular clouds, which are comprised,
in part, of interstellar dust grains gathered from the diffuse inter-
stellar medium (DISM). Carbonaceous materials are a primary
component of interstellar dust, forming in the outflow of car-
bon stars and the DISM. Over time, the low density DISM is
swept into dense molecular clouds, the principal formation sites
and repositories of most interstellar molecules. Organic com-
pounds created in these clouds represent the first step towards
the complex materials that might be responsible of the reddening
in the outer solar system. In this section we examine their rela-
tionship to ices, an essential ingredient in the “nature” scenario. 3.1. Laboratory studies of refractory carbonaceous materials The colors of amorphous carbon vary non-
uniquely as a function of the above properties, suggesting that
colors might be a poor parameter to constrain the “nature” and
“nurture” scenarios in carbonaceous materials. Fig. 2. Results of irradiation of CH4 ice (Brunetto et al. 2006):
eV/16 amu units refer to the energy (eV) adsorbed per 16 atomic mass
unit. The dotted line shows the spectrum of the residue at a higher tem-
perature (250 K). in the laboratory analysis of collected extraterrestrial primitive
carbons (e.g., cometary grains) to further understand the weight
of one scenario over the other. On the other hand, the study of
carbon-rich irradiated materials shows that weathering plays an
important role in modifying the residue of H2O ice sublimation. It becomes apparent that a clear distinction between the “nature”
and “nurture” scenario is very difficult when analyzing the ma-
terials that we think are responsible for most of the reddening
in the solar system. Therefore, when examining the solar sys-
tem evidence, we will make the simplifying assumption that the
weathering process began with low-order, volatile-rich organics
that are presumed to be presolar materials. We then try to in-
fer whether “nature” or “nurture” prevails at the later stages of
evolution of the materials that constitute the building blocks of
planetary systems. 4. Observational evidence outside the solar system
4.1. Interstellar medium (ISM) The irradiation of frozen CH4 shows a strong reddening
and darkening of the spectra, due to the formation of an or-
ganic (C-rich) refractory residue. The color is preserved after
the sublimation of the volatile species (methane and other com-
pounds formed by irradiation) as shown by the spectrum of the
residue at higher temperatures (250 K, Fig. 2). Further irradia-
tion of such a solid polymer-like residue, as well as of natural red
solids (e.g., asphaltite), produces a darkening and a flattening of
the spectra. Recently, samples of silicates (olivine) covered with
polystyrene layers have been considered. Polystyrene is consid-
ered a model for an originally transparent polymer-like material. Before irradiation, it is a transparent medium that, as ion flu-
ence increases, exhibits spectral reddening and darkening. The
reddening increases and reaches a maximum at a given fluence. Further irradiation produces further darkening, but is accompa-
nied by a flattening of the spectrum. This process is what we
refer through this paper as weathering and is considered one of
the main “nurture” mechanisms. 4.1.1. The nature of interstellar organics
and their relationship to ices Infrared observational studies provide details of the solid-state
features in dust grains. A series of absorption bands have been A98, page 4 of 14 C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems observed in the 3.4 μm wavelength region towards bright in-
frared objects that are seen through high column densities of
dust along multiple sightlines throughout the diffuse interstellar
medium (DISM) (Pendleton et al. 1994). the physical and chemical properties of a-C:H solids are sur-
prisingly complex. Their properties can vary in response to
the external conditions (e.g., temperature; photon, ion or elec-
tron irradiation). For example, a-C:H can undergo an equivalent
process known as “photo-darkening”, “graphitisation” or “aro-
matisation” when heated or exposed to UV- or ion-irradiation. This transformation leads to a closing of the optical gap and a
concomitant change in the optical properties at near-IR to
visible-UV wavelengths. Comparisons of organic residues, produced under a vari-
ety of laboratory conditions, to the diffuse interstellar medium
observations have shown that aliphatic chain-like hydrocarbon
grains are responsible for the spectral absorption features ob-
served near 3.4 μm (∼2940 cm−1). The hydrocarbons in the
DISM appear to carry the -CH2- and -CH3 functional groups
in the abundance ratio CH2/CH3 ∼2.5, and the amount of car-
bon tied up in this component is greater than 4% of the cosmic
carbon available (Sandford et al. 1991), highlighting the impor-
tance of these materials. The Murchison carbonaceous meteorite
has been shown a good analog of the interstellar observations, re-
vealing a striking similarity between some of the hydrocarbons
in the meteorite and the DISM (Pendleton & Allamandola 2002). Dartois et al. (2004) indeed show that the thermal anneal-
ing of hydrogenated amorphous carbon materials is accompa-
nied by an increase in the aromatic component, i.e. an “arom-
atization”. This type of evolution for interstellar hydrocarbons
was proposed previously (Duley et al. 1989; Jones 1990; Jones
et al. 1990) and it was suggested to be the result of the photon-
driven processing of hydrogen-rich a-C:H mantles accreted onto
silicate grains in the ISM. In this model the progressive loss
of hydrogen, and the associated “aromatisation” of the struc-
ture was assumed to lead to materials with a lower hydrogen
content, a smaller band gap, and an increased aromatic content. 4.1.1. The nature of interstellar organics
and their relationship to ices The end point of this evolutionary process is expected to be a
low-density, aromatic-rich material that can disaggregate into its
constituent aromatic molecular components (PAH-like species)
with associated sp3 and sp2 carbon and hydrogen atom bridging
structures (e.g., Duley 2000; Petrie et al. 2003; Pety et al. 2005;
Jones 2005) as a result of UV photo-processing or fragmentation
in grain-grain collisions (Jones 2005; Jones et al. 1996). Ground- and space-based telescopic observations trace in-
terstellar organics from the diffuse to dense interstellar clouds,
revealing that organic material in the DISM is predominantly
hydrocarbon in nature, possessing little N or O, and with the C
distributed between aromatic ring-clusters and aliphatic forms. These data provide the first step towards identifying the nature of
the reddening material in the DISM and giving us a possible link
with solar system materials. The transition between the diffuse
and dense cloud regions provides an interesting place to study
the onset of interstellar ice chemistry. The hardy, refractory com-
ponent of the DISM is expected to survive incorporation into the
dense cloud environment, but to date there is no observational
evidence that the DISM 3.4-μm band is present in dense molec-
ular clouds. The deep ice band at 3.0 μm detected toward many
deeply embedded protostellar objects and through the quiescent
dust through which background field stars are observed (Smith
et al. 1993) often has a broad wing on the long-wavelength side
of the band that is assumed to arise from some type of simple hy-
drocarbon (Sellgren et al. 1994). However, the wavelength peak
of this feature and its overall structure differ appreciably from
the symmetric and asymmetric aliphatic hydrocarbon bands of
the DISM (Chiar & Pendleton 2008). Mennella (2008a, 2010)
proposed a scenario in which the different conditions in dense
clouds with respect to diffuse regions (e.g. ice coating of the
dust grains, H atom temperature) may inhibit the formation of
CH2 and CH3 groups, while the formation of the 3.47 μm band
can proceed (see also Sect. 4.3). Thus, it seems that a viable source of interstellar, circum-
stellar or solar system “PAHs” could be provided by the natural
evolution of interstellar hydrogenated amorphous carbon grains. 4.1.1. The nature of interstellar organics
and their relationship to ices However, in this case any “released” aromatic rich, “molecular”
carriers are not the pristine and classic PAHs generally discussed
in the PAH literature, but are probably more complex and con-
tain carbon in other than purely aromatic form. 4.2. Dense clouds In order to study the ice chemistry of dense clouds from the ear-
liest stages, one needs to look at the transition zone between the
diffuse and dense clouds where extinction is high enough that the
grains are shielded from the harsh interstellar radiation field of
the DISM allowing for ice formation. The spectroscopy of back-
ground stars seen through quiescent clouds with no star forma-
tion activity reveals that chemistry occurs before star formation
begins. In fact, star formation might well begin with dust already
coated with a fairly complex mixture of ices (Chiar et al. 2011). NH3-ice is an important mantle constituent in all dense cloud en-
vironments, and therefore an important reservoir of elemental N
in these regions. 4.3. Evolution of organics from diffuse interstellar clouds
to the solar system The results of experiments aimed at simulating the evolution of
the aliphatic carbon component in space have recently shown
that an evolutionary link between the organics observed in the
two environments is possible (Mennella 2008b, 2010). In fact,
the same carbon grain population may absorb at 3.4 μm in dif-
fuse regions of the ISM, and at 3.47 μm in dense regions. The
carbon materials absorbing at 3.47 μm in dense cloud/protostars,
included in a comet during the formation process in the cold
outer edge of the solar nebula, may thermally evolve to de-
velop the CH2 and CH3 groups, as testified by laboratory simu-
lations. Therefore, a unifying interpretation of how the aliphatic
component appears in the main phases of its evolution in space
is possible. As the inner part of the disk clears out, the observed infrared
spectra dramatically change. No water molecules and no organ-
ics are detected, just atomic ionic species and the very high J
transition of OH, pointing to dissociation of water by the now
stronger UV field that is no longer shielded by the dust (Najita
et al. 2010). The outer disk does not seem to be affected by these
changes: the molecular complexity observed at this stage is the
same as that of optically thick gas-rich disks. Studies of the interaction of hydrogen atoms at 80 K with
carbon grains covered with a water ice layer at 12 K confirm
that exposure of the samples to H atoms induces the activation of
the band at 3.47 μm with no evidence for the formation of aro-
matic and aliphatic C-H bonds in the CH2 and CH3 functional
groups. A penetration depth of 100 nm has been estimated for
H atoms in the porous water ice covering carbon grains. Sample
warm up to room temperature causes the activation of the IR fea-
tures representing the vibrations of the CH2 and CH3 aliphatic
functional groups. The presence of the 3.47 μm band carrier is
compatible with the evolutionary time scale limit imposed by
fast cycling of materials between dense and diffuse regions of
the interstellar medium. In diffuse regions the formation of the
CH2 and CH3 aliphatic bands, inhibited in dense regions, takes
place, masking the 3.47 μm band. 4.1.2. The evolution of hydrocarbonaceous dust in the ISM Through laboratory simulations, Dartois et al. (2004) have
shown that hydrogenated amorphous carbon (denoted a-C:H)
can explain not only the 3.4-μm, but also the 6.85- and 7.25-μm
interstellar absorption bands if the a-C:H is hydrogen-rich
(>50 atomic percent H). Given that recent studies of carbon
dust and PAH evolution in the ISM indicate that these materials
are rather susceptible to destructive processing in SN-generated
shock waves, carbonaceous solids must be rather rapidly re-
formed there (Serra Díaz-Cano & Jones 2008; Micelotta et al. 2010a,b, 2011; Jones & Nuth III 2011). Therefore it appears
that a large fraction of the carbon dust in the ISM is likely to
be in the form of an amorphous, re-accreted, a-C:H-like carbon,
rather than in the form of crystalline graphite (pure carbon) that
would be very difficult to condense in the low-density ISM. Thus, graphite is probably not an abundant component of inter-
stellar carbon dust (e.g. Serra Díaz-Cano & Jones 2008). For a
material containing the atoms of only two elements (C and H) g
Regarding the dust component of interstellar grains, the pos-
sibility of the presence of PAH-like chemicals (aromatic hydro-
carbons) in the building blocks of the solar system has been es-
tablished. The next step is to understand if and how such basic
primitive components could have survived the primordial neb-
ula environment to become part of the current outer solar system
bodies. Aliphatic hydrocarbonsare observed in the diffuse ISM, they
are present in IDPs, cometary grains and meteorites, while they
are absent in dense cloud environments. There are two possible
interpretations: 1. There is no evolutionary link between the aliphatic com-
pounds observed in the diffuse regions of the ISM and
those present in solar system materials. The observation of 1. There is no evolutionary link between the aliphatic com-
pounds observed in the diffuse regions of the ISM and
those present in solar system materials. The observation of A98, page 5 of 14 A&A 533, A98 (2011) organics in the two environments is a mere coincidence. In
diffuse interstellar clouds, the C-H bonds of the CH2 and
CH3 groups form as a result of processing of carbon particles
by H atoms (at thermal energies), UV photons and cosmic
ions and they are destroyed when carbon grains enter into
dense clouds (e.g., Mennella et al. 2002, 2003). 4.1.2. The evolution of hydrocarbonaceous dust in the ISM Other pro-
cesses, e.g., photoprocessing of C bearing ices, during solar
system formation and evolution, form the aliphatic materials
observed in solar system materials. solar system. The chemical transformation of complex organic
molecules during accretion and disk evolution and the level
of complexity that they achieve as the protoplanetary disk en-
ters the planet-formation stage are current research topics being
pushed forward by recent dramatic advances in infrared and mil-
limeter astronomy. Recent observations point to chemical evolution during the
first 30 Myr of the disk lifetime. Due to the very high tem-
peratures necessary for star formation, all materials, unless far
enough from the protostar, are in gaseous form. During the con-
densation, planet accretion and formation phases they return
to be seen in solid form. Optically thick gas-rich disks around
young solar analogs are found to have rich infrared spectra indi-
cating the presence of water, OH, and organic molecules such as
C2H2 and HCN in the warm (∼700 K) disk atmosphere within
a few AU from the star (Carr & Najita 2008; Pontoppidan et al. 2010). The large abundances of these molecules suggest that
they form not only from evaporation of inward migrating ices
but also from additional chemistry in the gas phase. Atomic and
ionic species such as ionized Ne are also frequently detected
(Pascucci et al. 2007; Güdel et al. 2010) and trace the very hot
disk surface (several thousands K gas) likely photoevaporating
from the star-disk system (Pascucci & Sterzik 2009). CN, HCN,
H2CO and some deuterated species are also detected at large
disk radii (beyond 100 AU) via interferometric millimeter ob-
servations (Öberg et al. 2010). 2. An evolutionary link between the aliphatic observed in dif-
fuse ISM and solar system materials exists. In this case,
a fundamental constraint to be considered is the absence of
the aliphatic component in dense clouds: going from diffuse
ISM to the formation site of comets/parent bodies one has to
pass through the dense cloud phase where the solar system
formed. 4.3. Evolution of organics from diffuse interstellar clouds
to the solar system The activation of the CH2 and
CH3 aliphatic vibrational modes at the end of H processing after
sample warm up represents the first experimental evidence sup-
porting an evolutionary connection between the interstellar car-
bon grain population, which is responsible for the 3.4 μm band
(diffuse regions) and contributes to the absorption at 3.47 μm
(dense regions), and the organics observed in interplanetary dust
particles and cometary Stardust grains. Finally, as the disk clears out most of its primordial dust
(and likely gas), for systems older than 10 Myr, infrared and
millimeter spectra are strikingly lacking a number of molecules,
atomic and ionic species (Pascucci et al. 2006) such as H2 IR gas
lines, forbidden atomic lines or CO mm lines, that are instead
observed in younger disks. This fact is attributed to a decrease
of gas in the disk. According to Pascucci et al. (2006) there is
less than 0.1 Jupiter mass of gas in disks that are ∼10 Myr old or
older, implying that giant planet formation should occur in less
than 10 Myr, in agreement with current giant planet formation
theories. Along with time evolution, we also have evidence for the
effect of different UV fields from the different types of molecu-
lar species detected toward stars of different luminosities. While
stars that are a few times more massive than the Sun with
stronger UV lack almost any molecular detections in their spec-
tra (Fedele et al. 2011; Pontoppidan et al. 2010), disks around
very low-mass stars present a rich chemistry (Pascucci et al. 2009). What remains to be seen is how much of the chemistry in
the disk mid-plane is impacted by the different radiation fields
and what are the effects on the composition of forming planets. A98, page 6 of 14 4.4. The chemistry of protoplanetary disks and the effect
of stellar UV irradiation Porous aggregates of carbon, water ice, and silicates can also
fit the scattered light and IR spectral energy distribution (SED)
of HR 4796A, providing an alternate explanation (Köhler et al. 2008). However, there are problems with this interpretation, in-
cluding whether water ice should survive in the UV environment
of an A star (Grigorieva et al. 2007). 0
50
100
150
200
Scattering Angle
100
1000
Normalized Surface Brightness
Porous Ice mixtures
Tholins Furthermore, neither pure tholins nor porous aggregates ad-
equately fit the observed phase function of HR 4796A’s ring in
the visible (Debes et al., in prep.). Analysis of the HR 4796A
ring surface brightness in the visible as a function of scattering
angle for the north-east and south-west lobes of the disk show a
remarkably flat inferred phase function for the constituent dust. Figure 3 shows that the data are poorly fit by either a Henyey-
Greenstein phase function (as assumed by Köhler et al. 2008)
or Mie scattering phase functions of pure micron-sized tholin
grains (as assumed by Debes et al. 2008). Further study is re-
quired to determine the composition of the dust in the HR 4796A
disk and how representative it is compared to other debris disk
systems. More information on the “nature” versus “nurture”
problem at the late stages of planet formation may come as more
debris disks are observed in scattered light in the visible and
near-IR. Fig. 3. (Top left) Scattering efficiency Fdisk/F⋆as a function of wave-
length for the HR 4796A debris disk. Horizontal error bars represent the
width of the filter for each image of the disk, and the solid line is the best
fitting mixture of Titan tholins and astronomical silicates (amin = 1 μm
(grain size), 20% Silicates, 80% Tholins). (Top right) Contours of the
68.5% and 98% confidence levels for the models of HR 4796A’s scat-
tered light as a function of minimum grainsize and Tholin fraction. The X represents the best fitting model with a χ2
ν = 0.98. (Bottom)
Relative scattered light surface brightness at visible wavelengths for the
HR 4796A debris disk as a function of inferred scattering angle for dust
grains in the disk. Grey squares represent the south-west lobe of the
ring corrected for the brightness asymmetry present in the ansae of the
disk (Schneider et al. 2009) while black squares represent the north-east
lobe. 5. Observational evidence in the solar system Having laid the foundations of the investigation by studying the
building blocks of the solar system, we proceed to examine the
observational evidence at increasing distance from the Sun. We
first search for evidence of organic signatures and try to quan-
tify the organic matter content in the interplanetary material as
well as meteoritic samples analyzed in the laboratory. We follow
up on this with a systematic search for signs of organics in the
spectra and photometric colors of small bodies (i.e. asteroids,
satellites, TNOs, comets) from the asteroids in the Main Belt
to the region beyond Neptune. Lastly, we analyze the behavior
of colors in the outer solar system looking for correlations with
the quantity of ice. This scheme is based on the fact that, ac-
cording to our current knowledge of the solar nebula formation
and evolution, the quantity of H2O ice increases with decreasing
temperature and increasing distance from the Sun. chemical routes to its formation have so far not been clearly
elucidated. The D and 15N enrichments found in these mate-
rials are consistent with synthesis in a cold medium through
ion-molecule reactions, but the context where these enrichments
took place (molecular cloud, proto-planetary disk) is unknown
(e.g., Alexander et al. 2007). The origin of the soluble organic
matter (SOM) – i.e. molecules released with organic solvents or
water – has been attributed to the effects of hydrothermal pro-
cesses in the parent body (Alexander et al. 1998; Yabuta et al. 2005), in which SOM could be the hydrolysis product of IOM. An alternative view considers SOM as a component of the ices
that were accreted along with refractory phases, and therefore
with no connection with IOM (Remusat et al. 2005). Among and within chondrites, the IOM presents a wide
range of isotopic and elemental compositions, as well as large
chemical and structural variations (Alexander et al. 2007;
Quirico et al. 2003). These variations are controlled by hetero-
geneities in the precursors accreted by the parent bodies and
by the effects of post-accretion processes (Cody & Alexander
2005; Quirico et al. 2009). Post-accretion processes include
low-temperature hydrothermalism (Cody & Alexander 2005;
Yabuta et al. 2005; Orthous-Daunay et al. 2010a), long-duration
radiogenic thermal metamorphism (Bonal et al. 2006a, 2007; 4.4. The chemistry of protoplanetary disks and the effect
of stellar UV irradiation Once the gas disperses in a protoplanetary disk, gas phase chem-
istry ceases and rocky bodies and dust are all that remain in
a young planetary system. Often the collision or evaporation
of planetesimals form second generation dusty debris disks. In
these systems, the dust provides a unique remote laboratory
to study the composition and thermal processing in the disk Interstellar clouds evolve into proto-planetary disks and then
protostars. Observations of proto-planetary disks can be used
to monitor the chemical variations during the early phases of
planetary evolution and to infer the chemistry in the primordial A98, page 6 of 14 C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems 0.0
0.5
1.0
1.5
2.0
2.5
Wavelength (μm)
3
4
5
6
7
8
9
Fdisk/F* (x10−4)
30
40
50
60
70
80
90
100
Fraction of Tholin Dust (%)
0
1
2
3
4
5
Grain Size (μm)
0
50
100
150
200
Scattering Angle
100
1000
Normalized Surface Brightness
Porous Ice mixtures
Tholins
Fig. 3. (Top left) Scattering efficiency Fdisk/F⋆as a function of wave-
length for the HR 4796A debris disk. Horizontal error bars represent the
width of the filter for each image of the disk, and the solid line is the best
fitting mixture of Titan tholins and astronomical silicates (amin = 1 μm
(grain size), 20% Silicates, 80% Tholins). (Top right) Contours of the
68.5% and 98% confidence levels for the models of HR 4796A’s scat-
tered light as a function of minimum grainsize and Tholin fraction. The X represents the best fitting model with a χ2
ν = 0.98. (Bottom)
Relative scattered light surface brightness at visible wavelengths for the
HR 4796A debris disk as a function of inferred scattering angle for dust
grains in the disk. Grey squares represent the south-west lobe of the
ring corrected for the brightness asymmetry present in the ansae of the
disk (Schneider et al. 2009) while black squares represent the north-east
lobe. Overplotted are phase functions of a) a porous mixture of ices,
silicates, and carbonaceous material assuming a Henyey-Greenstein ap-
proximation to the phase function and b) Tholins assuming a Mie scat-
tering model phase function. 4.4. The chemistry of protoplanetary disks and the effect
of stellar UV irradiation Overplotted are phase functions of a) a porous mixture of ices,
silicates, and carbonaceous material assuming a Henyey-Greenstein ap-
proximation to the phase function and b) Tholins assuming a Mie scat-
tering model phase function. 4.4. The chemistry of protoplanetary disks and the effect
of stellar UV irradiation 0.0
0.5
1.0
1.5
2.0
2.5
Wavelength (μm)
3
4
5
6
7
8
9
Fdisk/F* (x10−4)
30
40
50
60
70
80
90
100
Fraction of Tholin Dust (%)
0
1
2
3
4
5
Grain Size (μm) (see Apai et al. 2010, for a recent review). Both scattered light
and thermal emission from these disks can provide composi-
tional information, on the processing of organic compounds. Unfortunately, many debris disks are cold and have few spec-
tral features in the mid-IR. If they are spatially resolved in scat-
tered light, they are often imaged at one or two wavelengths. Therefore, because of the infancy of such observations, more
questions than answers remain. The most detailed scattered light
analysis of a disk comes from observations of the HR 4796A
debris disk observed in seven wavelength bands that span the
visible to the near-IR. From the analysis of Debes et al. (2008),
a mixture of silicates and tholins were found to be the best-
fitting explanation for the red character of the disk, assuming
a purely Mie scattering model of solid spheres (See Fig. 3). Porous aggregates of carbon, water ice, and silicates can also
fit the scattered light and IR spectral energy distribution (SED)
of HR 4796A, providing an alternate explanation (Köhler et al. 2008). However, there are problems with this interpretation, in-
cluding whether water ice should survive in the UV environment
of an A star (Grigorieva et al. 2007). (see Apai et al. 2010, for a recent review). Both scattered light
and thermal emission from these disks can provide composi-
tional information, on the processing of organic compounds. Unfortunately, many debris disks are cold and have few spec-
tral features in the mid-IR. If they are spatially resolved in scat-
tered light, they are often imaged at one or two wavelengths. Therefore, because of the infancy of such observations, more
questions than answers remain. The most detailed scattered light
analysis of a disk comes from observations of the HR 4796A
debris disk observed in seven wavelength bands that span the
visible to the near-IR. From the analysis of Debes et al. (2008),
a mixture of silicates and tholins were found to be the best-
fitting explanation for the red character of the disk, assuming
a purely Mie scattering model of solid spheres (See Fig. 3). 5.1. Structural and chemical characterization of organic
matter in meteoritic chondrites and interplanetary dust In order to identify the source of reddening in meteoritic chon-
drites and interplanetary dust particles (IDPs) we separate the
organic matter into its main components. In order to identify the source of reddening in meteoritic chon-
drites and interplanetary dust particles (IDPs) we separate the
organic matter into its main components. Insoluble organic matter (IOM) is the predominant carbon
material in chondrite meteorites, stratospheric IDPs and antarc-
tic micrometeorites (AMMs). The given environment and the A98, page 7 of 14 A&A 533, A98 (2011) 2.8
3.0
3.2
3.4
3.6
3.8
4.0
0.04
0.05
0.06
0.07
0.08
24 Themis
65 Cybele
PAHs
Orgueil 2.8
3.0
3.2
3.4
3.6
3.8
4.0
0.04
0.05
0.06
0.07
0.08
24 Themis
65 Cybele
PAHs
Orgueil
Fig. 4. Reflectance spectra of 65 Cybele and 24 Themis from Licandro
et al. (2011) show similarities in the band between 2.85 and 3.5 μm. The model shown for 24 Themis (Fig. 1, Rivkin & Emery 2010) and
that for 65 Cybele, include water ice, but not organics. A spectrum of
the insoluble organic material Orgueil (Orthous-Daunay et al. 2010b)
and one showing an average of six polycyclic aromatic hydrocarbons
(Colangeli et al. 1992) are included for comparison. Busemann et al. 2007), and short-duration thermal metamor-
phism (Yabuta et al. 2010). IOM in interplanetary dust particules
(IDPs) and antarctic micrometeorites (AMMs) has a fairly, but
not strictly, similar polyaromatic structure to that of chondrites
(Quirico et al. 2005; Bonal et al. 2006b; Dobrica et al. 2009). Thermal effects occurring during the slowing down of the par-
ticles in Earth’s atmosphere could partly account for these dif-
ferences. The fact that IOM is ubiquitous in IDPs, AMMs and
chondrites precludes its formation in a parent body through hy-
drothermalism (Flynn et al. 2003). This latter process, in com-
parison with thermal metamorphism, has generally weak effects
on the composition of IOM. p
IOM
chemical
heterogeneity is
reflected
in
the
de-
tailed structure of the 3.4-μm band (aliphatic hydrocarbons)
(Orthous-Daunay et al. 2010b). Therefore, tracking of the
3.4-μm band is a potential observational test to infer the pres-
ence or absence of IOM in astrophysical contexts. For exam-
ple in the DISM, infrared spectra point to the presence of an
amorphous hydrogenated carbon material, and lack of IOM as
observed in chondrites (Dartois et al. 2005). 5.2. The nature of asteroids 24 Themis and 65 Cybele 5.2. The nature of asteroids 24 Themis and 65 Cybele While a number of volatile organic molecules have been
identified in the gas phase in cometary comae, of particular
interest for the present study is the more refractory solid car-
bonaceous component of comets. Fomenkova (1999) deduced,
from mass spectrometer observations obtained from the comet
P/Halley flyby mission, that 60% of the carbon on Halley is
in the form of complex organic material. This material affects
the albedo and color of a comet’s nucleus when spatially iso-
lated or mixed with ices. It is of additional interest because this
richly organic molecular material can be dispersed in both the
inner and outer solar system as a consequence of the dynami-
cal properties of comets. Refractory components of comet dust
(organic solids plus minerals) have been collected by aircraft in
the stratosphere (a component of interplanetary dust particles,
as described above), and by the Stardust spacecraft during its
encounter with 81P/Wild 2 (Sandford et al. 2006; Sandford
2008; Clemett et al. 2010). Rotationally-resolved infrared (2−4 μm) spectra of 24 Themis
and 65 Cybele indicate that ice and organics are present on
the surfaces of these asteroids (Campins et al. 2010; Rivkin &
Emery 2010; Licandro et al. 2011) as indicated by the absorp-
tion bands in the range 2.85 to 3.5 μm (Fig. 4). A spectrum of
the IOM Orgueil (Orthous-Daunay et al. 2010b), highlighting
the position of the 3.4 μm, and one showing the average of six
polycyclic aromatic hydrocarbons (Colangeli et al. 1992), are
also shown for comparison. These are the first detections of wa-
ter and organics on asteroid surfaces. Spectral models for these objects include a mixture of sili-
cates, amorphous carbon and water ice and are shown in Fig. 4 as
solid lines. Complex organics are not included in the model: their
absence is highlighted by the discrepancy between model and
observations. The presence of any surface ice on these asteroids
is surprising because of the instability of exposed water ice at
their heliocentric distances (∼3.3 AU). The presence of H2O ice and absence of hydrated silicates
indicate that 24 Themis and 65 Cybele have not undergone the
widespread aqueous alteration or thermal metamorphism rec-
ognized in most carbonaceous meteorites. This argues against
parent-body processes (such as those described above for SOM
in meteorites) as a source of these asteroidal organics. an indication of presolar material (“nature”) or irradiation prod-
ucts (“nurture”). an indication of presolar material (“nature”) or irradiation prod-
ucts (“nurture”). g
p
Finally, we should note that some grains in IDPs and organic
meteorites appear to have intact presolar organics that are highly
enriched in deuterium, suggesting that at least some cold molec-
ular cloud particles experienced relatively non-violent condi-
tions on arrival in the nebula preserving their original signature,
which would be consistent with the “nature” idea. It is especially
striking how the highly enriched grains are found adjacent to
less enriched grains in meteorites (Duprat et al. 2010; Busemann
et al. 2006; Messenger 2002), implying that particles with a wide
variety of histories have coalesced, which would probably sup-
port a scenario of mixing between “nature” and “nurture”. The
importance of sample return from various primitive bodies, per-
haps not so far represented in the meteorite collections, therefore
becomes evident. 5.3. Organic molecules in cometary components Comets are highly relevant to the broad issue of the nature and
distribution of complex organic solid material in the solar sys-
tem. Recent investigations have shown a great compositional
variety among comets. The prevalence of solid opaque materi-
als on their surfaces, either as a consolidated crust or as a mantle
of loose particles, may distinguish short-period comets from dy-
namically new comets. The surfaces of comets 9P/Tempel and
103P/Hartley were imaged in 2005 and 2010, respectively, by
the Deep Impact spacecraft as part of its original mission and
its extended EPOXI mission (see Fig. 5). Both comets appear
to have surfaces that are a combination of crusted regions and
regions covered with fine particles, having low albedos and red-
dish colors characteristic of a combination of mafic silicates and
carbonaceous materials. 5.1. Structural and chemical characterization of organic
matter in meteoritic chondrites and interplanetary dust The 3.4-μm band
could also help connect chondrite chemical classes to asteroids,
still an appreciable challenge, considering the currently achiev-
able signal precision (Licandro et al. 2011). Fig. 4. Reflectance spectra of 65 Cybele and 24 Themis from Licandro
et al. (2011) show similarities in the band between 2.85 and 3.5 μm. The model shown for 24 Themis (Fig. 1, Rivkin & Emery 2010) and
that for 65 Cybele, include water ice, but not organics. A spectrum of
the insoluble organic material Orgueil (Orthous-Daunay et al. 2010b)
and one showing an average of six polycyclic aromatic hydrocarbons
(Colangeli et al. 1992) are included for comparison. Fig. 4. Reflectance spectra of 65 Cybele and 24 Themis from Licandro
et al. (2011) show similarities in the band between 2.85 and 3.5 μm. The model shown for 24 Themis (Fig. 1, Rivkin & Emery 2010) and
that for 65 Cybele, include water ice, but not organics. A spectrum of
the insoluble organic material Orgueil (Orthous-Daunay et al. 2010b)
and one showing an average of six polycyclic aromatic hydrocarbons
(Colangeli et al. 1992) are included for comparison. A98, page 8 of 14 5.4. The surface composition of Jupiter Trojans A frac-
tion of cometary PAHs containing N atoms in the form of aro-
matic nitriles represent a significant difference from meteorite
organics (Clemett et al. 2010). Both O and N atoms are found in
a variety of bonding states, while some particles contain abun-
dant C atoms that are not in aromatic structures (Sandford 2008). Those particles lacking “aromatization” are instead more likely
to support the “nature” situation. Initial compositional interpretations ascribed their low albe-
dos and red, featureless visible spectral slopes at least partly to
the presence of organics (Gradie & Veverka 1980). Comparisons
with comets and other outer solar system bodies are not uncom-
mon (e.g., Jewitt 2002), given the similarly dark, spectrally red
surfaces, but many low-albedo Main Belt asteroids also exhibit
many of the same spectral qualities. Detecting and characteriz-
ing the possible organic component of JTs would move us a step
closer to understanding the origin and evolutionary processes
important for small bodies throughout the solar system. p
g
y
Statistical analyses of the featureless reflectance spectra have
provided some insights. Szabó et al. (2007) reported a corre-
lation between visible colors (from Sloan Digital Sky Survey
[SDSS] measurements) and orbital inclination for JTs that man-
ifested itself as an apparent bimodal distribution of spectral
slopes. Roig et al. (2008) confirm the SDSS bimodal spec-
tral slope distribution and find a similar distribution in previ-
ously published visible spectra. Emery et al. (2011) identify
a much stronger bimodality in near-infrared spectral slopes of
JTs. This bimodality is present in both the leading and trailing
swarms and among the background (non-family member) JTs,
and therefore appears to be a signature of the primordial pop-
ulation rather than an artifact of collisional families or capture
mechanisms. Spectral similarities between the redder group and
some Centaurs and the less-red group and some outer Main Belt
asteroids may indicate multiple source regions for JTs. Organic molecules such as CH4, C2H2, C2H6 and CH3OH
have been identified in the gas phase of comets and in solid
phases from IDPs and Stardust samples. It is therefore reason-
able to infer that many short-period comet nuclei, the only ones
we have been able to observe so far, have their low albedos and
red colors, at least in part, due to the presence of a wide range of
complex molecules. 5.4. The surface composition of Jupiter Trojans Jupiter Trojans (JTs) are one of the most intriguing populations
of small bodies in the solar system. Currently residing in sta-
ble orbits in the Lagrangian points of Jupiter, JTs are believed
to have formed at relatively large heliocentric distances, where
the solar nebula was rich in frozen volatiles and organics (Dotto
et al. 2008; Marzari et al. 2002). Jupiter Trojans (JTs) are one of the most intriguing populations
of small bodies in the solar system. Currently residing in sta-
ble orbits in the Lagrangian points of Jupiter, JTs are believed
to have formed at relatively large heliocentric distances, where
the solar nebula was rich in frozen volatiles and organics (Dotto
et al. 2008; Marzari et al. 2002). The origin of JTs and how they were trapped in librating or-
bits around the Jupiter Lagrangian points are still a matter of de-
bate. Several mechanisms have been so far proposed, including
capture of fragments of Jovian satellites, trapping of planetesi-
mals orbiting nearby a proto-Jupiter, mass growth of the planet
or gas drag capture of short-period comets (Marzari et al. 2002). Morbidelli et al. (2005) suggested that JTs, like Kuiper belt ob-
jects (KBOs) and the scattered disk, originated in the planetes-
imal disk which drove the planetary migration. Therefore, the
analysis of the physical properties, in particular the composition
of JTs, can help us place important constraints on their origin
and early evolution. Fig. 5. The surfaces of comets 9P/Tempel and 103P/Hartley imaged,
in 2005 and 2010, respectively, by the Deep Impact spacecraft in its
original mission and its extended EPOXI mission. P/Tempel is 7.6 km
across and Hartley is 2.2 km in its long dimension. The figure shows
them to the same scale. Image credit: NASA/JPL-Caltech/UMD. exactly. The Stardust mission particles show extreme hetero-
geneity (Sandford et al. 2006); some show evidence of a high
degree of heating expected from formation in the inner solar sys-
tem, while others could not have survived such temperatures and
must have originated further out. These data corroborate what
was previously known from cometary IR spectra showing the
existence of crystalline silicates in comets in contrast to their
apparent scarcity in the ISM (Ehrenfreund et al. 2004, and ref-
erences therein). This is also an argument in favor of mixing
of “high-temperature” and “low-temperature” materials in the
comet-forming region. 5.2. The nature of asteroids 24 Themis and 65 Cybele The
presence of C-H bonds and possibly aromatic groups could be The organic molecules of cometary origin in the Stardust
samples are similar, in many respects, to those found in the
matrix material of some carbonaceous chondrite meteorites and
IDPs. A detailed analysis of the X-ray absorption spectra of
the Stardust particles by Wirick et al. (2009) has shown that
these spectra are closer to the spectra of IDPs than those
of carbonaceous chondrites, but do not match either category A98, page 8 of 14 C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems Fig. 5. The surfaces of comets 9P/Tempel and 103P/Hartley imaged,
in 2005 and 2010, respectively, by the Deep Impact spacecraft in its
original mission and its extended EPOXI mission. P/Tempel is 7.6 km
across and Hartley is 2.2 km in its long dimension. The figure shows
them to the same scale. Image credit: NASA/JPL-Caltech/UMD. comet nuclei may include complex molecules analogous to the
soluble fraction in the meteorites (e.g., amino and hydroxylic
acids, and nitrogen heterocycles). Therefore, comets are plausi-
bly a mixture of native and irradiation products, with their initial
composition differing and being a function of their place of for-
mation (Ehrenfreund et al. 2004, and references therein), and
advocating for both the “nature” and “nurture” scenarios. 5.4. The surface composition of Jupiter Trojans The “high temperature” group supports
the idea of a “nurture” scenario, while the “low-temperature”
one could be presolar in origin and promote the “nature” alter-
native. Aliphatic compounds appear to have withstood temper-
atures of ∼550 C, probably because of protection by minerals
such as sulfides. Specific identifications include PAHs, with a
predominance of single (benzene) and double ring (naphthalene)
molecules, but also including much larger PAHs (extending up
to ∼800 a.m.u.), as well as their alkylation series resulting from
the successive addition of CH2- subunits. However, it is possible
that PAHs formed as a result of the high temperature exposure,
which would vouch for “nurture” rather than “nature”. A frac-
tion of cometary PAHs containing N atoms in the form of aro-
matic nitriles represent a significant difference from meteorite
organics (Clemett et al. 2010). Both O and N atoms are found in
a variety of bonding states, while some particles contain abun-
dant C atoms that are not in aromatic structures (Sandford 2008). Those particles lacking “aromatization” are instead more likely
to support the “nature” situation. exactly. The Stardust mission particles show extreme hetero-
geneity (Sandford et al. 2006); some show evidence of a high
degree of heating expected from formation in the inner solar sys-
tem, while others could not have survived such temperatures and
must have originated further out. These data corroborate what
was previously known from cometary IR spectra showing the
existence of crystalline silicates in comets in contrast to their
apparent scarcity in the ISM (Ehrenfreund et al. 2004, and ref-
erences therein). This is also an argument in favor of mixing
of “high-temperature” and “low-temperature” materials in the
comet-forming region. The “high temperature” group supports
the idea of a “nurture” scenario, while the “low-temperature”
one could be presolar in origin and promote the “nature” alter-
native. Aliphatic compounds appear to have withstood temper-
atures of ∼550 C, probably because of protection by minerals
such as sulfides. Specific identifications include PAHs, with a
predominance of single (benzene) and double ring (naphthalene)
molecules, but also including much larger PAHs (extending up
to ∼800 a.m.u.), as well as their alkylation series resulting from
the successive addition of CH2- subunits. However, it is possible
that PAHs formed as a result of the high temperature exposure,
which would vouch for “nurture” rather than “nature”. 5.4. The surface composition of Jupiter Trojans Such molecular complexes can occur both
in recognizable structures and in more complex aggregates sim-
ilar to kerogen-like materials in the insoluble organic matter
in carbonaceous meteorites. Similarly, the volatile fraction in Of particular interest in the present context are direct
searches for organic materials. Strong fundamental vibrational
bands of C-H, O-H, and N-H bonds in complex organics occur at
wavelengths in the 2.7 to 3.6 μm region, and overtones and com-
binations of these, though significantly weaker, occur at shorter
wavelengths in the reflectance spectra of organics. Several au-
thors (e.g. Cruikshank et al. 2001; Emery & Brown 2003; Dotto
et al. 2006; Fornasier et al. 2007; de Luise et al. 2010; Emery
et al. 2011; Yang & Jewitt 2011) have published visible and near-
infrared reflectance spectra of JTs. Despite the expectation that A98, page 9 of 14 A&A 533, A98 (2011) JTs formed with abundant volatiles and organics, as for KBOs,
they do not appear to exhibit any of the spectral features of these
materials on their surfaces. However, as there is more than an or-
der of magnitude difference in the solar flux on Trojans, at 5 AU,
compared to the KBOs, the difference in spectral properties of
the uppermost surfaces of Trojans and KBOs does not necessar-
ily preclude a similar origin. A thermal model of the evolution of Iapetus’ surface (Spencer &
Denk 2010), in which H2O ice is mobilized by the higher tem-
peratures in the dark hemisphere and re-condensed elsewhere,
convincingly reproduces the albedo pattern seen today. An absorption band at 3.28 μm, attributed to polycyclic aro-
matic hydrocarbons, has been identified in the low-albedo mate-
rial on Iapetus (Cruikshank et al. 2008). The data for that study
came from the Visible- Infrared Mapping Spectrometer (VIMS)
aboard the Cassini spacecraft that has been operating in orbit
around Saturn since late 2004. The detection of PAHs is the first
clear identification of a significant chemical component. Current
studies are attempting to discern which of the two low-albedo
components presents the PAH signature. The characterization of
the dark components of Iapetus is important as it sheds light on
the origin of the materials and their evolution, as well as the “na-
ture” versus “nurture” question regarding the satellites of Saturn. Furthermore, the featureless visible spectra seem to rule
out a significant quantity of hydrated silicates, crystalline an-
hydrous silicates, organic materials and ices. 5.6. The surface composition of trans-neptunian objects
and Centaurs The TNOs or KBOs are small icy bodies (the diameters of
known objects range between about 50 and 3000 km) that orbit
the Sun beyond Neptune. More than 1200 of them have been dis-
covered so far. A number of spectroscopic and dynamical stud-
ies (Barucci et al. 2008a, and references therein) have shown
that TNOs are remnants of the formation of the solar system
that have been subjected to minimal chemical evolution since
their formation. Their upper surface layers have however been
altered by various space weathering processes (solar and cosmic
ion irradiation, collisions) and, for the largest of them, surface-
atmosphere interaction and, possibly, cryovolcanism. A study of
their surface compositions can therefore provide clues on solar
nebula composition and solar system evolution as well as the
origin of their reddening material. The detection of organic features in the 3.3 to 3.5 μm region
on two outer Main Belt asteroids, 24 Themis and 65 Cybele,
as noted in Sect. 5.2, is instructive. Only one of the JT spectra
has high enough S/N in this wavelength range to have detected a
Themis- or Cybele-like absorption feature. It therefore remains
possible that, though not yet detected, organics may be a minor
component on the surfaces of JTs. It is likely though, considering
their relative proximity to the Sun, that their organic material, if
present, could be partially the product of the irradiation of the
original surface components. Based on the amount of processing
that these surface have undergone the “nurture” scenario would
likely be the prevalent one. The dynamical evolution of TNOs is believed to have been
cataclysmic. A currently popular dynamical model (the Nice
model, Levison & Morbidelli 2003) describes a series of events
in the young solar system that caused the migration of the outer
giant planets Neptune and Uranus, and the scattering of the plan-
etesimals left over from their formation. TNOs are distinguished
(Elliot et al. 2005; Gladman et al. 2008) into several different
classes that describe their current locations and orbital character-
istics: the classical objects, the resonant objects (such as Pluto,
which is in 2:3 orbital resonance with Neptune), the scattered
disk objects and the detached objects (like Sedna). In addition,
Centaurs (such as Pholus or Chiron) have orbits between those
of Jupiter and Neptune. 5.6. The surface composition of trans-neptunian objects
and Centaurs They may be escapees from the Kuiper
belt (former TNOs), they are therefore studied in parallel with
TNOs, but being closer to us, they are usually brighter. 5.4. The surface composition of Jupiter Trojans Amorphous sili-
cates have been suggested to model the red slopes of JT spectra
(Cruikshank et al. 2001; Emery & Brown 2004), but feature-
less spectra provide at best a weak constraint on inferred com-
positions. However, thermal emission spectra of several Trojans
show strong spectral emissivity peaks near 10 and 20 μm, in-
dicating the presence of fine-grained, largely amorphous, anhy-
drous silicates (Emery et al. 2006; Mueller et al. 2010). An absorption feature at ∼2.3 μm found in the spectra of the
Centaur Pholus and the TNO 2002 VE95 has been attributed to
organic materials (Cruikshank et al. 1998; Barucci et al. 2006),
and specifically to frozen CH3OH or (less likely) hexamethylte-
tramine. However, near-infrared spectra of ∼100 JTs have been
published by various authors, and none of them show this fea-
ture. Spectroscopic searches for the strong fundamental absorp-
tions at longer wavelengths (2.8 to 4.0 μm) have been published
for eight JTs. No absorption features have been found in these
spectra, which strongly limits the type and abundance of organic
material on the surfaces of JTs (Cruikshank et al. 2001; Emery
& Brown 2004). C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems Quaoar best fitting model (solid thin line) includes about
30% H2O, 20% N2, and 13% CH4 with traces of C2H6 ice mixed in with
organic materials (Dalle Ore et al. 2009). Hydrocarbon ices features are
labeled in the figure. Quaoar is an RR object. The observations were
scaled to Stansberry et al. (2008) visual geometric albedo. Fig. 6. Quaoar best fitting model (solid thin line) includes about
30% H2O, 20% N2, and 13% CH4 with traces of C2H6 ice mixed in with
organic materials (Dalle Ore et al. 2009). Hydrocarbon ices features are
labeled in the figure. Quaoar is an RR object. The observations were
scaled to Stansberry et al. (2008) visual geometric albedo. Table 1. Selected objects’ compositions. Table 1. Selected objects’ compositions. Object
Dyn
Taxon
a∗
%
%
%
class
reddening darkening
ices
5145 Pholusa
C
RR
20.3
34
61
15
8405 Asbolusb
C
BR
18.1
32
59
9
1999TC36c
R
RR
39.7
70
22
8
50000 Quaoard
C
RR
43.6
27
0
73
90377 Sednae
D
RR
518.6
76
0
24
90482 Orcusf
R
BB
39.2
1
58
40
Notes. (∗) Semi-major axis measurements (a) are from JPL Small-Body
Database Browser at http://ssd.jpl.nasa.gov/sbdb.cgi
References. (a) Cruikshank et al. (1998); (b) Poulet et al. (2002); (c) Dotto
et al. (2003); (d) Dalle Ore et al. (2009); (e) Barucci et al. (2010);
(f) Delsanti et al. (2010). p
y
μ
When spectroscopic data are not available, colors have been
obtained for a relatively large sample of objects (around 200). TNOs as well as Centaurs have very diverse colors, from neutral
to very red. A taxonomic scheme based on multivariate statis-
tics of the photometric color was proposed by Barucci et al. (2005): four classes were identified indicating different composi-
tion and/or evolutional history, with increasingly red colors from
the BB (blue objects) to the RR class (reddest objects). The rela-
tionship between taxonomical and dynamical classifications has
been investigated in detail (Perna et al. 2010) yielding somewhat
inconclusive results. No direct correlation between color and dy-
namical parameters (in particular semi-major axis) was found. However, recent work by Romanishin et al. C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems (2010) shows some
evidence for a color gradient with distance from the Sun, if the
Inner Classical KBOs (ICKBOs) are considered to be an exten-
sion of the Cold Classical population: the Cold Classical objects
are predominately red, and the Inner Classical belt objects are a
mixture of neutral and red. function of distance. However, the measured semi-major axes
describe the current position of these objects, after the migration
of Neptune had scattered them: it therefore comes as no surprise
that their compositions do not relate to their locations. Out to the Kuiper belt, we expect that current weathering
from solar irradiation would affect the surface compositions as
a function of distance from the Sun, with the closest objects
being most processed. This picture becomes more complicated
at distances beyond 50 AU where cosmic rays become pre-
dominant (Cooper et al. 2006). As seen in Sect. 5.4 close to
the Sun weathering happens on very short timescales, imply-
ing that some weathering effects should be seen. In fact, we
do see the effects of weathering on the IKBOs, as mentioned
above. However, for the TNOs, based on the complete lack of
correlation between their composition, and their current semi-
major axis, particularly for those that are within the 50 AU ra-
dius, two possible explanations become apparent. The first is
that not a lot of weathering has happened since Neptune mi-
gration repositioned objects to their current locations. The sec-
ond that the collision rate is comparable to the weathering rate,
keeping the surfaces fresh (Melita et al. 2009). In both cases
the direct implication is that the weathering that we observe, at
least in some of the objects (i.e., the presence of a population
of objects with highly processed, dark materials, such as Orcus),
must have preceded the migration and must have happened on a
short timescale early on. When looking at the TNOs, a limited number of high resolu-
tion TNO spectra have been modeled using a variety of com-
positions that include several ices, carbonaceous, and organic
materials varying in proportion from object to object. Figure 6
shows the best fitting model of Quaoar, an RR object, orbit-
ing at about 44 AU. C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems 1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
0.2
0.4
0.6
0.8
1.0
Geometric Albedo
Wavelength (μm)
(50000) Quaoar
Dalle Ore et al. (2009)
N2
C2H6
CH4
Fig. 6. Quaoar best fitting model (solid thin line) includes about
30% H2O, 20% N2, and 13% CH4 with traces of C2H6 ice mixed in with
organic materials (Dalle Ore et al. 2009). Hydrocarbon ices features are
labeled in the figure. Quaoar is an RR object. The observations were
scaled to Stansberry et al. (2008) visual geometric albedo. 1.0
1.2
1.4
1.6
1.8
2.0
2.2
2.4
0.2
0.4
0.6
0.8
1.0
Geometric Albedo
(50000) Quaoar
Dalle Ore et al. (2009)
N2
C2H6
CH4 simple distribution was apparently altered by giant planet migra-
tion and planetesimal scattering like that described in the Nice
model, yielding the much more complex picture that we observe
today. Another complication in the unraveling of the chemical his-
tory of solar system bodies lies with the processing due to so-
lar and cosmic radiation that has weathered their surfaces, more
effectively for those closer to the Sun. The best candidates for
our study are probably the smaller TNOs, which are possibly far
enough from the Sun to be sufficiently pristine to be useful in our
investigation. Larger ones are not as reliable as internal melting
and differentiation occurred in their history. Information about TNO and Centaur surface compositions
or physical properties comes from albedo measurements, color
measurements, polarimetric observations and spectroscopy. The
measured albedos are low (between 0.04 and 0.20), except for
a few objects that have albedos of about 0.6 (Pluto, Makemake,
Haumea) or even higher (∼0.86 for Eris, Stansberry et al. 2008
and 2000 TX300; a member of the Haumea family, Elliot et al. 2010). Their generally low albedos, their distances, and their
sizes make them very faint and therefore difficult to observe. Even with the largest telescopes available (8 to 10 m class),
only the brightest TNOs can be studied spectroscopically to
obtain compositional information. Furthermore, the available
TNO spectra extend only to about 2.5 μm (Barucci et al. 2008b),
a limiting factor when trying to identify surface components
whose fundamental spectral features often fall beyond 2.5 μm. Wavelength (μm) Wavelength (μm) Fig. 6. 5.5. Polycyclic aromatic and aliphatic hydrocarbons
on Saturn’s satellite Iapetus Iapetus, Saturn’s third largest satellite, is an icy moon show-
ing spectral signatures of H2O ice over more than half its sur-
face. The low-albedo material on Iapetus’ surface is concen-
trated primarily on the leading hemisphere in the sense of the
satellite’s locked synchronous orbital motion around Saturn, but
telescopic studies undertaken since the discovery of the albedo
dichotomy by G. D. Cassini in 1671 have failed to convincingly
establish the composition of the dark material. New studies,
based on data from the Cassini spacecraft demonstrate that there
are two low-albedo surface components, one very red in color
and the other more nearly neutral (Denk et al. 2010), one native
to Iapetus, the other exogenous in nature. The native material is
probably ubiquitously present to some degree and was originally
evenly distributed on the surface. Both low-albedo components
contribute to the dark coloration of the leading hemisphere of
Iapetus and are the cause of a temperature enhancement detected
in this area of the satellite surface. They are ultimately respon-
sible for the material segregation on the surface of the satellite. The chemical history of TNOs is unfortunately not as clearly
understood. The concept of “snow lines” in the original neb-
ula, i.e. the distance from the Sun at which materials can con-
dense, provides us with some idea of what should have been the
distribution of materials before the neptunian migration. In fact,
we can envision that planetesimals, originally formed close to
Jupiter, have little more than rock, metal, and water ice as part of
their composition. On the other hand, planetesimals originating
outward of Saturn would consist of more volatile ices as well as
water ice and rock and metal depending on their distance from
the Sun and size (Schaller & Brown 2007). As a result, we ex-
pect that the original material distribution would have followed
a composition pattern from simple to more complex in travel-
ing from the inner to the outer solar system. Unfortunately this A98, page 10 of 14 C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems Acknowledgements. This paper is based on the conclusions of the work-
shop “Organic material in planetary system: “nature” or “nurture”?” held
on May 27−29, 2010 at the Centre International d’Ateliers Scientifiques de
l’Observatoire de Paris with the participation of all the authors. C.M.D.O.
aknowledges support from the Centre International d’Ateliers Scientifiques de
l’Observatoire de Paris. N.P.A. acknowledges support from the NASA postdoc-
toral program at Ames Research Center administered by Oak Ridge Associated
Universities through a contract with NASA. C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems Its composition is listed among a few rep-
resentative cases in Table 1, where the published quantities of
the different components have been grouped together into three
categories: reddening components (mostly tholins), darkening
components (mostly amorphous carbon) and ices (hydrocar-
bons, H2O, CO2, CO, CH3OH ices). From a compilation of
objects with spectra available in the literature (examples shown
in Table 1) it appears that composition and semi-major axis (a)
also do not correlate: ice abundance does not map with distance
and likewise objects with a high abundance of processed dark
materials do not orbit closest to the Sun. Grundy’s idea (i.e. the “nature” scenario) of the reddening
material being primarily primordial in origin, would imply that
the color of the objects vary with the quantity of ice and as a A98, page 11 of 14 A98, page 11 of 14 A&A 533, A98 (2011) Table 2. “Nature” vs. “nurture” summary. Evidence
“Nature”
“Nurture”
? Laboratory studies of refractory carbonaceous materials
X
X
–
Ion irradiation and colors of C-rich materials
–
X
–
The nature of interstellar organics
X
–
–
Hydrocarbonaceous dust in the ISM
X
–
–
Dense clouds
X
–
–
Evolution of organics from diffuse interstellar clouds to the solar system
X
–
–
Chemistry of protoplanetary disks
–
–
X
Evidence for organics in dusty disks
–
–
X
Refractory organic matter in chondrites and interplanetary dust
X
X
–
Asteroids 24 Themis & 65 Cybele
–
–
X
Comets
X
X
–
The surface composition of Jupiter Trojans
–
–
X
PAHs and aliphatic hydrocarbons on Iapetus
X
X
–
The surface composition of trans-Neptunian objects and centaurs
X
X
– Some of the key factors outlined above are within reach with
the current state-of-the-art telescopes, and observing instruments
(e.g. d above), others are far from being solvable. We can therefore conclude, for the TNO case, that the
“nature” reddening mechanism, whose traces are apparent in
those objects with a lot of ices and red coloration, as well as
the “weathering” component visible in the processed materials
(“nurture”) could be interpreted, for some of the objects, as to
date from a time previous to the neptunian migration. 6. Conclusions We present an examination of some recent evidence, encom-
passing a number of laboratory experiments as well as obser-
vational data, in an effort to characterize the reddening material
common to planetary systems. The available information, dis-
cussed at length among the authors, leads us to infer that the red
coloration of a variety of objects in the solar system could be
due mainly to one of two mechanisms, or more likely to a com-
bination of them: weathering and primordial composition, i.e. “nurture” and “nature”. Nevertheless, materials such as PAHs, indicative of the pres-
ence of organics, are difficult to interpret, as their origin could
be due to “nurture” as well as “nature”. The spectroscopic ef-
fects of the “nature” and “nurture” mechanisms on the icy ma-
terial are practically indistinguishable: while intrinsically differ-
ent, macroscopically, they both reduce the ratio of H to C atoms. Further, with the current state of the art instruments we cannot
yet detect the signature features of the organic material, whether
primordial or resulting from irradiation, in most of the available
observations. A few exceptions include Cassini VIMS data for
the Saturn satellites, Triton, Pluto, 24 Themis and 65 Cybele
data. Laboratory work has given, and is still in the process of giv-
ing, us a few tools to aid us in discriminating between the differ-
ent choices. In this paper we explore in the observations avail-
able in the literature the evidence for one process or the other,
and view them in the frame of the knowledge acquired through
the laboratory studies. Finally, a model of the dynamical evolution of the outer solar
system has to be kept in the picture as the current location of the
objects probably does not reflect their original position, therefore
complicating the history of the weathering contributions. Table 2 summarizes the current status of the “nature” vs. “nurture” debate. In summary, the question at the basis of the “nature” vs. “nur-
ture” debate, i.e. whether ice indeed magnifies the effect of the
reddening material, is still to be fully addressed. While some as-
pects of the problem have been answered or will be in the near
future, such as the determination of the amount of ice present in
red objects, others, such as the ability to discriminate between
reddening agents, are still far from being solvable. C. M. Dalle Ore et al.: Organic materials in planetary and protoplanetary systems At that
time both mechanisms might have played a role, but their rela-
tive importance is too difficult to trace as their effect on the spec-
trum of the material is so macroscopically similar as to make it
impossible, at this time, to discern the importance of one vs. the other. The identification of the material dwells primarily on the
ability to obtain spectroscopic data past the 2.5 μm current limit
for a number of well chosen objects representing the main tax-
onomic groups of TNOs, Centaurs, asteroids and Trojans in the
hope that the behavior in the near-IR will shed light on their
compositions, help map the reddening material(s) throughout
the outer solar system, and distinguish minerals from complex
organics. This information along with dynamical data might
elucidate its origin and weathering level when coupled with lab-
oratory experiments aimed at testing the effects of radiation and
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Economy-wide impacts of behavioral climate change mitigation: Linking agent-based and computable general equilibrium models
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Journal Pre-proof
Economy-wide impacts of behavioral climate change mitigation: linking agent-based
and computable general equilibrium models
Leila Niamir, Olga Ivanova, Tatiana Filatova Journal Pre-proof
Economy-wide impacts of behavioral climate change mitigation: linking agent-based
and computable general equilibrium models
Leila Niamir, Olga Ivanova, Tatiana Filatova © 2020 The Author(s). Published by Elsevier Ltd. Leila Niamir a,b,c, Olga Ivanova d, Tatiana Filatova c,e Leila Niamir a,b,c, Olga Ivanova d, Tatiana Filatova c,e a Mercator Research Institute on Global Commons and Climate Change (MCC)
Torgauer Str. 12-15, 10829 Berlin, Germany (niamir@mcc-berlin.net)
b International Institute for Applied Systems Analysis (IIASA)
Schlossplatz 1, A-2361 Laxenburg, Austria
c Department of Governance and Technology for Sustainability (CSTM), University of Twente
Drienerlolaan 5, 7522NB Enschede, The Netherlands (t.filatova@utwente.nl)
d Netherlands Environmental Assessment Agency (PBL)
Bezuidenhoutseweg 30, 2594 AV, The Hague, The Netherlands (olga.ivanova@pbl.nl)
e PERSWADE Research Center, School of Systems Management and Leadership, University of Technology Sydney
Broadway 15, Ultimo NSW 2007, Australia
of a Mercator Research Institute on Global Commons and Climate Change (MCC)
Torgauer Str. 12-15, 10829 Berlin, Germany (niamir@mcc-berlin.net)
b International Institute for Applied Systems Analysis (IIASA)
Schlossplatz 1, A-2361 Laxenburg, Austria
c Department of Governance and Technology for Sustainability (CSTM), University of Twente
Drienerlolaan 5, 7522NB Enschede, The Netherlands (t.filatova@utwente.nl)
d Netherlands Environmental Assessment Agency (PBL)
Bezuidenhoutseweg 30, 2594 AV, The Hague, The Netherlands (olga.ivanova@pbl.nl)
e PERSWADE Research Center, School of Systems Management and Leadership, University of Technology Sydney
Broadway 15, Ultimo NSW 2007, Australia
of Journal Pre-proof Economy-wide impacts of behavioral climate change mitigation: linking agent-based
and computable general equilibrium models Accepted Date: 6 August 2020 Please cite this article as: Niamir, L., Ivanova, O., Filatova, T., Economy-wide impacts of behavioral
climate change mitigation: linking agent-based and computable general equilibrium models,
Environmental Modelling and Software, https://doi.org/10.1016/j.envsoft.2020.104839. This is a PDF file of an article that has undergone enhancements after acceptance, such as the addition
of a cover page and metadata, and formatting for readability, but it is not yet the definitive version of
record. This version will undergo additional copyediting, typesetting and review before it is published
in its final form, but we are providing this version to give early visibility of the article. Please note that,
during the production process, errors may be discovered which could affect the content, and all legal
disclaimers that apply to the journal pertain. © 2020 The Author(s). Published by Elsevier Ltd. Abstract Households are responsible for a significant share of global greenhouse emissions. Hence,
academic and policy discourses highlight behavioral changes among households as an essential
strategy for combating climate change. However, formal models used to assess economic impacts
of energy policies face limitations in tracing cumulative impacts of adaptive behavior of diverse
households. The past decade has witnessed a proliferation of agent-based simulation models that
quantify behavioral climate change mitigation relying on social science theories and micro-level
survey data. Yet, these behaviorally-rich models usually operate on a small scale of
neighborhoods, towns, and small regions, ignoring macro-scale social institutions such as
international markets and rarely covering large areas relevant for climate change mitigation
policy. This paper presents a methodology to scale up behavioral changes among heterogeneous
individuals regarding energy choices while tracing their macroeconomic and cross-sectoral
impacts. To achieve this goal, we combine the strengths of top-down computable general
equilibrium models and bottom-up agent-based models. We illustrate the integration process of
these two alien modeling approaches by linking data-rich macroeconomic with micro-behavioral
models. Following a three-step approach, we investigate the dynamics of cumulative impacts of
changes in individual energy use under three behavioral scenarios. Our findings demonstrate that
the regional dimension is important in a low-carbon economy transition. Heterogeneity in
individual socio-demographics (e.g. education and age), structural characteristics (e.g. type and
size of dwellings), behavioral and social traits (e.g. awareness and personal norms), and social
interactions amplify these differences, causing nonlinearities in diffusion of green investments
among households and macro-economic dynamics. Journal Pre-pr 1 1 1 https://climatepolicyinfohub.eu/node/71/pdf 1. Introduction Energy consumption is the primary culprit behind anthropogenic global warming. Humanity’s
demand for energy is satisfied by consuming fossil fuels as well as renewable energy sources,
leading to varied greenhouse gas emission (GHGs) footprints. Households are responsible for
70% of global GHGs (Hertwich and Peters, 2009). In Europe, one quarter of direct total energy
consumption and GHGs comes from households1. Academic and policy discourses highlight
behavioral changes among households as an essential strategy for reducing GHG emissions and
combating climate change (Dietz et al., 2013; Doppelt et al., 2009; Faber et al., 2012; McKinsey,
2009; Nielsen et al., 2020). Importantly, an individual’s decision-making is known to deviate
from rational and perfectly informed optimization process, calling for a thorough understanding
of behavioral aspects (Abrahamse and Steg, 2011; Bamberg et al., 2015, 2007; Poortinga et al.,
2004; Stern, 2016; van Raaij, 2017). proof Policy-makers rely on decision support tools to assess future changes in energy markets and the
economy as a whole. Macroeconomic Computable General Equilibrium (CGE) models serve as
standard tools for quantitative policy assessments in climate change mitigation (Babatunde et al.,
2017; Fujimori et al., 2017; IPCC, 2014; JRC, 2014; Rive et al., 2006; Vandyck et al., 2016). CGE models are popular among governments and academia for ex-ante policy analysis. They
rely on advancements in micro-based macro-economic theory that represent the aggregate
behavior of rational and fully-informed economic agents (households and firms) and their trade
interactions via supply-chains. Behavioral changes, including behavioral climate change
mitigation actions driven by the increased level of knowledge about climate change in society
and shifts in preferences, are difficult to model directly with CGE models. This is one of the
critics regarding their capacity to support climate change mitigation policy (Creutzig et al., 2018;
Farmer et al., 2015; Farmer and Foley, 2009; Isley et al., 2015; Niamir et al., 2018b; Stern, 2016). Journal Pre-pr In contrast to this macroeconomic “top-down” approach, “bottom-up” agent-based models
(ABMs) focus on behaviorally-rich representation of energy consumers, integrate technological
learning, out-of-equilibrium dynamics and social interactions (Bhattacharyya, 2011; Farmer et
al., 2015; Hunt and Evans, 2009; Niamir et al., 2018b; Tesfatsion, 2006). Agents in ABMs follow
a set of if-else rules, sometimes combined with equations, that guide their actions, interactions
with other actors or institutions (e.g. markets), and learning. 1. Introduction ABMs could compliment macro-
economic models by accommodating heterogeneity, adaptive behavior and interactions, bounded 2 2 rationality, and imperfect information (Filatova and Niamir, 2019). However, their use for
climate policy is hindered by high-data intensity for individual behavioral rules and interactions. When energy ABMs are grounded in empirical data, their upscaling remains limited (Humphreys
and Imbert, 2013; Lamperti et al., 2019), preventing the assessment of economy-wide impacts,
effects of national or EU policies and generalization of ABMs’ results. There is a long history in bridging top-down CGE models with bottom-up models (Krook-
Riekkola et al., 2017), usually non-ABM. Specifically for energy, macroeconomic models are
linked with engineering micro-simulation models focusing on the technological processes of
electricity generation (Sue Wing, 2008). Scholars either establish a ‘soft-link’ between micro and
macro models, or complement one by a reduced form of the other, or combine them directly
through ‘hybrid’ modeling (Böhringer and Rutherford, 2009). Since engineering bottom-up
models often rely on mathematical programming, the latter approach focuses on resolving mixed
complementarity problems (Bohringer and Rutherford, 2008). Besides linking to engineering
micro-simulations, national level CGEs rely on complimentary micro-simulation models for
environmental analysis, taxation (Peichl and Schaefer, 2009), fiscal analyses (Debowicz, 2016)
and labor market analysis (Benczúr et al., 2018). However, an integration of micro-macro
approaches at the regional (sub-national) level is scarce (Verikios and Zhang, 2015). In parallel,
as inequality and distributional impacts of climate change policies come into a spotlight
internationally, introducing heterogeneity into CGE models becomes increasingly important (Bijl
et al., 2017; Kulmer and Seebauer, 2019; Melnikov et al., 2017; Rao et al., 2017; van Ruijven et
al., 2015). This is commonly done by disaggregating the representative agent in macro models
with micro-level survey data (Rausch et al., 2011). Duarte et al. (2016) provide an excellent
example on modelling of pro-environmental consumer behavior in a regional CGE model for
Spain using micro-level data. This study evaluates the impact of improving environmental
awareness by specifying drivers of behavioral changes – adoption of household appliances with
different energy efficiency levels – for different income levels using household survey data
(Duarte et al., 2016). While using survey data in CGEs is a major step in accommodating
heterogeneity, the choices that economic agents pursue remain fixed and are still assumed to be
taken under conditions of perfect information. 1. Introduction It hinders the representation of behavioral changes,
bounded-rationality and social influences so prominent in understanding pro-environmental
choices (Niamir et al., 2020a; Steg and Vlek, 2009). Journal Pre-proof There is a long history in bridging top-down CGE models with bottom-up models (Krook-
Riekkola et al., 2017), usually non-ABM. Specifically for energy, macroeconomic models are
linked with engineering micro-simulation models focusing on the technological processes of
electricity generation (Sue Wing, 2008). Scholars either establish a ‘soft-link’ between micro and
macro models, or complement one by a reduced form of the other, or combine them directly
through ‘hybrid’ modeling (Böhringer and Rutherford, 2009). Since engineering bottom-up
models often rely on mathematical programming, the latter approach focuses on resolving mixed
complementarity problems (Bohringer and Rutherford, 2008). Besides linking to engineering
micro-simulations, national level CGEs rely on complimentary micro-simulation models for
environmental analysis, taxation (Peichl and Schaefer, 2009), fiscal analyses (Debowicz, 2016)
and labor market analysis (Benczúr et al., 2018). However, an integration of micro-macro
approaches at the regional (sub-national) level is scarce (Verikios and Zhang, 2015). In parallel,
as inequality and distributional impacts of climate change policies come into a spotlight
internationally, introducing heterogeneity into CGE models becomes increasingly important (Bijl
et al., 2017; Kulmer and Seebauer, 2019; Melnikov et al., 2017; Rao et al., 2017; van Ruijven et
al., 2015). This is commonly done by disaggregating the representative agent in macro models
with micro-level survey data (Rausch et al., 2011). Duarte et al. (2016) provide an excellent
example on modelling of pro-environmental consumer behavior in a regional CGE model for
Spain using micro-level data. This study evaluates the impact of improving environmental
awareness by specifying drivers of behavioral changes – adoption of household appliances with
different energy efficiency levels – for different income levels using household survey data
(Duarte et al., 2016). While using survey data in CGEs is a major step in accommodating
heterogeneity, the choices that economic agents pursue remain fixed and are still assumed to be
taken under conditions of perfect information. It hinders the representation of behavioral changes,
bounded-rationality and social influences so prominent in understanding pro-environmental
choices (Niamir et al., 2020a; Steg and Vlek, 2009). 1. Introduction Linking
macroeconomic
CGE
models
with
micro level
behaviorally rich
ABMs
can
Journal Pre-proof Linking macroeconomic CGE models with micro-level behaviorally-rich ABMs can
operationalize behavioral changes in formal policy analysis and open new synergies between 3 3 micro and macro approaches (Krook-Riekkola et al., 2017; Melnikov et al., 2017; Parris, 2005;
Safarzyńska et al., 2013; Smajgl et al., 2009). Earlier attempts to integrate ABM and CGE
models include the work of Safarzyńska et al. (2013) who propose an elegant way to integrate the
evolutionary dynamics of ABMs into a CGE model. Yet, authors leave it at the conceptual level
without an implementation. Smajgl et al. (2009) discuss a farm-level integration of ABM-CGE
for fishery policy impact assessment, with no integration results. To the best of our knowledge,
there is no empirical example of resolving the key methodological differences between ABM and
CGE modelling while aligning with survey data on behavioral heterogeneity. The current paper addresses this methodological gap by demonstrating how aggregated impacts
of household energy behavior changes emerging from an empirical ABM could be scaled up and
linked to the macroeconomic dynamics of a CGE model. To demonstrate the feasibility of the
method we employ a soft-linkage between the two empirical models; future work will focus on a
hard-link integration following our earlier pilot on using software wrappers to assure a real-time
data exchange between toy ABM and CGE models (Belete et al., 2019). Here we ensure models’
consistency by aligning functional forms and by using the same database and economic
scenarios. The objective of this paper is twofold: (1) to investigate feasibility of an original
approach to link empirical ABM and CGE models while targeting individuals’ heterogeneity,
social interactions, and behavioral changes; and (2) to explore the impacts of climate change
mitigation behavior across scales, from individuals to the EU regions. Towards this end, we
propose a three-step upscaling approach that goes beyond our specific application and may serve
as a systematic way to link ABM and CGE models (Section 2). Our results demonstrate that it
permits tracing the macro-economic and cross-sectoral impacts and indirect effects of individual
energy behavioral changes (Section 3). Section 4 concludes with a discussion and outlining future
work. Journal Pre-proof 2. Methods To explore economy-wide impacts of behavioral changes and the role of social interactions the
current paper employs the strengths of micro and macro socio-economic models. We use an
empirical behavioral ABM (BENCH-v.3) originally developed to study cumulative impacts of
individual changes in energy use (Niamir et al., 2020b, 2018a). To trace indirect effects and
cross-sectoral impacts of shifts in residential energy demand and changes in households 4 consumption behavior, we employ an empirically-calibrated CGE model (EU-EMS) (Ivanova et
al., 2019). consumption behavior, we employ an empirically-calibrated CGE model (EU-EMS) (Ivanova et
al., 2019). entific challenge is in aligning the two models that differ in key assumptions. Namely: The scientific challenge is in aligning the two models that differ in key assumptions. Namely: The scientific challenge is in aligning the two models that differ in key assumptions. Namely: ● Representative vs. heterogeneous agents: CGE models work with a representative agent
(group) while ABMs assume heterogeneity in attributes and behavior; ● Perfect vs. bounded rationality: agents in CGE are assumed to be fully rational while
ABMs proliferate in tackling research problems where bounded rationality is relevant;
oof ● Perfect vs. bounded rationality: agents in CGE are assumed to be fully rational while
ABMs proliferate in tackling research problems where bounded rationality is relevant;
oof ● Static vs. adaptive behavior: households in CGE have fixed preferences and perfect
information, while ABM are designed to explicitly model adaptive expectations. Since
ABM-agents do not have full information, they learn over the course of a simulation,
either from their own experience, from their social network or through market signals;
Pre-proo ● Unique one shot equilibrium, vs. out-of-equilibrium dynamics: CGE models are
solved via the assumption of a unique equilibrium occurring in one shot when markets
clear. In contrast, ABMs trace the process of out-of-equilibrium dynamics and transitions
between multiple equilibria while eliciting path-dependencies. ournal P Jou 2 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units).
3 3 Photo sources: I1 by Tracey Nicholls (CC BY 3.0); I2 by Enrix-Knuth (CC BY-SA 4.0); I3 by Tommaso.sansone91(CC0). Availa
https://commons.wikimedia.org 2 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units).
3 Photo sources: I1 by Tracey Nicholls (CC BY 3.0); I2 by Enrix-Knuth (CC BY-SA 4.0); I3 by Tommaso.sansone91(CC0). Available from:
https://commons.wikimedia.org 2.1.1. The BENCH agent-based model 2.1.1. The BENCH agent-based model Originally, the BENCH ABM (Niamir et al., 2020b, 2018a; Niamir and Filatova, 2017) was
developed to investigate the role of behavioral changes with respect to an individual energy use
in the transition to a low-carbon economy. Households in BENCH ABM are heterogeneous in
socio-demographic characteristics (e.g. income, age, education), dwelling characteristics (e.g. type, size, age), energy consumption patterns (e.g. electricity and gas consumption, energy
provider), and behavioral factors (e.g. awareness, personal norms, social norms). BENCH is 5 spatially explicit, with behavioral rules of agents calibrated based on the survey data for two EU
NUTS22 regions: Navarre, Spain and Overijssel, The Netherlands (Niamir et al., 2020a). We advance this ABM further to permit integration with the EU-EMS CGE both in terms of the
theoretical consistency of functional forms used in ABM and CGE as well as the datasets and
scenario assumptions. We start aligning the ABM model with its macro counterpart by including
the empirically estimated discrete choice functions for the representation of households’
investment decisions. These functions stem from the utility optimization approach that is also
used for the derivation of demand functions in the CGE model and are further relaxed in the
ABM to accommodate bounded rationality. Namely, agents’ utility functions are modified to
align with empirically-grounded energy decisions from the households’ survey (Niamir et al.,
2020a), social interactions and learning – with macroeconomic dynamics in our data-driven CGE
model. In particular, BENCHv.3 focuses on energy investments that households may decide to
undertake: significant investments in house insulation (I1) or moderate investment in solar panels
(I2), and modest investments in energy-efficient appliances (I3) (Figure 1). Pre-proof Figure 1: Households’ choices in the spatial BENCH agent-based model.3
Journal Pre r Figure 1: Households’ choices in the spatial BENCH agent-based model.3 Cognitive process behind individual behavioral changes: in accordance with the Theory of
Planned Behavior and Norm Activation Theory from psychology, we assume that boundedly
rational individuals in BENCH-v.3 make decisions following a number of cognitive steps:
knowledge activation, motivation, and consideration (Niamir et al., 2020a, 2018a). Figure 2
shows heterogonous households in sociodemographic characteristics, dwelling conditions, 2 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units). 2.1.1. The BENCH agent-based model 3 Photo sources: I1 by Tracey Nicholls (CC BY 3.0); I2 by Enrix-Knuth (CC BY-SA 4.0); I3 by Tommaso.sansone91(CC0). Available from:
https://commons.wikimedia.org 6 electricity and gas consumption follow a cognitive process to decide whether to pursue any
energy investment (I1-I3). Niamir, et al. (2018a) describes how each individuals knowledge
activation and motivation are measured and calculated at the model initialization stage based on
the survey data. In summary, an individual knowledge activation level is calculated based on the
average of three types of knowledge - person's climate-energy-environment knowledge (K),
awareness about climate, environment and energy issues (AC), and energy decision (AE). If this
average for an individual is above the empirical threshold, then the person is tagged as “feeling
guilt” and proceeds to the next step to assess his/her motivation for actions I1-I3. Such
individuals proceed to evaluate the motivational factors: personal and social norms (NP, NS) for
each action (I1-I3). If individuals are highly motivated and “feel responsible”, the perceived
behavior controls4 (PBC), and the dwelling ownership status (owner or renter) are evaluated to
assess “intentions”. Individuals with a high level of intention proceed to estimate utilities, which
are formulated as a discrete choice problem here. Household agents follow these stages for each
action: when deciding whether to invest in insulation, solar panels or energy-efficient appliances. re-proof Figure 2: BENCH-v.3 ABM structure: cognitive process behind individual behavioral changes ( I1-I3)
Journal Pre al Figure 2: BENCH-v.3 ABM structure: cognitive process behind individual behavioral changes ( I1-I3) 4 Own perception of their ability to perform an action or change behavior 7 Households in BENCH-v.3 make choices based on the indirect utility function (Eq.1). As the
inverse of the expenditure function when prices are constant, it reflects individual preferences for
different energy actions under budget constraints. Households in BENCH-v.3 make choices based on the indirect utility function (Eq.1). As the
inverse of the expenditure function when prices are constant, it reflects individual preferences for
different energy actions under budget constraints. (Eq.1) = + ɛ The utility of individual j associated with choice i () is calculated based on the vector of
explanatory observed and latent variables ( ) – including socio-economic characteristics of the
individuals, dwelling characteristics, and financial and ownership situation, as well as behavioral
factors – and the parameter vector ( ) estimated using a probit regression (Niamir et al., 2020a). 2.1.1. The BENCH agent-based model Finally, ɛ is the vector of error terms. An individual chooses a particular sub-action (i) when
their utility is non-negative:
re-proof (Eq. 2)
l Pre (Eq. 2) ≥0 = =
al P ≥0 = =
al P Social interactions and learning: The speed of green investments diffusion does not depend
only on social interactions that affect updating of knowledge, awareness and norms. It depends
also on the individual heterogeneity: socio-economic characteristics or dwelling characteristics,
which affect utility of taking an action I1-I3 (i.e. serve as proxy for the perceived behavior
control, PBC). In BENCH-v.3, agents exchange information following a simple opinion dynamics
model (Moussaïd et al., 2015). When a neighbor takes an action (I1-I3), it may alter knowledge,
awareness and the motivational factors regarding energy choices of others in this peer group. Namely, individuals compare own behavioral factors (K, AC, AE, NP, NS, PBC) with those of their
closest neighbors, and gradually adjust them (Figure 3, Eq. 3). We run various scenarios of this
social learning (see section 2.1.3). Journ 8 Figure 3: Social dynamics and learning in a neighborhood where an individual undertook an action at time t Figure 3: Social dynamics and learning in a neighborhood where an individual undertook an action at time t (Eq. 3) = , , ! , "# , "$ , %&'( , ) = *1, … 9.;
0 12) 1
34, 256) 1
344 ≥
3 1
378 =
3 + 0.02 ⋅
34
oof 0 12) 1
34, 256) 1
344 ≥
3 1
378 =
3 + 0.02 ⋅
34
oof Our ABM uses the same baseline scenario of regional demographic and economic development
as the CGE model ensuring the consistency between the scenario analysis in two models. Further,
the ABM takes as inputs data on the regional GDP projections estimated for 2015-2050 by the
CGE model. The detailed description of the BENCH agent-based model is presented in Appendix
Pre-proo 1. l Pre 5 http://themasites.pbl.nl/winnaars-verliezers-regionale-concurrentie/
6 2.1.2. Computable General Equilibrium model
rna EU-EMS (Ivanova et al., 2019) is a spatial CGE model developed by the PBL Netherlands
Environmental Assessment Agency for policy impact assessments. The current version of EU-
EMS covers 276 NUTS2 regions across the EU28 member states. Goods and services are
produced by firms and consumed by households or other firms and exchanged on competitive
markets. Spatial interactions between regions are captured through the trade in goods and
services, factor mobility, and knowledge spill-overs. Journ Following the tradition of comprehensive empirical CGE models, EU-EMS uses large datasets of
real economic data in combination with complex computational algorithms to assess how the
economy reacts to changes in governmental policy, technology, availability of resources and
other external macro-economic factors. The EU-EMS model consists of (a) the system of non-
linear equations, which describes the behavior of various economic actors, and (b) a very detailed
database of economic, trade, environmental and physical data. The core part of the model
database is the Social Accounting Matrix, which represents in a consistent way all annual
economic transactions. 9 The database5 of the model has been constructed by PBL using the combination of national,
European and international data sources and represents a detailed regional level (NUTS2 for
EU28 plus 34 non-EU countries) multi-regional input-output (MRIO) table for the world. The
main datasets used for the construction of this MRIO include the 2013 OECD database, BACI
trade data, Eurostat regional statistics, and national Supply and Use tables, as well as the detailed
regional level transport database of DG MOVE called ETIS-Plus6. The later dataset allows us to
estimate the inter-regional trade flows at the level of NUTS2 regions that are currently not
available from official statistical sources. The aggregated groups of the sectors can be directly
linked to the panel data econometric analysis and estimations that have been done for Total
Factor Productivity (TFP) projections using the EU-KLEMS database7. We have used panel data
techniques on EU-KLEMS data in order to model the development of TFP according to the
technological catch-up theory. The detailed description of our CGE model is presented in
Appendix 2. proof Measuring economic inequality: economists often measure regional disparities using Theil’s T
inequality index (Eq.3), the absolute value of which indicates the distance from equality. Pre-p )
Eq. 3
(
al P )
Eq. http://viewer.etisplus.net/
7 http://www.euklems.net/ p
p
7 http://www.euklems.net/ p
p
7 http://www.euklems.net/ p
p
6 http://viewer.etisplus.net/
7 8 As an ABM the BENCH model permits experimentation with numerous “what if” scenarios. Exploring the entire space of complex adaptive
models, such as BENCH, is a massive research project on its own (Kwakkel and Pruyt, 2013). We tested different level of diffusion ranging from
1% to 4% and choose 2% since it captures the qualitative trend anticipated by experts. For example, the higher level of diffusion generate more
active neighborhoods in earlier years converting all households to became energy-efficient between 2035-2040, but that does not resemble the
narratives in the literature (Allen et al., 2018; Creutzig et al., 2016; Grubler et al., 2018; IPCC, 2014). Exploring the entire parameter space
would be an interesting topic for future research. 2.1.2. Computable General Equilibrium model
rna 3
( 1
_
log
N
i
i
i
i
i
Theil
T
θ
γ
θ
µ
=
=
∑
∑
urnal e
oθ Where
oθ is the GDP of each NUTS2 region,
iγ is the GDP per capita in each region as a
measure of regional income, and µ is the average GDP per capita across the EU28 NUTS2
regions. Jou The EU-EMS CGE model estimates the cross-sectoral aggregated impacts of individual
behavioral changes produced by the ABM, and traces the consequent changes across the EU
regions triggered by the macro economy. The CGE receives measures: a) the diffusion of each of
the three types of actions (I1-I3) among heterogeneous households (classified in 12 age and
education groups); b) the changes in electricity and gas consumption; c) saved CO2 emissions;
and d) the amount of investment from BENCH model results. 10 2.1.3. Scenarios Micro-level end-user behavioral scenarios: besides being heterogeneous in terms of
sociodemographic characteristics (e.g. age, income, education), housing they reside in (e.g. tenure status, size, energy label), and psychological factors (e.g. attitudes and beliefs, personal
norms), agents in the BENCH-v.3 ABM exhibit heterogeneous behavioral characteristics, such
knowledge and awareness, engage in social interactions and learn. BENCH.v3 ABM introduces
three end-user behavioral scenarios (Baseline, FD, ID) by differentiating between the intensity of
social interactions and the speed of learning (see Table 1). Based on the neighborhood size, this
social learning may occur at either a slow or fast pace (see scenarios in Appendix 1). f Table 1: Micro-level End-user Behavioral Scenarios. Source: BENCH.v3
Behavioral scenarios
Social dynamics
Definition
Pre-proof Table 1: Micro-level End-user Behavioral Scenarios. Source: BENCH.v3
- Individuals with the value of their behavioral attributes –
components shaping awareness and motivation – lower
than that of their neighbors adjust by increasing the value
of by 2%8 (see Eq. 3). Pre In an active neighborhood:
individuals interacts with a
maximum of four neighbors
rnal P FD
(Fast Dynamics)
Fast
In an active neighborhood:
individuals interacts with
all available neighbors
Journ Individuals with the value of their behavioral attributes –
components shaping awareness and motivation – lower
than that of their neighbors adjust by increasing the value
of by 2% (see Eq. 3). FD (Fast Dynamics) This scenario represents a rapid bottom-up diffusion of
pro-environmental social norms driven by households
alone without any policy support. Dynamics) motivation across the entire population. Hence, at
initialization all households agents start with 2% higher
values of behavioral attributes, before engaging in any
social learning. The ID scenario highlights the importance of information
diffusion
and
information
campaigns
focusing
on
behavioral climate mitigation. It assumes that all
individuals do update their knowledge and motivation
when an information policy applies. Macro-level scenarios: in addition to these three behavioral scenarios, the EU-EMS CGE model
relies on the demographic projections from Eurostat until 2050 and Total Factor Productivity
(TFP) projections by economic sector based on our own econometric analysis. Hence, the
macroeconomic and demographic scenarios are combined with the slow/fast/informative
dynamics scenarios of micro-level behavior with respect to energy-related investments of
heterogeneous households. Pre-proof 2.1.2. Computable General Equilibrium model
rna ID
(Informative
Informative
In an active neighborhood:
individuals interacts with This scenario assumes an intense information policy – e.g. social advertising and the promotion of pro-environmental
behavior – that raises the level of knowledge and ID In an active neighborhood:
individuals interacts with In an active neighborhood:
individuals interacts with 11 2.2. Upscaling behavioral changes
al P ABM and CGE models each have their own assumptions, strength and weaknesses. We attempt
to overcome the latter by linking the two models. To pursue this in a systematic manner, we take
a step-wise approach to bridge the ABM with the CGE model (Figure 4). ournal Step 1: From individual households to regional shifts in energy use. BENCH-v.3 ABM
calculates the extent of behavioral changes among heterogeneous household agents who evolve
through a cognitive process (section 2.1.1, Figure 2) before reaching a more rational stage where
the discrete-choice utility maximization is activated (section 2.1.1, Eq.1 and 2). Given the
stochastic nature of ABMs, we use the mean values from 100 ABM simulations run for each
scenario and case-study to feed them further into the CGE model. The main outcomes of the
BENCH-v.3 ABM used in the EU-EMS CGE model are the relative changes in electricity and
gas use and the total investments made by various individuals (I1-I3). The EU-EMS CGE model,
however, operates at the level of all 276 EU28 NUTS2 regions, and needs regional changes in
energy consumption and investments of the representative households as an input. Hence, the
behavioral patterns emerging at the Overijssel and Navarre provinces for different households
need to be scaled not only up to the national level, but up to the entire EU (see next steps and
Figure 4). Jo 12 Step 2: Dynamic socio-demographic groups with similar behavioral patterns. We take an
intermediate step to derive the changes in investments, gas and electricity consumption across
households of different age and education levels for all 276 EU28 NUTS2 regions based on the
outcomes of two regional ABMs. Economic theory suggests that investment choices depend on
households’ incomes. However, our survey on behavioral changes regarding energy use (Niamir
et al., 2020a) reveals that age and education are the most important factors explaining households
preparedness to invest in low-carbon energy (I1-I3)9. Thus, we define behavioral patterns for a
group of households in the Dutch and Spanish regional ABMs separately, aggregating by age and
education level. Following the Eurostat classification, we work with 12 age-education groups
(Table 2). roof Table 2: Socio-demographic groups, based on the Eurostat classification. e-p Table 2: Socio-demographic groups, based on the Eurostat classification. e- Table 2: Socio-demographic groups, based on the Eurostat classification. e- Table 2: Socio-demographic groups, based on the Eurostat classification. 9 With the help of our empirical data, we examined the impact socio-demographic factors, namely income, gender, education and age, on
households energy bahavior changes in two provinces (Overijssel, NL and Navarre, ES). Particulary, our analysis shows the probability of
households energy behavior increases with the level of eduction (95% confidential interval) (Niamir et al., 2020a). e-proo 2.2. Upscaling behavioral changes
al P Group number
Education level (1-3)
Age group (1-4)
G1
Low (ISCED 0-2)
1 (younger than 20)
G2
Low (ISCED 0-2)
2 (20-40 years old)
G3
Low (ISCED 0-2)
3 (40-60 years old)
G4
Low (ISCED 0-2)
4 (older than 60)
G5
Middle (ISCED 3-4)
1 (younger than 20)
G6
Middle (ISCED 3-4)
2 (20-40 years old)
G7
Middle (ISCED 3-4)
3 (40-60 years old)
G8
Middle (ISCED 3-4)
4 (older than 60)
G9
High (ISCED 5-8)
1 (younger than 20)
G10
High (ISCED 5-8)
2 (20-40 years old)
G11
High (ISCED 5-8)
3 (40-60 years old)
G12
High (ISCED 5-8)
4 (older than 60)
Journal Pre-p For all 12 groups, we estimate a number of households pursuing an action (I1-I3) and calculate
the corresponding average gas and electricity savings and investments. The behavioral factors –
awareness, motivations, intentions and likely actions– across 12 groups differ between the two For all 12 groups, we estimate a number of households pursuing an action (I1-I3) and calculate
the corresponding average gas and electricity savings and investments. The behavioral factors –
awareness, motivations, intentions and likely actions– across 12 groups differ between the two 13 countries in our survey sample, and so do the patterns of behavioral climate change mitigation
emerging in the ABMs. To utilize the information regarding regional differences in patterns of
behavioral change, we create the mapping between NUTS2 regions of the EU28 with the two
ABM regions according to their perceived cultural distance. Social structure, wealth and lifestyle,
religion, institutional and economic conditions, and natural environment play a role in assessing
cultural distance (Gobel et al., 2018; Hofstede, 2011, 2001; Kaasa et al., 2016; Schwartz, 2014;
Vignoles et al., 2018). Specifically, in the absence of more granular data, we use the Dutch case
to approximate how the behavioral patterns may evolve in the North-West EU states, and the
Spanish case – for the South-East EU states (see Table A3.1 in Appendix 3). We acknowledge
that this approach does not fully capture all the cultural differences but it, for example, accounts
for the role of social network (higher among the Spanish respondents compared to the Dutch) in
behavioral climate change mitigation. Ideally, one should use native survey data regarding the
modelled behavior or employ secondary data on revealed empirical differences on behavioral
changes across regions. 10 https://ec.europa.eu/eurostat/documents/3433488/5564440/KS-SF-10-001-EN.PDF/d5b8bf54-6979-4834-998a-f7d1a61aa82d
11 http://www.iiasa.ac.at/web/home/research/researchPrograms/WorldPopulation/Projections_2014.html 2.2. Upscaling behavioral changes
al P Furthermore, differences in policy, institutional, technological, and
environmental conditions across EU countries are indirectly accounted for in our CGE model and
the databases it relies upon. Pre-proof Since behavioral changes vary primarily among households with different age and education
levels, the changes in these characteristics over time are crucial. Hence, we employ demographic
projections for the period until 2050. The only regional NUTS2 level projections that have been
done for the EU28 are EUROPOP200810 projections of Eurostat. Population projections of
Eurostat provide information about the development of the population until 2050, detailed by age
and gender groups. Furthermore, Eurostat population projections at NUTS2 level are combined
with IIASA Global Education Trends scenario projections11 related to the share of high, medium
and low-educated persons in each EU country. This allows us to construct population projections
by age and education level for the period 2020-2050 for each NUTS2 region of the EU28. These
NUTS2-level population projections till 2050 match with the scaled-up mapping of behavioral
patterns of 12 groups in our ABM. Hence, now we use age and education information to linked it
with the emerging behavioral patterns of the agent-based BENCH v.3 model when creating
NUTS2 specific – that is, corresponding to the population structure of that region – inputs into
the spatial EU-EMS CGE model. Journal P 10 https://ec.europa.eu/eurostat/documents/3433488/5564440/KS-SF-10-001-EN.PDF/d5b8bf54-6979-4834-998a-f7d1a61aa82d
11 http://www.iiasa.ac.at/web/home/research/researchPrograms/WorldPopulation/Projections_2014.html 14 Step 3: Cumulative economy-wide impacts of behavioral changes. Finally, we use the
predicted population structure by age and education level for the period 2020-2050 to calculate
aggregated changes in the residential use of gas and electricity for each NUTS2 regions of EU28
on the basis of calculated averages for each of the 12 individual groups. The EU-EMS CGE
model estimates the cross-sectoral impacts of these shifts in the aggregated residential energy
demand that impacts GDP projects. The linked ABM-CGE model quantifies the cumulative
impacts of behavioral changes among heterogeneous households at the level of 276 EU28
NUTS2 regions. This allows us to understand the impacts of various behavioral scenarios within
the CGE framework, including distributional effects across these EU regions. An important
direction of future work would be to develop direct two-way linkages between the two models,
with the CGE-generated GDP projections feeding back into the ABM. Data flows between two
models are presented in Figure 4. 2.2. Upscaling behavioral changes
al P proof Figure 4: Upscaling individuals behavioral change via linking ABM and CGE models
Journal Pre-p rna our Figure 4: Upscaling individuals behavioral change via linking ABM and CGE models This step-wise approach to linking the ABM and CGE models allows us to address the key
methodological challenges: ● From representative to heterogeneous agents: Heterogeneous households in the ABM
are matched with representative households in the CGE model. Aggregation occurs along ● From representative to heterogeneous agents: Heterogeneous households in the ABM
are matched with representative households in the CGE model. Aggregation occurs along 15 the two dimensions that impact relevant behavioral changes among households most: age
and education levels. This is done using detailed information about the structure of the
population by age and education in each NUTS2 region for the period 2020-2050 while
keeping behavior heterogeneous across the 12 groups. ● From perfect to bounded rationality: Agents in our ABM are boundedly rational due to
the presence of behavior factors (K, AC, AE, NP, NS, PBC) that precede discrete choice
utility estimate: subjective knowledge and awareness, motivation, and intention to
consider a change in behavior, which are all prone to social influence. The use of the
ABM allows us to assess the impacts of pure behavioral changes in the CGE model and
calculate their broader economic impacts. The rest of the economy in the CGE model –
e.g. households’ decisions on a labor market, decisions of firms, clearing of the markets –
still operates in line with the rationality principles, allowing for the coherent treatment of
macro-economic processes in the CGE model. proof ● From static to adaptive agents: Agents in the ABM are prone to social influence and
learn from their neighbors. As their behavior attributes – knowledge and awareness –
evolve, they go through various cognitive stages of knowledge activation, motivation and
consideration and may eventually decide to invest in low carbon energy. By scaling up
these behavioral patterns through age-education groups, we are able to link to the
architecture of a CGE. By default CGE models assume perfect information and rational
expectations, omitting a variety of behavioral strategies through which adaptive behavior
can be channeled into macro dynamics. Journal Pre-p ● From an equilibrium to adaptive dynamics with social learning: The CGE model is
based on assumptions of market equilibrium and interlinkages between different agents,
sectors and markets in the economy. 3. Results and discussion Given the stochastic nature of ABMs, we run BENCH multiple times under the same parameter
settings for each scenario. The ABM results presented below plot the means across 100 random
runs. Therefore, we use the mean values from each ABM scenario and case-study to scale up the
observed behavioral patterns and to estimate their cross -sectoral impacts in the CGE model. of 2.2. Upscaling behavioral changes
al P The ABM treats agents’ decisions as a cognitive
process in the presence of social interactions and fast/slow/informative learning. Jo ● From an equilibrium to adaptive dynamics with social learning: The CGE model is
based on assumptions of market equilibrium and interlinkages between different agents,
sectors and markets in the economy. The ABM treats agents’ decisions as a cognitive
process in the presence of social interactions and fast/slow/informative learning. Jo Before discussing the results, it may be useful to be explicit about the limitations of the current
study. The presented CGE-to-ABM link is currently indirect, operationalized via the EU GDP
growth rates scenarios (the dotted curve in Figure 4). Furthermore, to demonstrate the
applicability of method, we work with two survey datasets; for a real policy analysis it is essential
to work with a richer representation of regions that may also account for differences in climatic
and institutional conditions across countries. While our ABM relies on households’ surveys
(Niamir et al., 2020b, 2020a, 2018a) for micro-validation, macro-validation against regional-level
panel data remains a subject of future work. We believe that micro-validation is sufficient for the Before discussing the results, it may be useful to be explicit about the limitations of the current
study. The presented CGE-to-ABM link is currently indirect, operationalized via the EU GDP
growth rates scenarios (the dotted curve in Figure 4). Furthermore, to demonstrate the
applicability of method, we work with two survey datasets; for a real policy analysis it is essential
to work with a richer representation of regions that may also account for differences in climatic
and institutional conditions across countries. While our ABM relies on households’ surveys
(Niamir et al., 2020b, 2020a, 2018a) for micro-validation, macro-validation against regional-level
panel data remains a subject of future work. We believe that micro-validation is sufficient for the 16 methodological demonstration of the applicability of this approach for upscaling behavioral
climate change mitigation. Complementing it with macro-validation would be essential when
performing a real policy analysis. Step 1: From behavioral patterns in survey data to cumulative impacts in two provinces
roof Firstly, we run the BENCH.v3 ABM for two EU provinces (Overijssel and Navarre) under the
three behavioral scenarios (Baseline, FD and ID). We report the regional impacts of the energy
behavior choices of heterogeneous households: the diffusion of each of the three types of
behavioral actions among heterogeneous households over time, the changes in electricity and gas
consumption, saved CO2 emissions, and the amount of investment. al Pre-pro (a) electricity
(b) gas
Figure 5: Saved energy (kWh) per household as a result of investment (I1-I3) under three behavioral scenarios in two EU
provinces over 34 years (2017-2050). Source: BENCH-v.3
Journal (a) electricity
Journa (a) electricity Figure 5: Saved energy (kWh) per household as a result of investment (I1-I3) under three behavioral scenarios in two EU
provinces over 34 years (2017-2050). Source: BENCH-v.3 Figure 5 illustrates the dynamics of electricity and gas saving in the two EU provinces as a result
of households’ energy investments. The general trend is as expected: faster learning boosted by
an information campaign leads to more investments in solar panels (I2) and in appliances (I3),
and consequently to higher electricity savings in both provinces. Intensive social learning boosts
electricity savings by 40% and 100% in Overijssel and Navarre (FD vs Baseline, Figure 5.a and 17 Table 3). In addition, electricity savings increase by 14% and 22% in two provinces if pro-
environmental awareness is raised through an information policy (ID vs FD, Figure 5.a and Table
3). However, these trends do not hold for investments in insulation (I1) and corresponding gas
savings. Informative strategy (ID) has a mixed impact on insulation investments in Navarre
(crossing of FD and ID curves in Figure 5.b) and the opposite effect in Overijssel (ID delivers
26% lower gas savings compared to FD, Figure 5.b). The difference between cases may be
driven by initial conditions (climate, institutional settings, gas prices) in the two countries. In
addition, comparing FD and ID scenarios shows that an information policy and social
interactions among neighbors impact households’ insulation decisions in a non-linear way. f Table 3: Saved CO2 and household investment in two provinces (Overijssel and Navarre) under three micro-level behavioral
scenarios over time. We report the mean value across 100 runs under each scenario. Source: BENCH-v.3 ABM
e-pro Table 3: Saved CO2 and household investment in two provinces (Overijssel and Navarre) under three micro-leve
scenarios over time. Step 1: From behavioral patterns in survey data to cumulative impacts in two provinces
roof We report the mean value across 100 runs under each scenario. Source: BENCH-v.3 ABM
e-pro Table 3: Saved CO2 and household investment in two provinces (Overijssel and Navarre) under three micro-level behavioral
scenarios over time. We report the mean value across 100 runs under each scenario. Source: BENCH-v.3 ABM
e-pro Scenarios
Provinces
2030
2050
Saved CO2
emission
(tons per
household)
Baseline
Overijssel
0.50
1.09
Navarre
0.23
0.78
FD
Overijssel
0.71
1.53
Navarre
0.47
1.59
ID
Overijssel
0.75
1.93
Navarre
0.85
1.75
Total
investments
(in 2016 Euro
per
household)
FD
Overijssel
2,908
6,858
Navarre
2,198
8,020
ID
Overijssel
2,578
5,430
Navarre
2,931
7,585
The share of preferred
actions (in percentage)
Overijssel
I1:4.9%
I2: 26.1%
I3: 69%
I1:4.0%
I2: 20.1%
I3: 75.9%
Navarre
I1:12.1%
I2: 26.7%
I1:9.4%
I2: 22.5%
Journal Pre-p 18 I3: 61.3%
I3: 68.1%
Total number of actions
Overijssel
2,839
6,875
Navarre
1,239
3,690
Investments in 2016 Euro per action, %
of total invested money in two
provinces
proof Table 3 shows the amount of CO2 emission savings that households’ energy behavior changes
could deliver, and at what investment cost. Intensive social interaction (FD scenario) leads to 1.4
and 2 times more saved CO2 emissions in Overijssel and Navarre compared to the Baseline. As
expected, information policy along with social interactions (ID scenario) amplify the impact 1.1
and 1.2 times more on top of the FD scenario in Overijssel and Navarre respectively. We observe
a non-linear pattern in total investments (Euro per households) under behavioral scenarios over
time. When information policy (ID scenario) is activated, Dutch households invest 17% more
compared to the FD scenario in 2020 and this then drops in 2050 (20% less than the FD
scenario). Spanish household investments in the ID scenario increases up to 33% in 2030 and
then drops by 5% compared to the FD scenario. These nonlinearities emerge from households’
preferred actions (I1-I3) unequally distributed over time and space. These results are a pure effect
of individual changes driven by behavioral factors: we do not include any price-based scenarios
(subsidies for green or taxes on grey energy) or changes in technological costs in this article. Journal Pre-p Our analysis confirms that faster learning boosted by an information campaign (FD vs Baseline
scenarios) leads to more investments (I2, I3), and consequently to higher electricity savings
(40%-100%) in both provinces. Step 1: From behavioral patterns in survey data to cumulative impacts in two provinces
roof In addition, electricity savings increase by 14%-22% in two
provinces if pro-environmental awareness is raised through an information policy (ID vs FD
scenarios). However, ID has a mixed impact on insulation investments (I1) and gas consumption
in Navarre and the opposite effect in Overijssel (ID delivers 26% lower gas savings compared to
FD). 19 Step 2: Scaling-up behavioral scenarios to national and EU level After analyzing the dynamics in households’ behavioral changes in two provinces over time, we
switch to understanding how they change over space. Using the population projection scenarios
for the EU28 (see section 2.2, step 2), we scale the dynamics in household energy behavioral
changes in two provinces over time up to national and EU levels. Namely, we define behavioral
patterns for a heterogeneous group of households in the Dutch and Spanish regional ABMs. For
each of the 12 age-education groups (Table 2), a number of households perusing an action (I1-I3)
is estimated together with the average investments, and gas and electricity savings. The analysis
reveals that in the Netherlands and Spain that the majority of households – 75.9% and 68.1% –
intend to invest in energy-efficient appliances (I3) by 2050. The minority – 4.9% and 9.4% –
want to invest in insulation (I1); this trend is stable over time (2020-2050). Electricity
consumption resulting from individual behavioral changes decreases between 51-71% (the
Netherlands) and 51-66% (Spain) by 2050 (see Appendix 4, Table A4.1). Pre-proof Figure 6: Percentage change in electricity consumption in 2050 from the base 2015, calculated as a result of scaling up the
outcomes of the ABM model with population changes in the “Fast dynamics” scenario. Source: scaled-up BENCH-v.3 results. Journal Pr Figure 6: Percentage change in electricity consumption in 2050 from the base 2015, calculated as a result of scaling up the
outcomes of the ABM model with population changes in the “Fast dynamics” scenario. Source: scaled-up BENCH-v.3 results. Figure 6 shows percentage changes in residential electricity consumption as a result of scaling up
the output of the empirical ABM with the population change scenario. Electricity consumption
resulting from individual behavioral changes decreases between 56.2-69.5% and 13.8-63.8% by 20 2050 in the Netherlands and Spain correspondingly. Importantly, there is significant spatial
heterogeneity in how behavioral changes diffuse and what regions emerge as laggers or pioneers
in bottom-up investments in energy-efficiency. If behavioral patterns elicited through our survey
hold in the next few decades, it could be expected that the Limburg, Drenthe, and Zeeland
provinces in the Netherlands and the Castile-Leon and Asturias regions in Spain will be pioneers
compared to others in respective countries. Journal Pre-pr (
,
)
al Pre-proof Journal Pre Step 3: From regional to the national and EU28 economy Scaled-up outputs of the ABM are used as input to the simulation setup of the spatial CGE
model. Namely, information from BENCH-v.3 on the decrease in households’ use of electricity
and gas is used in order to exogenously modify the minimum subsistence level of households’
consumption of the respective services in EU-EMS (see Appendix 2). The ABM-CGE results
indicate that households with higher education levels are more likely to change their behavior
compared to less educated people. Importantly, among these higher educated households,
younger people (20-40) are more active. In particular, Dutch youth saves up to 17% and 74%
more electricity and gas compared to 40+ households under the FD scenario (Figure 7). Among
the pioneers (g6-8, i.e. middle educated and 20+ age; see Table 2), Spanish households save 1.9-
2.8 and 1.0-1.4 times more gas and electricity compared to Dutch households depending on
groups and behavioral scenarios. Intensive social dynamics (FD scenario) has a stronger impact
on saving gas, while the informative ID scenario activates more households in saving electricity. Appendix 4 presents a more detailed ABM-CGE analysis on diffusion of households’ investment
per capita per action among sociodemographic groups. Journal Pre-proof A reduction in the consumption of gas and electricity by households results in a higher budget
share that becomes available for other types of consumption. Depending on households’
consumption patterns, such shifts in consumption might result in higher values of GDP over time. 21 (a) gas
(b) electricity
Figure 7: Saved energy per capita (electricity and gas) as a result of households’ energy investments among 12
sociodemographic groups (table 2) under behavioral scenarios (FD,ID) in two countries. Source: EU-EMS and BENCH-v.3
of (b) electricity (a) gas (b) electricity (a) gas Figure 7: Saved energy per capita (electricity and gas) as a result of households’ energy investments among 12
sociodemographic groups (table 2) under behavioral scenarios (FD,ID) in two countries. Source: EU-EMS and BENCH-v.3
of 22 The EU-EMS model operates at the level of NUTS2 regions of the EU28, and hence enables the
calculation of the regional impacts of various behavioral scenarios on real GDP that is GDP that
includes only quantity effects. We choose to use GDP in our analysis instead of welfare
indicators such as equivalent variation measure because the monetary indicator such as GDP can
be easily compared with the outcomes of the ABM model in terms of monetized energy savings
and investments. Step 3: From regional to the national and EU28 economy The focus of the present study is in illustrating the added-value of the use of
CGE model and the degree of the indirect and economy-wide effects calculated by the CGE
which justifies the choice of monetary GDP indicator for our analysis. Figure 8 illustrates the
difference in regional real GDP levels in 2050 between the Baseline and FD scenarios. Most of
the EU28 regions benefit from the behavioral changes, which leads to a decrease in energy
consumption, with a few regions affected negatively. The level of overall real GDP impacts
depends on the size of the region in terms of population and its share of highly-educated youth. Appendix 4 presents the percentage changes on the level of regional GDP relative to the Baseline
scenario (see Figures A4.2). e-proof Figure 8: Deviation in the levels of regional real GDP under the “Fast dynamics” scenario compared to Baseline in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v.3
Journal Pre Figure 8: Deviation in the levels of regional real GDP under the “Fast dynamics” scenario compared to Baseline in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v.3 Figure 9 presents the effects in relative terms (scenario as % of the baseline which already
accounts for whether a region is rural or urban) and relate them to GDP per capita. It implies
there is a statistical relationship between the two variables: the Baseline GDP per capita (which is
also positively correlated with the share of highly educated persons) and the benefits in terms of 23 additional economic growth per capita from the modeled behavioral changes. Though the
relationship is non-linear, the trend indicates that rich and economically well-developed regions
receive higher benefits from promoting behavioral changes in the long-run compared to the
lagging regions. This phenomena raises the question of whether the distribution of economic benefits skewed
towards rich and well-developed regions increases the overall interregional inequality in Europe. To understand how behavioral changes under our scenarios impact EU28 regional disparities, we
calculate economic inequality index for the period 2015-2050 (section 2.1.2, Eq. 3). The
dynamics of Theil’s T inequality index demonstrate that the inequality between regions decreases
in the period of large investments in energy savings (2025-2035) and then starts to increase again
over time, indicating the non-linear nature of the process (Figure 10). Step 3: From regional to the national and EU28 economy However, the regional
inequality in 2050 does not reach the level of 2015, indicating the positive overall impact of
behavioral changes on equality. Despite this, changes in inequality due to the implementation of
behavioral scenarios remain modest. re-proof Figure 9: Correlation between changes in GDP per capita under “Fast dynamics” scenario and the level of regional GDP per
capita under “Baseline” scenario in 1000 Euros per individual in 2050. Source: EU-EMS and BENCH-v.3
Journal Pre Journal Pre Figure 9: Correlation between changes in GDP per capita under “Fast dynamics” scenario and the level of regional GDP per
capita under “Baseline” scenario in 1000 Euros per individual in 2050. Source: EU-EMS and BENCH-v.3 24 Figure 10: Dynamics of the Theil-T income inequality index over time under “Fast dynamics”. Source: EU-EMS and BENCH-
v.3. roof Figure 10: Dynamics of the Theil-T income inequality index over time under “Fast dynamics”. Source: EU-EMS and BENCH-
v.3. roof Figure 10: Dynamics of the Theil-T income inequality index over time under “Fast dynamics”. Source: EU-EMS and BENCH-
3
oof 4. Conclusions and Outlook The potential of individual behavioral changes in reducing carbon emissions attracts considerable
attention as one of the climate change mitigation strategies (Creutzig et al., 2016; IPCC, 2014;
Niamir, 2019). Comprehensive empirical CGEs, which support quantitative climate change
mitigation policy assessments, are strong in tracing cross-sectoral impacts, feedback in the
economy as a whole and in linking to readily-available datasets. However, their econometrically-
estimated equations reflect past behavior, making it difficult to integrate behavioral changes
(Babatunde et al., 2017; Farmer and Foley, 2009). Moreover, while empirical evidence suggests
that individual decision-making deviates from a rational and perfectly informed optimization
process, the latter is the core of CGE models (Farmer et al., 2015; Stern, 2016; Wilkerson-Jerde
and Wilensky, 2015). Journal Pre ABMs compliment macroeconomic models by accommodating heterogeneity, adaptive behavior
and interactions, bounded rationality, and imperfect information (Rai and Henry, 2016). While
there are few (largely non-empirical) ABMs in policy and institutional domain that take a macro,
e.g. country and global scale perspective (Castro et al., 2020; Gerst et al., 2013), behaviorally-
rich empirical ABMs mostly operate on small scales of neighborhoods, cities, and regions. Although these micro ABMs are strong in aggregating heterogeneous adaptive behavior, they
omit feedbacks with the rest of the economy and cross-sectoral impacts. Survey data is
increasingly used to specify individual agent’s rules, yet this behavioral data is not always
compatible with the data used in macro models. Linking ABMs and CGE models could 25 ameliorate their weaknesses. Yet, the models should be aligned coherently conceptually and data-
wise to benefit from their strengths (Voinov and Shugart, 2013). Methodologically, this article
contributes to the ongoing debate (Krook-Riekkola et al., 2017; Parris, 2005; Safarzyńska et al.,
2013; Smajgl et al., 2009) on linking these two alien approaches by presenting a method of
systematic upscaling of individual heterogeneity and social dynamics to combine ABM and CGE
models. The insights from this methodological exercise offer three conclusions. Firstly, we demonstrate
the feasibility and importance of introducing heterogeneity and behavioral-rich dynamics in
assessing climate change mitigation policies. We develop a transparent step-wise process to
integrate an empirical behaviorally-rich ABM and a spatial CGE model. To the best of our
knowledge, this is the first attempt to link empirical ABM and CGE models to estimate the
macroeconomic impacts of individual energy behavioral changes. 4. Conclusions and Outlook In the absence of this
integration, one should twist the CGE parameters and structure in an ad-hoc manner to permit
some representation of a behavioral change. Instead, an ABM that relies strongly on the
theoretical and empirical micro-foundations from surveys, quantifies the patterns of behavioral
change across heterogeneous households in a transparent way accounting for non-monetary
aspects of individual energy choices. al Pre-proof Secondly, this article demonstrates that scaling up behavioral change dynamics has policy-
relevant consequences at large scales. Our ABM grounded in theory and survey data quantifies
the patterns of behavioral change, which could further be channeled into the CGE models that
traces macroeconomic and cross-sectoral dynamics. Specifically, here we find that the regional
dimension is important in a low-carbon economy transition driven by individual behavioral
change. Some regions lag behind while others are pioneers, due to the heterogeneity in
individuals’ socio-demographics (e.g. education and age), structural characteristics (e.g. type and
size of dwellings), behavioral and social traits, and spatial characteristics (e.g. urban vs. rural)
which produce incremental differences at small scales. Yet, when aggregated, they cumulatively
create disparities, which are amplified by macro-economic forces. Importantly, the inequality
between regions decreases in the period of large investments (2015-2035) and starts to increase
over time following it. Journa Finally, as behavioral barriers to climate change mitigation in designing policies gain attention,
policy-makers would benefit from decision support tool that go beyond a stylized representation
of households as perfectly-informed optimizers. Individual awareness, diversity in norms, and
knowledge play a key role in a green economy transition and climate change mitigation policies 26 should ideally combine the conventional macroeconomic analysis with these behavioral barriers
and rivers. Considering bottom-up behavioral patterns would not easily change over time. To see
culpable changes, we need a mix of external intervention, from soft information policies aimed to
raise awareness bottom-up, to financial incentives altering the macro landscape of energy markets
and technological transitions. At times, information and price-based policies create a non-linear
effect on cumulative behavioral changes regarding energy use (Niamir et al., 2020b). Our
approach demonstrates that with computational ABM directly linked to survey data and
macroeconomic CGE models, individual behavioral heterogeneity and social influences can now
be considered when designing implementable and politically feasible policy options. f The future work can go in two main directions: advancing the modeling approach and improving
the models dataset. 4. Conclusions and Outlook From the modeling perspective, future work could focus on introducing direct
feedbacks between CGE-ABM, enabling the evaluation of price-based and information-policies
jointly at multiple scales. The feedbacks between the two empirical models may be enabled
through software wrappers and modern web interfaces for integration (Belete et al., 2019). In
addition, due to the large number of parameters and multidimensionality of the generated data
from any ABM (Lee et al., 2015), the global sensitivity and uncertainty analysis was out of scope
of this article. Future work should focus on quantifying uncertainties that this integration of ABM
and CGE models may impose, including for example exploratory analysis (Kwakkel and Pruyt,
2013) to understand the integrated model’s behavior and its sensitivity to initial configurations of
its parameters. From the dataset perspective, running surveys in more EU countries would
improve the model accuracy, especially vital when predicting policy impacts. Also, data-wise, the
behaviorally rich demand-side modeling could benefit from endogenizing the dynamics of
dwelling stock. Static and aging housing should be replaced by scenarios of structural and
technological progress in new urban development (e.g., zero-carbon footprint buildings) and
refurbishing old housing stock in cities. Journal Pre-proof Acknowledgments This work was supported by the EU FP7 COMPLEX (Knowledge Based Climate Mitigation
Systems for a Low Carbon Economy) Project No. 308601, the SCALAR European Research
Council (ERC) Project, grant agreement No. 758014 , and the IIASA-RITE distinguished young
scientist award (recipient: Leila Niamir). We are thankful to Prof. Dr. Alexey Voinov (University
of Technology Sydney, Australia) and Prof. Dr. Hans Bressers (University of Twente, the
Netherlands) for their feedback and support. The authors would like to thank the TNS NIPO team 27 for their collaboration in conducting the household survey. We also appreciate the participation
of the survey respondents and the constructive feedback we received from the three anonymous
reviewers. for their collaboration in conducting the household survey. We also appreciate the participation
of the survey respondents and the constructive feedback we received from the three anonymous
reviewers. Data availability The extensive description of the models and data is presented in the Appendix of this manuscript. The BENCH model is calibrated based on the empirical dataset. We designed and conducted the
survey in two provinces in Europe for the purpose of this research (Niamir et al., 2020a). The
agent-based BENCH model is parameterized using the survey data on socio-demographic,
economic, structural and behavioral attributes of households and their dwelling characteristic
(Table A1.1). The BENCH agent-based model is open source and available on CoMSES . proof The main database of EU-EMS model is the PBL-JRC world-wide MRIO database documented
in https://ec.europa.eu/jrc/sites/jrcsh/files/jrc115439.pdf and available to download from
https://data.overheid.nl/dataset/pbl-euregio-database-2000-2010 . Besides this MRIO database we
have also used the national accounts data from Eurostat (Research Project RPP 342/2016-CSIS-
EU-SILC-HBS-LFS) and OECD for the construction of Social Accounting Matrices used to
calibrate the model. According to the terms of use, authors are not allowed to redistribute the
Eurostat micro-data. The derived intermediate result are available from the corresponding author
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Quantitative Change in Complex Systems. J. Learn. Sci. 24, 204–251. https://doi.org/10.1080/10508406.2014.976647 34 Appendix 1: BENCH agent-based model The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. Main processes of the model (ODD protocol)
Table A1.1: BENCH-v.3 ABM ODD protocol
Guiding Protocol
The BENCH-V.3 model
A. Overview
A.1. Purpose
The BENCH-v.3 agent-based model is designe
residential energy use and corresponding
regional level driven by behavioral changes am
individuals. This empirically grounded model is of
environmental scientists interested in modellin
and economic institutions, (ii) energy econo
micro aspects, (iii) scholars integrating indi
change in climate change mitigation modelling
A.2. Entities, state
variables and
scales
Agents (individuals) in BENCH-v.3 model are
socio-demographic and dwelling characteristic
consumption and patterns, source of energy and
and behavioral factors. The BENCH-v.3 simulations 1035 and 755 ind
in the Overijssel province, the Netherlands, and
Spain over 34 years (2016-2050). One time step represents one round in the beha
Each run consist of 34 time steps aligning to th
behavioral experiments. A.3. Process
overview
One time step represents one-year. In each time
goes through several processes:
1. Asses behavioral factors:
● Knowledge activation
● Motivation
Journal Pre-proof The BENCH-v.3 agent-based model is designed to study shifts in
residential energy use and corresponding emissions at the
regional level driven by behavioral changes among heterogeneous
individuals. roof This empirically grounded model is of interest to (i)
environmental scientists interested in modelling human behavior
and economic institutions, (ii) energy economists working on
micro aspects, (iii) scholars integrating individuals behavioral
change in climate change mitigation modelling. l Pre-pro Agents (individuals) in BENCH-v.3 model are heterogeneous in
socio-demographic and dwelling characteristics, energy
consumption and patterns, source of energy and energy provider,
and behavioral factors. nal The BENCH-v.3 simulations 1035 and 755 individual households
in the Overijssel province, the Netherlands, and Navarre province,
Spain over 34 years (2016-2050). 35 ● Consideration
2. Calculate utilities
3. Pursue an action or not
4. Calculate saved energy and CO2 emission
5. Social dynamics and learning process
6. Satisfaction and regret
7. Updates
See Figure 2 for algorithm and decision-making proccess in the
BENCH-v.3 agent-based model. B. Design
concept
B.1 Theoretical and
Empirical
background
In application to environmental- and energy-related choices, three
behavioral change theories are commonly applied: theory of
planned behavior (TPB), norm activation theory (NAT), and
value–belief–norm (VBN) theory. ● TPB, formulated by Ajzen (1980) and based on the theory of
reasoned action, is one of the most influential theories in
social and health psychology and has been used in many
environmental studies (Armitage and Conner, 2001; Onwezen
et al., 2013). We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. Lowest scale: Individuals B.5. Spatial scale The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. ● NAT, originally developed by Schwartz (1977), operates in
the context of altruistic and environmentally friendly
behavior. It is mostly focused on anticipating pride in doing
the “right” thing and on studying the evolution of feelings of
guilt. ● VBN theory (Stern et al., 1999; Stern, 2000) explains
environmental behavior and “good intentions” such as
willingness to change behavior (Nordlund and Garvill, 2003;
Steg and Vlek, 2009; Stern et al., 1999), environmental
citizenship (Stern et al., 1999), and policy acceptability (De
Groot and Steg, 2009; Steg et al., 2005). B.2. Individual
decision making
We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. Journal Pre-proof ● TPB, formulated by Ajzen (1980) and based on the theory of
reasoned action, is one of the most influential theories in
social and health psychology and has been used in many
environmental studies (Armitage and Conner, 2001; Onwezen
et al., 2013). nal Pr ● TPB, formulated by Ajzen (1980) and based on the theory of
reasoned action, is one of the most influential theories in
social and health psychology and has been used in many
environmental studies (Armitage and Conner, 2001; Onwezen
et al., 2013). nal P ● NAT, originally developed by Schwartz (1977), operates in
the context of altruistic and environmentally friendly
behavior. It is mostly focused on anticipating pride in doing
the “right” thing and on studying the evolution of feelings of
guilt. ● VBN theory (Stern et al., 1999; Stern, 2000) explains
environmental behavior and “good intentions” such as
willingness to change behavior (Nordlund and Garvill, 2003;
Steg and Vlek, 2009; Stern et al., 1999), environmental
citizenship (Stern et al., 1999), and policy acceptability (De
Groot and Steg, 2009; Steg et al., 2005). 36 B.3. Heterogeneity
Agents are heterogeneous in respect of the following variables,
see Table A1.2:
● Socio-demographic
● Dwelling
● Energy consumption
● Energy provider
● Behavioral factors
B.4. Interactions,
social dynamics
and learning
Agents (heterogeneous individual households) engage in
interactions and learn from each other. In particular, they can
exchange information with neighbors, which may alter own
knowledge, awareness, and motivation regarding energy-related
behavior. We employ a simple opinion dynamics model
(Acemoglu and Ozdaglar, 2011; Degroot, 1974; Hegselmann,
2002; Moussaïd et al., 2015) assuming that each agent interacts
with a fixed set of nearby neighbors. B.4. Interactions,
social dynamics
and learning The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. The BENCH_v.3 model is a spatially explicit model that takes the
raster maps of the two NUTS2 regions as an input. Hence, an
agent who is in active neighborhood where at least one out of
eight nearest spatial neighbors within 1 raster cell (Moor
neighborhood concept) undertakes an energy-related action will
interact and exchange opinions. The idea of the Moore
neighborhood comes from cellular automata literature and used
Journal Pre-proof Agents (heterogeneous individual households) engage in
interactions and learn from each other. In particular, they can
exchange information with neighbors, which may alter own
knowledge, awareness, and motivation regarding energy-related
behavior. We employ a simple opinion dynamics model
(Acemoglu and Ozdaglar, 2011; Degroot, 1974; Hegselmann,
2002; Moussaïd et al., 2015) assuming that each agent interacts
with a fixed set of nearby neighbors. l Pre-proof The BENCH_v.3 model is a spatially explicit model that takes the
raster maps of the two NUTS2 regions as an input. Hence, an
agent who is in active neighborhood where at least one out of
eight nearest spatial neighbors within 1 raster cell (Moor
neighborhood concept) undertakes an energy-related action will
interact and exchange opinions. The idea of the Moore
neighborhood comes from cellular automata literature and used
only to enable opinion exchange between neighbors about climate
and environmental awareness and compare norms. Agents
compare values of their own behavioral factors – knowledge,
awareness, and motivation – with those of their eight closest
neighbors, and adjust their values for a closer match, see Figure 3
and Eq. 3. However, the agents’ heterogeneity beyond their
spatial location (income, age, education) and economic factors
affect individual choices of undertaking any of energy actions (I1-
I3) or not. nal 37 Highest scale: NUTS212
The focus of this research is on Overijssel, the Netherlands
(NL21) and Navarre, Spain (ES22) NUTS2 regions, which
consist of 25 and 10 main cities/ municipalities respectively. B.6. Individual
prediction
Individuals do not predict future condition. B.7. Stochasticity
There are various sources of stochasticity in the model:
1. Initial setting:
Agents attributes (initialization are partly random)
2. During the process:
Social dynamics and learning (process is partly random)
B.8. Observation
BENCH-v.3 estimates cumulative impacts of energy-related
behavioral changes of individual households on electricity and
gas consumption and CO2 emissions. 12 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units). The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. Reports:
● Number of energy-related actions per year: investment,
conservation, switching
● Saved electricity and gas per action/year: investment,
conservation, switching
● Avoided CO2 emission per action/year: investment,
conservation, switching
Across socioeconomic (age and education) groups (see Table 1)
and cases (NL vs. ES). B.9. Implementation
Details
The model is coded in Netlogo 6.0.4, Open source and available
on CoMSES (https://www.comses.net)
R is used for the result visualizations. f
i
i l
i
f
i i
bb
i
d NUTS i
hi
l
l
bdi idi
h
i
i
f
Journal Pre-proof Highest scale: NUTS212 12 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units). 38 C. Details
C.1. Initialization
The variations in socio-demographic, dwelling and psychological
factors among our survey respondents are used to initialize a
population of heterogeneous agents in the BENCH-v.3 model (see
Table A1.1 and A1.3). C.2. Input data
The data on the behavioral and economic factors affecting
household energy choices were collected using an online
questionnaire (N= 1790 households) and serve as empirical
micro-foundation of agent rules in the BENCH-v.3 model. Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
Table A1.2: Overview of main variables and parameters used in BENCH-v.3
Factors
Variables
Value range
Journal Pre-proof The variations in socio-demographic, dwelling and psychological
factors among our survey respondents are used to initialize a
population of heterogeneous agents in the BENCH-v.3 model (see
Table A1.1 and A1.3). The data on the behavioral and economic factors affecting
household energy choices were collected using an online
questionnaire (N= 1790 households) and serve as empirical
micro-foundation of agent rules in the BENCH-v.3 model. Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
Journal Pre-proof Jou Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
J Table A1.2: Overview of main variables and parameters used in BENCH-v.3 Table A1.2: Overview of main variables and parameters used in BENCH-v.3 Factors
Variables
Value range
Socio-demographic
Income
[1000 - 150,000]
Education
[primary - doctoral]
Dwelling
Energy label
[a-f]
Ownership status
[owner - renter] 39 Energy
Consumption
[500 - 5000]
Provider
Grey, brown, green
Energy saving habit
[0-3]
Behavioral
Knowledge
[1-7]
Cee awareness
[1-7]
Ed awareness
[1-7]
Personal norms
[1-7]
Social norms
[1-7]
Intention a1
[1-7]
Intention a2
[1-7]
Intention a3
[1-7]
Data
al Pre-proof Data The BENCH-v.3 model is calibrated based on an empirical dataset. We designed and conducted
the survey in two provinces in Europe for the purpose of this research. In 2016, 1035 households
in the Overijssel province, the Netherlands, and 755 households in the Navarre province, Spain,
filled out our online questionnaire (Niamir, 2019; Niamir et al., 2020a; Niamir and Filatova,
2017, 2016). The agent-based BENCH-v.3 model is parameterized using the survey data on
socio-demographic, economic, structural and behavioral attributes of households and their
dwelling
characteristic
(Table
A1.3). Journa 40 40 41 havioral intentions. The data is used to parameterize households’
, 2018)
Overijssel
Navarre
e: 46.4%
53.6%
Female: 57.1%
Male: 42.9%
41
nal_Standard_Classification_of_Education_(ISCED)
Journal Pre-proof ons. The data is used to parameterize households’
erijssel
Navarre
Female: 57.1%
Male: 42.9%
41
urnal Pre-proof eterize house
proof oral in
18)
46.4%
.6%
Jo oral
18)
46.4
.6%
Jo 42
t : 14.9%
.1%
Apartment : 77.8%
House: 22.2%
%
%
Owner: 80.3%
Renter: 19.7%
5.0 (0.8)
5.4 (0.8)
5.3 (1.1)
5.4 (1.0)
Journal Pre-proof Apartment : 77.8%
House: 22.2%
Owner: 80.3%
Renter: 19.7%
5 0 (0 8)
e-proof artme
use: 2
ner: 8
nter: re-p 43 43 General description EU-EMS is a spatial computable general equilibrium (SCGE) model developed by PBL
Netherlands Environmental Assessment Agency. The sectoral and geographical dimensions of
the model are flexible and can be adjusted to the needs of a specific policy or research question. The model is used for policy impact assessment and provides sector-, region- and time-specific
model-based support to Dutch and EU policy makers on structural reforms, growth, innovation,
human capital and infrastructure policies. The current version of EU-EMS covers 276 NUTS2
regions of the EU28 Member States and each regional economy is disaggregated into 63 NACE
Rev. 2 economic sectors14. Goods and services are consumed by households, government and
firms, and are produced in markets that can be perfectly or imperfectly competitive. Spatial
interactions between regions are captured through trade of goods and services, factor mobility
and knowledge spill-overs. This makes EU-EMS particularly well suited for analyzing policies
related to human capital, transport infrastructure, R&I and innovation. Journal Pre-pr In the current application of the model, we have aggregated the economic sectors to the following
six large groups, following the Eurostat classification of the economic sectors according to their
R&D intensity: (1) Traditional, (2) Low-tech industry, (3) Medium-tech industry, (4) High-tech
industry, (5) Knowledge intensive services and (6) Other services. Outputs The agent-based BENCH-v.3 model tracks the individual and cumulative impacts of three energy
behavioral changes (investments on insulation, PVs installation and energy-efficient appliances)
among heterogeneous individuals in the Overijssel and Navarre provinces over 34 years (2016-
2050). We report the number of individuals pursuing a particular action (I1-I3), the cumulative
electricity and gas consumption, and saved carbon emissions. Given the stochastic nature of
ABMs, we perform multiple (N=100) repetitive runs of each simulation experiment (Lee et al.,
2015). 14 https://ec.europa.eu/eurostat/documents/3859598/5902521/KS-RA-07-015-EN.PDF 14 https://ec.europa.eu/eurostat/documents/3859598/5902521/KS-RA-07-015-EN.PDF Main processes of the model EU-EMS accounts for the (a) feedback between price and demand/supply quantities, and (b)
interactions between economic agents at the macro and sectorial level. Therefore, it gives the 44 economic relations between all industry sectors via their intermediate use. The EU-EMS model is
a dynamic, recursive over time model, involving dynamics of capital accumulation and
technology progress, stock and flow relationships and adaptive expectations. The model
equations are neo-classical in spirit, assuming cost-minimizing behavior by producers, average-
cost pricing and household demands based on optimizing behavior. The CGE model database
consists of tables of transaction values and elasticities: dimensionless parameters that capture
behavioral response. The database is presented as a Social Accounting Matrix, which covers an
entire national economy, and distinguishes a number of sectors, commodities, primary factors and
types of households. As a classical CGE model, EU-EMS represents the behavior of the whole
population group or of the whole industrial sector as the behavior of one single aggregate agent. It is further assumed that the behavior of each such aggregate agent is driven by certain
optimization criteria such as maximization of utility or minimization of costs. In following,
detailed representation of the EU-EMS model and its main equations are presented. -proof Figure A2.1: Circular economic flow in the CGE EU-EMS model. Source: (Ivanova et al., 2019)
Factors of
production
markets
Firms
Product markets
Households
Journal Pre Firms Figure A2.1: Circular economic flow in the CGE EU-EMS model. Source: (Ivanova et al., 2019) Household preferences and governmental sector The households’ and governmental demand for goods and services is represented by the Linear
Expenditure System (LES) that is derived as a solution to the Stone-Geary utility maximization
problem: (Eq. A2.1) (Eq. A2.1) (Eq. A2.1) (Eq. A2.1) (
)
ri
r
ri
ri
i
U
C
γ
µ
=
−
∏
f (
)
ri
r
ri
ri
i
U
C
γ
µ
=
−
∏ The resulting demand system, where
rI denotes households’ disposable income and
ri
P
are
consumer prices of goods and services that include taxes, subsidies, transport and trade margins
can be written as follows:
proof (Eq. A2.2)
1
ri
ri
ri
r
rj
rj
j
ri
C
I
P
P
µ
γ
µ
=
+
⋅
⋅
−
⋅
∑
al Pre-p (Eq. A2.2) 1
ri
ri
ri
r
rj
rj
j
ri
C
I
P
P
µ
γ
µ
=
+
⋅
⋅
−
⋅
∑
al Pre Households always consume a certain minimum level of each good and services where this level
reflects the necessity (or price elasticity) of the good or service. Necessities such as food have
low price elasticity and hence a higher minimum level of consumption. The disposable income of
the households consists of wages, return to capital and social transfers from the government
minus the income taxes and households’ savings. Journal The government collects production, consumptions and income taxes. The tax revenue is further
used to pay social transfers and buy goods and services for public consumption. The
governmental savings can be either endogenous or exogenous in the model depending on the type
of simulation and the type of chosen macro-economic closure. Regional structure of the model Regions differ by the type of production sectors which dominate overall production activities in
the region. Some specialize in traditional sectors such as agriculture, whereas others specialize in
modern sectors such as finance and industry. Those sectors are characterized by different levels
of agglomeration and its importance. Traditional sectors do not experience any agglomeration
effects, whereas modern sectors do; this allows some sectors to grow faster than other. The 45 prototype model will incorporate the regional difference in sectoral specialization and hence the
difference of agglomeration economies between the regions. Table A2.1: Regions in EU-EMS CGE models. Source: (Ivanova et al., 2019)
AUS
Australia
ARG
Argentina
AUT
Austria
BGR
Bulgaria
BEL
Belgium
BRA
Brazil
CAN
Canada
BRN
Brunei Darussalam
CHL
Chile
CHN
China
CZE
Czech Republic
CHN.DOM
China Domestic sales only
DNK
Denmark
CHN.PRO
China Processing
EST
Estonia
CHN.NPR
China Non processing goods
exporters
FIN
Finland
COL
Colombia
FRA
France
CRI
Costa Rica
DEU
Germany
CYP
Cyprus
GRC
Greece
HKG
Hong Kong SAR
HUN
Hungary
HRV
Croatia
ISL
Iceland
IDN
Indonesia
IRL
Ireland
IND
India
ISR
Israel
KHM
Cambodia
ITA
Italy
LTU
Lithuania
JPN
Japan
LVA
Latvia
KOR
Korea
MLT
Malta
LUX
Luxembourg
MYS
Malaysia
MEX
Mexico
PHL
Philippines
MEX.GMF
Mexico Global Manufacturing
ROU
Romania
MEX.NGM
Mexico Non-Global
Manufacturing
RUS
Russian Federation
NLD
Netherlands
SAU
Saudi Arabia
NZL
New Zealand
SGP
Singapore
NOR
Norway
THA
Thailand
POL
Poland
TUN
Tunisia
PRT
Portugal
TWN
Chinese Taipei
SVK
Slovak Republic
VNM
Viet Nam
SVN
Slovenia
ZAF
South Africa
ESP
Spain
RoW
Rest of the world
SWE Sweden
CHE Switzerland
TUR Turkey
GBR United Kingdom
USA United States
Journal Pre-proof Table A2.1: Regions in EU-EMS CGE models. Source: (Ivanova et al., 2019) 46 Household preferences and governmental sector Firms production Domestic production
D
r i
X
is obtained using the nested-CES production technology of Capital-
Labour-Energy-Materials (KLEM) type, where K is the capital, L is the labour, E is the energy
and M is the materials. Figure II.2 represents the nests in the KLEM production function used in
the model with services between used according to the fixed Leontief input coefficients in the
production process. The energy in the model is differentiated between electricity and other types 47 of energy with some substitution possibilities between them. The labour is differentiated
according to three education levels according to International Labour Organisation (ILO)
classification. The domestic production is generated according to nested production CES
function, which is described by the following set of composite CES functions that follow the
production structure from top to the bottom nest (Eq. A2.3) (Eq. A2.3) (
)
(
)
,
,
,
1/
(1
)
M KLE
M KLE
M KLE
D
ri
ri
ri
ri
ri
X
a
M
a
KLE
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. A2.4)
(
)
(
)
,
,
,
1/
(1
)
M KLE
E KL
E KL
ri
ri
ri
ri
ri
KLE
b
E
b
KL
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. A2.5)
(
)
(
)
,
,
,
1/
(1
)
K L
K L
K L
ri
ri
ri
ri
ri
KL
c
K
c
L
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. A2.6)
al Pre-proof (Eq. A2.4)
(
)
(
)
,
,
,
1/
(1
)
M KLE
E KL
E KL
ri
ri
ri
ri
ri
KLE
b
E
b
KL
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. A2.5)
e-proof (Eq. A2.4) (
)
(
)
,
,
,
1/
(1
)
K L
K L
K L
ri
ri
ri
ri
ri
KL
c
K
c
L
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. Firms production A2.6)
al Pre p (
)
(
)
,
,
,
1/
(1
)
K L
K L
K L
ri
ri
ri
ri
ri
KL
c
K
c
L
ρ
ρ
ρ
=
⋅
+
−
⋅
Pre (
)
(
)
(
)
ri
ri
ri
ri
ri
(Eq. A2.6)
al Pr (
)
(
)
1/
(1
)
E
E
E
NELEC
ELEC
ri
ri
ri
ri
ri
E
d
E
d
E
ρ
ρ
ρ
=
⋅
+
−
⋅
(Eq. A2.7)
(
)
1/
L
L
ED
ri
rie
rie
e
L
f
L
ρ
ρ
=
∑
Journa (Eq. A2.7) (
)
1/
L
L
ED
ri
rie
rie
e
L
f
L
ρ
ρ
=
∑ Where
ri
a
,
rib ,
ric ,
ri
d
and
rie
f
are the share parameters of the corresponding production
function nests and
,
M
K L E
ρ
,
,
E K L
ρ
,
,
K L
ρ
,
E
ρ
and
L
ρ
represent the substitution possibilities for
each of the production function nests. The inputs into the production are denoted as
ri
M input of
materials,
ri
KLE composite capital-labor-energy nest,
ri
E
energy inputs,
ri
KL composite capital-
labor nest,
ri
K capital input,
ri
L
labor input,
N E L E C
ri
E
input of non-electric energy,
ELEC
ri
E
input of
electric energy and
E D
r ie
L
inputs of labor by type of education e. 48 Figure A2.2: Structure of KLEM production functions in the model. Source: (Ivanova et al., 2019)
Pre-proof oo Figure A2.2: Structure of KLEM production functions in the model. Source: (Ivanova et al., 2019)
Pr International and inter-regional trade
rna The total sales
ri
X
of tradable goods and services i in region r in the model is an Armington
Constant Elasticity of Substitution (CES) [ref] composite between domestic output
D
r i
X
and
imports
M
ri
X
such that
Jour (Eq. A2.8) (Eq. A2.8) (
)
(
)
1/
i
i
i
D
D
M
M
ri
ri
ri
ri
ri
X
X
X
ρ
ρ
ρ
α
α
=
⋅
+
⋅
Where
D
r i
α
and
M
ri
α are the calibrated share parameters of the CES function and
i
i
i
ρ
σ
=
with Where
D
r i
α
and
M
ri
α are the calibrated share parameters of the CES function and
i
i
i
ρ
σ
=
with with iσ being the Armington elasticity of substitution between domestic and imported tradable goods
and services. The elasticity of substitution varies between different types of goods and services
depending on the available empirical estimates. In case of non-tradable, the composite is equal to
the domestically produced product. 49 Imported goods can come from various regions and countries represented in the model and the
composite imported goods and services are represented by the CES composite that uses a higher
Armington elasticity of substitution as compared to the upper Armington nest. We assume, as in
the GTAP model, that the elasticity of substitution between the same type of goods and services
coming from different countries is twice as large as the elasticity of substitution between
domestic and aggregate imported goods and services. The aggregate imported good is calculated
according to the following CES composite function: (Eq. A2.9) (Eq. A2.9) (
)
1/
T
i
T
i
M
T
T
ri
sri
sri
s
X
X
ρ
ρ
α
=
∑
proof Where
T
sri
α is the calibrated share coefficient of the CES production function,
T
sr i
X
is the flow of
e-p trade in commodity i from country sto country r . The coefficient
1
T
i
i
T
i
σ
ρ
σ
=
where
T
i
σ
is the
elasticity of substitution between commodities produced in different countries. al Pre Labour, capital and goods markets
rna Market equilibrium in the economy results in equalization of both monetary values and quantities
of supply and demand. Market equilibrium results in equilibrium prices that represent in the case
of CGE models the solution to the system of nonlinear equations that include both intermediate
and final demand equations as well as accounting constraints that calculate households’ and
government incomes, savings and investments, as well as trade balance. EU-EMS model
represents a closed economic system, meaning that nothing appears from nowhere or disappears
into nowhere in it. This feature of the CGE model constitutes the core of the Walrasian
equilibrium and ensures that even if one excludes any single equation of the model, it will still
hold. This is the property of CGE models called Walras law that tells us that in the closed
economic system, if n-1 markets are in equilibrium the last nth market will also be in equilibrium. In our EU-EMS model, the static equilibrium is described by the set of commodity and factor
prices, total outputs, final demands of households and government, investments, savings and net
transfers from abroad, such that (1) markets for goods and services clear, (2) total investments are
equal to total savings, (3) total households’ consumption is equal to their disposable income
minus savings, (4) total governmental consumption is equal to its net tax revenues minus
Journ 50 transfers to households minus savings, (5) total revenue of each economic sector is equal to its
total production costs and (6) difference between imports and exports is equal to the net transfers
from abroad. transfers to households minus savings, (5) total revenue of each economic sector is equal to its
total production costs and (6) difference between imports and exports is equal to the net transfers
from abroad. Outputs The EU-EMS model produces detailed dynamics of regional GDP, production and value added
by region and by economic sector, interregional trade flows by the type of commodity, electricity
and gas consumption per region and sector, employment by regional and economic sector,
household income and consumption, and governmental revenues and spending. For the purpose
of this article we limit the presentation of the main CGE output to Gross Domestic Product
(GDP), percentage change in the electricity consumption per NUTS2 region, country and the
entire EU. Pre-proof Recursive dynamics A2.12) 1
1
1
(
)
t
ri
t
ri
r
ri
t
r
r
WKR
g
PI
δ
−
−
−
=
⋅
+ 1
1
1
(
)
t
ri
t
ri
r
ri
t
r
r
WKR
g
PI
δ
−
−
−
=
⋅
+ Where
1
t
ri
WKR−
denotes the capital remuneration rate,
rg the steady-state growth rate,
ri
B
the
calibrated gravity attraction parameter and ϑ the speed of investment adjustment. Where
1
t
ri
WKR−
denotes the capital remuneration rate,
rg the steady-state growth rate,
ri
B
the
calibrated gravity attraction parameter and ϑ the speed of investment adjustment. Recursive dynamics EU-EMS is a dynamic model and allows for the analysis of each period of the simulation time
horizon. This horizon is currently set at 2050 but it can be extended to longer time periods. For
each year of the time horizon, EU-EMS calculates a set of various economic, social and
environmental indicators. The economic growth rate in EU-EMS depends positively on
investments in R&D and education. By investing in R&D and education each region is able to
catch up faster with the technological leader region and better adopt its technologies. oof Time periods in EU-EMS are linked by savings and investments. By the end of each time period,
households, firms and government in the model save a certain amount of money. This money
goes to the investment bank, distributing it as investments between the production sectors of the
various regions. The allocation decisions of the investment bank sectors depend on the sector’s
financial profitability. The model runs in time steps of five years for the period 2015-2050. l Pre-pro The capital stocks evolve according to the dynamic rule presented below, where the capital stock
in period t is equal to the capital stock in period t-1 minus the depreciation plus the new
investments into the capital stock
urnal (Eq. A2.10)
Jou (Eq. A2.10)
1 (1
)
tri
t
ri
i
tri
K
K
I
δ
−
=
−
+
Jou (Eq. A2.10) 1 (1
)
tri
t
ri
i
tri
K
K
I
δ
−
=
−
+ At the end of each period there is a pool of savings
rS available for investments into additional
capital stocks of the sectors. This pool of savings comes from households, firms and foreign
investors. The sector investments
tri
I
are derived as a share of the total savings in the economy
according to the discrete choice formula (Eq. A2.11) (Eq. A2.11) 1
1
1
1
1
t
ri
t
rj
WKR
t
r
ri
t
ri
tri
WKR
rj
t
rj
j
ST
B K
e
I
B K
e
ϑ
ϑ
−
−
⋅
−
−
⋅
−
= ∑ 1
1
1
1
1
t
ri
t
rj
WKR
t
r
ri
t
ri
tri
WKR
rj
t
rj
j
ST
B K
e
I
B K
e
ϑ
ϑ
−
−
⋅
−
−
⋅
−
= ∑ 51 (Eq. A2.12) (Eq. e-proof Appendix 3: Upscaling
rn Distance between countries is not only the geographical and therefore the regional economic
integration should not happen regardless other local factors. Social structure, wealth and lifestyle,
religion, institutional and economic conditions, and natural environment play a role in assessing
cultural distance (Gobel et al., 2018; Hofstede, 2011, 2001; Kaasa et al., 2016; Schwartz, 2014;
Vignoles et al., 2018). Table A3.1 summarized the value of cultural dimensions. In this study,
due to the absence of more granular data, we use the Dutch case to approximate how the
behavioral patterns may evolve in the North-West EU states, and the Spanish case for the South-
East EU states, which is in line with the values presented below. Journ Table A3.4: Values of cultural dimensions for all EU countries, sources:(Čuhlová, 2018)
Country
PDI
INV
Austria
11
55
Belgium
65
75
Bulgaria
65
75 Table A3.4: Values of cultural dimensions for all EU countries, sources:(Čuhlová, 2018) Country
PDI
INV
Austria
11
55
Belgium
65
75
Bulgaria
65
75 52 Croatia
73
33
Cyprus*
-
-
Czech Republic
57
58
Denmark
18
74
Estonia
40
60
Finland
33
63
France
68
71
Germany
35
67
Greece
60
35
Hungary
46
80
Ireland
28
70
Italy
50
76
Latvia
44
70
Lithuania
42
60
Luxembourg
40
60
Malta
56
59
Netherlands
38
80
Poland
68
60
Portugal
63
27
Romania
90
30
Slovakia
104
52
Slovenia
71
27
Spain
57
51
Sweden
31
71
UK
35
89
PDI – Power Distance Index, INV – Individualism
*Complete data for Cyprus are not available
Journal Pre-p *Complete data for Cyprus are not available
J 53 Step 2: Scaling-up behavioral scenarios to national and EU level Using the population projection scenarios for the EU28, we scale the dynamics in household
energy behavioral changes in two provinces over time up to national and EU levels (Table A4.1). Table A4.1: Share of actions in two countries over time. Source: scaled-up BENCH-v.3 results. able A4.1: Share of actions in two countries over time. Source: scaled-up BENCH-v.3 results. 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
EE appliances
NL
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Step 3: From regional to the national and EU28 economy
Journal Pre-proof 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
NL
ES
ournal Pre-proof 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
EE appliances
NL
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Step 3: From regional to the national and EU28 economy
Journal Pre-proof 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
NL
ES
ournal Pre-proof 2020
2030
2050
The share of
preferred
actions (in
percentage)
NL
e-proof e-proo oof The share of
preferred
actions (in
percentage)
NL NL Insulation
PVs installation
EE appliances
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Step 3: From regional to the national and EU28 economy
Journal Pre-p Insulation
PVs installation
EE appliances
ES
Journal Pre ES
rnal Pre ES ES Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545 Step 3: From regional to the national and EU28 economy Step 3: From regional to the national and EU28 economy To estimate the macroeconomic and cross-sectoral impacts of individual energy behavioral
changes, we link the up-scaled ABM output to the CGE EU-EMS model. The BENCH-v.3
behavioral patterns in each of the 12 age-education groups – changes in heterogeneous
households’ electricity and gas consumption – exogenously modify the minimum subsistence
level of households’ consumption of the respective services in EU-EMS. 54 The analysis of EU-EMS results indicates that most of the EU28 regions benefit from the
behavioral changes and lead to the decrease in energy consumption, with a small number of
regions being affected negatively. Importantly, regions with larger population as well as the
regions with higher share of highly-educated people benefit more from the behavioral changes
since they save more electricity and gas. (a) the Netherlands
(b) Spain
Figure A4.1: Diffusion of households investments per capita and per action (insulation, PVs installation, energy-efficient
appliances) among 12 sociodemographic groups under the informative dynamics scenario in two province. Source: EU-EMS and
BENCH-v.3
l Pre-proof (a) the Netherlands (b) Spain
re-proof (b) Spain (a) the Netherlands (a) the Netherlands Figure A4.1: Diffusion of households investments per capita and per action (insulation, PVs installation, energy-efficient
appliances) among 12 sociodemographic groups under the informative dynamics scenario in two province. Source: EU-EMS and
BENCH-v.3
l Pre As expected, PVs get more of a share of the investments in both countries (Figure A4.1). Households in groups 6-8 invest 110-160 and 160-180 Euros per capita on PVs in Netherlands
and Spain respectively, while insulation in Spain (82 Euros per capita) and EE appliances in
Netherlands (37 Euros per capita) are second in household investments. Journal 55 Figure A4.2: Percentage changes in the levels of regional real GDP relative to the Baseline under the FD scenario in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v03. e-proof Figure A4.2: Percentage changes in the levels of regional real GDP relative to the Baseline under the FD scenario in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v03. -pro The EU-EMS model operates at the level of NUTS2 regions of the EU28, and hence enables the
calculation of the regional impacts of various behavioral scenarios on changes in the GDP and
income. Step 3: From regional to the national and EU28 economy The changes in income presents similar patterns as changes in real GDP (see Figure 6). However, it is interesting that different pattern in percentage changes in regional GDP levels
from the absolute monetary changes in regional GDP is captured (see Figure A4.2). The majority
of relatively large changes in GDP are located in Great Britain, Italy and Central Europe. This
might be related to the assumed population and education level developments which influence the
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Pre-pr Schwartz, S.H., 2014. Chapter 20 - National Culture as Value Orientations: Consequences of Value
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urnal P Steg, L., Dreijerink, L., Abrahamse, W., 2005. Factors influencing the acceptability of energy policies: A
test of VBN theory. J. Environ. Psychol. 25, 415–425. https://doi.org/10.1016/J.JENVP.2005.08.003
Jou Steg, L., Vlek, C., 2009. Encouraging pro-environmental behaviour: An integrative review and research
agenda. J. Environ. Psychol. 29, 309–317. https://doi.org/10.1016/J.JENVP.2008.10.004
J Steg, L., Vlek, C., 2009. Encouraging pro-environmental behaviour: An integrative review and research
agenda. J. Environ. Psychol. 29, 309–317. Journal Pre-pr nal Pre-proof Appendix References https://doi.org/10.1016/J.JENVP.2008.10.004
J Stern, P., Dietz, T., Abel, T., Guagnano, G., Kalof, L., 1999. A Value-Belief-Norm Theory of Support for
Social Movements: The Case of Environmentalism. Hum. Ecol. Rev. 6. Stern, P., Dietz, T., Abel, T., Guagnano, G., Kalof, L., 1999. A Value-Belief-Norm Theory of Support for
Social Movements: The Case of Environmentalism. Hum. Ecol. Rev. 6. Stern, P.C., 2000. New Environmental Theories: Toward a Coherent Theory of Environmentally
Significant Behavior. J. Soc. Issues 56, 407–424. https://doi.org/10.1111/0022-4537.00175 Vignoles, V.L., Smith, P.B., Becker, M., Easterbrook, M.J., 2018. In Search of a Pan-European Culture:
European Values, Beliefs, and Models of Selfhood in Global Perspective. J. Cross. Cult. Psychol. 49,
868–887. https://doi.org/10.1177/0022022117738751 58 59 Appendix 1: BENCH agent-based model Appendix 1: BENCH agent-based model The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. The BENCH ABM (Niamir et al., 2020b, 2018) is developed to study shifts in residential energy
use and corresponding emissions driven by behavioral changes among individuals. Main processes of the model (ODD protocol)
Table A1.1: BENCH-v.3 ABM ODD protocol
Guiding Protocol
The BENCH-V.3 model
A. Overview
A.1. Purpose
The BENCH-v.3 agent-based model is designed to study shifts
in residential energy use and corresponding emissions at the
regional
level
driven
by
behavioral
changes
among
heterogeneous individuals. This empirically grounded model is of interest to (i)
environmental scientists interested in modelling human behavior
and economic institutions, (ii) energy economists working on
micro aspects, (iii) scholars integrating individuals behavioral
change in climate change mitigation modelling. A.2. Entities, state
variables and
scales
Agents (individuals) in BENCH-v.3 model are heterogeneous
in socio-demographic and dwelling characteristics, energy
consumption and patterns, source of energy and energy
provider, and behavioral factors. The BENCH-v.3 simulations 1035 and 755 individual
households in the Overijssel province, the Netherlands, and
Navarre province, Spain over 34 years (2016-2050). One time step represents one round in the behavioral
experiments. Each run consist of 34 time steps aligning to the
34 rounds in the behavioral experiments. A.3. Process
overview
One time step represents one-year. In each time step a
household goes through several processes:
1. Asses behavioral factors:
● Knowledge activation
● Motivation
Journal Pre-proof This empirically grounded model is of interest to (i)
environmental scientists interested in modelling human behavior
and economic institutions, (ii) energy economists working on
micro aspects, (iii) scholars integrating individuals behavioral
change in climate change mitigation modelling. l Pre-pro Agents (individuals) in BENCH-v.3 model are heterogeneous
in socio-demographic and dwelling characteristics, energy
consumption and patterns, source of energy and energy
provider, and behavioral factors. nal 1 ● Consideration
2. Calculate utilities
3. Pursue an action or not
4. Calculate saved energy and CO2 emission
5. Social dynamics and learning process
6. Satisfaction and regret
7. Updates
See Figure 2 for algorithm and decision-making proccess in the
BENCH-v.3 agent-based model. B. Design
concept
B.1 Theoretical
and Empirical
background
In application to environmental- and energy-related choices,
three behavioral change theories are commonly applied: theory
of planned behavior (TPB), norm activation theory (NAT), and
value–belief–norm (VBN) theory. We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. B.5. Spatial scale Appendix 1: BENCH agent-based model ● TPB, formulated by Ajzen (1980) and based on the theory of
reasoned action, is one of the most influential theories in
social and health psychology and has been used in many
environmental studies (Armitage and Conner, 2001;
Onwezen et al., 2013). ● NAT, originally developed by Schwartz (1977), operates in
the context of altruistic and environmentally friendly
behavior. It is mostly focused on anticipating pride in doing
the “right” thing and on studying the evolution of feelings of
guilt. ● VBN theory (Stern et al., 1999; Stern, 2000) explains
environmental behavior and “good intentions” such as
willingness to change behavior (Nordlund and Garvill, 2003;
Steg and Vlek, 2009; Stern et al., 1999), environmental
citizenship (Stern et al., 1999), and policy acceptability (De
Groot and Steg, 2009; Steg et al., 2005). B.2. Individual
decision making
We introduce a framework that combines the strengths of the
three key behavioral theories, see Figure A1.1. Journal Pre-proof ● TPB, formulated by Ajzen (1980) and based on the theory of
reasoned action, is one of the most influential theories in
social and health psychology and has been used in many
environmental studies (Armitage and Conner, 2001;
Onwezen et al., 2013). nal P ● NAT, originally developed by Schwartz (1977), operates in
the context of altruistic and environmentally friendly
behavior. It is mostly focused on anticipating pride in doing
the “right” thing and on studying the evolution of feelings of
guilt. ● VBN theory (Stern et al., 1999; Stern, 2000) explains
environmental behavior and “good intentions” such as
willingness to change behavior (Nordlund and Garvill, 2003;
Steg and Vlek, 2009; Stern et al., 1999), environmental
citizenship (Stern et al., 1999), and policy acceptability (De
Groot and Steg, 2009; Steg et al., 2005). 2 Agents (heterogeneous individual households) engage in
interactions and learn from each other. In particular, they can
exchange information with neighbors, which may alter own
knowledge, awareness, and motivation regarding energy-related
behavior. We employ a simple opinion dynamics model
(Acemoglu and Ozdaglar, 2011; Degroot, 1974; Hegselmann,
2002; Moussaïd et al., 2015) assuming that each agent interacts
with a fixed set of nearby neighbors. l Pre-proof Agents (heterogeneous individual households) engage in
interactions and learn from each other. In particular, they can
exchange information with neighbors, which may alter own
knowledge, awareness, and motivation regarding energy-related
behavior. Lowest scale: Individuals B.4. Interactions,
social dynamics
and learning 1 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units). Appendix 1: BENCH agent-based model We employ a simple opinion dynamics model
(Acemoglu and Ozdaglar, 2011; Degroot, 1974; Hegselmann,
2002; Moussaïd et al., 2015) assuming that each agent interacts
with a fixed set of nearby neighbors. l Pre-proof The BENCH_v.3 model is a spatially explicit model that takes
the raster maps of the two NUTS2 regions as an input. Hence, an
agent who is in active neighborhood where at least one out of
eight nearest spatial neighbors within 1 raster cell (Moor
neighborhood concept) undertakes an energy-related action will
interact and exchange opinions. The idea of the Moore
neighborhood comes from cellular automata literature and used
only to enable opinion exchange between neighbors about
climate and environmental awareness and compare norms. Agents compare values of their own behavioral factors –
knowledge, awareness, and motivation – with those of their eight
closest neighbors, and adjust their values for a closer match, see
Figure 3 and Eq. 3. However, the agents’ heterogeneity beyond
their spatial location (income, age, education) and economic
factors affect individual choices of undertaking any of energy
actions (I1-I3) or not. nal 3 Highest scale: NUTS21
The focus of this research is on Overijssel, the Netherlands
(NL21) and Navarre, Spain (ES22) NUTS2 regions, which
consist of 25 and 10 main cities/ municipalities respectively. B.6. Individual
prediction
Individuals do not predict future condition. B.7. Stochasticity
There are various sources of stochasticity in the model:
1. Initial setting:
Agents attributes (initialization are partly random)
2. During the process:
Social dynamics and learning (process is partly random)
B.8. Observation
BENCH-v.3 estimates cumulative impacts of energy-related
behavioral changes of individual households on electricity and
gas consumption and CO2 emissions. Reports:
● Number of energy-related actions per year: investment,
conservation, switching
● Saved electricity and gas per action/year: investment,
conservation, switching
● Avoided CO2 emission per action/year: investment,
conservation, switching
Across socioeconomic (age and education) groups (see Table 1)
and cases (NL vs. ES). B.9. Implementation
Details
The model is coded in Netlogo 6.0.4, Open source and
available on CoMSES (https://www.comses.net)
R is used for the result visualizations. of territorial units for statistics abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
Journal Pre-proof Highest scale: NUTS21 The focus of this research is on Overijssel, the Netherlands
(NL21) and Navarre, Spain (ES22) NUTS2 regions, which
consist of 25 and 10 main cities/ municipalities respectively. B.6. Individual
prediction
Individuals do not predict future condition. B.7. Appendix 1: BENCH agent-based model Stochasticity
There are various sources of stochasticity in the model:
1. Initial setting:
Agents attributes (initialization are partly random)
2. During the process:
Social dynamics and learning (process is partly random)
B.8. Observation
BENCH-v.3 estimates cumulative impacts of energy-related
behavioral changes of individual households on electricity and
gas consumption and CO2 emissions. Reports:
● Number of energy-related actions per year: investment,
conservation, switching
● Saved electricity and gas per action/year: investment,
conservation, switching
● Avoided CO2 emission per action/year: investment,
conservation, switching
Across socioeconomic (age and education) groups (see Table 1)
and cases (NL vs. ES). B.9. Implementation
Details
The model is coded in Netlogo 6.0.4, Open source and
available on CoMSES (https://www.comses.net)
R is used for the result visualizations. Journal Pre-proof 1 The Nomenclature of territorial units for statistics, abbreviated NUTS is a geographical nomenclature subdividing the economic territory of
the European Union (EU) into regions at three different levels (NUTS 1, 2 and 3 respectively, moving from larger to smaller territorial units). 4 C. Details
C.1. Initialization
The
variations
in
socio-demographic,
dwelling
and
psychological factors among our survey respondents are used to
initialize a population of heterogeneous agents in the BENCH-
v.3 model (see Table A1.1 and A1.3). C.2. Input data
The data on the behavioral and economic factors affecting
household energy choices were collected using an online
questionnaire (N= 1790 households) and serve as empirical
micro-foundation of agent rules in the BENCH-v.3 model. Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
Table A1.2: Overview of main variables and parameters used in BENCH-v.3
Journal Pre-proof The data on the behavioral and economic factors affecting
household energy choices were collected using an online
questionnaire (N= 1790 households) and serve as empirical
micro-foundation of agent rules in the BENCH-v.3 model. Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
Journal Pre-proof Figure A1.1: BENCH-v.3 conceptual behavioral framework. Source: (Niamir et al., 2020a)
Journal Pre-proof Jou Figure A1.1: BENCH-v.3 conceptual behavioral framework. Table A1.3).
Journal Pre Appendix 1: BENCH agent-based model Source: (Niamir et al., 2020a)
J Table A1.2: Overview of main variables and parameters used in BENCH-v.3 Table A1.2: Overview of main variables and parameters used in BENCH-v.3 Table A1.2: Overview of main variables and parameters used in BENCH-v.3
Factors
Variables
Value range
Socio-demographic
Income
[1000 - 150,000]
Education
[primary - doctoral]
Dwelling
Energy label
[a-f]
Ownership status
[owner - renter]
Energy
Consumption
[500 - 5000]
Provider
Grey, brown, green
Energy saving habit
[0-3]
Behavioral
Knowledge
[1-7] 5 Cee awareness
[1-7]
Ed awareness
[1-7]
Personal norms
[1-7]
Social norms
[1-7]
Intention a1
[1-7]
Intention a2
[1-7]
Intention a3
[1-7] Data The BENCH-v.3 model is calibrated based on an empirical dataset. We designed and conducted
the survey in two provinces in Europe for the purpose of this research. In 2016, 1035 households
in the Overijssel province, the Netherlands, and 755 households in the Navarre province, Spain,
filled out our online questionnaire (Niamir, 2019; Niamir et al., 2020a; Niamir and Filatova, 2017,
2016). The agent-based BENCH-v.3 model is parameterized using the survey data on socio-
demographic, economic, structural and behavioral attributes of households and their dwelling
characteristic (Table A1.3). Pre-proof 6 6 Table A1.3: Survey data on households’ characteristics and behavioral intentions. The data is used to parameterize households’
behavior in the BENCH-v.3 ABM. Source: (Niamir et al., 2020a, 2018) Table A1.3: Survey data on households’ characteristics and behavioral intentions. The data is used to parameterize households’
behavior in the BENCH-v.3 ABM. Source: (Niamir et al., 2020a, 2018) Table A1.3: Survey data on households’ characteristics and behavioral intentions. The data is used to parameterize households’
behavior in the BENCH-v.3 ABM. Source: (Niamir et al., 2020a, 2018) behavior in the BENCH-v.3 ABM. Source: (Niamir et al., 2020a, 2018)
Factors
Overijssel
Navarre
Socio-demographic characteristics
Gender
Female: 46.4%
Male: 53.6%
Female: 57.1%
Male: 42.9%
Age, years
53
41
Education, ISCED2
Annual income, in thousand
Euros per year
Dwelling characteristics
Type of residence
Apartment : 14.9%
House: 85.1%
Apartment : 77.8%
House: 22.2%
Tenure status
Owner: 71%
Renter: 29%
Owner: 80.3%
Renter: 19.7%
2 https://ec europa eu/eurostat/statistics explained/index php/International Standard Classification of Education (ISCED)
Journal Pre-proof Overijssel 2 https://ec.europa.eu/eurostat/statistics-explained/index.php/International_Standard_Classification_of_Education_(ISCED) General description EU-EMS is a spatial computable general equilibrium (SCGE) model developed by PBL
Netherlands Environmental Assessment Agency. The sectoral and geographical dimensions of the
model are flexible and can be adjusted to the needs of a specific policy or research question. The
model is used for policy impact assessment and provides sector-, region- and time-specific model-
based support to Dutch and EU policy makers on structural reforms, growth, innovation, human
capital and infrastructure policies. The current version of EU-EMS covers 276 NUTS2 regions of
the EU28 Member States and each regional economy is disaggregated into 63 NACE Rev. 2
economic sectors1. Goods and services are consumed by households, government and firms, and
are produced in markets that can be perfectly or imperfectly competitive. Spatial interactions
between regions are captured through trade of goods and services, factor mobility and knowledge
spill-overs. This makes EU-EMS particularly well suited for analyzing policies related to human
capital, transport infrastructure, R&I and innovation. Journal Pre-pro In the current application of the model, we have aggregated the economic sectors to the following
six large groups, following the Eurostat classification of the economic sectors according to their
R&D intensity: (1) Traditional, (2) Low-tech industry, (3) Medium-tech industry, (4) High-tech
industry, (5) Knowledge intensive services and (6) Other services. 1 https://ec.europa.eu/eurostat/documents/3859598/5902521/KS-RA-07-015-EN.PDF Outputs Outputs The agent-based BENCH-v.3 model tracks the individual and cumulative impacts of three energy
behavioral changes (investments on insulation, PVs installation and energy-efficient appliances)
among heterogeneous individuals in the Overijssel and Navarre provinces over 34 years (2016-
2050). We report the number of individuals pursuing a particular action (I1-I3), the cumulative
electricity and gas consumption, and saved carbon emissions. Given the stochastic nature of ABMs,
we perform multiple (N=100) repetitive runs of each simulation experiment (Lee et al., 2015). The agent-based BENCH-v.3 model tracks the individual and cumulative impacts of three energy
behavioral changes (investments on insulation, PVs installation and energy-efficient appliances)
among heterogeneous individuals in the Overijssel and Navarre provinces over 34 years (2016-
2050). We report the number of individuals pursuing a particular action (I1-I3), the cumulative
electricity and gas consumption, and saved carbon emissions. Given the stochastic nature of ABMs,
we perform multiple (N=100) repetitive runs of each simulation experiment (Lee et al., 2015). Factors Navarre 41 7 7 Size of residence
Age of residence
Behavioral characteristics, value on the 1-7 scale
Knowledge (K)
4.2 (0.7)
5.0 (0.8)
Awareness, Climate (AC)
4.9 (0.8)
5.4 (0.8)
Awareness, Energy decision (AE)
4.5 (1.0)
5.3 (1.1)
Personal Norms(NP)
4.6 (0.9)
5.4 (1.0)
Social Norms (NS)
3.3 (1.1)
4.5 (1.2)
Perceived Behavior Control
(PBC)
4.4 (1.1)
5.0 (1.3)
Journal Pre-proof Size of residence Behavioral characteristics, value on the 1-7 scale 8 1 https://ec.europa.eu/eurostat/documents/3859598/5902521/KS-RA-07-015-EN.PDF Main processes of the model EU-EMS accounts for the (a) feedback between price and demand/supply quantities, and (b)
interactions between economic agents at the macro and sectorial level. Therefore, it gives the
economic relations between all industry sectors via their intermediate use. The EU-EMS model is 9 9 a dynamic, recursive over time model, involving dynamics of capital accumulation and technology
progress, stock and flow relationships and adaptive expectations. The model equations are neo-
classical in spirit, assuming cost-minimizing behavior by producers, average-cost pricing and
household demands based on optimizing behavior. The CGE model database consists of tables of
transaction values and elasticities: dimensionless parameters that capture behavioral response. The
database is presented as a Social Accounting Matrix, which covers an entire national economy, and
distinguishes a number of sectors, commodities, primary factors and types of households. As a
classical CGE model, EU-EMS represents the behavior of the whole population group or of the
whole industrial sector as the behavior of one single aggregate agent. It is further assumed that the
behavior of each such aggregate agent is driven by certain optimization criteria such as
maximization of utility or minimization of costs. In following, detailed representation of the EU-
EMS model and its main equations are presented. proof Figure A2.1: Circular economic flow in the CGE EU-EMS model. Source: (Ivanova et al., 2019)
Factors of
production
markets
Production costs,
Resources
Firms
Revenues,
Demand for
products
Product markets
Expenditures
Supply of products
Households
Wages,
Labor, Resources
Journal Pre-pr Factors of
production
markets
Pre Wages,
Labor, Resources
al Production costs,
Resources Households
ur Revenues,
Demand for
products Expenditures
Supply of products
o Product markets Figure A2.1: Circular economic flow in the CGE EU-EMS model. Source: (Ivanova et al., 2019) Regional structure of the model Regional structure of the model Regions differ by the type of production sectors which dominate overall production activities in
the region. Some specialize in traditional sectors such as agriculture, whereas others specialize in
modern sectors such as finance and industry. Those sectors are characterized by different levels of
agglomeration and its importance. Traditional sectors do not experience any agglomeration effects,
whereas modern sectors do; this allows some sectors to grow faster than other. The prototype model
will incorporate the regional difference in sectoral specialization and hence the difference of
agglomeration economies between the regions. 10 Table A2.1: Regions in EU-EMS CGE models. Source: (Ivanova et al., 2019) Table A2.1: Regions in EU-EMS CGE models. Source: (Ivanova et al., 2019) Table A2.1: Regions in EU-EMS CGE models. Source: (Ivanova et al., 2019)
AUS
Australia
ARG
Argentina
AUT
Austria
BGR
Bulgaria
BEL
Belgium
BRA
Brazil
CAN
Canada
BRN
Brunei Darussalam
CHL
Chile
CHN
China
CZE
Czech Republic
CHN.DOM
China Domestic sales only
DNK
Denmark
CHN.PRO
China Processing
EST
Estonia
CHN.NPR
China Non processing goods
exporters
FIN
Finland
COL
Colombia
FRA
France
CRI
Costa Rica
DEU
Germany
CYP
Cyprus
GRC
Greece
HKG
Hong Kong SAR
HUN
Hungary
HRV
Croatia
ISL
Iceland
IDN
Indonesia
IRL
Ireland
IND
India
ISR
Israel
KHM
Cambodia
ITA
Italy
LTU
Lithuania
JPN
Japan
LVA
Latvia
KOR
Korea
MLT
Malta
LUX
Luxembourg
MYS
Malaysia
MEX
Mexico
PHL
Philippines
MEX.GMF
Mexico Global Manufacturing
ROU
Romania
MEX.NGM
Mexico Non-Global
Manufacturing
RUS
Russian Federation
NLD
Netherlands
SAU
Saudi Arabia
NZL
New Zealand
SGP
Singapore
NOR
Norway
THA
Thailand
POL
Poland
TUN
Tunisia
PRT
Portugal
TWN
Chinese Taipei
SVK
Slovak Republic
VNM
Viet Nam
SVN
Slovenia
ZAF
South Africa
ESP
Spain
RoW
Rest of the world
SWE Sweden
CHE Switzerland
TUR Turkey
GBR United Kingdom
USA United States
Journal Pre-proof Household preferences and governmental sector
The households’ and governmental demand for goods and services is represented by the Linear Household preferences and governmental sector Household preferences and governmental sector Household preferences and governmental sector
The households’ and governmental demand for goods and services is represented by the Linear
Expenditure System (LES) that is derived as a solution to the Stone-Geary utility maximization
problem: (Eq. Regional structure of the model A2.1) 11
ri
r
ri
ri
i
U
C
ri
r
ri
ri
i
U
C
The resulting demand system, where
rI denotes households’ disposable income and
ri
P are
consumer prices of goods and services that include taxes, subsidies, transport and trade margins
can be written as follows: (Eq. A2.2) (Eq. A2.2) (Eq. A2.2) 1
ri
ri
ri
r
rj
rj
j
ri
C
I
P
P
of 1
ri
ri
ri
r
rj
rj
j
ri
C
I
P
P
o Households always consume a certain minimum level of each good and services where this level
reflects the necessity (or price elasticity) of the good or service. Necessities such as food have low
price elasticity and hence a higher minimum level of consumption. The disposable income of the
households consists of wages, return to capital and social transfers from the government minus the
income taxes and households’ savings. Pre-proo The government collects production, consumptions and income taxes. The tax revenue is further
used to pay social transfers and buy goods and services for public consumption. The governmental
savings can be either endogenous or exogenous in the model depending on the type of simulation
and the type of chosen macro-economic closure. ournal P Firms production
Jo Firms production
Jo A2.7)
1/
L
L
ED
ri
rie
rie
e
L
f L
al Pre-pro (Eq. A2.7)
1/
L
L
ED
ri
rie
rie
e
L
f L
al Pre-p (Eq. A2.7)
1/
L
L
ED
ri
rie
rie
e
L
f L
al Pr Where
ri
a
,
rib ,
ric ,
ri
d
and
rie
f
are the share parameters of the corresponding production
function nests and
,
M KLE
,
,
E KL
,
,
K L
,
E
and
L
represent the substitution possibilities for
each of the production function nests. The inputs into the production are denoted as
ri
M input of
materials,
ri
KLE composite capital-labor-energy nest,
ri
E energy inputs,
ri
KL composite capital-
labor nest,
ri
K capital input,
ri
L labor input,
NELEC
ri
E
input of non-electric energy,
ELEC
ri
E
input of
electric energy and
ED
rie
L
inputs of labor by type of education e. Journa Where
ri
a
,
rib ,
ric ,
ri
d
and
rie
f
are the share parameters of the corresponding production
function nests and
,
M KLE
,
,
E KL
,
,
K L
,
E
and
L
represent the substitution possibilities for
each of the production function nests The inputs into the production are denoted as
ri
M
input of
Journa Where
ri
a
,
rib ,
ric ,
ri
d
and
rie
f
are the share parameters of the corresponding production
function nests and
,
M KLE
,
,
E KL
,
,
K L
,
E
and
L
represent the substitution possibilities for
each of the production function nests. The inputs into the production are denoted as
ri
M input of
materials,
ri
KLE composite capital-labor-energy nest,
ri
E energy inputs,
ri
KL composite capital-
labor nest,
ri
K capital input,
ri
L labor input,
NELEC
ri
E
input of non-electric energy,
ELEC
ri
E
input of
electric energy and
ED
rie
L
inputs of labor by type of education e. Firms production
Jo Domestic production
D
ri
X
is obtained using the nested-CES production technology of Capital-
Labour-Energy-Materials (KLEM) type, where K is the capital, L is the labour, E is the energy and
M is the materials. Figure II.2 represents the nests in the KLEM production function used in the
model with services between used according to the fixed Leontief input coefficients in the
production process. The energy in the model is differentiated between electricity and other types
of energy with some substitution possibilities between them. The labour is differentiated according
to three education levels according to International Labour Organisation (ILO) classification. The
domestic production is generated according to nested production CES function, which is described
by the following set of composite CES functions that follow the production structure from top to
the bottom nest
J (Eq. A2.3) 12
,
,
,
1/
(1
)
M KLE
M KLE
M KLE
D
ri
ri
ri
ri
ri
X
a
M
a
KLE
(Eq. A2.4) (Eq. A2.4)
,
,
,
1/
(1
)
M KLE
E KL
E KL
ri
ri
ri
ri
ri
KLE
b
E
b
KL
(Eq. A2.5)
,
,
,
1/
(1
)
K L
K L
K L
ri
ri
ri
ri
ri
KL
c
K
c
L
(Eq. A2.6)
1/
(1
)
E
E
E
NELEC
ELEC
ri
ri
ri
ri
ri
E
d
E
d
E
(Eq. A2.7)
1/
L
L
ED
ri
rie
rie
e
L
f L
nal Pre-proof
,
,
,
1/
(1
)
K L
K L
K L
ri
ri
ri
ri
ri
KL
c
K
c
L
f
1/
(1
)
E
E
E
NELEC
ELEC
ri
ri
ri
ri
ri
E
d
E
d
E
(Eq. Firms production
Jo Journa Where
ri
a
,
rib ,
ric ,
ri
d
and
rie
f
are the share parameters of the corresponding production
function nests and
,
M KLE
,
,
E KL
,
,
K L
,
E
and
L
represent the substitution possibilities for
each of the production function nests. The inputs into the production are denoted as
ri
M input of
materials,
ri
KLE composite capital-labor-energy nest,
ri
E energy inputs,
ri
KL composite capital-
Journa electric energy and
ED
rie
L
inputs of labor by type of education e. electric energy and
ED
rie
L
inputs of labor by type of education e. 13 Figure A2.2: Structure of KLEM production functions in the model. Source: (Ivanova et al., 2019)
Pre-proof Figure A2.2: Structure of KLEM production functions in the model. Source: (Ivanova et al., 2019)
Pre International and inter-regional trade
rna The total sales
ri
X of tradable goods and services i in region r in the model is an Armington
Constant Elasticity of Substitution (CES) [ref] composite between domestic output
D
ri
X
and
imports
M
ri
X
such that
Journ The total sales
ri
X of tradable goods and services i in region r in the model is an Armington
Constant Elasticity of Substitution (CES) [ref] composite between domestic output
D
ri
X
and
imports
M
ri
X
such that
Journ (Eq. A2.8) (Eq. A2.8) (Eq. A2.8)
1/
i
i
i
D
D
M
M
ri
ri
ri
ri
ri
X
X
X
Where
D
ri
and
M
ri
are the calibrated share parameters of the CES function and
i
i
with Where
D
ri
and
M
ri
are the calibrated share parameters of the CES function and
i
i
with with ibeing the Armington elasticity of substitution between domestic and imported tradable goods
and services. The elasticity of substitution varies between different types of goods and services 14 depending on the available empirical estimates. In case of non-tradable, the composite is equal to
the domestically produced product. Firms production
Jo Imported goods can come from various regions and countries represented in the model and the
composite imported goods and services are represented by the CES composite that uses a higher
Armington elasticity of substitution as compared to the upper Armington nest. We assume, as in
the GTAP model, that the elasticity of substitution between the same type of goods and services
coming from different countries is twice as large as the elasticity of substitution between domestic
and aggregate imported goods and services. The aggregate imported good is calculated according
to the following CES composite function:
f (Eq. A2.9)
1/
T
i
T
i
M
T
T
ri
sri
sri
s
X
X
Pre-proof (Eq. A2.9) Where
T
sri
is the calibrated share coefficient of the CES production function,
T
sri
X
is the flow of
al P trade in commodity i from country s to country r . The coefficient
i
i
T
i
where
T
i
is the
elasticity of substitution between commodities produced in different countries. Journa elasticity of substitution between commodities produced in different countries. Jour Labour, capital and goods markets
Jo Labour, capital and goods markets
Jo Market equilibrium in the economy results in equalization of both monetary values and quantities
of supply and demand. Market equilibrium results in equilibrium prices that represent in the case
of CGE models the solution to the system of nonlinear equations that include both intermediate
and final demand equations as well as accounting constraints that calculate households’ and
government incomes, savings and investments, as well as trade balance. EU-EMS model represents
a closed economic system, meaning that nothing appears from nowhere or disappears into nowhere
in it. This feature of the CGE model constitutes the core of the Walrasian equilibrium and ensures
that even if one excludes any single equation of the model, it will still hold. This is the property of
CGE models called Walras law that tells us that in the closed economic system, if n-1 markets are
in equilibrium the last nth market will also be in equilibrium. Firms production
Jo In our EU-EMS model, the static
equilibrium is described by the set of commodity and factor prices, total outputs, final demands of
households and government, investments, savings and net transfers from abroad, such that (1)
J 15 markets for goods and services clear, (2) total investments are equal to total savings, (3) total
households’ consumption is equal to their disposable income minus savings, (4) total governmental
consumption is equal to its net tax revenues minus transfers to households minus savings, (5) total
revenue of each economic sector is equal to its total production costs and (6) difference between
imports and exports is equal to the net transfers from abroad. Where calibrated gravity attraction parameter and the speed of investment adjustment. oof calibrated gravity attraction parameter and the speed of investment adjustment. oof Recursive dynamics EU-EMS is a dynamic model and allows for the analysis of each period of the simulation time
horizon. This horizon is currently set at 2050 but it can be extended to longer time periods. For
each year of the time horizon, EU-EMS calculates a set of various economic, social and
environmental indicators. The economic growth rate in EU-EMS depends positively on
investments in R&D and education. By investing in R&D and education each region is able to
catch up faster with the technological leader region and better adopt its technologies. proof Time periods in EU-EMS are linked by savings and investments. By the end of each time period,
households, firms and government in the model save a certain amount of money. This money goes
to the investment bank, distributing it as investments between the production sectors of the various
regions. The allocation decisions of the investment bank sectors depend on the sector’s financial
profitability. The model runs in time steps of five years for the period 2015-2050. rnal Pre-p The capital stocks evolve according to the dynamic rule presented below, where the capital stock
in period t is equal to the capital stock in period t-1 minus the depreciation plus the new investments
into the capital stock
Journ (Eq. A2.10)
J (Eq. A2.10) (Eq. A2.10) (Eq. A2.10) 1 (1
)
tri
t
ri
i
tri
K
K
I
At the end of each period there is a pool of savings
rS available for investments into additional
capital stocks of the sectors. This pool of savings comes from households, firms and foreign
investors. The sector investments
tri
I
are derived as a share of the total savings in the economy
according to the discrete choice formula (Eq. A2.11) 16 16 1
1
1
1
1
t
ri
t
rj
WKR
t
r
ri
t
ri
tri
WKR
rj
t
rj
j
ST
B K
e
I
B K
e
(Eq. A2.12) (Eq. Outputs The EU-EMS model produces detailed dynamics of regional GDP, production and value added by
region and by economic sector, interregional trade flows by the type of commodity, electricity and
gas consumption per region and sector, employment by regional and economic sector, household
income and consumption, and governmental revenues and spending. For the purpose of this article
we limit the presentation of the main CGE output to Gross Domestic Product (GDP), percentage
change in the electricity consumption per NUTS2 region, country and the entire EU. urnal Pre-p Appendix 3: Upscaling
Jo Appendix 3: Upscaling
Jo Recursive dynamics A2.12) 1
1
1
(
)
t
ri
t
ri
r
ri
t
r
r
WKR
g
PI
1
1
1
(
)
t
ri
t
ri
r
ri
t
r
r
WKR
g
PI
Where
1
t
ri
WKR
denotes the capital remuneration rate,
rg the steady-state growth rate,
ri
B the
f Where
1
t
ri
WKR
denotes the capital remuneration rate,
rg the steady-state growth rate,
ri
B the
f e-proof Appendix 3: Upscaling
Jo Distance between countries is not only the geographical and therefore the regional economic
integration should not happen regardless other local factors. Social structure, wealth and lifestyle,
religion, institutional and economic conditions, and natural environment play a role in assessing
cultural distance (Gobel et al., 2018; Hofstede, 2011, 2001; Kaasa et al., 2016; Schwartz, 2014;
Vignoles et al., 2018). Table A3.1 summarized the value of cultural dimensions. In this study, due
to the absence of more granular data, we use the Dutch case to approximate how the behavioral
patterns may evolve in the North-West EU states, and the Spanish case for the South-East EU
states, which is in line with the values presented below. J 17 Table A3.1: Values of cultural dimensions for all EU countries, sources:(Čuhlová, 2018) Table A3.1: Values of cultural dimensions for all EU countries, sources:(Čuhlová, 2018) Country
PDI
INV
Austria
11
55
Belgium
65
75
Bulgaria
65
75
Croatia
73
33
Cyprus*
-
-
Czech Republic
57
58
Denmark
18
74
Estonia
40
60
Finland
33
63
France
68
71
Germany
35
67
Greece
60
35
Hungary
46
80
Ireland
28
70
Italy
50
76
Latvia
44
70
Lithuania
42
60
Luxembourg
40
60
Malta
56
59
Netherlands
38
80
Poland
68
60
Portugal
63
27
Romania
90
30
Slovakia
104
52
Slovenia
71
27
Spain
57
51
Sweden
31
71
UK
35
89
PDI – Power Distance Index, INV – Individualism
*Complete data for Cyprus are not available
Journal Pre-proof Country
PDI
INV
Austria
11
55
Belgium
65
75
Bulgaria
65
75
Croatia
73
33
Cyprus*
-
-
Czech Republic
57
58
Denmark
18
74
Estonia
40
60
Finland
33
63
France
68
71
Germany
35
67
Greece
60
35
Hungary
46
80
Ireland
28
70
Italy
50
76
Latvia
44
70
Lithuania
42
60
Luxembourg
40
60
Malta
56
59
Netherlands
38
80
Poland
68
60
Portugal
63
27
Romania
90
30
Slovakia
104
52
Slovenia
71
27
Spain
57
51
Sweden
31
71
UK
35
89
PDI – Power Distance Index, INV – Individualism
*Complete data for Cyprus are not available
Journal Pre-p *Complete data for Cyprus are not available 18 Appendix 4: Results and discussions Step 2: Scaling-up behavioral scenarios to national and EU level Using the population projection scenarios for the EU28, we scale the dynamics in household energy
behavioral changes in two provinces over time up to national and EU levels (Table A4.1). Using the population projection scenarios for the EU28, we scale the dynamics in household energy
behavioral changes in two provinces over time up to national and EU levels (Table A4.1). Table A4.1: Share of actions in two countries over time. Source: scaled-up BENCH-v.3 results. 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
EE appliances
NL
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Step 3: From regional to the national and EU28 economy
Journal Pre-proof 2020
2030
2050
The share of
preferred
actions (in
percentage)
Insulation
PVs installation
EE appliances
NL
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Step 3: From regional to the national and EU28 economy
Journal Pre-proof 2050 e-proof of S
L
3,291
22,026
S
1,546
29,894
Journal Pre p ES Insulation
PVs installation
EE appliances
ES
Total number
of actions
NL
3,291
22,026
50,322
ES
1,546
29,894
123,545
Journal Pre p 50,322
123,545 Step 3: From regional to the national and EU28 economy
J To estimate the macroeconomic and cross-sectoral impacts of individual energy behavioral
changes, we link the up-scaled ABM output to the CGE EU-EMS model. The BENCH-v.3
behavioral patterns in each of the 12 age-education groups – changes in heterogeneous households’
electricity and gas consumption – exogenously modify the minimum subsistence level of
households’ consumption of the respective services in EU-EMS. The analysis of EU-EMS results indicates that most of the EU28 regions benefit from the
behavioral changes and lead to the decrease in energy consumption, with a small number of regions
being affected negatively. Importantly, regions with larger population as well as the regions with
higher share of highly-educated people benefit more from the behavioral changes since they save
more electricity and gas. 19 (a) the Netherlands (a) the Netherlands
(b) Spain
Figure A4.1: Diffusion of households investments per capita and per action (insulation, PVs installation, energy-efficient
appliances) among 12 sociodemographic groups under the informative dynamics scenario in two province. Step 2: Scaling-up behavioral scenarios to national and EU level Source: EU-EMS and
BENCH-v.3
oof (b) Spain
f (b) Spain (a) the Netherlands Figure A4.1: Diffusion of households investments per capita and per action (insulation, PVs installation, energy-efficient
appliances) among 12 sociodemographic groups under the informative dynamics scenario in two province. Source: EU-EMS and
BENCH-v.3
oof As expected, PVs get more of a share of the investments in both countries (Figure A4.1). Households in groups 6-8 invest 110-160 and 160-180 Euros per capita on PVs in Netherlands and
Spain respectively, while insulation in Spain (82 Euros per capita) and EE appliances in
Netherlands (37 Euros per capita) are second in household investments. Pre-pro Figure A4.2: Percentage changes in the levels of regional real GDP relative to the Baseline under the FD scenario in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v03. Journal Figure A4.2: Percentage changes in the levels of regional real GDP relative to the Baseline under the FD scenario in 2050 as an
aggregated effect of households’ behavioral changes, in millions of Euros. Source: EU-EMS and BENCH-v03. The EU-EMS model operates at the level of NUTS2 regions of the EU28, and hence enables the
calculation of the regional impacts of various behavioral scenarios on changes in the GDP and 20 income. The changes in income presents similar patterns as changes in real GDP (see Figure 6). However, it is interesting that different pattern in percentage changes in regional GDP levels from
the absolute monetary changes in regional GDP is captured (see Figure A4.2). The majority of
relatively large changes in GDP are located in Great Britain, Italy and Central Europe. This might
be related to the assumed population and education level developments which influence the
upscaling of the results of the BENCH ABM model. Appendix References Acemoglu, D., Ozdaglar, A., 2011. Opinion Dynamics and Learning in Social Networks. Dyn. Games
Appl. 1, 3–49. https://doi.org/10.1007/s13235-010-0004-1
oof Armitage, C.J., Conner, M., 2001. Efficacy of the Theory of Planned Behaviour: A meta-analytic review. Br. J. Soc. Psychol. 40, 471–499. https://doi.org/10.1348/014466601164939
-proo Čuhlová, R., 2018. Cultural distance in the context of european regional economic integration, in:
Klímová, V., Žítek, V. (Eds.), 21st International Colloquium on Regional Sciences. Masarykova
univerzita, Brno, pp. 340–346. l Pre-p De Groot, J.I.M., Steg, L., 2009. Morality and Prosocial Behavior: The Role of Awareness,
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Institute of Innovation and Technology (EIT) Investments in Innovation and Human Capital. 21 21 Luxembourg. https://doi.org/10.2791/184008 Kaasa, A., Vadi, M., Varblane, U., 2016. A new dataset of cultural distances for European countries and
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Voinov, A., Polhill, J.G., Sun, Z., Parker, D.C., 2015. The Complexities of Agent-Based Modeling
Output Analysis. J. Artif. Soc. Soc. Simul. 18, 4. https://doi.org/10.18564/jasss.2897 Moussaïd, M., Brighton, H., Gaissmaier, W., 2015. The amplification of risk in experimental diffusion
chains. Proc. Natl. Acad. Sci. 112, 5631 LP – 5636. https://doi.org/10.1073/pnas.1421883112 Niamir, L., 2019. Behavioural Climate Change Mitigation: from individual energy choices to demand-side
potential. University of Twente, Enschede, The Netherlands. https://doi.org/10.3990/1.9789036547123
roof Niamir, L., Filatova, T., 2017. Transition to low-carbon economy: Simulating nonlinearities in the
electricity market, Navarre region, Spain, Advances in Intelligent Systems and Computing. https://doi.org/10.1007/978-3-319-47253-9_28
Pre-pro Niamir, L., Filatova, T., 2016. From Climate Change Awareness to Energy Efficient Behaviour. Int. Congr. Environ. Model. Softw. al Pr Niamir, L., Filatova, T., Voinov, A., Bressers, H., 2018. p
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Journal Pre Journal Pre-pr nal Pre-proof proof Appendix References Transition to low-carbon economy: Assessing
cumulative impacts of individual behavioral changes. Energy Policy 118, 325–345. https://doi.org/10.1016/J.ENPOL.2018.03.045
ourna Niamir, L., Ivanova, O., Filatova, T., Voinov, A., Bressers, H., 2020a. Demand-side solutions for climate
mitigation: Bottom-up drivers of household energy behavior change in the Netherlands and Spain. Energy Res. Soc. Sci. 62, 101356. https://doi.org/10.1016/j.erss.2019.101356
Jou Niamir, L., Kiesewetter, G., Wagner, F., Schöpp, W., Filatova, T., Voinov, A., Bressers, H., 2020b. Assessing the macroeconomic impacts of individual behavioral changes on carbon emissions. Clim. Change 158, 141–160. https://doi.org/https://doi.org/10.1007/s10584-019-02566-8 Nordlund, A.M., Garvill, J., 2003. Effects of values, problem awareness, and personal norm on
willingness to reduce personal car use. J. Environ. Psychol. 23, 339–347. https://doi.org/10.1016/S0272-4944(03)00037-9 Onwezen, M.C., Antonides, G., Bartels, J., 2013. The Norm Activation Model: An exploration of the
functions of anticipated pride and guilt in pro-environmental behaviour. J. Econ. Psychol. 39, 141–
153. https://doi.org/10.1016/J.JOEP.2013.07.005 Schwartz, S.H., 2014. Chapter 20 - National Culture as Value Orientations: Consequences of Value 22 Differences and Cultural Distance, in: Ginsburgh, V.A., Throsby, D.B.T.-H. of the E. of A. and C. (Eds.), Handbook of the Economics of Art and Culture. Elsevier, pp. 547–586. https://doi.org/https://doi.org/10.1016/B978-0-444-53776-8.00020-9 Steg, L., Dreijerink, L., Abrahamse, W., 2005. Factors influencing the acceptability of energy policies: A
test of VBN theory. J. Environ. Psychol. 25, 415–425. https://doi.org/10.1016/J.JENVP.2005.08.003 Steg, L., Vlek, C., 2009. Encouraging pro-environmental behaviour: An integrative review and research
agenda. J. Environ. Psychol. 29, 309–317. https://doi.org/10.1016/J.JENVP.2008.10.004 Stern, P., Dietz, T., Abel, T., Guagnano, G., Kalof, L., 1999. A Value-Belief-Norm Theory of Support for
Social Movements: The Case of Environmentalism. Hum. Ecol. Rev. 6. f Stern, P.C., 2000. New Environmental Theories: Toward a Coherent Theory of Environmentally
Significant Behavior. J. Soc. Issues 56, 407–424. https://doi.org/10.1111/0022-4537.00175
roof Vignoles, V.L., Smith, P.B., Becker, M., Easterbrook, M.J., 2018. In Search of a Pan-European Culture:
European Values, Beliefs, and Models of Selfhood in Global Perspective. J. Cross. Cult. Psychol. 49,
868–887. https://doi.org/10.1177/0022022117738751
Pre-pro 23 − Macroeconomic effects of bounded rationality and social learning are quantified − Methodological differences in agent-based and equilibrium models are addressed − Diverse behavioral traits exacerbate inequality between EU regions over time − Climate policy models accommodate individual heterogeneity, behavioral change and social
dynamics
f − Climate policy models accommodate individual heterogeneity, behavioral change and social
dynamics
f Journal Pre al Pre-pr al Pre-p proof Declaration of interests ☒ The authors declare that they have no known competing financial interests or personal relationships
that could have appeared to influence the work reported in this paper. ☐The authors declare the following financial interests/personal relationships which may be considered
as potential competing interests:
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English
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Place-Making by Cows in an Intensive Dairy Farm: A Sociolinguistic Approach to Nonhuman Animal Agency
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The international library of environmental, agricultural and food ethics/The International library of environmental, agricultural and food ethics
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Chapter 11
Place-Making by Cows in an Intensive
Dairy Farm: A Sociolinguistic Approach
to Nonhuman Animal Agency Leonie Cornips and Louis van den Hengel Abstract Based on recent ethnographic fieldwork at an intensive dairy farm, this
chapter examines the usefulness of posthuman critical theory for developing a new
sociolinguistic approach to nonhuman animal agency. We explore how dairy cows,
as encaged sentient beings whose mobility is profoundly restricted by bars and
fences, negotiate their environment as a material-semiotic resource in linguistic
acts of place-making. Drawing on the fields of critical posthumanism, new mate-
rialism and sociolinguistics, we explain how dairy cows imbue their physical space
with meaning through materiality, the body and language. By developing a non-
anthropocentric approach to language as a practice of more-than-human sociality,
we argue for establishing egalitarian research perspectives beyond the assumptions
of human exceptionalism and species hierarchy. The chapter thus aims to contribute
towards a new understanding of nonhuman agency and interspecies relationships in
the Anthropocene. © The Author(s) 2021
B. Bovenkerk and J. Keulartz (eds.), Animals in Our Midst: The Challenges
of Co-existing with Animals in the Anthropocene, The International Library
of Environmental, Agricultural and Food Ethics 33,
https://doi.org/10.1007/978-3-030-63523-7_11 L. Cornips (B)
NL-Lab, Humanities Cluster (KNAW), Amsterdam, The Netherlands
e-mail: leonie.cornips@maastrichtuniversity.nl
L. Cornips · L. van den Hengel
Faculty of Arts and Social Sciences, Maastricht University, Maastricht, The Netherlands 11.1
Introduction Human thinkers in the western philosophical tradition have long relied upon the
silencing of nonhuman animal others to confirm the exceptionalism of their own
species. Since Aristotle, philosophers and scientists have defined “man” as a “rational
animal” distinguished from other animals by his—and, more recently, her or their—
capacity for a special kind of thinking, variously described as self-consciousness,
reason, or representational thought (Cull 2015, 19). If, as Eva Meijer asserts (2016,
73), in this tradition “humans are viewed as radically different from other animals,”
then language is commonly seen as “one of the main ways in which this difference is L. Cornips (B)
NL-Lab, Humanities Cluster (KNAW), Amsterdam, The Netherlands
e-mail: leonie.cornips@maastrichtuniversity.nl L. Cornips · L. van den Hengel
Faculty of Arts and Social Sciences, Maastricht University, Maastricht, The Netherlands 177 © The Author(s) 2021
B. Bovenkerk and J. Keulartz (eds.), Animals in Our Midst: The Challenges
of Co-existing with Animals in the Anthropocene, The International Library
of Environmental, Agricultural and Food Ethics 33,
https://doi.org/10.1007/978-3-030-63523-7_11 178 L. Cornips and L. van den Hengel expressed.” The idea that language is what makes us human, or more precisely, that
the possession of language allows humans to separate themselves from nonhuman
nature, including their own animality, is indeed a key component of philosophical
humanism and its exclusionary conceptions of individual and collective person-
hood. The philosopher Giorgio Agamben (2004, 33) uses the term “anthropological
machine” to refer to the process by which the human is defined over and against
what is nonhuman or animal, thus dividing the human subject from more-than-
human forms of sentience, sociality, intelligence and communication. The strict
identification of the human with language, or what Agamben (2004, 38) calls an
articulation between “speaking being” and “living being,” is central to the func-
tioning of the anthropological machine, that is, the ways in which humans ought to
continually create themselves as speaking political beings by creating hierarchies
between human, animal, vegetable and mineral species. The traditional humanist
understanding of the human as a unique creature, one that rises above the natural
world of animals, plants and the physical environment, thus rests on a fundamental
denial that nonhuman animals might be capable of language and other forms of
complex symbolic communication. 11.1
Introduction In this chapter, we wish to move beyond the assumptions of human exceptionalism
and species hierarchy in order to advance an understanding of language that displaces
the centrality of the human subject. Specifically, we will explore how dairy cows,
as caged living beings or what sociologist Rhoda Wilkie (2010, 115) has called
“sentient commodities,” negotiate their environment as a material-semiotic resource
in the production of a meaningful world. While their physical mobility is profoundly
restricted by bars and fences, we will examine how dairy cows enact social and
linguistic agency through complex assemblages formed by human and nonhuman
bodies, materials and environments. Starting from the assumption that, within the
context of dairy farming, the subjectivities of cows and humans are continuously co-
produced, we want to highlight how recognizing the linguistic agency of dairy cows
may allow us to resist anthropocentric understandings of interspecies relationships
and to formulate a new perspective on language as a social practice of human-
nonhuman interaction. The central aim of this chapter, therefore, is to elaborate a
radically post- or non-anthropocentric sociolinguistic approach that may help foster
more egalitarian relationships to and between different species, or, as Agamben
(2004, 83) phrases it, to bring to a “standstill” the anthropological machine that has
historically articulated humanity and animality through their mutual exclusion. The chapter has four sections. The first section examines how traditional humanist
conceptionsoflanguagehavestructureddominantphilosophicalandlinguisticunder-
standings of human-animal relationships. The second section discusses the cogni-
tive, emotional and social capacities of cows as sentient and intelligent beings, and
proceeds to argue for the usefulness of posthuman critical theory for expanding the
linguistic research agenda to include the study of nonhuman animal languages. This
sets the stage for the third section, which discusses recent fieldwork at an inten-
sive dairy farm in order to explore how cows, as social actors, engage in processes
of linguistic place-making. Drawing, on the one hand, on recent work at the inter-
section of critical posthumanism and applied linguistics (Pennycook 2018) and, on 11
Place-Making by Cows in an Intensive Dairy Farm … 179 11 the other, on new materialist conceptions of agency as a distributed phenomenon
(Bennett 2010), we will elaborate a non-anthropocentric approach to human and
nonhuman language practices. In the last and concluding section, we consider some
of the implications of our findings for negotiating, or renegotiating, contemporary
questions of nonhuman animal agency. 11.1
Introduction As a whole this chapter argues that acknowl-
edging nonhuman linguistic agency is essential for thinking through and responding
to the specific conditions and challenges of the Anthropocene, where the advent of the
human as a global geophysical force has muddled conventional distinctions between
culture and nature, human and nonhuman, self and other. If, as Donna Haraway
suggests, nonhuman animals “are not here just to think with,” but rather they are here
to “live with” (Haraway 2003, 5, emphasis added), then we must indeed embrace
modes of inquiry suited to the task of confronting human and nonhuman acts of
language, sociality and world-making. 1Aristotle, Politics, 1253a. Translation by Louis van den Hengel. 11.2
Language and the Politics of Human Exceptionalism Heidegger, despite his phenomenological critique of Descartes, also claimed
that nonhuman animals are incapable of language and therefore lack access to what he
called “world-formation”, that is, the ability to form true and conscious relationships
with others and with their environment. According to Heidegger, nonhuman animals
are unable to apprehend the world as such—that is to say, in the world-forming
ways that language, understood as logos, allows for—because they are captivated
by their instincts and bound to their environments. Animals do have access to the
world—they are not, like stones and other inert objects, what Heidegger calls “world-
less” (weltlos)—but their relationship to it is an impoverished one: Heidegger calls
nonhuman animals “poor in world” (weltarm), whereas humans are deemed to be
world-forming (weltbildend). Insofar as an animal is essentially absorbed in its envi-
ronment (Umwelt), it cannot truly act in relation to the world (Welt) as such, or, as
Heidegger puts it (1995, 239), an animal “behaves within an environment but never
within a world.” Although Heidegger repeatedly observes that “the relation between poverty in
world and world-formation does not entail hierarchical assessment” (1995, 192),
he does nonetheless privilege human beings to the extent that, in his view, only
language, by which he means human language, is capable of disclosing the world
as an intelligible and meaningful place. “Language alone,” he writes, “brings what
is, as something that is, into the Open for the first time. Where there is no language,
as in the being of stone, plant, and animal, there is also no openness of what is,
and consequently no openness either of what is not” (Heidegger 1971, 73). In fore-
grounding human language as central to the practice of world-formation, Heidegger
not only seeks to demarcate human from nonhuman animals, but also postulates a
distinction between language and communication that echoes Aristotle’s assumption
of a fundamental difference between speech and sound, between logos and phonè, as
well as Descartes’ view on animals as mindless machines. For Heidegger, language
is “not only and not primarily an audible and written expression of what is to be
communicated” (ibid.), but rather it serves to manifest the world as such as a field
of significance: an open space of possibilities, as opposed to an animal’s instinctual
captivation. 11.2
Language and the Politics of Human Exceptionalism The view that nonhuman animals have no speech, and therefore cannot establish
themselves as ethical, juridical and political subjects, goes back at least to the ancient
Greeks. In a well-known passage of his Politics, Aristotle associates the formation
of political community with the supposedly unique human capacity for reasoned
speech. Aristotle insists that the capacity for speech informed by reason (logos) is
what separates “man”, as a political animal, from the mere beasts who do not speak
but simply produce sound (phonè): And so the reason why man is a political animal more than any bee or any gregarious animal
is clear. For nature, as we often say, does nothing in vain; and man alone of the animals
possesses speech (logos). The mere voice (phonè), it is true, can indicate pain and pleasure,
and therefore is available in the other animals as well (for their nature has been developed so
far as to have feelings of pain and pleasure and to signify them to one another), but speech,
for its part, is designed to express the useful and the harmful and therefore also the just and
the unjust.1 Because nonhuman animals are incapable of speech, Aristotle argues, they cannot
express the civic and moral virtues that he considered essential for the wellbeing of
the household and the city-state. Aristotle, as Derrida explains in The Beast and the
Sovereign (2009, 343–349), thus makes a categorical distinction between human and
nonhuman animals to posit an inextricable link between language and the political
sphere. His philosophy therefore not only delimits political agency to certain privi-
leged human beings—the free adult male citizens that make up the polis—but also
actively excludes nonhuman animal voices from the definition of language itself. Many later philosophers have followed Aristotle in rejecting the linguistic and
cognitive abilities of nonhuman animals (Meijer 2016, 75–76). Descartes, for
example, argued that animals do not think because they cannot speak: he regarded 180 L. Cornips and L. van den Hengel nonhuman animals as machines, governed by the laws of physical matter alone and
hence devoid of mind and self-awareness.2 Although he did recognize that animals
such as magpies and parrots can utter words, and that dogs make noises that might
resemble speech, Descartes maintained that other animals “cannot speak as we do:
that is, they cannot show that they are thinking what they are saying” (Descartes 1985,
140). 2Most commentators attribute to Descartes the concomitant view that animals, because they cannot
think, have no feelings and do not suffer pain, yet some scholars (Harrison 1992; Cottingham 2008,
163–173) have sought to contest this interpretation. 11.2
Language and the Politics of Human Exceptionalism Language, in this view, is thus what separates human being-in-the-world,
or Dasein, from the being of other animals, which, as Heidegger writes, “has nothing
to do with the selfhood of the human being comporting him- or herself as a person”
(Heidegger 1995, 238–239). Linguistics, no less than philosophy, has long reiterated the humanist under-
standing of language as a fundamental dividing line between human and nonhuman 11
Place-Making by Cows in an Intensive Dairy Farm … 181 11 animals, thus reinforcing the predominant view of language as the essence of human
personhood. Aristotle’s distinction between logos and phonè is still holding ground in
conceptsoflanguageaseitheramentalorsocialconstructintwodominantcontempo-
rarylinguistictheories,namelygenerativegrammar(Chomsky2002,2006)and(vari-
ationist) sociolinguistics (Labov 1994, 2001). The generative framework, advanced
since the late 1950 s by Noam Chomsky and others, theorizes language as a human
mental construct where processes of thinking and knowledge about abstract symbols
aregenerated:acognitivesystemor“innermentaltool”(BerwickandChomsky2016,
164) that works independently from phonetics or the speaking voice (phonè), which
is assigned to language-in-use. This view consolidates the older assumption that the
primary function of language is for human thought rather than for external commu-
nication. Even though language can, of course, be used to communicate with others,
most of speech is inner speech, or, as Chomsky (2002, 148) puts it: “almost all the use
of language is to oneself.” In suggesting that language, defined in the narrow sense
of an abstract computational system for thought, does not occur beyond the human
brain, Chomsky gives a new inflection to the Cartesian understanding of language
as essentially disembodied and non-social, while at the same time reinforcing the
anthropocentric idea that language constitutes “a yawning chasm between what we
[humans] can do and what other animals cannot” (Berwick and Chomsky 2016,
110).3 Language, in generative linguistics, is thus seen as a species-specific ability that
sets human beings apart from nonhuman animal others: “When we study human
language, we are approaching what some might call the ‘human essence’, the distinc-
tive qualities of mind that are, so far as we know, unique to man (sic)” (Chomsky
2006, 88). Even though, in a paper coauthored for Science, Chomsky has acknowl-
edged that “available data suggest a much stronger continuity between animals and
humans with respect to speech than previously believed” (Hauser et al. 4In this view, the linguistic ability to innovate—to form new statements that express new thoughts
appropriate to but not directly caused by their immediate contexts—is considered a fundamental
factor that distinguishes human language, seen as free from control by any detectable stimuli,
from nonhuman animal communication, which is assumed to occur only in response to an external
environment or to internal drives. 3In his Fundamental Concepts of Metaphysics, Heidegger in a similar manner suggests that
nonhuman animals are “separated from man by an abyss” (1995, 26, emphasis added). Because
nonhuman animals lack language, they cannot apprehend other beings conceptually, as beings: for
Heidegger, only humans are capable of grasping that which is as such.
4In this view, the linguistic ability to innovate—to form new statements that express new thoughts
appropriate to but not directly caused by their immediate contexts—is considered a fundamental
factor that distinguishes human language, seen as free from control by any detectable stimuli,
from nonhuman animal communication, which is assumed to occur only in response to an external
environment or to internal drives. 3In his Fundamental Concepts of Metaphysics, Heidegger in a similar manner suggests that
nonhuman animals are “separated from man by an abyss” (1995, 26, emphasis added). Because
nonhuman animals lack language, they cannot apprehend other beings conceptually, as beings: for
Heidegger, only humans are capable of grasping that which is as such. 11.2
Language and the Politics of Human Exceptionalism 2002, 1574),
he nonetheless maintains his faith in a uniquely human property of language, located
either in the capacity for recursion—the ability to “generate an infinite range of
expressions from a finite set of elements” (ibid.)—or in what he calls the “creative
aspect” of language use, that is, the “distinctively human ability to express new
thoughts and to understand entirely new expressions of thought” (Chomsky 2006,
6).4 And while Chomsky, as Donna Haraway notes, has been cautious enough to
present the idea of linguistic uniqueness as “a testable hypothesis, not an assumption
rooted in premises of human exceptionalism” (Haraway 2008, 373 note 44), there
is no doubt that the tradition of anthropocentric thought assumed in the generative 182 L. Cornips and L. van den Hengel L. Cornips and L. van den Hengel framework has been a serious obstacle to investigating the linguistic, rather than
communicative, abilities of nonhuman animals. In contrast to Chomsky’s non-social view of language, sociolinguistic research
has built on the pioneering work of William Labov and others to theorize language
as both dependent on cognition and interconnected with the workings of society
and culture.5 In the sociolinguistic framework, language is understood as a social
construct stemming from the need to contextualize how humans use language in
interaction with others, aiming to find out how and why languages vary and change,
and how (groups of) speakers employ linguistic resources to shape individual and
collective identities, communities and social hierarchies. This view converges with
recent approaches to language as an embodied (Bucholtz and Hall 2016), multimodal
(Müller et al. 2013) and multisensory (Pennycook and Otsuji 2015) phenomenon that
includes not only verbal speech but, among others, bodily gestures and facial expres-
sions, actions, movements, sensorial practices of meaning-making through tasting,
touching, seeing and smelling, as well as the mediation of embodiment by material
objects, spaces and environments. Encompassing a wide range of research areas,
including the social meaning of different language varieties, the role of stylization
in language use, the construction of social identity categories like class and gender
through language practices, bi- and multilingualism, and social norms and attitudes
towards linguistic diversity, sociolinguistics has opened valuable new avenues for
researchers interested in the manifold relationships between language, identity and
power. 5Neither generative nor sociolinguistic theory has questioned the legitimacy of each other’s
discipline, yet attempts to integrate both have not been successful (Cornips and Gregersen 2016). 11.2
Language and the Politics of Human Exceptionalism Although much sociolinguistic research remains faithful to the human as the most
important user of language—in fact, the very notion that humans may use certain
linguistic skills and resources is in no small part dependent on liberal humanist
conceptions of choice and agency—this framework is nevertheless promising for
a linguistics that wishes to be inclusive of human and nonhuman actors (Cornips
2019). By approaching language as both embodied and embedded in a variety of
interactive social practices, contexts and environments, sociolinguistic studies chal-
lenge the anthropocentric understanding of a language as an exclusively verbal,
decontextualized object that is completely autonomous, inaccessible from outside
the mind, and therefore somehow fixed in character. In this perspective, embodi-
ment is central to the production and interpretation of language as a form of social
practice, while bodies, in turn, are themselves part of the semiotic landscape as they
are “imbricated in complex arrangements that include nonhuman as well as human
participants, whether animals, epidemics, objects, or technologies” (Bucholtz and
Hall 2016, 186). Broadening up the concept of language (grammar) to include multimodal and
multisensory practices of meaning-making allows us to foreground nonhuman semi-
otic capacities, including specific sensorial abilities such as olfactory ones for cows
and dogs, as language-specific grammatical means. It thus provides a useful frame-
work to analyze differences between and among human and nonhuman animals 11
Place-Making by Cows in an Intensive Dairy Farm … 183 11 in terms of grammatical possibilities and expressions instead of simply ascribing
deficiencies to the latter (Kulick 2017, 373). For example, if a cow in an indoor
dairy farm steps back and withdraws her face through the iron bars when humans
approach her, this bodily movement combined with head positioning, gaze direc-
tion and the sound of the moving iron bar may be analyzed equally to how human
animals phrase negation as in the sentence do NOT approach me (Cornips and van
Koppen 2019). Further below, we will demonstrate how recent scholarship produced
at the intersection of sociolinguistic theory and critical posthumanism will allow
us to take the study of language beyond the speaking human subject and into the
more-than-human material world. But first, let us discuss the linguistic abilities and
communicative competence of cows in more detail. What can a non-anthropocentric
approach to language contribute to our understanding of the ways in which cows
speak to each other and to humans? 11.2
Language and the Politics of Human Exceptionalism And how can this understanding, in turn, help
us confront, and respond to, the enabling and constraining conditions under which
dairy cows, as speaking beings, participate in the formation of a meaningful world? 11.3
Cows as Social and Linguistic Beings Human thinkers, as we have seen, have produced the idea of language as a uniquely
human trait by categorically marginalizing nonhuman animal speakers, denying them
recognition as linguistic subjects. But, as Eva Meijer suggests, learning about how
other animals use language “can help us understand them better, and build new rela-
tions with them; challenging an anthropocentric view of language can help us see
animals of other species, and their languages, differently” (Meijer 2016, 74). Recent
research into how different animal species communicate, ranging from birds and bees
to whales, apes and cephalopods, indeed suggests that there may not be a “sharp
divide between human language and nonhuman communicative systems” (Evans
2014, 258; see also Meijer 2019). This does not mean that human and nonhuman
forms of communication are the same, but, as Alastair Pennycook (2018, 82) notes,
“it is an argument against human exceptionalism.” In this chapter, we take the view
that both human and other animals create meaning through language conceptual-
ized as a social, spatial and artefactual resource. By theorizing language in terms of
material-semiotic assemblages and spatial repertoires (Pennycook 2017), we wish
to avoid an anthropocentric definition of language that not only a priori excludes
nonhuman animals, but also neglects all other aspects of language beyond the “dis-
tinctive qualities of mind” so often privileged in philosophy, linguistics and cognitive
science. Cows, including domestic dairy cows, have distinct personalities and stable
personality characteristics and have a clear capacity to lead rich and socially complex
lives. Measured assessments of cows’ cognitive, emotional and social abilities
provide scientific support for what people familiar with cows already know, namely
that cows demonstrate intelligence, experience a range of emotions and display a high
level of social complexity, including social learning, in ways that human animals can 184 L. Cornips and L. van den Hengel recognize (Marino and Allen 2017; Colvin et al. 2017). When given the opportunity,
cows form strongly bonded social groups, with mother cows and calves sharing an
especially powerful emotional connection that, in part, depends upon the possibility
for the mother to be able to lick her child for several hours after birth (Marino and
Allen 2017, 484). 6In one study, cows have been demonstrated, within a few training sessions, an ability to discriminate
photographs of different cows’ faces from faces of other species. A later study has shown that heifers
can differentiate between two-dimensional facial images of familiar and unfamiliar cows, treating
these images as mental representations of real individuals (Marino and Allen 2017, 478–479). So
far, there is no knowledge yet on social learning from humans or the use of human-given cues in
cattle (Nawroth et al. 2019, 5). 7Emotional reactions to learning in cows have to do with “the positive emotions and excitement
that go with realizing one is controlling a situation” (Marino and Allen 2017, 482). This does not
merely show that cows understand the causal relation between accomplishing a task and receiving
a reward, but rather it suggests that they learn to experience task solving as intrinsically rewarding
by adopting “an emotional perspective on their own agency” (Hagen and Broom 2004, 212). 11.3
Cows as Social and Linguistic Beings Cows are competent learners and possess both short- and long-term
memories: they are capable of discriminating between different objects, colors and
geometric shapes, and are able to learn and recognize individual differences among
humans, as well as conspecifics, under a variety of circumstances.6 These abilities
show that cows do not merely respond to external stimuli but engage in the forma-
tion and categorization of mental concepts (Colvin et al. 2017, 7). Moreover, cows
display emotional reactions to their own learning and in response to each other’s
feelings, which has been suggested to reflect sophisticated levels of psychological
capacities such as self-awareness and empathy (Hagen and Broom 2004; Marino and
Allen 2017, 482–483).7 As social mammals, cows depend on each other for interaction and emotional
support; social isolation therefore inflicts great stress on them, as does the imme-
diate, and life-long, postpartum separation of mothers and calves in intensive dairy
farming. In commercial settings, where human-cow relations are deeply instrumen-
talized and commodified, the possibilities for cows to express species-appropriate
behavior are severely compromised by periods of confinement in indoor housing,
health problems due to higher milk yields and distress caused by various forms of
social separation. As caged living beings, with little or no opportunity to escape their
exploitation by humans, cows raised for food in factory farms experience “unnat-
ural conditions from birth to slaughter” (Marino and Allen 2017, 474), including
procedures that cause severe pain and suffering such as dehorning and disbudding. In these circumstances, where young calves are raised individually and cows are
killed before their time, social bonding formation is extremely difficult to establish
and maintain (McLennan 2013), which has devastating consequences for their well-
being and welfare. It is decidedly problematic, then, that most research into the lives
of cows is done within the framework of their use as “livestock” for human consump-
tion. As the scientific literature on cow psychology and behavior is dominated by an
applied science perspective mainly relevant to human practices of intensive farming
(e.g. training cows to use automatic feeders) (Marino and Allen 2017, 475), there is
a felt need to understand, and relate to, cows on their own terms. 7Emotional reactions to learning in cows have to do with “the positive emotions and excitement
that go with realizing one is controlling a situation” (Marino and Allen 2017, 482). 11.3
Cows as Social and Linguistic Beings This does not
merely show that cows understand the causal relation between accomplishing a task and receiving
a reward, but rather it suggests that they learn to experience task solving as intrinsically rewarding
by adopting “an emotional perspective on their own agency” (Hagen and Broom 2004, 212). 185 11
Place-Making by Cows in an Intensive Dairy Farm … While it is undeniable that dairy cows are always already caught in the anthro-
pological machine of industrial animal production—an “apparatus” (Despret 2008)
that essentially prevents them from experiencing a full quality of life—we do believe
that an inquiry into how dairy cows make use of language, conceptualized in a non-
anthropocentric manner, can help human animals to get to know cows better and to
understand them as “the someones they actually are” (Colvin et al 2017, 3). This will,
in turn, allow us to respond to the question of nonhuman animal agency in new ways
that not only serve to challenge established structures of species hierarchy, but also
entail a fundamental rethinking of how agency is enacted in and through language as
a practice of human-nonhuman sociality. In the context of what has been termed the
“cage age,” it is routinely assumed that the restrictive and monotonous captive envi-
ronments in which domesticated animals usually live, will “limit the frequency and
diversity with which [their] agency is expressed” (Špinka and Wemelsfelder 2011,
34). Yet, as we will demonstrate below, these same restrictive conditions can, para-
doxically, also give rise to new modes of linguistic agency and resilience, revealing
the copious ways in which dairy cows, as speaking beings, orient themselves towards
the world. Dairy farmers bring their own perspectives on how cows, as social and sentient
beings whose freedom of movement is nevertheless severely restricted, give meaning
to their physical environment and negotiate their housing conditions. A female dairy
farmer based in the south of the Netherlands recently provided this chapter’s first
author with a hand-written letter with some of her thoughts in preparation of an
interview addressing how cows and farmers communicate with each other.8 She
wrote: A true story: Cows are herd animals and they have a leader who will inform the others what to
expect. Mientje was always the first waiting by the fence for the farmer to collect them [from
the meadow] to be milked. 8The interview anticipated in the letter took place at the second farm (Farm 2) in the south of the
Netherlands where the first author conducted her field research which is further discussed below.
This interview took place on 15 February 2019 and is not discussed further in the current chapter. 11.3
Cows as Social and Linguistic Beings The cows would first be treated to snacks in the barn which is a
feast. They might become so impatient as children, and Mientje always watched carefully
how the farmer would unlock the fence. An iron slide bolt. For days she would be licking
that bolt and the farmer assumed she liked the taste of it, but actually she was practicing how
to accomplish that [unlocking the bolt] by sliding it across with her tongue bit by bit long
enough, and yes the farmer stayed away for too long and she opened the fence by herself,
moved a bit backwards so that the fence could open further and so she managed to steer all
the cows to the barn where there were no snacks present since it was no milking time yet. The barn was an overshitted barn that first had to be cleaned with very restless cows back in
the meadow. The blacksmith made a new bolt. Mientje, in the narrative above, is clearly positioned as an actor, even though her
actions arise from within a state of unfreedom that makes it difficult, if not impos-
sible, to draw sharp boundaries between action and passion, between doing and
suffering. Seemingly functionless activities such as repetitive licking and/or biting
of non-food objects, including bars and fences, are common stereotypic behaviors
in captive ungulates and are caused by the frustration of natural behavior patterns 186 L. Cornips and L. van den Hengel L. Cornips and L. van den Hengel or by repeated attempts to deal with some problem (Bergeron et al. 2006). Tongue
rolling, object licking and biting at fences—important indicators of compromised
animal welfare—are especially prevalent among intensively housed cattle, as they
are routinely deprived of the freedom to pursue natural patterns of grazing and rumi-
nation (Moran and Doyle 2015, 47). Nevertheless, it is also clear that Mientje’s
actions are not at all inconsequential or meaningless. On the contrary, by unlocking
the bolt, leading the herd to the barn in the expectation of finding some snacks and
by shitting the barn when they find nothing there, Mientje and the other cows not
only spur their humans into action (cleaning the barn, producing a new bolt) but also
engage in linguistic acts of place-making by transforming their shared living space
into a site for negotiating, or renegotiating, the semantics of power, resistance and
belonging. 11.4
Linguistic Place-Making in an Intensive Dairy Farm In the previous section, we suggested that cows, as sentient and intelligent beings,
engage their cognitive, emotional and social abilities in practices of linguistic place-
making. Just as for people, we assume that the formation of meaningful bonds
between cows and a place is “a powerful factor in social life… and is often based
on the social relationships that are enacted in a place” (Schieffelin 2018, 35). In this
section and the next, we will examine in more detail how intensively housed cows
engage in place-making through language, understood as a distributed phenomenon
emergingfromwithin“materialwebsofhumanandnonhumanassemblages”(Penny-
cook 2017, 279). Drawing on recent fieldwork at an intensive dairy farm, we seek
to demonstrate how in this context linguistic place-making occurs through multi-
modal and multilingual repertoires where human and nonhuman bodies, materials
and environments come together in co-shaping motion. We will pay special atten-
tion to the questions of material and nonhuman animal agency, not merely because
“processes of place-making and place itself are always sensible to power dynamics
and asymmetries” (Schieffelin 2018, 34), but also because these questions are crucial
for thinking through the challenges of human-nonhuman coexistence in the current
context of the Anthropocene. First, a cow becomes connected to her place as a “territory of knowledge” (Schief-
felin 2018, 30, citing Århem 1998) through her verbal practices. While cattle vocal-
izations are often proposed as indicators of animal welfare, scientific analysis of
naturally occurring contact calls produced by crossbred beef cows and their calves
have provided insight into the acoustic structure and information encoded in these
vocalizations. One study showed that calf calls encode age, but not sex, and are
produced (F0 = 142.8 ± 1.80 Hz) when separated from their mothers and preceded
suckling (Padilla de la Torre et al. 2015, 58). Also, indoor housed calves produce
individually recognizable calls to their mothers and vice versa whereas indoor housed
cows signal verbally that they are hungry, sexually aroused, and experience milking
delay in distinctive ways (Jahns 2013, 247). Thus, although cow sounds may be
meaningless to most human animals, they constitute meaningful signs recognizable
by mother cows and their calves, as well as by fellow cows as a sociolinguistic
community of practice. Further,cowsestablishplace-makingthroughvisual,auditory,olfactory,gustatory
and tactile practices, as well as through creative behavior such as play. Sight is a
cow’s most dominant sense, with a field of vision of at least 330° and a fine eye
for details. 11.3
Cows as Social and Linguistic Beings Once we acknowledge that, as Pennycook (2018, 51)
notes, “linguistic and other semiotic resources are not contained in someone’s head,
nor just choices available within a speech community, but are spatially distributed,” 1
Place-Making by Cows in an Intensive Dairy Farm … 187 11 we can begin to explore how dairy cows, such as Mientje, engage in linguistic place-
making in relation to other cows, farmers, fences, iron bars and spaces such as
barns and meadows, as well as through embodied acts of looking, smelling, licking,
walking, eating, defecating, playing and listening. 11.3
Cows as Social and Linguistic Beings A place, in the sociolinguistic sense, is not simply a fixed geographic location
but rather a changeable site of symbolic meaning as well as a material assem-
blage of objects or things that mediate social processes and relationships (Johnstone
2011; Cornips and de Rooij 2018a; Peck et al. 2019). Place-making, then, involves
the assigning, through interaction and other forms of connectivity, of social mean-
ings to physical (and, increasingly, digital) spaces, thereby “creating places that are
perceived as the basis of belonging” (Cornips and de Rooij 2018b, 7–8). In contrast
to other branches of linguistics where languages are seen as “naturally” anchored to
specific spaces—a view that only holds if a language is conceptualized as a mono-
lithic and identifiable object detached from real-time practices—a sociolinguistics
of place takes a practice-based approach focused on speakers and their activities. This shifts the focus from the linguistic system or structure to a whole range of
situated practices in which speech is produced, so that what is typically labelled
as a language is reconceived as a linguistic resource that only becomes socially
meaningful in combination with other material-semiotic resources distributed across
people, places and environments (Pennycook 2017). Although previous sociolinguistic research has conceptualized place-making
primarily or even exclusively in terms of human practices and institutions, we suggest
that other animals, like cows, also engage their senses, thoughts and emotions in the
material-semiotic production of the world as a meaningful place. This entails a clear
break away from the previously discussed humanist conceptualizations of language
as a computational system located exclusively within the human mind—a view on
language which, as we have seen, is itself informed by a desire to place the human
above all other animals—and steers us towards an understanding of language as a
distributed phenomenon, an emergent property deriving from the interactions and
interrelations between human and nonhuman actors, including spatial resources and
things usually seen as inanimate (Cowley 2011; Pennycook 2017). This shift in
thinking corresponds to the critical posthumanist “turn” that has been put on the
linguistic research agenda recently by Alastair Pennycook, who urges us “not just to
broaden an understanding of communication but to relocate where social semiosis
occurs” (Pennycook 2016, 446). 9The fieldwork took place on 25 July (observation), 26 July and 17 August 2018 (audio- and video
recordings). A written and signed consent form by the owners of Farm 1 was obtained abiding by the
guidelines for research as stated in the protocol of the Ethics Assessment Committee Humanities
of the Radboud University Nijmegen and adopted by the Royal Academy of Arts and Sciences
(KNAW). From the perspective of establishing egalitarian research methods for interspecies collab-
oration, there is a need to examine how to receive permission from the nonhuman animals under
study, while at the same time one should interrogate how the bioethical framework of “informed
consent” is set up through human-centred discourses of rational agency and choice. 11.4
Linguistic Place-Making in an Intensive Dairy Farm Cows pay more attention to moving objects than ones that remain still,
such as bars, and they are often “spooked” by sudden movements. A cow’s hearing 188 L. Cornips and L. van den Hengel is better than that of horses, but she is less able to locate sounds compared to goats,
dogs and humans. She has an acute sense of touch, which enables her to enjoy some
forms of tactile contact, such as scratching behind the ears, but it also means that
the conditions of industrial farming cause her considerable pain. Olfaction plays an
important role in cows’ social lives, and there is evidence that they can detect the
scent of stress hormones present in the urine of fellow cows (Marino and Allen 2017,
475–476). Cows engage in all forms of play found in mammals, including gamboling
and running, playing with objects such as balls and social play with members of other
species. While play is an important indication of an animal’s pleasure, curiosity and
capacity to innovate, and as such it “forms the basis for complex object-related and
social abilities” (Marino and Allen 2017, 481), play behavior in captive animals
is also dependent on their housing conditions; for example, being released from
confinement will increase the frequency of movement-based forms of play such as
galloping and bucking. In what follows, we will discuss specific examples from field
research to demonstrate how dairy cows can mobilize these structural constraints to
imbue their environment with linguistic meanings and thus negotiate their positioning
within an anthropological machine that is, by and large, designed to deprive them
from the opportunity to speak. 11.4.1
The Fieldwork Site From May 2018 through 15 February 2019, this chapter’s first author conducted
fieldwork in three dairy farms in the south and west of the Netherlands and in one
small dairy farm in Norway. The observations presented in this chapter are based on
data collection at Farm 1 in the south of the Netherlands, where the first author spent
several weeks during her holidays in May and which subsequently became the site for
three days of ethnographic observation, including two days of gathering audio- and
video recordings.9 The dairy farm counts about 150 adult cows, heifers and calves. The dairy cows are milked by robots, while an automatic feeder takes care of pushing
the food towards them, minimizing embodied practices between farmers and cows. A
small camp site and some holiday apartments accompany the farm, as so often in the
south. Many tourists, children in particular, seek contact with the newly born calves,
as well as with the older calves and heifers to be discussed below, petting them and
speaking to them. Feeding the newly born calves, who are housed individually in
fiberglass cages outside the barn, is an especially popular activity among the human 1
Place-Making by Cows in an Intensive Dairy Farm … 189 11 visitors. During the on-site observations, the cows would often reach through the
bars and fences to touch the farmers, tourists and field worker through licking and
nuzzling. They would also establish contact through nonverbal interactions such as
eye gaze and body positioning, as well as by using language in the form of rumbling,
calling, hooting, sniffing and coughing. These practices would happen frequently,
even though neither humans nor cows were able to traverse to sharing space with
each other directly. y
Farmers usually assign dairy cows to fixed places in artificial groupings based on
their age without male peers, revealing extreme power asymmetries between cows
and humans. In the farm under observation, cows are assigned to eight distinct places
differentiated by age: new-born calves, older calves up until a few weeks of age,
young heifers, older and oldest heifers, dry cows (pregnant cows), and dairy cows. As noted, new-born female calves are separated from their mothers immediately after
birth and isolated in fiberglass enclosures, so-called “igloos,” for about three weeks. In Farm 1, these igloos are placed in the open air facing the dairy cows in the open
barn. 10During her holidays in May, the first author frequently visited the jongveestal since there was
one heifer who was very much looking for contact with human animals. She was positioned near
the main entrance and would nearly jump towards the author to put her head on her shoulder. This
extravert expression of contact seeking behavior might be interpreted as indicative of a willingness
to engage in interspecies collaboration. 11.4.1
The Fieldwork Site After this period, the somewhat older calves are housed together with their age
mates in igloos holding up to four or five animals, positioned sideways to the open
barn so that visual contact with the older cows is much more restricted. Growing
older, the calves are placed in the so-called jongveestal (young cattle barn) in four
different age groups (see Fig. 11.1). The dry cows are housed in a separate space and
the dairy cows reside in the large open barn that also contains three milking robots. In spring and summer, the dry cows and dairy cows can graze in the meadow during
the day and, when it is very hot, during the late evening and night. The assignment to
specificphysicalplacesindistincthousingspreventsthecalves,heifersandcowsfrom
forming a natural herd that would include a matrilineal social structure with strongly
clustered networks and many non-random attachment and avoidance relationships
(Marino and Allen 2017, 488). It also prevents the younger ones from engaging in
processes of cognitive and social learning, and deprives them from being comforted
by older conspecifics, including mother cows. The fieldwork took place in the jongveestal, where audio and video recordings
were made while observing the calves and heifers. The jongveestal is an oblong
building, about twenty by ten meters, with half bowed windows, touching the house
where the farmer’s family lives. It is the oldest barn on site with a main entrance
in the middle of the long front side and a full opening at one of the short sides. The cattle stay indoors: their day includes some combinations of eating, lying and Fig. 11.1 Jongveestal (“young cattle barn”), housing 36 calves and heifers (Friday 17 August 2018,
2.30–6 p.m.) Fig. 11.1 Jongveestal (“young cattle barn”), housing 36 calves and heifers (Friday 17 August 2018,
2.30–6 p.m.) 190 L. Cornips and L. van den Hengel standing. The oldest heifers were about one year old during the fieldwork.10 In May,
swallows would fly in and out to take care of their new-born in the many nests they had
fabricated under the beams of this old building. The floor of the jongveestal consists
of cubicle divisions for calves and heifers to lie down and stand up (see Picture 11.3
below), while in-between the cubicles, they can stand or walk on discrete beams
where feces and urine pass. 11.4.1
The Fieldwork Site In the jongveestal, the calves and heifers (n = 36) were spatially positioned in
four sections divided by iron bars, as illustrated in Fig. 11.1. The calves and heifers
in the jongveestal are thus profoundly restricted in their mobility—much more so
than the adult cows who are able to graze in the meadow, but less than the new-born
calves confined to the small igloos. Consequently, from birth onwards throughout
their lives, calves, heifers and dairy cows—either individually or with same-sex and
age mates—are confined to human-made physical spaces. How, then, do they manage
to assign their own meanings to the restricted environment in which they are placed? 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism The housing conditions of the jongveestal not only restrict mobility but also limit
the visual, auditory, olfactory, gustatory and tactile practices that calves and heifers
may display under less restrictive conditions. This significantly affects their modes
of sociality and processes of belonging: calves and heifers cannot touch and/or
allogroom each other cross-sectionally; a lack of daylight hinders optimal vision
and the walls obstruct a far vision; the sound of tractors may penetrate; calves and
heifers are dependent on the farmer for how to lie down as well as for when, what
and how to eat (with no attention for individual food preferences); ventilation is
often not optimal so that calves and heifers, whose sense of smell is far superior to
that of humans, deal with omnipresent scents of ammonia, carbon dioxide, methane
and hydrogen sulfide (Vallez 2013, 12); and the beams on the floor, often slippery
due to feces and urine, impede playing and running (see Picture 11.3). Limited space
allowance furthermore makes it difficult to maintain a preferred distance to neighbors
with whom the individual likes to bond or not. The spatial distance that cows estab-
lish between each other is affected by their relationship and proximity might indicate
the existence of a social bond (McLennan 2013, 26). Under more natural conditions,
cows seem to engage with particular individuals with whom they prefer to spend their
time, creating voluntary bonds while grazing and lying together in close proximity
(McLennan 2013, 49–50). In the captive environment of the jongveestal, however, 1
Place-Making by Cows in an Intensive Dairy Farm … 191 11 a calf or heifer who is a non-preferred partner may stand, lie down or eat in closer
proximity than would naturally occur, which may lead to feelings of uneasiness and
has been suggested to have negative consequences for animal welfare (McLennan
2013, 52). How, if at all, do calves and heifers in the jongveestal create sociality under these
conditions? And how is this sociality mobilized in and through material-semiotic
practices of place-making? Fieldwork observations show that the calves and heifers
in their cubicle divisions (see Fig. 11.1) may not show any sign of interaction or
connectivity, thus is it not self-evident for individuals who are placed in a restricted
space to construe it together as a social place. Picture 11.1 shows an example: four
older calves stand in the second section of the jongveestal. 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism Although they share a
restricted physical space, their body positioning does not reveal any form of co-
shaping the act of standing together. The calves position their bottoms to each other,
taking diverging positions, avoiding eye contact and body contact. Although the
calves in the right corner seem to align sideways, there is no form of interaction. Their bodies don’t touch and while the calf in the middle bows her head, the calf in
the right corner is rubbing her chin at the iron bar and wooden demarcation while
establishing eye contact with the fieldworker, as shown in Picture 11.2. Both pictures also show that in the second section of the barn four cows are
standing on their feet whereas two cows are lying down in cubicle divisions. The
calf to the right in Picture 11.2 was headbutted by another for about two seconds
when trying to move over to the most right-hand section of the barn (not visible in
the picture). Picture 11.3, however, shows calves in section 2 mirroring each other’s
body positions when lying down in the cubicles. Although their bodies do not touch
and they are not able to lie down in a circle as less restrictive settings, they are able to
choose to lie down all together in the same way at the same time. The two calves in the
cubicles in the back are facing each other whereas the two shown in the foreground Picture 11.1 Standing in the jongveestal (Farm 1, 17 August 2018) Picture 11.1 Standing in the jongveestal (Farm 1, 17 August 2018) L. Cornips and L. van den Hengel 192 Picture11.2 Calfisrubbingherchinatthefencewhileestablishingeyecontactwiththefieldworker
(Farm 1, 17 August 2018) Picture11.2 Calfisrubbingherchinatthefencewhileestablishingeyecontactwiththefieldworker
(Farm 1, 17 August 2018) do not. Note that the younger calf in section 1 has decided to look out of the window
instead of synchronizing with the others. As a material-semiotic resource, bodily synchronizing can be seen as part of what
Frans de Waal has described as “identification” with the other, a process of “bodily
mapping the self onto the other (or the other onto the self)” which not only relates to a
capacity for shared neural representation, but also forms “a precondition for imitation
and empathy” (De Waal 2012, 123). 11Argent writes about synchronizing between horses and riders. 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism During the fieldwork, a clear practice of bodily
synchronizing—which we consider here as a social form of meaning-making typical
for encaged dairy cows—emerged during the communicative event of feeding (by
the farmer) and eating (by the cows). The farmer feeds the calves twice a day by
putting upside down a wheelbarrow loaded with food on the ground before them. An
iron feed fence separates the human and nonhuman animals during this event while
at the same time it mediates the meanings that arise from their mutual interaction. The farmer provides the food from one side of the fence whereas the calves on
the other side need to position themselves before individual openings and put their
heads through the bars in order to reach the food below. Since there are only as many
openings as calves, every individual has to touch her neighbor to secure a place (see
Pictures 11.4a, b). As the calves put their heads through the iron bars they simultaneously bow
their heads forward and downward to pick up the food from the ground, taking a
slightly more upward head position in order to chew. Within this joint “embodiment
of movement,” a collective form of sociality in which each calf will instantaneously
“follow and lead” (Argent 2012, 120),11 the calves engage one another and the space
around them in bodily acts of identification that articulate the jongveestal as a shared
social place. Thus, although for encaged calves feeding is clearly a habitual and 193 11
Place-Making by Cows in an Intensive Dairy Farm … Picture 11.3 Bodily synchronizing in cubicle divisions in the jongveestal (Farm 1, 1
2018) Picture 11.3 Bodily synchronizing in cubicle divisions in the jongveestal (Farm 1, 17 August
2018) L. Cornips and L. van den Hengel 194 194
L. Cornips and L. 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism van den Hengel
Picture 11.4 a The calves positioning themselves at the feed fence (wheelbarrow on the right);
b The calves are synchronizing during their eating practice Picture 11.4 a The calves positioning themselves at the feed fence (wheelbarrow on the right);
b The calves are synchronizing during their eating practice Picture 11.4 a The calves positioning themselves at the feed fence (wheelbarrow on the right);
b The calves are synchronizing during their eating practice Picture 11.4 a The calves positioning themselves at the feed fence (wheelbarrow on the right);
b The calves are synchronizing during their eating practice routinized practice, from a sociolinguistic perspective it also entails creative acts of
place-making through what Argent calls “kinesic, haptic, and proxemic communi-
cation modes” (Argent 2012, 119). The synchrony of movement that occurs in and
through the spacing of interactional distances not only orients calves to group living,
but also enables them to imbue their restricted environment with meaning in the form
of social bonding and thus constitute themselves as linguistic agents. Specifically, we argue that nonhuman practices of place-making in an intensive
dairy farm can be seen as a form of bi- or multilingualism peculiar to the context
of industrial animal production. The iron bars make sound when the synchronizing
calves put their heads through them and move their faces up and down in co-motion 11
Place-Making by Cows in an Intensive Dairy Farm … 195 11 to reach for the food on the ground during eating practice. These sounds are not
meaningless or arbitrary but constitute a semiotic resource for calves to reinforce
social bonding, specifically since the sounds of the iron bars and bodies co-shape
each other acoustically. Eating practices in the jongveestal, then, are acts of place-
making where calves do not only use their vocal tract to produce language, but
also establish themselves as linguistic beings through the rhythmic clattering of the
iron bars that shapes the synchronizing bodies into socially meaningful sounds. 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism In
other words, these calves engage in a process of nonhuman place-making not only
by producing one language with their own bodies, that is, the words or vocaliza-
tions for “greeting” and “hunger” which are inextricably combined with multimodal
and multisensory ways of meaning-making through body positioning and visual,
auditory, olfactory, gustatory and tactile practices, but also by producing a second
language with the material-semiotic means that both compose and transcend their
restricted environment. Being socialized into the environment of an industrial dairy farm, then, for cows
implies being or becoming bilingual, where bilingualism is to be understood as a
“complex set of practices” (Heller 2007, 15) which draw on linguistic resources that
belong to two codes which are structurally maximally divergent (see Auer, forth-
coming, 8), in this case one code produced by vocal tract and one code produced by
synchronizing bodies and iron bars. The latter language is more context-dependent
than the former because of its restriction to the practice of feeding in conditions of
captivity. These two codes thus reveal structural constraints in the linguistic sense:
they can combine together in a multimodal way but cannot be mixed. The obser-
vations do not show that calves alternate between the two codes within one single
discourse—the social practice of eating together—even if both codes are part of the
broader material-semiotic assemblage through which place-making is established. In
the sociolinguistic framework, the two codes might be said to correspond to different
social functions and identities, since different languages, or language varieties, are
associated with diverging “processes of construction of social difference and social
inequality”(Heller2007, 15). The“bars andbodies”codewill beassociatedprimarily
with encaged individuals, suggesting that this form of bilingualism is specific to the
complex network of connections among human and nonhuman agents that constitutes
daily life at an intensive dairy farm. Crucially, the material presence of the feed fence, which both enables and
constrains the expression of linguistic agency in this context, should be understood
not merely as a demarcation of physical space, but as belonging to the spatial reper-
toire through which language is produced as a “distributed effect of a range of inter-
acting objects, people and places” (Pennycook 2017, 278). 11.4.2
Place-Making Through Practices of Sociality
and Multilingualism As an embodied and
embedded practice, linguistic place-making in the jongveestal is thus not simply
a conditioned response to an unresponsive environment, nor does it arise from
the individual communicative competence of calves and heifers; rather, it emerges
from within a complex assemblage of material-semiotic resources distributed across
human and nonhuman subjects, artefacts and environments, including the means of
confinement by which humans seek to restrict the freedom of other animals. In other
words, the conditions of captivity in an intensive dairy farm are not external but 196 L. Cornips and L. van den Hengel L. Cornips and L. van den Hengel intrinsic to how cows engage in acts of place-making that we, in Heideggerian terms,
might understand as linguistic practices of world-formation. This view, as we will
conclude, has significant consequences for how we may conceptualize the expression
of nonhuman animal agency, in particular linguistic agency, in the troubling context
of the Anthropocene. 11.5
Conclusion From a traditional humanist perspective, domesticated captive animals are doubly
barred from entering into a meaningful relationship with the world: not only are
nonhuman animals, in this view, by nature captivated in their environment (as
Heidegger and many others have suggested), it is also assumed that confinement
in cages does nothing but further limit their natural instincts and capabilities. This
view effectively renders nonhuman animals, cows in particular, mute and dumb,
while at the same time it reinforces a traditional mechanistic worldview where both
nature and matter are considered to be passive and inert, available for manipulation
by humans and exploitable for profit (Merchant 1992, 48–55). The critically posthu-
manist perspective developed in this chapter, by contrast, not only acknowledges
cows as the social and intelligent speaking beings that they are, but also approaches
their material encagement—the bars and fences meant as barriers to prevent calves
and heifers from freely going wherever they want—as a social and spatial artefac-
tual resource for building a meaningful world. Paradoxically, then, it is their state of
unfreedom that allows dairy cows to open up the restricted environment of indus-
trial animal farming, exemplified here by the young cattle barn, as a linguistically
meaningful place. In drawing attention to the linguistic agency of dairy cows, we do not wish to reit-
erate the familiar observation that “agency is intrinsic to the way animals behave”
(Špinka and Wemelsfelder 2011, 34), nor are we suggesting that the capacity of
captiveanimalstoactissomehow“expanded”or“curtailed”throughactsoflinguistic
place-making. In the context of industrial dairy farming, where categorical bound-
aries between humans and other animals, as well as between organisms and machines,
have collapsed—a condition exemplifying the “implosion of nature and culture”
(Haraway 2003, 16) that marks the Anthropocene—neither agency nor language
can be understood as a property of individual persons or collectivities. Rather, we
must account for how different forms of agency, including linguistic agency, emerge
from within what political theorist Jane Bennett (2010, 107) has called “agentic
assemblages,” that is, networks of human and nonhuman actors living together in
relations of systemic inequality. In this chapter, therefore, we have tried to show how
a non-anthropocentric approach to linguistic place-making, understood as a practice
of more-than-human sociality, can help us reckon with the question of nonhuman
animal agency in new ways. 11.5
Conclusion Assemblages, as Pennycook (2017, 278) notes, “describe the way things are
brought together and function in new ways” and as such they provide a way of 1
Place-Making by Cows in an Intensive Dairy Farm … 197 11 thinking about agency as a distributed force, much like we described language
and cognition as spatially distributed. Bennett, indeed, suggests that we think of
agency as “distributed across an ontologically heterogeneous field, rather than being
a capacity localized in a human body or in a collective produced (only) by human
efforts” (Bennett 2010, 23). Linguistic agency, then, is not an individual or collec-
tive competence that can be “mastered” or “possessed” but should rather be seen as
a processually emergent quality arising from multiple assemblages of human and
nonhuman elements, including material things, artefacts and spaces. This concep-
tion of agency, rooted in what Bennett (2010) calls a “vital materialism” and what
Pennycook (2018) describes as a “posthumanist applied linguistics,” disturbs the
traditional understanding of agency as the capacity for self-willed action, linked espe-
cially to human subjectivity and intentionality, as well as the corollary presumption
that the more-than-human material world—including other animals and the physical
environment—is essentially passive, inert and predetermined in its operations. Throughout this chapter, we have sought to demonstrate the usefulness of a non-
anthropocentric approach to language and language practices in light of a long history
of human exceptionalism that has routinely denied nonhuman animals the freedom
and ability to speak. We have elaborated a posthumanist conception of language as
a distributed effect of multiple interacting bodies in order to foreground the fluidity
throughwhichacow,acalf,calves,awheelbarrow,afarmer,anironfeedfence,alock,
the clattering of bars, sounds of chewing, sounds of puffing, sounds of urinating, the
smell of food, urine, feces, other bodies in proximity or distance, movements up and
down, become relationally entangled with one another and, crucially, with the anthro-
pological machine of industrial animal production. Furthermore, we have shown how
rethinking nonhuman animal agency in terms of material-semiotic assemblages, as
an equally distributed effect of linguistic interactions and social processes, allows
us to break away from the idea of lifeless matter, including the Cartesian under-
standing of nonhuman animals as mindless machines, an idea which has shaped the
pervasive modes of human exceptionalism and instrumentalism that have tradition-
ally characterized the humanist agenda and which continue to inform ideas about
the “muteness” and “bruteness” of nonhuman creatures today. Acknowledgements The first author is very grateful to the participating farmer for all support, the
opportunity to make recordings, and time. 11.5
Conclusion In this way, we hope
to contribute to a greater recognition among humans of other animals, not only as
sentient living beings, but as intelligent, social, speaking beings, linguistic agents
who even under poor conditions form rich and complex relationships with the world
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Vallez, T. 2013. Huisvesting van jongvee op een melkveebedrijf. Master thesis, Ghent University. https://lib.ugent.be/fulltxt/RUG01/002/062/712/RUG01-002062712_2013_0001_AC.pdf. Vallez, T. 2013. Huisvesting van jongvee op een melkveebedrijf. Master thesis, Ghent University
https://lib.ugent.be/fulltxt/RUG01/002/062/712/RUG01-002062712_2013_0001_AC.pdf. Wilkie, R.M. 2010. Livestock/deadstock: Working with farm animals from birth to slaughter
Philadelphia: Temple University Press. Wilkie, R.M. 2010. Livestock/deadstock: Working with farm animals from birth to slaughter. Philadelphia: Temple University Press. Leonie Cornips is senior researcher at the NL-Lab, Humanities Cluster (KNAW) in Amsterdam
and professor Languageculture in Limburg at Maastricht University, the Netherlands. Her research
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through language practices, bidialectal child acquisition, multilingualism and intra- and inter-
species interactions, in particular, dairy cow language and communication. She received her Ph.D. from the University of Amsterdam. Her homepage is https://pure.knaw.nl/portal/en/persons/l-cor
nips/publications/. Louis van den Hengel is Assistant Professor of Gender and Diversity Studies at Maastricht
University, the Netherlands. His research deals with the potentiality of contemporary art perfor-
mances for activating new socio-political imaginaries and for envisioning an affirmative ethics of
difference for the twenty-first century. In other words, he is interested not only in how perfor-
mance negotiates new relationships between contemporary art and the cultural politics of gender,
sexuality, race, class, and species difference, but also in how it may help actualize new modal-
ities of being in, and becoming with, the world. His most recent publications include contribu-
tions to journals such as Criticism: An Interdisciplinary Quarterly and to edited volumes such as
Doing Gender in Media, Art and Culture (Routledge, 2018) and Entanglements and Weavings:
Diffractive Approaches to Gender and Love (Brill, 2021). doi.org/10.1093/applin/amw016. 11
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COMPLIMENTS IN THE EDUCATIONAL INSTITUTION: COMPLIMENTS AMONG INDONESIAN STUDENTS OF ENGLISH DEPARTMENT
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International Journal of Humanity Studies (IJHS)
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IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119
International Journal of Humanity Studies
http://e-journal.usd.ac.id/index.php/IJHS
Sanata Dharma University, Yogyakarta, Indonesia IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119
International Journal of Humanity Studies
http://e-journal.usd.ac.id/index.php/IJHS
Sanata Dharma University, Yogyakarta, Indonesia International Journal of Humanity Studies
http://e-journal.usd.ac.id/index.php/IJHS
Sanata Dharma University, Yogyakarta, Indonesia Nugraha Krisdiyanta
STBA LIA Yogyakara
nugrahakris@yahoo.com
DOI: https://doi.org/10.24071/ijhs.2018.020110
received 2 August 2019; revised 31 August 2019; accepted 3 September 2019 Nugraha Krisdiyanta
STBA LIA Yogyakara
nugrahakris@yahoo.com
DOI: https://doi.org/10.24071/ijhs.2018.020110
received 2 August 2019; revised 31 August 2019; accepted 3 September 2019 Abstract This paper investigated how Indonesian people give compliment to others in
English to find the formula of the compliment the students use. The subject of the
research is 27 Indonesian students of English Department from three universities. The data are collected by giving questionnaire to the students using the Discourse
Completion Task. Students are asked to complete the sentences for giving
compliment. The compliments requested are about appearance which consists of
hairstyle, dress and figure; and ability and performance which consists of test
result, getting the scholar and cooking ability. The result shows that for
appearance, the most used formula is by using the word look then the use of
be+adj. For ability and performance, students use the word congratulation and
be+adj for cooking ability. However, some students give compliment based on
Bahasa Indonesia form, not English form by giving some statements which are
not related to the context. It is affirmed that compliment is influenced by the
language that the people use and it is different from one culture to another. Keywords: dicsourse completion task, compliment, compliment formula Introduction Compliment is a remark that says something good about someone or
something (Merriem-Webster dictionary). People tend to compliment other people
in their daily conversation. Compliment is sometimes considered as a way to
establish a communication. It is a speaker’s expression of a positive stance toward
some referent attributable to her/his addressed recipient (Pillet-Shore, 2015). However, compliment is not always expressed in verbal communication. It can
also be an action which expresses admiration or approval (Merriem-Webster
dictionary). Holmes argues that ‘a compliment is a speech act which explicitly or
implicitly attributes credit to someone other than the speaker, usually the person
addressed, for some “good” (possession, characteristic, skill, etc.) which is
positively valued by the speaker and the hearer’, and she also asserts that
‘compliments are generally regarded as the paradigm of a positive politeness
strategy’ (Holmes,1986, cited in Holmes, 2015:117). It is a type of speech acts
which maintain good feeling for the hearer. A genuine compliment always makes 107 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 others feel good. It can reduce the social distance between the speaker and hearer
(Holmes, 2015). When conducting her research in New Zealand, Holmes even found that
women do compliments more than men. They use compliments to maintain the
solidity and solidarity between the speaker and hearer. Oppositely, amongst men,
compliments are mostly face threatening. They use mock insulting and sparring to
cement their friendships. Looking at this situation, Coates even says that
complimenting is one of the women’s linguistic behaviour beside apologizing and
it is a part of our communicative competence (2013:86). p
p
Manes and Wolfson (1981), cited by Aijmer (2014), show that compliments
can be used to begin a conversation. It can function as a greeting. The response of
the compliment can be used to continue the communication. Even when the
interlocutors just meet for the first time. Compliment on the neutral subject can
engage to a continuation when it is responded. It can even continue to come to an
agreement or appointment. Further, Manes and Wolfson explain that compliments can be used as
thanking. When a person says ‘You are such a good man.’, he sometimes says it
as an expression of thanking. Compliment is mostly used for new things, such as
new car, dress or even a hairdo. Introduction It can also be used to reestablish the friendship
when two friends meet after long time of being separated. Complimenting, as other speech acts, is contextually dependent. It very much
depends on the context. People sometimes find themselves different in expressing
compliment. Some people, like Americans, use verbal compliment more often
than other people, such as Japanese. On the contrary, Japanese sometimes feel
more comfortable to express their feeling through action than verbal utterance
including in complimenting others (Takahashi, 2009). People are using
compliments more and more in their daily life. Compliments can be produced, in
some extent, anywhere, anytime, and by anyone. It can in school or universities
(Danziger, 2018), or in the workplace (Holmes and Stubbe, 2015), or even in the
social media (Eslami et al., 2019). In some circumstances, compliment shows the
respect to the addressee (Alfonzetti, 2013: 280). As it can be produced by anyone, therefore, compliment is considered as an
interesting topic to conduct research. There are some researches on compliments
conducted on different languages, such as Italian (Alfonzetti, 2013), Jordanian
Arabic (Al-Batayneh, 2019), Indonesian (Indah and Rifana, 2018), Mexican
Spanish and Irish English (Flores-Salgado and Witten, 2018), Iranian (Eslami et
al., 2017, 2019), Javanese (Kumuda and Wrihatni, 2018), Israeli Hebrew
(Danziger, 2018), American English (Placencia and Lower, 2018), and Chinese
(Chen and Yang, 2010); or on non-native English learners (Valkova, 2013; Duan,
2011) to mention. Again, it is because compliment is a part of communication
which people always do in their daily life, when they are getting along with other
people. Compliments, then, are becoming routinized. Since it is routinized, it
becomes formulaic especially in English. There are hundreds of compliment
formula used by people as investigated by Manes and Wolfson. Eventhough
Manes and Wolfson’s research is arguable since it is based on the field note, the
fact that there are a lot of compliment formula used by people is still considerable
as confirmed by Jucker (2009). They found that the majority of compliments 108 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 contain one of a highly restricted, set of adjectives and verbs. Adjectives nice and
good are the most common. Others use adverbs and verbs like really and love
(Manes and Wolfson cited by Aijmer, 2014). Introduction That is why it is common to see
such compliment like: contain one of a highly restricted, set of adjectives and verbs. Adjectives nice and
good are the most common. Others use adverbs and verbs like really and love
(Manes and Wolfson cited by Aijmer, 2014). That is why it is common to see
such compliment like: a. It is a nice book. b. Your car looks good. Wolfson and Manes further stated in their research that there are some
semantic patterns for the compliments produced by people (Aijmer, 2013: 13-14). a. NP {is/looks} (really) ADJ
Ex. Your belt looks nice
This is really good. a. NP {is/looks} (really) ADJ
Ex. Your belt looks nice
This is really good. y g
b. I really {like/love} NP
Ex. I love your shoes. I really like those spectacles. c. PRO is {really} an ADJ NP
Ex. That’s a nice piece of essay
That was really a great performance. They also found some compliments which were rarely used like:
a. You are driving well. b. Peter, you are so intelligent. Holmes (2015), on the other hand, also proposes some formulae of the
compliment based on her research in New Zealand and America. There are some
syntactic formulae that they use. That was really a great performance. a. You are driving well. b. Peter, you are so intelligent. Holmes (2015), on the other hand, also proposes some formulae of the
compliment based on her research in New Zealand and America. There are some
syntactic formulae that they use. syntactic formulae that they use. a. NP BE INT ADJ
Ex. Your car is really great b. BE LOOKING
Ex. You are stunning c. I (INT) LIKE NP
Ex. I simply like that coat. d. PRO BE a (INT) ADJ NP
Ex. That’s a very nice blouse d. PRO BE a (INT) ADJ NP Ex. That’s a very nice blouse e. PRO BE (INT) (a) ADJ NP e. PRO BE (INT) (a) AD
Ex. That’s really great. Ex. That’s really great. Instrument The data are collected using a questionnaire based on the Discourse
Completion Task (DCT). Discourse completion task (DCT) itself is a type of
production questionnaire in which speech acts are elicited in the written form by
some kind of situational description (Billmyer&Varghese, 2000 in Sweeney &
Zhu, 2016). In this case, students are given a text complete with the context and
they are asked to answer the answer based on the context provided. The
questionnaire for this research is available in the appendix. As said, students were asked to complete the DCT based questionnaire. There are 2 situations in the DCT with 3 sub-situations in every situation. Table 1. Situation for DCT
NO. SITUATION
SUB-SITUATION
1
Appearance
1. Hairstyle
2. Dress
3. Figure
2
Ability and Performance
1. Test result
2. Getting the scholar
3. Cooking ability Table 1. Situation for DCT Table 1. Situation for DCT All the situations are about their friends in their institution. Therefore, the
respondents can adapt their answer based on the reality that they face every day. They are not asked to pretend to be somebody else but themselves. When the
DCT is related or close to the reality, it is hoped that the answers on the DCT is as
natural as it can be. f.
(INT) ADJ (NP)
Ex. Really cool short. f. (INT) ADJ (NP) f. (INT) ADJ (NP)
Ex. Really cool short. Ex. Really cool short. People over the world use compliment to begin a conversation. The response
of the compliments is used as the means of engagement which sometimes can lead
them to an appointment. It can also be used to establish a relationship when the
interlocutors who meet for the first time talk about the neutral subject. When
people talk about something new, like car, appearance, or even hairdo, they make
a compliment. If it is produced for old thing, it can be inferred as an indication of
jealousy (Holmes, 2015). Indonesians, as other people, also make a compliment for something new. They also produce a compliment for some achievement that people gain. In
addition, they also make a compliment to begin a conversation. Compliment is a
good way to create a good situation to begin a conversation because compliment 109 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 is believed as the best way to start a communication in which people can mitigate
the face threatening. This research is aimed at finding the formula of English compliment
produced by Indonesian learners (students) of English. It also tries to find the
reasons why such pattern occurs in the compliment. Subjects of Research The subjects of the research are 37 students of University. They have been
studying English since Elementary School. They are now studying English in the
university. The length of their study in the university ranges from 1 year to 3
years. Since they are all studying in the English program, it is assumed that they
are at least in the intermediate advanced level of English. Data Analysis The data are analyzed based on the formula of the compliments proposed by
Manes and Wolfson (1980 in Coates 2013) and Holmes (1986 in Holmes 2015). They, then, are analyzed to find the reasons why such compliment or compliments
occur, also to find the object and the interpretation of the compliment (Chen,
2010). Findings and Discussion Findings and Discussion 110 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 The results are managed based on each situation in the questionnaire. So,
there are four situations with each sub-situations which are described in this
session. a.
Compliment on the hairdo Most, even all, of the compliments addressed to the hearer about the hairdo. Of course, since it is about the hairdo, all the compliments must be about it. However, in some sub-situations, Indonesians are giving compliments not only
about the person but also on the thing while the compliment is supposed to be
addressed to the hearer about his/her performance. Since it is about the thing, most of compliments use the word look. More than
50% of the respondents use that word. The next formula that is mostly used by the
students is be + adj. The adjective mostly used by the speakers is beautiful which
is used by 16 respondents then followed by nice. Not only using the above
formula, students also use the wh + adj when expressing their compliments. Beside the general adjectives like beautiful and nice, they also use more specific
adjectives like gorgeous and awesome. Indonesians, when asked to express their compliment on the new thing,
sometimes express their feeling of being surprised. Therefore, the exclamation
word is sometimes used when they give their compliment about the new thing. They are not used to express the compliment on a new thing without giving the
exclamation. Exclamation is considered as an expression of intimacy or attention
on someone’s appearance. The words wow and whoa are mostly used by the
speakers who use the exclamation. Intensifiers, so and really, are also used to
emphasize the compliment. The following are the examples of the compliment expressed by the students
when they are asked to express their compliment on the hairdo of their friend’s. Example: 1. Whoa, you look so beautiful today. 2. Wow, how beautiful you are. 3. You are really awesome today. 4. Awesome. 4. Awesome. Some students not only give compliment but also give comments following
their compliment. Even some of them give the comment before giving the
compliment as seen in the example below. 1. Your hairstyle is so cool, and it makes you beautiful. 2. Wow, you are so beautiful today, you should keep this hairstyle. 3. New hairstyle, huh? It looks beautiful. y
4. Why do you change your hairstyle? But I like it. For Indonesians, especially Javanese, the society where almost all of the
respondents come from, comments are considered as an expression of intimacy. The more comment they give, the more attention they pour to the hearer. Most of
the speakers give short comments as stated above. However, there is one
respondent who gives long comments which in reality nearly impossible to occur. Or, if it happens in the reality, the hearer will feel awkward to respond the
compliment because the respondent, who is accidentally a male, gives a long and
repeated compliment. It is strange since among Indonesians, women are 111 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 considered as the ones who always give more compliment than men. Most women
are more talkative than men. This is the prejudice that occurs among Indonesians. Wow, how beautiful you are. You look so beautiful with your new hair style. I really love your hairstyle. It’s good. And it would be better if you always
come to campus with this new hairstyle.” considered as the ones who always give more compliment than men. Most women
are more talkative than men. This is the prejudice that occurs among Indonesians. p j
g
Wow, how beautiful you are. You look so beautiful with your new hair style. I really love your hairstyle. It’s good. And it would be better if you always
come to campus with this new hairstyle.” The above compliment and the comment might happen when the speaker and
hearer are having a conversation. Or, they stop for a while and chit-chat while
stopping before continuing their activity. For some Indonesians, it is common to
stop for a while and have a conversation especially when one of the interlocutors
has something new. 4. Awesome. And, it is also common for Indonesians women, and
sometimes men especially when they are close friends, to talk and give more
comment on that new thing and also to suggest the hearer to g
gg
One of the respondents does not give compliment on the hairdo. When asked
to give compliment, she writes as seen below. “Is this a special moment to celebrate?” Indonesians are familiar with such question while in some culture, the
question can be considered as a privacy breaker. This such question is common to
show the intimacy and it is accepted since among Indonesians this question shows
that the speaker pays and gives attention on the new thing. b. Compliment on the dress b. Compliment on the dress Almost the same as the compliment on the hairdo, compliment on the dress
mostly uses look as the verb which is mostly used by the speaker. More than 50%
of the respondents use that verb. The formula be + adj is also used by few
students, about 6 respondents. Formula Wh + adj N is also used by four
respondents. The respondents give compliments not only on the thing
(cloth/jacket) but also on the person wearing the cloth. Therefore, nice, which is a
general adjective, and handsome, which is specifically used for specific term, are
commonly used by the respondents. As stated, Indonesians are used to giving an exclamation when they give
compliment to somebody or something. They use the exclamation word wow. Ten
respondents are using the word wow. Below are examples of the compliment. Almost all respondents give compliment on the person. One respondent gives
compliment on the thing. Only one respondent gives compliment on the thing, and
followed by giving compliment on the person (thing, then person). Others are
giving compliment on the person then followed by giving compliment on the
thing. Below are examples of the compliment. 1. Wow, look at you now, you are very different from the old one. 2. I never thought you would be such a dashing while wearing a wedding dress. 3. Wow, nice suit dude. You have changed a lot. 4. Wow, how handsome you are with your dress. 5. You look cool. As stated, Indonesians like to give comments on the compliment. The
comments are sometimes short, sometimes a little bit long. They put the comment 112 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 before or after the compliment. Even some of the respondents put their comment
both before and after the compliment. before or after the compliment. Even some of the respondents put their comment
both before and after the compliment. 1. You’re so perfect today. Do you enjoy your style? p
y
2. Wow, this is the real side of you, huh? What a handsome man. 3. Hey, is it you? you look so different. I think it’s better for you to wear clothes
tidily like this everyday. One of the respondents shows his compliment in the form of the expression
of surprise as seen in the example below. “How come? I can’t believe my eyes.” Meanwhile, another respondent gives a unique compliment because it also
shows how the speaker is feeling about the way the hearer dresses. The expression
shows how close their relationship is and in some sense, it shows how much the
speaker (a girl) shows her love to the hearer. “Why you make me feel happy to see you?” The above statement also expresses that the hearer rarely uses tidy cloth or
rarely looks tidy. As it is stated, one respondent gives a compliment on the thing. However, his
compliment seems awkward for English native since it is a long compliment. Nevertheless, for Indonesians, that such compliment is common for women and
men who are close each other. They can even give compliment again and again on
the same thing. “Nice. I absolutely like on what you are wearing especially your jacket. That jacket and tie are suit with you. It looks really nice as well as perfect on
you.” Basically, when asked to give compliment on the dress, the respondents use
either general or specific adjective. Some of the respondents use both general and
specific adjectives on their compliments. However, one of the respondents gives a
compliment in a strange way. 4. Wow, your body is good now. 4. Wow, your body is good now. As other Indonesians who like to give comment on compliment, the
respondents also give comment on their compliment. Some of the comments are
also the compliment when they are seen from the meaning. The comments which
show their attention to the hearer are sometimes in the form of questions which do
not need to answer. 1. Wow, your change is amazing. How often do you do sport in week? ften do you do exercise? You look so perfect 2. How often do you do exercise? You look so perfect. 2. How often do you do exercise? You look so perfect. 3. Wow, I don’t believe it’s you. You are so perfect, much better than before. 2. How often do you do exercise? You look so perfect. How often do you do exercise? You look so perfect. Wow, I don’t believe it’s you. You are so perfect, much better than before. 3. Wow, I don’t believe it’s you. You are so perfect, much better than before. 4. Glad to see you like that. One of the respondents gives a compliment and a comment at the same time. Her compliment is longer than the others and it shows how close her relationship
to her friend. She is proud of him. Based on her compliment and comment, it
seems that she does not expect him to change so much. She might have
challenged him before and she is surprised to see how different he is now. “I’m really proud of you. You become different in the best way. Your body is
proportional now and it is good for you.” However, if they do not have close relationship, this such compliment and
comment might not be appropriate to utter. Another respondent also produces the similar comment. His comment seems
to show that he challenged his friend in the past before they meet. “See, you look fantastic with your body now. It’s totally different since I
haven’t seen you 5 years. For the first time I see you again, I almost don’t
recognize that it is you. You look very handsome with your well-built body
that you have now” In reality, those two comments rarely happen. Even if we have a close
relationship, it is not appropriate to say how proud we are. It is not such a
competition or an achievement. 4. Wow, your body is good now. We do not know what happens to him. When we
meet after long time, it is not good to say ‘see’ as if we challenged him to lose his
weight. When the word see is not used, the expression will be appropriate. c.
Compliment on the figure When giving compliment on the body, most respondents (19 persons) use the
word look, and 11 persons use be + adj. There is no dominant adjective which is
used by the respondents. Most of them use general adjectives like good (by 5
persons), fantastic and perfect (by 4 persons each). Even the adjective beautiful
which seems inappropriate since the hearer is a boy is also used by 4 persons. Only two persons use the specific adjective handsome. To start a compliment, the respondents use an exclamation word to show that
they are surprised and also to show their attention to the hearer. Again, the word
wow is used by the respondents to show their surprise. Instead of using
exclamation word, the respondents also use intensifier to emphasize their 113 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 compliment. They use so, really and very to intensify their compliment. Examples
of the compliment are exposed below. 1. Wow, you look so good now. 2. You look so different. You look fantastic. 3. You look more beautiful.* 3. Congratulations for your hard work. 3. Congratulations for your hard work. Since almost all respondents congratulate, the phrase good job and well done
are used by the respondents. They appreciate the hard work that the hearer has
done. 1. Good job. 2. Good job. You did it. 3. Well done, my friend. They give a compliment not only on the person as stated above but also on
the thing or the result. The statements are common in Bahasa Indonesia, the
language that all respondents use in their daily life. However, in some cases, the
statements might express an underestimating expression that the hearer can do by
himself. 1. Wow, that’s a great score. 2. That’s amazing result. 3. That’s gift from your effort. And from the compliments produced by the respondents, it seems that they do
not use the semantic formula that most people do. They use various expressions
which in some cases they seem not related to the compliment. 1. How can you do it? 2. Can you teach me how to do it? Can we study together? 2. Can you teach me how to do it? Can we study together? a.
Compliment on the test result a. Compliment on the test result There is not any dominant formula produced by students in this case. Only
PRO V in which the verbs are not stick to a particular verb. Most of the verb used
is do which is variously used to show a congratulating action. The adjective that is
mostly used is great and of course exclamation word is also used to show their
surprise toward the achievement. They did not expect him to pass the test since he
said that he did not have any hope to pass the test. Therefore, when he passes the 114 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 exam, they are surprised and they express their surprise together with their
compliment. And of course, most of the respondents use congratulations for this
case. 1. Wow, you did it well. 1. Wow, you did it well. 2. Wow, you get good score. Congratulations. 3. It’s miracle. One of the respondents even writes the expression which is widely used in the
television. However, this expression does seem appropriate to be expressed to a
friend. He writes ‘That’s my boy’. In many movies, this expression is used as a
compliment but it is not used as a compliment to a friend who has the same status. This expression is patronizing, which is used by a father or a person who has
higher status than the hearer. Some of the respondents even give comments which support the hearer to
keep the achievement. They also say that they are proud of the achievement that
the hearer gains. These expressions of support show that the speaker has a close
relationship with the hearer. The expressions also show how big the attention that
the speaker gives to the hearer. 1. Well, congratulations because you’ve got a satisfactory result. You’ve
worked hard and kept trying. You also never give up, and here’s the result
you got. Very impressive. 2. Excellent. I believe that you can pass on the final exam test. Your test result
is good even you also got a satisfying score. I appreciate on you hard work. Good job and you are excellent. Keep your score. 2. Excellent. I believe that you can pass on the final exam test. Your test result
is good even you also got a satisfying score. I appreciate on you hard work. 3. Congratulations. You do a good job. I am proud of you. As seen above, there is no dominant formula. Even some respondents use the
Indonesian expressions but they express them in English. They still deliver
Indonesian pragmatic expressions within the English language. 115 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 b. Compliment on the scholar b. Compliment on the scholar Almost similar to the previous situation, most of the respondents congratulate
the hearer. The congratulating expression is followed by comment as most
Indonesians do. 14 respondents use the word congratulation and followed by
some comments. Surprisingly, not many respondents use exclamation. Only 1
respondent use the exclamation wow. For some respondents, being chosen as a
scholar is a luck. Therefore, instead of congratulating, the respondents give a
compliment on his luck. p
1. Congratulations. How lucky you are. 2. You’re so lucky, keep spirit to reach your dream. 3. What a lucky boy. 4. So lucky are you! However, being chosen a scholar is not only a luck. It needs a hard work. The
respondents realize that getting a scholar is not easy. They have to study and work
hard, even much harder than before. So, when they get the scholar, all the hard
work is paid off. The scholar is like an award for given to them. It is an award for
their hard work. 1. You have the right to get it. 2. That’s a good achievement. I know your effort, and this is the result. Good
job. 2. That’s a good achievement. I know your effort, and this is the result. Good
job. 3. Congratulations for your hard work. 4. Hard work always pays off. Getting a scholar is sometimes considered as an achievement. Those who get
a scholar must be smart people. They must have worked hard. Therefore, they
must be smart since they study hard to get the scholar. 1. You are so smart. The school is not wrong giving you scholarship. Congratulations. 1. You are so smart. The school is not wrong giving you scholarship. Congratulations. 2. How smart you are. I’m really proud of you. y
y p
y
Getting a scholar can make everyone happy. Not only the getter who is
happy, but also their friends. They also feel happy and proud when one of their
friends gets it. The expression of being proud ‘proud of you’ is expressed again
and again by ten respondents. Getting a scholar can make everyone happy. Not only the getter who is
happy, but also their friends. They also feel happy and proud when one of their
friends gets it. The expression of being proud ‘proud of you’ is expressed again
and again by ten respondents. 1. Glad to hear that. 2. I’m proud of you. 3. As long as you work hard, nothing is impossible. c.
Compliment on the cooking ability Actually, this situation is about to compliment the ability of a person in
cooking. However, since it is also related to food, many respondents give a
compliment on the food. Therefore, the construction be + adj is dominant in this
situation, produced by 20 respondents. Consequently, the specific adjective which
is related to food, delicious, is also used by 19 respondents. In this situation, the
respondents also use exclamation word, either using wow or adjectives used as
exclamation, like great, good, and terrific. Some respondents also use wh
construction to show their surprise. Some examples can be seen below. 1. Wow, it’s delicious. 2. What a delicious food. 3. Love your cook so much. What a food. 4. Wow, your food is so delicious, yummy. Gi
d li i
f
d
d
h
k h h
B
id
h
l . Wow, your food is so delicious, yummy. Given delicious food, some respondents thank the hearer. Besides, they also
give compliment on the food that they receive. Given delicious food, some respondents thank the hearer. Besides, they also
give compliment on the food that they receive. Given delicious food, some respondents thank th
give compliment on the food that they receive. Given delicious food, some respondents thank the hearer. Besides, they also
give compliment on the food that they receive. 1. That was delicious food. Thanks for the delicious food. 2. It’s really delicious food. Thank you. 3. It’s good food. Thank you. Besides giving compliment merely on the food, some respondents give
compliment on the ability of the person without giving compliment on the food. They do not know that their friend can cook. So, they are surprised when she
gives some food to them, and they give the compliment to their friend without
giving a compliment to her food. And dealing with the person, adjective talented
is used by 10 respondents. 1. You’re talented. 1. You’re talented. 2. I’m surprised you can cook so good. You are so talented. 3. You’re a very talented cook. 4. You’re a great chef dude. The other respondents give compliment on the food and on the person. Some
of the compliments on the person seem like a comment to show surprise. However, some show that they do not give comment, but they truly comment on
the person. 1. It is very delicious food that I have tasted. b. Compliment on the scholar 3. Congratulations. I’m proud of you. 4. Amazing, man. Finally, you get the scholarship. I am proud of you. 4. Amazing, man. Finally, you get the scholarship. I am proud of you. However, they know that it is not the end of their study. Getting a scholar is
just the beginning of their future study. They must study hard to keep the
scholarship. Otherwise, the school will withdraw the scholarship. However, they know that it is not the end of their study. Getting a scholar is
just the beginning of their future study. They must study hard to keep the
scholarship. Otherwise, the school will withdraw the scholarship. 1. Congratulations for your scholarship. You must keep it and keep your study. 2. I am proud of you. congratulations, your effort is not useless. Good luck for
your next education. 2. I am proud of you. congratulations, your effort is not useless. Good luck for
your next education. Some of the respondents (7 person) do not give a compliment. They say
something which is not directly connected to the compliment. They just give
comment on the achievement. Some of the respondents (7 person) do not give a compliment. They say
something which is not directly connected to the compliment. They just give
comment on the achievement. 1. I never expected. 2. Well deserved. 3. As long as you work hard, nothing is impossible. 116 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 As stated before, Indonesians always give comment on something, even on
the achievement like the scholarship. For them, giving comment and advice
means that they get involved on somebody’s life. It, further, means that they are
still having a relationship, close relation. He combines all the compliment stated
above. You are very lucky. You can get a scholarship to continue your study. It is not
easy. I am proud of you. congratulations. I say to you for on what you have
got. I admire you as well.” c.
Compliment on the cooking ability I think you are the good chef in
your home. 2. I didn’t know you have a good hand to cook. It’s nice. 3. It tastes good. I think you can be a chef. Even one of the respondents shows his exaggerated feeling. He not only gives
comment but also gives compliment and expresses his happiness. 117 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 Terrific! Evidently, you are great in cooking. I can’t believe this first but it’s
real. You have great cooking ability. I am so happy to know it. Conclusion Compliments among Indonesian students of English are pragmatically based
on Bahasa Indonesia, their language. It can be understood since they are all
Indonesians and none has ever been in an English speaking country. However,
some of the respondents imitate English natives in giving compliment with wrong
target like in ‘That’s my boy’ which seems patronizing while they are
complimenting their friends not their sub status. This phenomenon, complimenting using English with their native pragmatic
context, confirms the theory that native language influences persons in
complimenting and that complimenting differ from society to society even though
they use the similar language (Chen, 2010). Therefore, there are some
compliments that are not using the formula of compliments uttered by English
natives. References Aijmer, K. (2014). Conversational routines in English: Convention and
Creativity. New York: Routledge. Al-Batayneh, H. H. (2019). Implicit compliments in Jordanian Arabic. (A Thesis). doi: 10.13140/RG.2.2.31306.41927 Archer, D., Karin, A., & Anne, W. (2012). Pragmatics. An advanced resource
book for students. New York: Routledge. Chen, R., & Yang, D. (2010). Responding to compliments in Chinese: Has it
changed? Journal
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(ed.). Pragmatics across Languages and Cultures. Berlin: De Gruyter
Mouton. Coates, J. (2013). Women, men, and languages. New York: Routledge. Danziger, R. (2018). Compliments and compliment responses in Israeli Hebrew:
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and Practice in Language Studies, 1(4), 356-360. doi:10.4304/tpls.1.4.356-
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Holmes, J. (2015). Women, men, and politeness. London: Longman 118 IJHS, e-ISSN 2597-4718, p-ISSN 2597-470X, Vol. 3, No. 1, September 2019, pp. 107-119 Holmes, J., & Stubbe, M. (2015). Power and politeness in the workplace. New
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Editorial for Special Issue “Genetic Basis and Epidemiology of Myopathies”
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Editorial
Editorial for Special Issue “Genetic Basis and Epidemiology
of Myopathies” Eleni Peristeri * and Efthimios Dardiotis Department of Neurology, Faculty of Medicine, University of Thessaly, 41100 Larissa, Greece; edar@med.uth.gr
* Correspondence: eperiste@uth.gr; Tel.: +30-241-350-2005 Abstract: We are pleased to announce a Special Issue on the Genetic Basis and Epidemiology of
Myopathies. This Special Issue is collecting papers pertaining to various lines of research focusing
on the genetic basis and the epidemiology of myopathies. The Guest Editors’ note combines the
contributing authors’ reviews and findings of relevant research, and we hope that future studies
on myopathies will attempt to confirm these findings and, additionally, evaluate supplementary
phenotypic and histological expressions of myopathies, as well as genetic factors in their pathogenesis. Keywords: myopathies; genetic basis; epidemiology 1. Introduction Congenital myopathies are a group of genetic muscle disorders clinically characterized
by wide genetic and clinical heterogeneity. Identifying the candidate genes responsible for
the various histological and phenotypic expressions of myopathies is of extreme importance
for both highlighting the genetic basis of many forms of myopathies and improving
treatment efficacy. While the genetic basis of myopathies has been extensively investigated,
the genes involved in defects, especially cognitive ones, are still unknown.
Citation: Peristeri, E.; Dardiotis, E. Editorial for Special Issue “Genetic
Basis and Epidemiology of
Myopathies”. Int. J. Mol. Sci. 2021, 22,
2152. https://doi.org/10.3390/
ijms22042152
Academic Editor: Gail B. Mahady
Received: 17 February 2021
Accepted: 19 February 2021
Published: 22 February 2021 International Journal of
Molecular Sciences 2. Papers The fourth paper, titled
“Preclinical Research in Glycogen Storage Diseases: A Comprehensive Review of Current
Animal Models”, by [4] attempts a comprehensive review of animal models of glycogen
storage diseases, including genetically modified mouse models, naturally occurring models
and a genetically modified zebrafish model. The review highlights both differences and
commonalities across the animal models, which contributes to better understanding the
models’ advantages and deficiencies. The fifth paper, titled “Current Genetic Survey and
Potential Gene-Targeting Therapeutics for Neuromuscular Diseases”, by [5] reviews studies
that have focused on next-generation sequencing and genetic tools within the context of
gene therapies for neuromuscular diseases. The review highlights both the interaction
between mutations and the severity of the clinical phenotype, and the phenotype–genotype
associations in neuromuscular diseases. The sixth paper, titled “Early-Onset Infantile Fa-
cioscapulohumeral Muscular Dystrophy: A Timely Review”, by [6] presents recent findings
on the pathomechanisms underlying early-onset infantile facioscapulohumeral muscular
dystrophy. The paper reviews patterns of muscle, respiratory and systemic involvement in
infantile facioscapulohumeral muscular dystrophy and biomarkers of the disease, as well
as therapeutic approaches and standard care for individuals with infantile facioscapulo-
humeral muscular dystrophy. The seventh paper, titled “Anti-Inflammatory and General
Glucocorticoid Physiology in Skeletal Muscles Affected by Duchenne Muscular Dystrophy:
Exploration of Steroid-Sparing Agents”, by [7] provides an overall presentation of the drugs
that have been shown to stabilize the activation of proinflammatory and metabolic cellular
pathways in skeletal muscle cells in Duchenne muscular dystrophy, as well as possible com-
binations of drugs with glucocorticoid therapy. The eighth paper, titled “Cognitive Deficits
in Myopathies”, by [8] classifies myopathies according to their clinical characteristics and
reviews concomitant cognitive deficits. The cognitive deficits in myopathies range from
executive function difficulties to language and intelligence deficiencies across a wide range
of age groups. The ninth paper, titled “Update on Congenital Myopathies in Adulthood”,
by [9] classifies congenital myopathies following genetic-based approaches, with a special
emphasis placed on late-onset congenital myopathies that first manifest in adulthood. Fi-
nally, the tenth paper, titled “New and Developing Therapies in Spinal Muscular Atrophy:
From Genotype to Phenotype to Treatment and Where Do We Stand?”, by [10] presents
an overview of the genotypes, phenotypes and recent therapeutic approaches for spinal
muscular atrophy. The paper also highlights knowledge gaps in relevant research, as well
as novel perspectives of recent therapeutics that are based on the identification of the
pathomechanisms underlying spinal muscular atrophy. 2. Papers This Special Issue of the International Journal of Molecular Sciences has attracted both
research papers and reviews that contribute to our understanding of the genetic factors
in the pathogenesis of myopathies and their epidemiology, their treatment, and their im-
pact on the patients’ cognitive abilities. The first paper, titled “Description of a Novel
Mechanism Possibly Explaining the Antiproliferative Properties of Glucocorticoids in
Duchenne Muscular Dystrophy Fibroblasts Based on Glucocorticoid Receptor GR and
NFAT5”, by [1], examines the antiproliferative properties of glucocorticoids in fibroblasts in
Duchenne muscular dystrophy. Their results show the potential of glucocorticoids to slow
down the process of fibrosis in Duchenne muscular dystrophy via modulating T-cells 5
(NFAT5) localization in the cell. localization in the cell. The second paper, titled “Abnormal
NFAT5 Physiology in Duchenne Muscular Dystrophy Fibroblasts as a Putative Explanation
for the Permanent Fibrosis Formation in Duchenne Muscular Dystrophy”, by [2] investi-
gates the localization and expression of NFAT5 in skeletal fibroblasts in one patient with
Duchenne muscular dystrophy and one healthy individual, after exposure to hyperosmolar
or proinflammatory stress. Their findings show the unresponsiveness of NFAT5 to both
hyperosmolar and proinflammatory stress in Duchenne muscular dystrophy, which may
further explain the unchanged cell growth in fibroblasts. The third research paper, titled
“Looking for Targets to Restore the Contractile Function in Congenital Myopathy Caused
by Gln147Pro Tropomyosin”, by [3] explores the pathogenesis of skeletal muscle disease
caused by the Gln147Pro substitution in β-tropomyosin through the technique of polarized
microfluorimetry. According to their findings, a congenital myopathy-causing Q147P
substitution in Tpm2.2 disrupts the myosin-induced displacement of tropomyosin over
actin, which leads to the premature activation of actin monomers and increases the myosin Publisher’s Note: MDPI stays neutral
with regard to jurisdictional claims in
published maps and institutional affil-
iations. Copyright: © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article
distributed
under
the
terms
and
conditions of the Creative Commons
Attribution (CC BY) license (https://
creativecommons.org/licenses/by/
4.0/). https://www.mdpi.com/journal/ijms Int. J. Mol. Sci. 2021, 22, 2152. https://doi.org/10.3390/ijms22042152 Int. J. Mol. Sci. 2021, 22, 2152 2 of 3 cross-bridges in a state of strong binding with actin at low Ca2+. 2. Papers Author Contributions: Conceptualization, E.P. and E.D.; software, E.P. and E.D.; resources, E.P. and
E.D.; writing—original draft preparation, E.P. and E.D.; writing—review and editing, E.P. and E.D.;
supervision, E.D. All authors have read and agreed to the published version of the manuscript. Funding: This research received no external funding. Institutional Review Board Statement: Not applicable. Institutional Review Board Statement: Not applicable. Informed Consent Statement: Not applicable. Data Availability Statement: Not applicable. Acknowledgments: We would like to thank all the authors who have contributed to this special
issue. Conflicts of Interest: The authors declare no conflict of interest. Conflicts of Interest: The authors declare no conflict of interest. 1.
Herbelet, S.; De Paepe, B.; De Bleecker, J.L. Description of a Novel Mechanism Possibly Explaining the Antiproliferative Properties
of Glucocorticoids in Duchenne Muscular Dystrophy Fibroblasts Based on Glucocorticoid Receptor GR and NFAT5. Int. J. Mol.
Sci. 2020, 21, 9225. [CrossRef] [PubMed] References 1. Herbelet, S.; De Paepe, B.; De Bleecker, J.L. Description of a Novel Mechanism Possibly Explaining the Antiproliferative Properties
of Glucocorticoids in Duchenne Muscular Dystrophy Fibroblasts Based on Glucocorticoid Receptor GR and NFAT5. Int. J. Mol. Sci. 2020, 21, 9225. [CrossRef] [PubMed] Int. J. Mol. Sci. 2021, 22, 2152 3 of 3 2. Herbelet, S.; De Paepe, B.; De Bleecker, J.L. Abnormal NFAT5 Physiology in Duchenne Muscular Dystrophy Fibroblasts as a
Putative Explanation for the Permanent Fibrosis Formation in Duchenne Muscular Dystrophy. Int. J. Mol. Sci. 2020, 21, 7888. [CrossRef] [PubMed] [
] [
]
3. Karpicheva, O.E.; Simonyan, A.O.; Rysev, N.A.; Redwood, C.S.; Borovikov, Y.S. Looking for Targets to Restore the Contractile
Function in Congenital Myopathy Caused by Gln147Pro Tropomyosin. Int. J. Mol. Sci. 2020, 21, 7590. [CrossRef] [PubMed] 3. Karpicheva, O.E.; Simonyan, A.O.; Rysev, N.A.; Redwood, C.S.; Borovikov, Y.S. Looking for Targets to Restore the Contractile
Function in Congenital Myopathy Caused by Gln147Pro Tropomyosin Int J Mol Sci 2020 21 7590 [CrossRef] [PubMed] 4. Almodóvar-Payá, A.; Villarreal-Salazar, M.; De Luna, N.; Nogales-Gadea, G.; Real-Martínez, A.; Andreu, A.L.; Martín, M.A.;
Arenas, J.; Lucia, A.; Vissing, J.; et al. Preclinical Research in Glycogen Storage Diseases: A Comprehensive Review of Current
Animal Models. Int. J. Mol. Sci. 2020, 21, 9621. [CrossRef] [PubMed] 5. Chiu, W.; Hsun, Y.-H.; Chang, K.-J.; Yarmishyn, A.A.; Hsiao, Y.-J.; Chien, Y.; Chien, C.S.; Ma, C.; Yang, Y.-P.; Tsai, P.-H.; et al. Current Genetic Survey and Potential Gene-Targeting Therapeutics for Neuromuscular Diseases. Int. J. Mol. Sci. 2020, 21, 9589. [CrossRef] [PubMed] [
] [
]
Chen, T.-H.; Wu, Y.-Z.; Tseng, Y.-H. Early-Onset Infantile Facioscapulohumeral Muscular Dystrophy: A
Mol. Sci. 2020, 21, 7783. [CrossRef] [PubMed] Z.; Tseng, Y.-H. Early-Onset Infantile Facioscapulohumeral Muscular Dystrophy: A Timely Review. Int. J
783. [CrossRef] [PubMed] 7. Herbelet, S.; Rodenbach, A.; De Paepe, B.; De Bleecker, J.L. Anti-Inflammatory and General Glucocorticoid Physiology in Skeletal
Muscles Affected by Duchenne Muscular Dystrophy: Exploration of Steroid-Sparing Agents. Int. J. Mol. Sci. 2020, 21, 4596. [CrossRef] [PubMed] 8. Peristeri, E.; Aloizou, A.-M.; Keramida, P.; Tsouris, Z.; Siokas, V.; Mentis, A.-F.A.; Dardiotis, E. Cognitiv
Int. J. Mol. Sci. 2020, 21, 3795. [CrossRef] [PubMed] u, A.-M.; Keramida, P.; Tsouris, Z.; Siokas, V.; Mentis, A.-F.A.; Dardiotis, E. Cognitive Deficits in Myopathies
21, 3795. [CrossRef] [PubMed] 9. Papadimas, G.K.; Xirou, S.; Kararizou, E.; Papadopoulos, C. Update on Congenital Myopathies in Adulthood. Int. J. Mol. Sci. 2020, 21, 3694. [CrossRef] [PubMed] 10. References Chen, T.-H. New and Developing Therapies in Spinal Muscular Atrophy: From Genotype to Phenotype to Treatment and Where
Do We Stand? Int. J. Mol. Sci. 2020, 21, 3297. [CrossRef] [PubMed]
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Vocalization data mining for estimating swine stress conditions
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1 Zootecnista, M.Sc. em Zootecnia, Faculdade de Ciências Agrárias-UFGD, Rod Dourados - Itahum, km 12, Dourados - MS, Brasil,
Fone: (+55 67) 3410-2500, mar_moi@hotmail.com
2 Enga. Civil, Pesquisadora Visitante Sênior, Faculdade de Ciências Agrárias-UFGD, Dourados - MS, Brasil, irenilza@gmail.com
3 Zootecnista, Profa. Dra., Faculdade de Ciências Agrárias-UFGD, Dourados - MS, Brasil, fabianacaldara@ufgd.edu.br
4 Zootecnista, Profa. Dra., Faculdade de Ciências Agrárias-UFGD, Dourados - MS, Brasil, ibiarapaz@gmail.com
5 Zootecnista, Prof. Doutor, Faculdade de Ciências Agrárias-UFGD, Dourados - MS, Brasil, rodrigogarcia@ufgd.edu.br
6 Zootecnista, Dra. em Enga Agrícola, Faculdade de Enga Agrícola-UNICAMP, Campinas - SP, Brasil, Fone:(+55 19) 3251-1039
Recebido pelo Conselho Editorial em: 29-7-2013
Aprovado pelo Conselho Editorial em: 20-12-2013 VOCALIZATION DATA MINING FOR ESTIMATING SWINE STRESS CONDITIONS
MARTA MOI1, IRENILZA DE A. NÄÄS2, FABIANA R. CALDARA3, IBIARA C. DE L.
ALMEIDA PAZ4, RODRIGO G. GARCIA5, ALEXANDRA F. S. CORDEIRO6 ABSTRACT: This study aimed to identify differences in swine vocalization pattern according to
animal gender and different stress conditions. A total of 150 barrow males and 150 females
(Dalland® genetic strain), aged 100 days, were used in the experiment. Pigs were exposed to
different stressful situations: thirst (no access to water), hunger (no access to food), and thermal
stress (THI exceeding 74). For the control treatment, animals were kept under a comfort situation
(animals with full access to food and water, with environmental THI lower than 70). Acoustic
signals were recorded every 30 minutes, totaling six samples for each stress situation. Afterwards,
the audios were analyzed by Praat® 5.1.19 software, generating a sound spectrum. For
determination of stress conditions, data were processed by WEKA® 3.5 software, using the decision
tree algorithm C4.5, known as J48 in the software environment, considering cross-validation with
samples of 10% (10-fold cross-validation). According to the Decision Tree, the acoustic most
important attribute for the classification of stress conditions was sound Intensity (root node). It was
not possible to identify, using the tested attributes, the animal gender by vocal register. A decision
tree was generated for recognition of situations of swine hunger, thirst, and heat stress from records
of sound intensity, Pitch frequency, and Formant 1. KEYWORDS: sound intensity, sound attributes, animal welfare. MINERAÇÃO DE DADOS DE VOCALIZAÇÃO PARA ESTIMATIVA DE CONDIÇÕES
DE ESTRESSE DE SUÍNOS RESUMO: Este trabalho teve o objetivo de identificar diferenças no padrão de vocalização em
função do sexo dos animais e diferentes situações de estresse. Foram utilizados 150 animais machos
castrados e 150 fêmeas (linhagem Dalland®), com 100 dias de idade. Os suínos foram submetidos a
diferentes situações de estresse: sede (animais sem acesso à água), fome (suínos sem acesso ao
alimento), estresse térmico (ITU superior a 74) e BEA (animais com alimento e água, com ITU
abaixo de 70). Foram registrados os sinais acústicos a cada 30 minutos, totalizando seis coletas para
cada situação de estresse. Posteriormente, os áudios foram analisados pelo software Praat® 5.1.19,
gerando um espectro sonoro. Para a determinação das condições de estresse, os dados foram
processados no programa computacional WEKA® 3.5, utilizando o algoritmo de árvore de decisão
C4.5, conhecido como J48 no ambiente do programa computacional WEKA®, considerando
validação cruzada com amostras de 10% (10-fold cross-validation). De acordo com a Árvore de
Decisão, o atributo acústico mais importante para a classificação das condições de estresse foi a
Intensidade do som (nó raiz). Não foi possível identificar o sexo dos animais pelo registro vocal,
utilizando os atributos testados. Foi gerada uma árvore de decisão para reconhecimento de situação
de fome, sede e estresse térmico em suínos, a partir de registros da intensidade do som, da
frequência de Pitch e da Formante 1. PALAVRAS-CHAVE: intensidade do som, atributos sonoros, bem-estar animal Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 Marta Moi, Irenilza de A. Nääs, Fabiana R.Caldara et al. 446 INTRODUCTION Pork is the most consumed meat in the world, and the production systems have been
searching for an automated way to estimate animal welfare in the livestock, since this is an
important demand from the overseas market. Among ways to audit animal welfare, there is
monitoring of their behavior and social interactions (BAPTISTA et al., 2011; SPINKA, 2012),
observation of health and rearing conditions (BAPTISTA et al., 2011; CALDARA et al., 2012), and
monitoring of their vocalization expressed during production phases (MARX et al., 2003;
SAMPAIO et al., 2007; NÄÄS et al., 2008). Vocalization is an objective and noninvasive tool that may evidence lack of herd welfare
based on the release of distinct vocal patterns (NÄÄS et al., 2008). MARX et al. (2003)
characterized different types of swine sounds and identified diverse parameters of emitted energy,
frequency, and duration. Animal vocalization is, thus, an expression of its current condition, and
may occur spontaneously or, yet, be the result of an event, such as hunger and pain; for this reason,
it became an important tool to assess animal welfare (DÜPJAN et al., 2008). There is evidence that
each animal has individual vocalization characteristics. Animals use vocalization as a means of
communication among individuals of the same species (GRANDIN, 1998). Female pigs express a
composite frequency of grunts as identified by SCHRADER & TODT (1998). For sound data analysis, it is important to use intelligent techniques of data processing, which
can help to identify stressful situations. These techniques are able to transform data into relevant
information and knowledge, providing support for decision making. The techniques of data mining
have shown promising results for knowledge increase on animal production (NÄÄS et al., 2008;
CORDEIRO et al., 2012). This study aimed to identify differences in swine vocalization pattern according to gender and
exposure to diverse stress conditions. MATERIAL AND METHODS The experiment was conducted at a commercial swine farm in April 2012, located in the
northwest of Rio Grande do Sul State, Brazil (27°55'23'' S, 53°02'21'' W, mean altitude of 385 m). According to Köeppen classification, the climate in the region is humid subtropical. We used 150 surgically castrated males and 150 females (Dalland® genetic strain), aged 100
days (growth phase), distributed in 10 pens. Pigs were housed in sheds of east-west solar
orientation, ceiling height of 3.0 m, side walls of 1 m height with curtains at side openings, and
fiber cement tiles (0.006 m). Sheds had 10 pens of 30 m² each, with 30 animals allocated in each
pen. The floor was built in concrete with a running water channel of 0.05 m at the end of each pen. Nipple drinkers were also placed at the end (three per pen). The automatic feeder had the capacity
to feed six pigs. At the shed outside, there was a bush line with the aim to provide shade on the shed
upper part (roof). Environmental data (temperature and relative humidity) were recorded every 30 min using a
digital thermo-hygrometer. Values of wet bulb temperature (WBT, °C) were calculated using mean
values of dry bulb temperature (DBT, °C) and relative humidity (RH, %), using Psicrom® software
(RORIZ, 2003). The Temperature-Humidity Index (THI) was calculated using eq.(1), as described
by ROLLER & GOLDMAN (1969): THI = 0.45 WBT + 1.35 DBT + 32 (1) Animals were exposed to different stressful managements, such as thirst (no access to water),
hunger (no access to fodder), and thermal stress (TS, THI≥74); welfare conditions (WC, animals
had continuous access to fodder and water, and were reared under THI<73). Stressful situations by hunger and thirst were determined after a period of 11 hours of fasting,
for both cases; data recording began after this period. Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 Vocalization data mining for estimating swine stress conditions 447 Acoustic signals were recorded every 30 min, totaling six samples for each stress exposure. Acoustic recording was performed with a unidirectional microphone Marantz® PMD 660. The
microphone was positioned at 1 m above the pigs, at the pen central area, and connected to a
recorder. Recorded signals were digitalized using a frequency of up to 44,100 Hz, during 3 min. After finishing the swine vocalization recording, sound signals were downloaded to a
computer. Each pen provided the record of a sequential range of "screams and grunts"
(vocalizations). Subsequently, the audios were analyzed using Praat® 5.1.19 software, and the
acoustic parameters were extracted using Fourier transform, generating a sound spectrum. The
attributes generated by the software revealed the signal energy (Pa²*s), maximum and minimum
amplitudes (Pa), pitch frequency (Hz), sound intensity (dB), and four levels of formants (F1, F2, F3,
and F4) that are also called harmonic (Hz). To determine stress conditions, data were processed using WEKA® (3.5) software, with J48
algorithm, and considering cross-validation with samples of 10% (10-fold cross-validation). The
attributes used in data mining processing are described in Table 1, and the target attribute was the
stress condition. TABLE 1. Attributes used for data mining. Attribute
Unit
Description
Gender
Time
-
Male or Female
1; 2; 3; 4; 5 and 6
Stress conditions
-
WC, TS, pain, thirst, and hunger
Signal energy
Pa²*s
Energy emitted by the sound wave
Signal duration
S
Duration of the sound wave
Maximum amplitude
Pa
Maximum amplitude of the sound wave
Minimum amplitude
Pa
Minimum amplitude of the sound wave
Intensity
dB
Intensity of the sound wave
Pitch frequency
Hertz
Determine the sound wave dimension
Formant 1
Hertz
Frequency of formant 1
Formant 2
Hertz
Frequency of formant 2
Formant 3
Hertz
Frequency of formant 3
Formant 4
Hertz
Frequency of formant 4 TABLE 1. Attributes used for data mining. RESULTS AND DISCUSSION The Decision Tree (Figure 1), obtained by using the J48 algorithm, had 77.66% accuracy and
Kappa of 0.62. According to the Decision Tree result, the most important acoustic attribute for
classification of the studied stress conditions was sound intensity (root node). For noise intensity lower than or equal to 73.87 dB, there was an indication that animals were
under a welfare situation; on the other hand, for sound intensity ranging from more than 73.87 to
80.18 dB, we understood that animals were thirsty. For noise intensity higher than 80.18 dB, it was
necessary to check the pitch frequency. Thus, for pitch frequency higher than 276.71 Hz, there was
an indication that animals were under heat stress. For pitch frequency ranging from 276.71 to
212.87 Hz, we estimated that animals were hungry. From pitch frequency higher than 212.87 Hz,
Formant 1 needed to be verified. In this case, when Formant 1 was greater than 1,066.4 Hz, there
was an indication that animals were thirsty, while for Formant 1 lower than or equal to 1,066.4 Hz,
animals may have been hungry. In a study on piglets during farrowing, RISI (2010) compared acoustic characteristics of piglet
vocalizations between arthritis and health. Healthy piglets emitted vocalizations with greater Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 Marta Moi, Irenilza de A. Nääs, Fabiana R.Caldara et al. 448 intensity (79.76 dB) than arthritic animals (78.15 dB). This feature is interpreted by sound intensity
(dB); the explanation for its occurrence is also related to the animal performance in stimulating air
expulsion through the respiratory tract, promoting the vibration of vocal cords (RISI, 2010). The
use of sound intensity as a determinant factor for welfare estimate was efficient in a study carried
out by NÄÄS et al. (2008). FIGURE 1. Classification of the studied stress situations using the J48 algorithm. FIGURE 1. Classification of the studied stress situations using the J48 algorithm. Piglets respond with high sound intensity cries during pain (MARX et al., 2003; LEIDIG et
al., 2009), what is easily identified by humans, facilitating the sound identification for only one
attribute. Responses to hunger and cold sensations during extreme exposures that may cause pain
are more difficult to identify, so more attributes are needed to be used in the identification process,
as indicated by SCHRADER & TODT (1998). SAMPAIO et al. RESULTS AND DISCUSSION (2007) found that the noise emitted
by pigs under thermal discomfort tends to increase with raised heat stress. This agrees with our
findings and, also, with the pitch frequency, which determines the height of sound waves, enabling
identification of heat stress. The identification of hunger and thirst by Formant 1 was also found by SCHRADER &
TODT (1998) and DÜPJAN et al. (2008). The authors indicated that these vocal expressions are
different from those related to other types of social stress, fear, and frustration. However, several
authors highlight the difficulty of classifying these specific conditions, since these occur
concomitantly and need more than one attribute, or combination of them, to more precisely identify
the stress type (SCHRADER & TODT, 1998; MARX et al., 2003; CORDEIRO et al., 2012). It was not possible to identify gender by sound intensity, or to use the other studied attributes. This is different from studies on other animal species, which show that animal gender may be
identified by sound signals (BALSBY & ADAMS, 2011; MATROSOVA et al., 2011;
GOGOLEVA et al., 2012). REFERENCES BALSBY, J. S. T.; ADAMS, D. M. Vocal similarity and familiarity determine response to potential
flock mates in orange-fronted conures (Psittacidae). Animal Behaviour, Amsterdam, v. 81, n. 5,
p.983-991, 2011. BAPTISTA, R.I.A.; BERTANI, G.R.; BARBOSA, C.N. Indicadores do bem-estar em suínos. Ciência Rural, Santa Maria, v.41, n.10, p. 1823-1830, 2011. CALDARA, FABIANA R.; ROSA, P. S. G.; FERREIRA, R. A.; REIS, N. M. O.; NÄÄS, I. A.;
PAZ, I. C. L. A.; GARCIA, R. G.; FERREIRA, V. M. O. S. Behavior, performance and
physiological parameters of pigs reared in deep bedding. Engenharia Agrícola, Jaboticabal, v.32,
n.1, p. 38-46, 2012. CORDEIRO, A. F.S.; NÄÄS, I. A.; OLIVEIRA, S. R. de M.; VIOLARO, F.; ALMEIDA, A. C. M. Efficiency of distinct data mining algorithms for classifying stress level in piglets from their
vocalization. Engenharia Agrícola, Jaboticabal, v.32, n.2, p. 208-216, 2012. DÜPJAN, S.; SCHÖN, P. PUPPE, B.; TUCHSCHERER, A.; MANTEUFFEL, G. Differential
vocal responses to physical and mental stressors in domestic pigs (Sus scrofa). Applied Animal
Behaviour Science, Amsterdam, v. 114, p. 105-115, 2008. GEBERZAHN, N.; GOYMANN, W.; MUCK, C.; TEN CATE, C. Females alter their song when
challenged in a sex-role reversed bird species. Behavioral Ecology and Sociobiology, Berlim, v. 64,
n. 2, p 193-204, 2009. GOGOLEVA, S. S.; VOLODIN, I. A.; VOLODINA, E. V.; KHARLAMOVA A. V.; TRUT, L. N. Effects of selection for behavior, human approach mode and sex on vocalization in silver fox. Journal of Ethology, online, 2012. Disponível em:
<http://link.springer.com/article/10.1007/s10164-012-0353-x/fulltext.html>. p. 1-6. DOI:10.1007/s10164-012-0353-x. Access: 7 dez 2012. GRANDIN, T. The feasibility of using vocalization scoring as an indicator of poor welfare during
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v.116, n. 2, p.174-178, 2009. MARX, G.; HORN, T.; THIELEBEIN, J.; KNUBEL, B.; BORELL, E. Analysis of pain-related
vocalization in young pigs. Journal of. Sound Vibration, Amsterdam, v. 266, n. 4, p.687-698, 2003. MATROSOVA, V. A.; BLUMSTEIN, D. T.; VOLODIN, I. A.; VOLODINA, E. V. The potential
to encode sex, age, and individual identity. Naturwissenschaften, Berlim, v.98, n.3, p.181-192,
2011. NÄÄS, I.A.; CAMPOS, L.S.L.; BARACHO, M.S.; TOLON, Y.B. Uso de redes neurais artificiais
na identificação de vocalização de suínos. Engenharia Agrícola, Jaboticabal, v. 28, p. 204-216,
2008. RISI, N. CONCLUSIONS A decision tree was generated to identify situations of swine hunger, thirst, and heat stress,
using records of sound intensity, pitch frequency, and formant 1. Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 Vocalization data mining for estimating swine stress conditions 449 Considering the studied attributes, it was not possible to identify animal gender by their
vocalization. Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 REFERENCES Uso da vocalização como indicador patológico em leitões na fase de maternidade. 2010. 93f. Dissertação (Mestrado) - Escola Superior de Agricultura “Luiz de Queiroz”, Universidade de
São Paulo, Piracicaba, 2010. ROLLER, W.L.; GOLDMAN, R.F. Response of swine to acute heat exposure. Transactions of the
ASAE, St. Joseph, v.12, n.2, p.164-169, 174, 1969. Eng. Agríc., Jaboticabal, v.34, n.3, p.445-450, maio/jun. 2014 Marta Moi, Irenilza de A. Nääs, Fabiana R.Caldara et al. 450 RORIZ, M. Psicrom 1.0 - Relações Psicométricas. Universidade Federal de São Carlos,
Departamento de Engenharia Civil. Programa de Pós-Graduação em Construção Civil. São
Carlos, 2003. RORIZ, M. Psicrom 1.0 - Relações Psicométricas. Universidade Federal de São Carlos,
Departamento de Engenharia Civil. Programa de Pós-Graduação em Construção Civil. São
Carlos, 2003. SAMPAIO, C. A. P.; NÄÄS, I. A.; SALGADO, D. D.; MARCOS P. G.; QUEIRÓS, M. P. G. Avaliação do nível de ruído em instalações para suínos. Revista Brasileira de Engenharia Agrícola
e Ambiental, Campina Grande, v.11, n.4, p. 436-440, 2007. Avaliação do nível de ruído em instalações para suínos. Revista Brasileira de Engenharia Agrícola
e Ambiental, Campina Grande, v.11, n.4, p. 436-440, 2007. SCHRADER, L.; TODT, D. Vocal quality is correlated with levels of stress hormones in domestic
pigs. Ethology, Berlim, v.104, n. 10, 859-876, 1998. SPINKA, M. Social dimension of emotions and its implication for animal welfare. Applied Animal
Behaviour Science, Amsterdam, v. 138, n.2, p. 170-181, 2012. SPINKA, M. Social dimension of emotions and its implication for animal welfare. Applied Animal
Behaviour Science, Amsterdam, v. 138, n.2, p. 170-181, 2012.
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Corrigendum: Genomic Prediction Accuracy Using Haplotypes Defined by Size and Hierarchical Clustering Based on Linkage Disequilibrium
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CORRECTION
published: 16 March 2021
doi: 10.3389/fgene.2021.658796 CORRECTION Copyright © 2021 Won, Park, Son, Lee, Park, Park, Park, Chai, Kim, Lee and Lim. This is an open-access article distributed
under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums
is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this
journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not
comply with these terms. Corrigendum: Genomic Prediction
Accuracy Using Haplotypes Defined
by Size and Hierarchical Clustering
Based on Linkage Disequilibrium Sohyoung Won 1†, Jong-Eun Park 2†, Ju-Hwan Son 2, Seung-Hwan Lee 3,
Byeong Ho Park 2, Mina Park 2, Won-Chul Park 2, Han-Ha Chai 2, Heebal Kim 1,4,5,
Jungjae Lee 6* and Dajeong Lim 2* Sohyoung Won 1†, Jong-Eun Park 2†, Ju-Hwan Son 2, Seung-Hwan Lee 3,
Byeong Ho Park 2, Mina Park 2, Won-Chul Park 2, Han-Ha Chai 2, Heebal Kim 1,4,5,
Jungjae Lee 6* and Dajeong Lim 2* 1 Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, South Korea, 2 National Institute of Animal
Science, RDA, Wanju, South Korea, 3 Department of Animal Science and Biotechnology, Chungnam National University,
Daejeon, South Korea, 4 Department of Agricultural Biotechnology and Research Institute of Agriculture and Life Sciences,
Seoul National University, Seoul, South Korea, 5 eGnome, Inc, Seoul, South Korea, 6 Jung P&C Institute, Inc., Yongin-si,
South Korea Keywords: genomic prediction, haplotype, hierarchical clustering, linkage disequilibrium, best linear unbiased
prediction, accuracy, Hanwoo Genomic Prediction Accuracy Using Haplotypes Defined by Size and Hierarchical Clustering
Based on Linkage Disequilibrium
by Won, S., Park, J.-E., Son, J.-H., Lee. S.-H., Park, B. H., Park, M., et al. (2020). Front. Genet. 11:134. doi: 10.3389/fgene.2020.00134 Edited and reviewed by:
Marco Milanesi,
University of Tuscia, Italy
*Correspondence:
Jungjae Lee
jungjae.ansc@gmail.com
Dajeong Lim
lim.dj@korea.kr Edited and reviewed by:
Marco Milanesi,
University of Tuscia, Italy *Correspondence:
Jungjae Lee
jungjae.ansc@gmail.com
Dajeong Lim
lim.dj@korea.kr In the published article, there were errors in affiliation for authors Sohyoung Won and Heebal Kim. For “Sohyoung Won”, instead of “Department of Agricultural Biotechnology and Research
Institute of Population Genomics, Seoul National University, Seoul, South Korea,” it should be
“Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, South Korea”. †These authors have contributed
equally to this work For “Heebal Kim”, instead of “Department of Agricultural Biotechnology and Research
Institute of Population Genomics, Seoul National University, Seoul, South Korea,” it should be
“Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, South Korea”;
“Department of Agricultural Biotechnology and Research Institute of Agriculture and Life Sciences,
Seoul National University, Seoul, South Korea” and “eGnome, Inc, Seoul, South Korea”. Specialty section:
This article was submitted to
Livestock Genomics,
a section of the journal
Frontiers in Genetics A correction has also been made in the conflict of interest section to declare competing interests
of author Heebal Kim; “HK was employed by company eGnome, Inc.” The corrected statement has
been added to the section. Received: 08 February 2021 Received: 08 February 2021
Accepted: 18 February 2021
Published: 16 March 2021 The authors apologize for these errors and state that this does not change the scientific
conclusions of the article in any way. The original article has been updated. Accepted: 18 February 2021 Published: 16 March 2021 Citation: Conflict of Interest: JL was employed by company Jung P&C Institute, Inc and HK was employed by company eGnome, Inc. Won S, Park JE, Son JH, Lee SH,
Park BH, Park M, Park WC, Chai HH,
Kim H, Lee J and Lim D (2021)
Corrigendum: Genomic Prediction
Accuracy Using Haplotypes Defined
by Size and Hierarchical Clustering
Based on Linkage Disequilibrium. Front. Genet. 12:658796. doi: 10.3389/fgene.2021.658796 The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships
that could be construed as a potential conflict of interest. March 2021 | Volume 12 | Article 658796 Frontiers in Genetics | www.frontiersin.org
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Revisiting the expression signature of pks15/1 unveils regulatory patterns controlling phenolphtiocerol and phenolglycolipid production in pathogenic mycobacteria
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PLOS ONE PLOS ONE RESEARCH ARTICLE Revisiting the expression signature of pks15/1
unveils regulatory patterns controlling
phenolphtiocerol and phenolglycolipid
production in pathogenic mycobacteria Beatriz RamosID1,2, Stephen V. Gordon3, Mo´nica V. CunhaID1,2,4* 1 National Institute for Agrarian and Veterinary Research (INIAV, IP), Oeiras, Portugal, 2 Centre for Ecology,
Evolution and Environmental Changes (cE3c), Faculdade de Ciências da Universidade de Lisboa, Lisboa,
Portugal, 3 School of Veterinary Medicine and Conway Institute, University College Dublin, Dublin, Ireland,
4 Biosystems & Integrative Sciences Institute (BioISI), Faculdade de Ciências da Universidade de Lisboa,
Lisboa, Portugal a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 a1111111111
a1111111111
a1111111111
a1111111111
a1111111111 * monica.cunha@iniav.pt * monica.cunha@iniav.pt OPEN ACCESS One of the most important and exclusive characteristics of mycobacteria is their cell wall. Amongst its constituent components are two related families of glycosylated lipids, diphthio-
ceranates and phthiocerol dimycocerosate (PDIM) and its variant phenolic glycolipids
(PGL). PGL have been associated with cell wall impermeability, phagocytosis, defence
against nitrosative and oxidative stress and, intriguingly, biofilm formation. In bacteria from
the Mycobacterium tuberculosis complex (MTBC), the biosynthetic pathway of the phe-
nolphthiocerol moiety of PGL depends upon the expression of several genes encoding type
I polyketide synthases (PKS), namely ppsA-E and pks15/1 which constitute the PDIM +
PGL locus, and that are highly conserved in PDIM/PGL-producing strains. Consensus has
not been achieved regarding the genetic organization of pks15/1 locus and knowledge is
lacking on its transcriptional signature. Here we explore publicly available datasets of tran-
scriptome data (RNA-seq) from more than 100 MTBC experiments in 40 growth conditions
to outline the transcriptional structure and signature of pks15/1, using a differential expres-
sion approach to infer the regulatory patterns involving these and related genes. We show
that pks1 expression is highly correlated with fadD22, Rv2949c, lppX, fadD29 and, also,
pks6 and pks12, with the first three putatively integrating into a polycistronic structure. We
evidence dynamic transcriptional heterogeneity within the genes involved in phenolphtio-
cerol and phenolic glycolipid production, most exhibiting up-regulation upon acidic pH and
antibiotic exposure and down-regulation under hypoxia, dormancy, and low/high iron con-
centration. We finally propose a model based on transcriptome data in which σD positively
regulates pks1, pks15 and fadD22, while σB and σE factors exert negative regulation at an
upper level. Citation: Ramos B, Gordon SV, Cunha MV (2020)
Revisiting the expression signature of pks15/1
unveils regulatory patterns controlling
phenolphtiocerol and phenolglycolipid production
in pathogenic mycobacteria. PLoS ONE 15(5):
e0229700. https://doi.org/10.1371/journal. pone.0229700 Editor: Je´roˆme Nigou, Centre National de la
Recherche Scientifique, FRANCE
Received: February 6, 2020
Accepted: April 22, 2020
Published: May 7, 2020
Copyright: © 2020 Ramos et al. This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Editor: Je´roˆme Nigou, Centre National de la
Recherche Scientifique, FRANCE
Received: February 6, 2020
Accepted: April 22, 2020
Published: May 7, 2020 Copyright: © 2020 Ramos et al. 1 Introduction Tuberculosis (TB) is an infectious disease caused by Mycobacterium tuberculosis (Mtb) that
remains a major public health concern. In 2016, approximately 6.3 million new cases of TB
were reported [1]. The mycobacterial cell wall, wherein Mycobacterium-specific components
are located, is a crucial interface of Mtb and other pathogenic mycobacteria with the host [2]. Recently, Chiaradia and coworkers (2017) proposed a cell wall structure composed of three
layers, namely the mycomembrane, arabinogalactan and peptidoglycan. This model proposes
that the inner leaflet of the mycomembrane is composed of mycolic acids that are esterified to
arabinogalactan, which in turn is covalently attached to peptidoglycan [3]. Amongst the Myco-
bacterium-specific components are two related families of glycosylated lipids: diphthiocera-
nates (DIP) and phthiocerol dimycocerosate (PDIM), along with its variant phenolic
glycolipids (PGL) [2]. PGL are known to be associated with several cellular functions, namely
impermeability of the cell wall, phagocytosis [4–6], defence mechanisms against nitrosative
and oxidative stress [7] and to the ability of mycobacteria to form biofilms [8, 9]. Competing interests: The authors have declared
that no competing interests exist. In this work, we focus on the transcriptional signature of genes comprising the biosynthetic
pathway responsible for the synthesis of the phenolphthiocerol moiety of PGL, by investigating
the expression of these genes when Mtb is grown under multiple stressors mimicking the host
environment, namely pH variation, different carbon sources, limiting or excessive iron con-
centration, hypoxia, dormancy, phosphate depletion and antibiotic exposure. The enzymes
related to the biosynthesis of PGL belong to the class of polyketide synthases (PKS). There are
three types of PKS, classified according to their structure and biosynthetic function. Type I
PKS contain multiple catalytic domains and can be classified as modular or iterative. Modular
type I PKS have distinct functional domains that are used only once during the formation of
the product. On the other hand, iterative PKS have functional domains that intervene repeti-
tively to produce the final polyketide. Type II PKS are composed of several enzymes, each one
carrying a single and distinct catalytic domain that is used iteratively during formation of the
polyketide product. Chalcone synthase-like PKS, the type III PKS, represents a more divergent
group that, in contrast to types I and II PKS, do not require the involvement of acyl carrier
proteins (ACP) [10]. OPEN ACCESS This is an open
access article distributed under the terms of the
Creative Commons Attribution License, which
permits unrestricted use, distribution, and
reproduction in any medium, provided the original
author and source are credited. Data Availability Statement: All relevant data are
within the manuscript and its Supporting
Information files. Funding: This work was funded by Programa
Operacional de Competitividade e
Internacionalizac¸ão (POCI) (FEDER component),
Programa Operacional Regional de Lisboa, and
Fundac¸ão para a Ciência e a Tecnologia (FCT)
(www.fct.pt), Portugal, in the scope of project
“Colossus: Control Of tubercuLOsiS at the wildlife/ 1 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE Revisiting the RNA signature of pks15/1 livestock interface uSing innovative natUre-based
Solutions” (ref. POCI-01-0145- FEDER-029783)
awarded to MVC, project “MyPATH- Insights into
Mycobacterium tuberculosis complex
PATHogenesis: assessing the benefit of
confinement-induced biofilm strategies by
comparative genomics” (ref. PTDC/CVT/117794/
2010) awarded to MVC, and strategic funding to
cE3c and BioISI Research Units (UID/BIA/00329/
2020 and UID/Multi/04046/2020]. The funders had
no role in study design, data collection and
analysis, decision to publish, or preparation of the
manuscript. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 1 Introduction Hence, transcriptional regulators previously described to act on gene expression
under such conditions were introduced into our analyses so that a comparison between our
own and previous work could be established, as well as to explore the potential regulation of
our genes of interest by such regulators. Along with stress-induced genes, Mtb also contains a group of 13 σ subunits responsible for
transcriptional regulation, namely the essential housekeeping sigma factor (σA), the stress-
responsive factor (σB) and 11 other sigma factors that act as environmental responsive regula-
tors (σC-M). Several studies have been performed to infer the role of each sigma factor and the
condition that triggers their activation, initially by analysing expression levels and by the con-
struction of deletion strains [18, 19]. The presence and articulation of this wide variety of
sigma factors enables an adaptive transcriptional response to a large set of environmental con-
ditions. Chauhan and co-workers (2016) performed a reconstruction of the sigma factor regu-
latory network that enabled a clarification of the direct and indirect connections among the 13
factors [20]. This former study defined an hierarchical organization of sigma factors in Mtb, as
well as the usage of multiple factors in response to specific stresses. Current knowledge advo-
cates a hierarchical organization that comprises three regulation levels: (i) top level: sigA, sigB,
sigH, sigM; (ii) middle level: sigE, sigF, sigG, sigJ, sigL; and (iii) bottom level: sigC, sigD, sigI,
sigK. To get a view on which sigma factors are recruited upon the conditions that modulate
pks15 and pks1 transcription, we therefore also introduced this breadth of sigma factors into
our comparative transcriptome analyses. As well as host-induced stress, Mtb is frequently exposed to drug-induced stress via antibi-
otic therapy. For treatment of drug-susceptible TB, a standard combination of isoniazid, eth-
ambutol, rifampicin, and pyrazinamide is used [21]. Since TB treatment is a long-lasting
process, Mtb’s transcriptional profile is expected to undergo defined changes along the chemo-
therapeutic process. In vitro studies have shown that for each of the above-mentioned drugs,
combined expression of a set of genes results in an antibiotic resistance phenotype in Mtb. Since some of these drugs act on cell surfaces, the genes responsible for the corresponding
drug-resistance phenotype were also included in our analysis in order to assess co-regulation
of these genes with genes involved in PGL production. 1 Introduction Among the genes required for PGL production are ppsA-E and pks15/1
encoding type I PKS, constituting the PDIM + PGL locus, which is known to be highly con-
served in PDIM/PGL-producing strains [11]. Type I PKS modules are constituted by a mini-
mal set of three domains, namely a ketoacyl synthase (KS) domain, an acyltransferase (AT)
domain, and an acyl carrier protein (ACP) domain. This module can also contain one or more
of the following domains: keto reductase (KR), dehydratase (DH) and/or enoyl reductase (ER)
[12]. The pks15 encodes a KS domain while pks1 encodes KR, DH, ER, AT and ACP domains. It has been reported that a 7 bp deletion in some Mtb strains, and a 1 bp deletion in a few
Mycobacterium bovis (Mb) strains, leads to a frameshift that results in the split of pks15 and
pks1 [13]. Constant and co-workers (2002) documented that, in PGL-producers, the pks1 and
pks15 are a single gene, pks15/1, while they are separate (2 ORFs) in Mtb PGL-deficient strains
such as H37Rv or Erdman. Production of PGL’s phenolphthiocerol moiety starts with the
enzyme encoded by Rv2949c that catalyses the formation of p-hydroxybenzoic acid (p-HBA)
that will later be activated by the fadD22 product, with p-hydroxybenzoyl-AMP ligase activity
[4], and finally elongated with malonyl-CoA as extender unit by pks15/1, in a reaction that
may comprise eight to nine elongation cycles [11]. The product of fadD29, a fatty acyl-AMP
ligase, is then responsible for activation of p-hydroxyphenylalkanoates, later transferred onto
the ppsA product and, finally, elongated with malonyl-CoA and mehtylmalonyl-CoA by
PpsB-PpsE to yield the phenolphtiocerol moiety of PGL [14–16]. 2 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE Revisiting the RNA signature of pks15/1 As described [17], upon the entrance of Mtb into its target cells, a cascade of events is trig-
gered by the immune system that, in an immunocompetent host, leads to granuloma forma-
tion and bacterial confinement. This structure is beneficial for the host, since it confines
infection to localized regions, preventing bacterial spread. Some of the stresses mycobacteria
are exposed to during infection include: starvation; reactive oxygen and nitrogen intermedi-
ates; hypoxia inside granulomas; iron limitation; scarcity of inorganic phosphate (Pi); and low
pH [17]. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 1 Introduction Understanding the transcriptional profiles and structure of pks15’ and pks1 under different
stress conditions that mimic the host environment is of major importance given their role in
the modulation of Mtb and Mb cell surfaces, acting as the interface with the host cell and
affecting pathogenicity. As such, this work aimed to elucidate the regulatory patterns responsi-
ble for controlling pks1 and pks15 transcription by exploring publicly available large datasets
of transcriptome data (RNA-seq). This methodological approach of transcriptome profiling
takes advantage of deep-sequencing technologies to get a precise measurement of transcripts
at the whole genome level. Our differential expression approach enabled us to define sets of
correlated genes according to their expression profiles under different stress conditions, and
also to outline the transcriptional structure of the pks15/1 locus based on the available experi-
mental data and in silico predictions. 3 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE Revisiting the RNA signature of pks15/1 2.1 In silico analysis of regulatory data of pks1 and pks15 Regulatory information on pks1 and pks15 were gathered from international databases such as:
Mycobrowser [22], National Center for Biotechnology Information (NCBI) [23], TB Database
[24, 25] and MTB Network Portal [26] (visited from 09/2018 to 01/2019). MTB Network Portal
reports information produced by the cMonkey algorithm that demonstrates that pks1 and
pks15 belong to the same two biclusters. Biclusters are sets of co-regulated genes defined by
cMonkey according to mRNA-based expression levels, de novo identification of transcription
factor binding motifs and pre-established association pathways. Location of putative ribosomal
binding sites (RBS) was inferred for pks1 with Prokaryotic Dynamic Programming Gene finding
Algorithm (PRODIGAL) [27]. Synteny analyses were performed for pks1, pks15 and fadD22
using SyntTax (Prokaryotic Synteny & Taxonomy Explorer)[28]. 2.2 RNA-seq data and differential expression analyses of a selected panel of g
For expression analyses, 105 experiments (S1 Table) from Mtb strains (Mtb H37Rv and Mtb
CDC1551), constituting a set of 40 experimental conditions in seven datasets (Accession
codes at NCBI: GSE47863, GSE67035, GSE52020, GSE83814, GSE66408, GSE104599 and
GSE107831) were considered. This analysis was performed for a set of 90 genes (S2 Table),
including pks1, pks15, fadD22, fadD29 genes comprised in bicluster modules 0211 and 0490
from MTB Network Portal that represent co-regulated genes, genes encoding PKS and σ fac-
tors, and genes encoding regulatory factors for each of the experimental conditions. Regard-
ing M. bovis BCG, 21 experiments from M. bovis BCG str. Pasteur 1173P2 constituting a set
of seven experimental conditions in two datasets (accession codes at NCBI: GSE66883 and
GSM3160698) were analysed (S1 Table). For this analysis, a set of 50 genes were selected,
including pks1, pks15, fadD22, fadD29 genes comprised in bicluster modules 0211 and 0490
from MTB Network Portal, that represent co-regulated genes, and genes encoding PKS and σ
factors. For each experiment, reads were extracted in FASTQ format using NCBI SRA Toolkit
v.2.8.1.3 [29]. Those FASTQ files were mapped against a reference genome, Mtb H37Rv
(RefSeq code: NC_000962.3, version 3) with TopHat v.2.1.0.54, [30, 31], using default settings
to produce a BAM file containing a list of read alignments. Transcript identification and
counting was later performed with bias correction by Cufflinks v.2.2.1.0 [30, 32] using as ref-
erence the annotation of the genomes listed above. Cufflinks was used to calculate the relative
abundance of each gene in Reads Per Kilobase per Million mapped reads (RPKM). The RPKM
values were transformed by log10 and values were normalized in relation to the housekeeping
gene sigA expression level, heatmaps were plotted by GraphPad Prism 8 [33] and dendro-
grams were computed using NTSYS v2.2, calculating Pearson correlation coefficient and the
unweighted pair group method with arithmetic means (UPGMA) as the agglomerative cluster-
ing algorithm. Pearson correlation coefficient was calculated using GraphPad Prism 8 and
correlation network was plotted using Cytoscape v.3.7.2 [34, 35]. Node size of correlation net-
works correspond to calculated betweenness-centrality [36]. For differential expression analy-
sis, htseq-count v.0.9.1[37] was used to count reads mapped to each gene and DESeq
v.2.11.40.1 [38] was used to determine differentially expressed genes from count tables using
Wald statistic test with p-value adjusted for multiple testing with the Benjamini-Hochberg
procedure (α = 0.05). 2.2 RNA-seq data and differential expression analyses of a selected panel of For evaluation of significance it was considered the following scale: sig-
nificant (p-value = 0.01 to 0.05); very significant (p-value = 0.001 to 0.01); extremely signifi-
cant (p-value = 0.0001 to 0.001); extremely significant (p-value< 0.0001). Data was plotted as For expression analyses, 105 experiments (S1 Table) from Mtb strains (Mtb H37Rv and Mtb
CDC1551), constituting a set of 40 experimental conditions in seven datasets (Accession
codes at NCBI: GSE47863, GSE67035, GSE52020, GSE83814, GSE66408, GSE104599 and
GSE107831) were considered. This analysis was performed for a set of 90 genes (S2 Table),
including pks1, pks15, fadD22, fadD29 genes comprised in bicluster modules 0211 and 0490
from MTB Network Portal that represent co-regulated genes, genes encoding PKS and σ fac-
tors, and genes encoding regulatory factors for each of the experimental conditions. Regard-
ing M. bovis BCG, 21 experiments from M. bovis BCG str. Pasteur 1173P2 constituting a set
of seven experimental conditions in two datasets (accession codes at NCBI: GSE66883 and
GSM3160698) were analysed (S1 Table). For this analysis, a set of 50 genes were selected,
including pks1, pks15, fadD22, fadD29 genes comprised in bicluster modules 0211 and 0490
from MTB Network Portal, that represent co-regulated genes, and genes encoding PKS and σ
factors. For each experiment, reads were extracted in FASTQ format using NCBI SRA Toolkit
v.2.8.1.3 [29]. Those FASTQ files were mapped against a reference genome, Mtb H37Rv
(RefSeq code: NC_000962.3, version 3) with TopHat v.2.1.0.54, [30, 31], using default settings
to produce a BAM file containing a list of read alignments. Transcript identification and
counting was later performed with bias correction by Cufflinks v.2.2.1.0 [30, 32] using as ref-
erence the annotation of the genomes listed above. Cufflinks was used to calculate the relative
abundance of each gene in Reads Per Kilobase per Million mapped reads (RPKM). The RPKM
values were transformed by log10 and values were normalized in relation to the housekeeping
gene sigA expression level, heatmaps were plotted by GraphPad Prism 8 [33] and dendro- grams were computed using NTSYS v2.2, calculating Pearson correlation coefficient and the
unweighted pair group method with arithmetic means (UPGMA) as the agglomerative cluster-
ing algorithm. Pearson correlation coefficient was calculated using GraphPad Prism 8 and
correlation network was plotted using Cytoscape v.3.7.2 [34, 35]. Node size of correlation net-
works correspond to calculated betweenness-centrality [36]. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 3.1 Revisiting the organization of pks1 and pks15 genetic locus across Mtb
genomes based on predicted regulatory data and homology searches 3.1 Revisiting the organization of pks1 and pks15 genetic locus across Mtb
genomes based on predicted regulatory data and homology searches Encoded on the minus strand, from position 3291503 to 3296353 for pks1 and from position
3296350 to 3297840 for pks15, on the Mtb H37Rv genome, the pks1 and pks15 genes together
encode a polyketide synthase with six identified domains involved in the synthesis of PGL. They appear to have a functional cooperation with fadD22, a bidomain initiation module. In
the MTB Network Portal (retrieved on January, 2019), the pks1 and pks15 genes are placed
together in bicluster modules 0211 and 0490, with residual values of 0.5 and 0.57, respectively,
meaning that bicluster module 0211 presents a tight expression profile amongst its members,
which indicates better bicluster quality and thus more certainty associated with co-expression. Furthermore, for the two genes upstream of pks15, fadD22 is included in the same two mod-
ules, while Rv2949c is included in module 0490 (Fig 1). The mRNA-based expression levels, de
novo identification of transcription factor binding motifs and pre-established association path-
ways used by the Infelerator algorithm, according to data available at MTB Network Portal, all
support that pks1 and pks15 may be regulated by the products of seven genes: positively by
Rv0042c, sigK, Rv2258c and Rv3557c; negatively by sigB, Rv2745c and Rv3583c. Furthermore,
according to ChIP-seq data, pks1 is bound by the transcription factor Rv3830c with no differ-
ential expression reported. The operon structure is undetermined; the TB Database suggests
four different combinations of six genes (fadD29, Rv2949c, fadD22, pks15, pks1 and lppX),
while the MTB Network Portal suggests an operon composed by five genes, namely fadD29,
Rv2949c, fadD22, pks15 and pks1. All these genes are involved in the biosynthesis of the phe-
nolphthiocerol moiety of PGL, except lppX that was shown to be involved in the translocation
of PDIM to the outer membrane [40]. To compare the conservation of pks15/1 locus across Mtb genomes, a synteny analysis was
performed using the Pks1 sequence from Mtb H37Rv as the query. Among the 210 Mtb Fig 1. Genomic locus of pks1 and pks15, protein domains and their role in the biosynthetic pathway of PGL (as described in Mycobrowser
[22]). A–Schematic representation of the location of pks1 and pks15 in the minus strand of M. tuberculosis H37Rv genome. In black: lipid
metabolism. In green: cell wall and cell processes. In orange: intermediary metabolism and respiration. 2.2 RNA-seq data and differential expression analyses of a selected panel of For differential expression analy-
sis, htseq-count v.0.9.1[37] was used to count reads mapped to each gene and DESeq
v.2.11.40.1 [38] was used to determine differentially expressed genes from count tables using
Wald statistic test with p-value adjusted for multiple testing with the Benjamini-Hochberg
procedure (α = 0.05). For evaluation of significance it was considered the following scale: sig-
nificant (p-value = 0.01 to 0.05); very significant (p-value = 0.001 to 0.01); extremely signifi-
cant (p-value = 0.0001 to 0.001); extremely significant (p-value< 0.0001). Data was plotted as PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 4 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 heatmap using GraphPad Prism 8. The public server at usegalaxy.org [39] was used to analyse
the data with NCBI SRA Toolkit, TopHat, Cufflinks, htseq-count and DESeq2. 3.1 Revisiting the organization of pks1 and pks15 genetic locus across Mtb
genomes based on predicted regulatory data and homology searches B–Domain organization of Pks1 and Pks15. Abbreviations: KS, ketoacylsynthase; AT, acyltransferase; DH, dehydratase; ER, enoylreductase; KR, ketoreductase; ACP, acylcarrier protein. https://doi.org/10.1371/journal.pone.0229700.g001 Fig 1. Genomic locus of pks1 and pks15, protein domains and their role in the biosynthetic pathway of PGL (as described in Mycobrowser
[22]). A–Schematic representation of the location of pks1 and pks15 in the minus strand of M. tuberculosis H37Rv genome. In black: lipid
metabolism. In green: cell wall and cell processes. In orange: intermediary metabolism and respiration. B–Domain organization of Pks1 and Pks15. Abbreviations: KS, ketoacylsynthase; AT, acyltransferase; DH, dehydratase; ER, enoylreductase; KR, ketoreductase; ACP, acylcarrier protein. https://doi.org/10.1371/journal.pone.0229700.g001 https://doi.org/10.1371/journal.pone.0229700.g001 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 5 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 accession codes available (S3 Table), those with synteny scores above 80 were 90.5% and 99.5%
for pks15 and fadD22, respectively. For pks1, 89.5% of the accession codes used for analysis
presented a score higher than 80 (Fig 2). These scores represent a normalization of the
BLASTP homology score of the target protein in each genome against the reference Mtb
H37Rv genome. When analysing local genomic conservation, an irregular pattern was noted
for pks1 and pks15/1, while Rv2949c, fadD22, lppX, Rv2944 and Rv2943 presented a regular
organization pattern across most genomes analysed. However, when comparing the top three
scoring genomes, it was also possible to identify that, for Mtb 0B070XDR (GenBank code:
CP008970.1), the element upstream of Rv2949c did not present homology with FadD29, whilst
homology was found for a protein encoded on the opposite strand of pks1. Many parameters
influence synteny analyses, such as the assembly quality of each genome which, in the case of
inadequate accuracy, may introduce mismatches and thus not reflect true polymorphisms; this
may greatly impact the final output of such analyses [41]. Despite this constraint, our data
does enable the recognition of a synteny block constituted by the set of genes of interest. 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 To characterize the transcriptional signature of pks1 and of presumably correlated genes,
RNA-seq based expression analyses focused on a set of 90 genes for scrutiny, including pks1,
pks15, fadD22, fadD29, as well as other genes encoding polyketide synthases and σ factors. Transcriptional profiles were compared across a set of 40 experimental conditions. Data gath-
ered were analysed by alignment against a reference genome [Mtb H37Rv (RefSeq code:
NC_000962.3, version 3)], by read counting and through the calculation of RPKM as a proxy
for gene expression in each condition. RPKM is a relative value, meaning that it varies accord-
ing not only to read count, but also to the total number of reads obtained for each experiment. Fig 2. Representation of top three and bottom three scores from synteny analysis. Top 3 and bottom 3 synteny scores for pks1 as predicted by SyntTax. The colours
associated with coding sequences (CDS) facilitate the schematic representation of each CDS across the genomes analysed. https://doi.org/10.1371/journal.pone.0229700.g002 Fig 2. Representation of top three and bottom three scores from synteny analysis. Top 3 and bottom 3 synteny scores for pks1 as predicted by SyntTax. The colours
associated with coding sequences (CDS) facilitate the schematic representation of each CDS across the genomes analysed. https://doi.org/10.1371/journal.pone.0229700.g002 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 6 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 In order to enable comparison across experiments, those values were normalized in relation to
sigA housekeeping gene expression. Besides the presence of an hypothetical synteny block across Mtb strains, that we herein use
as our main source of data, it is known that the Mtb H37Rv reference strain, as well as Mtb
CDC1551, which are core to our dataset, both present a frameshift mutation in pks15/1, in
comparison to Mb BCG Tokyo which retains an intact CDS and is capable of PGL production. To understand the similarity across profiles, a dendrogram was generated, using 80% similar-
ity as a cut-off for cluster formation; this cut-off was established to include the top quarter of
similarity values in the analysis. From this, we obtained a total of 53 clusters, 39 being single
member clusters. Cluster I included some of our genes of interest (fadD22 and fadD29). Clus-
ter II includes pks1 and pks6, which is a pks1 paralog, and pks12. (Fig 3). 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 Another relevant clus-
ter (II) includes papA3 and pks4, both genes known to be upregulated at low pH (Fig 3). The
remaining genes of interest were single member clusters. To obtain a more focused approach
on direct interactions between genes, we constructed a correlation network with pairs of genes
exhibiting correlation factors above 0.75. In this network, it becomes evident that pks1 is highly
correlated with lppX (Pearson correlation coefficient of 0.777), fadD22 (0.811), fadD29 (0.757)
and also with pks6 (0.807) and pks12 (0.803) (Fig 4A). A correlation across σ factors could also be confirmed: sigB is correlated with sigE (0.876)
and sigH (0.833); sigE with sigH (0.783); sigG with sigJ (0.782); and sigJ with sigK (0.712) (Fig
4B). Both analyses provide evidence that pks1 expression is highly correlated with the expres-
sion profiles of fadD22 and fadD29, in agreement with reports from microarray data [42]. The
expression pattern of pks15 revealed by this analysis is strikingly different from the one found
in pks1 in some of the stress conditions under examination, turning pks15 into a single mem-
ber cluster and, consequently, absent from the correlation network (Fig 4A). In contrast with
these results, available microarray data [49] suggests that pks15 is also highly correlated with
pks1 and fadD22. Our analyses also suggest that pks4 is correlated with pks3, as their expression
profiles share 71% similarity (Fig 3), thus agreeing with previously published data [43] report-
ing that an Mtb H37Rv double mutant for pks4 and pks3 is not able to produce mycolipanoic,
mycolipenic, and mycolipodienoic acids. Also, the fact that pks3 and pks4 form a polyketide
structure similar to pks15 and pks1, respectively, wherein pks3 and pks15 both encode the
ketoacyl synthase domain and pks4 and pks1 both encode the remaining polyketide synthase
domains, would suggest that pks15 and pks1 could also be highly correlated. Naturally, we
were expecting to confirm this correlation across the selected experimental datasets. Even though gene expression does not necessarily represent the activity of a specific σ fac-
tor, we integrated our correlation network with sigma factor expression data to plot a repre-
sentation of the putative regulation of selected genes by σ factors. Six of the 13 sigma genes
under analysis are highly correlated. The sigA factor is known to regulate sigG, mostly induced
during macrophage infection, which will thus regulate sigJ, known to be overexpressed in late
stationary phase of dormant cultures. 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 Abbreviations: C—Mtb H37Rv
grown in control conditions; DE—Mtb H37Rv grown in dextrose at exponential phase; DS–Mtb H37Rv grown in dextrose at stationary phase; FE—Mtb H37Rv grown
in long fatty acids at exponential phase; FS—Mtb H37Rv grown in long fatty acids at stationary phase; HI—Mtb H37Rv grown in high iron concentration; LI-1day—Mtb
H37Rv grown in low iron concentration for 1 day; LI-1week—Mtb H37Rv grown in low iron concentration for 1 week; HN878—Mtb HN878; Gly-pH 7—Mtb
CDC1551 grown in glycerol at pH 7; Gly-pH 5.7—Mtb CDC1551 grown in glycerol at pH 5.7; Pyr-pH 7—Mtb CDC1551 grown in pyruvate at pH 7; Pyr-pH 5.7—Mtb
CDC1551 grown in pyruvate at pH 5.7; Hyp—Mtb H37Rv grown in hypoxia; (1–4) day—Mtb H37Rv (1–4) day(s) after reaeration; ED—Mtb H37Rv in early dormancy
phase; MD–Mtb H37Rv in medium dormancy phase; LD—Mtb H37Rv in late dormancy phase; CIP4 –Mtb H37Rv grown with CIP for 4h; INH4—Mtb H37Rv grown
with INH for 4h; EMB4—Mtb H37Rv grown with EMB for 4h; STR4—Mtb H37Rv grown with STR for 4h; RIF4—Mtb H37Rv grown with RIF for 4h; CIP24—Mtb
H37Rv grown with CIP for 24h; INH24—Mtb H37Rv grown with INH for 24h; EMB24—Mtb H37Rv grown with EMB for 24h; STR24—Mtb H37Rv grown with STR
for 24h;; RIF24—Mtb H37Rv grown with RIF for 24h; PBS—Mtb H37Rv grown with PBS; and P-dep—Mtb H37Rv grown in phosphate depletion. https://doi org/10 1371/journal pone 0229700 g003 Fig 3. Expression profiling of selected genes from Mycobacterium tuberculosis, presented as log10 RPKM. Cut-off: 85% of similarity. 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 sigG and sigJ will further regulate sigL, known to be
involved in PDIM biosynthesis, that in turn regulates sigK, whose precise functioning remains
unclear [19]. Single correlations exist between discrete sigma factors and the selected panel of
genes. The sigK factor, which is predicted by in silico analysis to positively regulate pks1 and
pks15 [44], here shows a correlation with pks1 of 0.684 (Fig 4A). On the contrary, amongst the
analyses focused on sigma factors, sigE was the factor that presented the lowest correlations
with the established genes of interest (lppX, -0.567; pks1, -0.506; fadD22, -0.533; Rv2949c,
-0.166; and fadD29, -0.521). For M. bovis BCG, we obtained a total of 8 clusters, with four being single member clusters
using 85% similarity as a cut-off. Amongst these, it was possible to identify a cluster compris-
ing Mb2973c, pks13, fadD22, pks15/1, pks12, rpmG and sigC (Fig 5). In M. bovis BCG, as PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 7 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 Fig 3. Expression profiling of selected genes from Mycobacterium tuberculosis, presented as log10 RPKM. Cut-off: 85% of similarity. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 Abbreviations: C—Mtb H37Rv
grown in control conditions; DE—Mtb H37Rv grown in dextrose at exponential phase; DS–Mtb H37Rv grown in dextrose at stationary phase; FE—Mtb H37Rv grown
in long fatty acids at exponential phase; FS—Mtb H37Rv grown in long fatty acids at stationary phase; HI—Mtb H37Rv grown in high iron concentration; LI-1day—Mtb
H37Rv grown in low iron concentration for 1 day; LI-1week—Mtb H37Rv grown in low iron concentration for 1 week; HN878—Mtb HN878; Gly-pH 7—Mtb
CDC1551 grown in glycerol at pH 7; Gly-pH 5.7—Mtb CDC1551 grown in glycerol at pH 5.7; Pyr-pH 7—Mtb CDC1551 grown in pyruvate at pH 7; Pyr-pH 5.7—Mtb
CDC1551 grown in pyruvate at pH 5.7; Hyp—Mtb H37Rv grown in hypoxia; (1–4) day—Mtb H37Rv (1–4) day(s) after reaeration; ED—Mtb H37Rv in early dormancy
phase; MD–Mtb H37Rv in medium dormancy phase; LD—Mtb H37Rv in late dormancy phase; CIP4 –Mtb H37Rv grown with CIP for 4h; INH4—Mtb H37Rv grown
with INH for 4h; EMB4—Mtb H37Rv grown with EMB for 4h; STR4—Mtb H37Rv grown with STR for 4h; RIF4—Mtb H37Rv grown with RIF for 4h; CIP24—Mtb
H37Rv grown with CIP for 24h; INH24—Mtb H37Rv grown with INH for 24h; EMB24—Mtb H37Rv grown with EMB for 24h; STR24—Mtb H37Rv grown with STR
for 24h;; RIF24—Mtb H37Rv grown with RIF for 24h; PBS—Mtb H37Rv grown with PBS; and P-dep—Mtb H37Rv grown in phosphate depletion. https://doi.org/10.1371/journal.pone.0229700.g003 verified for M. tuberculosis, pks15/1 and fadD22 exhibit a correlation value of 0.913, with corre-
lation values between pks15/1 and fadD22 and lppX and Mb2973c all above 0.9. In addition,
lppX, pks15/1, fadD22 and Mb2973c were also shown to be correlated with sigC (above 0.79). Comparison of normalized expression levels across Mtb H37Rv and Mb for the set of
selected genes gave a correlation of 0.78, suggesting that using Mtb H37Rv as a reference to
infer the pks15/1 transcriptional profile across Mtb more broadly is a viable approach. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 8 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 0 13 1/j
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2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 9 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 Fig 4. Correlation network of expression data. A: Correlation threshold = 0.75. B: Correlation threshold = 0.7. Thicker connections represent stronger correlations. Node size represents centrality values. 3.3 Differential expression analyses As mentioned, pathogenic mycobacteria of the MTC are subjected to a set of different growth
conditions while in the granuloma and also while exposed to antimicrobial therapy. In this
context, we were able to validate our analyses, as well as to perform a comparison of the differ-
ential expression of the selected genes with regulatory genes, using previously reported expres-
sion analyses. Hence in our analysis we calculated the log2 fold change differential expression
of 90 genes, encompassing our genes of interest plus 55 genes linked to regulatory networks in
each experimental condition, employing the Wald statistical test and p-value adjusted for mul-
tiple testing by the Benjamini-Hochberg procedure (α = 0.05),. When comparing regular growth conditions of Mtb CDC1551 with nutrient-depletion and
phosphate-depletion [45], the selected set of genes did not present any significant fold-changes
in expression. As for the regulatory genes, significant fold-changes were only found for sigB in
phosphate-depletion conditions. With both glycerol and pyruvate as carbon sources for growth of Mtb CDC1551, pks1, With both glycerol and pyruvate as carbon sources for growth of Mtb CDC1551, pks1,
pks15, fadD22, Rv2949c and fadD29 were significantly down-regulated in vitro at pH 7, in con-
trast with the in vivo mimicking condition at pH 5.7. In the culture grown in pyruvate, log2
fold change values were found to be higher than in the sample grown in glycerol. When com-
paring carbon sources, there is no significant difference in expression of the selected genes of
interest at pH 7. However, at pH 5.7, a significant difference in lppX and fadD29 expression
was seen, meaning that those genes are slightly downregulated in conditions where glycerol is
the sole carbon source (Fig 6). As mentioned above, the conditions explored here allow com-
parison between basal in vitro growth and in vivo growth inside phagosomes, where the pH is
lower. It is known that the complex structure of the mycobacterial cell wall represents a major
barrier to the entry of external protons [46]. Also, it is known that many acid-sensitive Mtb
mutants present defects in genes involved in cell wall functions, and that several cell wall and
lipid biosynthesis genes are differentially regulated by exposure to low pH [47]. Indeed, several
of the regulatory genes reportedly responsive to acidic pH [48] were also found to be induced,
namely pks2, pks3, pks4, papA1 and papA3 (Fig 6). 3.2 Analysis of expression data for a selected panel of genes enclosing pks1
and pks15 Expression analyses also enabled us to distinguish the expression signature of Mtb H37Rv
from Mtb CDC1551 under control conditions, since the correlation factor between such
strains was 0.2. This circumstance possibly reflects the impact of individual genomic differ-
ences on the respective transcriptional signature, implying that from this point onward results
relative to each of these strains should be treated individually. Nevertheless, when specifically
comparing pks15 and pks1 CDSs between Mtb H37Rv and Mtb CDC1551, they show 99.93% Fig 5. Expression profiling of selected genes from Mycobacterium bovis, presented as log10 RPKM. Cut-off: 80% of similarity. Abbreviations: SRR1915476/7/8 –Mb
grown in control conditions; SRR1915479/80/81 –Mb grown under starvation for 4 days; SRR1915482/3/4 –Mb grown under starvation for 10 days; SRR1915485/6/7 –
Mb grown under starvation for 20 days; SRR1915488/89/90 –Mb after reintroduction of nutrients; SRR7221299/300/301 –Mb grown in control conditions; and
SRR7221302/3/4 –Mb grown with addition of Vitamin B. https://doi.org/10.1371/journal.pone.0229700.g005 Fig 5. Expression profiling of selected genes from Mycobacterium bovis, presented as log10 RPKM. Cut-off: 80% of similarity. Abbreviations: SRR1915476/7/8 –Mb
grown in control conditions; SRR1915479/80/81 –Mb grown under starvation for 4 days; SRR1915482/3/4 –Mb grown under starvation for 10 days; SRR1915485/6/7 –
Mb grown under starvation for 20 days; SRR1915488/89/90 –Mb after reintroduction of nutrients; SRR7221299/300/301 –Mb grown in control conditions; and
SRR7221302/3/4 –Mb grown with addition of Vitamin B. https://doi.org/10.1371/journal.pone.0229700.g005 https://doi.org/10.1371/journal.pone.0229700.g005 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 10 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 sequence similarity, with only a single nucleotide polymorphism in pks15. Even so, further
genomic differences may affect overall expression. sequence similarity, with only a single nucleotide polymorphism in pks15. Even so, further
genomic differences may affect overall expression. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 3.3 Differential expression analyses Sig-
nificant differential expression for ideR in high iron conditions was not detected, which is in
conflict with reports describing its up-regulation under these conditions (Fig 6) [51, 52]. On
the other hand, for whiB7 in low iron conditions, a strong up-regulation after 6 h of exposure
has been previously described, a condition for which we do not have comparable data [53, 54]. However, after one week of exposure to low iron, we found that whiB7 was significantly down-
regulated (Fig 6). while after 1 week of exposure, the six genes were extremely significantly down-regulated
when compared to the culture grown in 0.4% glucose alone. These results are also supported
by the direct comparison between the two cultures exposed to low iron concentration for dif-
ferent periods of time, which show extremely significant up-regulation in the culture exposed
for 1 day. Similar to the results from low iron concentration, exposure to high iron concentra-
tion also showed that lppX, fadD22, Rv2949c and fadD29 were extremely significantly down-
regulated and pks1 was significantly down-regulated (Fig 6). We noted that our selected set of
genes was highly down-regulated under low iron concentrations, which could be related with
the fact that iron takes part in several biological processes inside the cell, being required for
cytochromes and other hemoproteins involved in oxygen metabolism. That means that iron
deprivation can affect essential cellular processes, inducing a non-replicating state, thus reduc-
ing synthesis of cell wall components [50]. Although these very interesting results were found,
our data analysis does not support the currently described regulation of ideR and whiB7. Sig-
nificant differential expression for ideR in high iron conditions was not detected, which is in
conflict with reports describing its up-regulation under these conditions (Fig 6) [51, 52]. On
the other hand, for whiB7 in low iron conditions, a strong up-regulation after 6 h of exposure
has been previously described, a condition for which we do not have comparable data [53, 54]. However, after one week of exposure to low iron, we found that whiB7 was significantly down-
regulated (Fig 6). Comparing results obtained when cells were grown in hypoxia with the first 4 days after
reaeration [55], lppX, pks1, pks15, fadD22, Rv2949c and fadD29 were found to be extremely
significantly down-regulated in hypoxia, with some of the highest log2 fold change values seen
across all assays. 3.3 Differential expression analyses The comparisons between growth stages and carbon sources [49] indicated that, for both
glycerol and pyruvate, lppX, pks1, pks15 and fadD29, are down-regulated in the stationary
phase, when compared with the exponential phase. In the cells grown in long chain fatty acids,
only pks1 and fadD29 display extremely significant down-regulation in the stationary phase,
while lppX and pks15 also present significant fold changes (p-values are shown in S4 Table). By
contrast, when bacteria were grown in dextrose, the complete set of our genes of interest was
extremely significantly down-regulated in stationary phase, except for Rv2949c and fadD29
that presented lower levels of significance for down-regulation (Fig 6). Since we focused on
genes that are part of the biosynthetic pathway of PGL, the significant down-regulation
observed when the cultures entered stationary phase may be explained by the fact that synthe-
sis of cell wall components is reduced at this time point. Comparing dextrose, the standard car-
bon source used for in vitro growth, with long chain fatty acids mimicking the triacylglycerols
available in human cells [49], we could only identify significant up-regulation of fadD29 dur-
ing the exponential phase, and of pks15 and fadD22 in the stationary phase, for cell growth in
long chain fatty acids. In the iron exposure assays, it was possible to observe that, after 1 day of growth under low
iron concentration, only lppX, Rv2949c and fadD29 were significantly differentially expressed, PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 11 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 12 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 Fig 6. Differential gene expression represented in log2 fold change. Fold changes on the expression levels of genes previously
described to be associated with the specific growth condition, along with our genes of interest, are identified by black outline. Blank
squares represent non-significant fold-changes. 3.3 Differential expression analyses Abbreviations: C–Control condition; PBS–Mtb H37Rv grown with PBS; P-dep–Mtb
H37Rv grown in phosphate depletion; INH4—Mtb H37Rv grown with INH for 4h; INH24—Mtb H37Rv grown with INH for 24h;
STR4—Mtb H37Rv grown with STR for 4h; STR24—Mtb H37Rv grown with STR for 24h; EMB4—Mtb H37Rv grown with EMB for
4h; EMB24—Mtb H37Rv grown with EMB for 24h; RIF4—Mtb H37Rv grown with RIF for 4h; RIF24—Mtb H37Rv grown with RIF
for 24h; Gly-pH 7—Mtb CDC1551 grown in glycerol at pH 7; Gly-pH 5.7—Mtb CDC1551 grown in glycerol at pH 5.7; Pyr-pH 7—
Mtb CDC1551 grown in pyruvate at pH 7; Pyr-pH 5.7—Mtb CDC1551 grown in pyruvate at pH 5.7; HI—Mtb H37Rv—grown in
high iron concentration; LI-1day–Mtb H37Rv grown in low iron concentration for 1 day; LI-1week- Mtb H37Rv grown in low iron
concentration for 1 week; Hyp—Mtb H37Rv grown in hypoxia; (1–4) day—Mtb H37Rv (1–4) day(s) after reaeration; FS—Mtb
H37Rv grown in long fatty acids at stationary phase; FE—Mtb H37Rv grown in long fatty acids at exponential phase; DS–Mtb H37Rv
grown in dextrose at stationary phase; DE—Mtb H37Rv grown in dextrose at exponential phase; ED—Mtb H37Rv in early dormancy
phase; MD–Mtb H37Rv in medium dormancy phase; LD—Mtb H37Rv in late dormancy phase. https://doi.org/10.1371/journal.pone.0229700.g006 while after 1 week of exposure, the six genes were extremely significantly down-regulated
when compared to the culture grown in 0.4% glucose alone. These results are also supported
by the direct comparison between the two cultures exposed to low iron concentration for dif-
ferent periods of time, which show extremely significant up-regulation in the culture exposed
for 1 day. Similar to the results from low iron concentration, exposure to high iron concentra-
tion also showed that lppX, fadD22, Rv2949c and fadD29 were extremely significantly down-
regulated and pks1 was significantly down-regulated (Fig 6). We noted that our selected set of
genes was highly down-regulated under low iron concentrations, which could be related with
the fact that iron takes part in several biological processes inside the cell, being required for
cytochromes and other hemoproteins involved in oxygen metabolism. That means that iron
deprivation can affect essential cellular processes, inducing a non-replicating state, thus reduc-
ing synthesis of cell wall components [50]. Although these very interesting results were found,
our data analysis does not support the currently described regulation of ideR and whiB7. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 3.3 Differential expression analyses Also, lppX and pks1 were found to be down-regulated with extremely signifi-
cant differences from the first to the third and fourth days (Fig 6). Hypoxia induces many
changes in mycobacteria. Both in microaerophilic and anaerobic cultures, Mtb is known to
develop a thickened cell wall which may be important for adaptation to low oxygen conditions
[56]. However, our selected set of genes was found to be extremely down-regulated under hyp-
oxia, agreeing with previously published data [56], and suggesting that maybe the reported cell
wall thickening does involve PGL production. On the contrary, some regulatory genes, such as
members of the DosT regulon (namely devR, devS and dosT) were shown to be highly up-regu-
lated in hypoxic conditions (Fig 6), which is also supported by previous studies [56–58]. In the publicly available experimental data used in our analyses, dormancy was induced by
growing Mtb in K+-deficient medium and, after 14–15 days of culture, adding rifampicin
(5 μg/ml) to eliminate dividing bacteria [59]. By comparing cells grown to three different states
of dormancy with a culture grown to log phase in standard in vitro growth conditions, we
obtained the highest fold changes across all assays. That comparison showed extremely signifi-
cant down-regulation for all genes from our defined set in dormancy conditions. When PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 13 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 comparing between states of dormancy, it was possible to see that pks1 and pks15 were
extremely significantly down-regulated in early dormancy when compared with mid-stage
dormancy. Also, for all genes surveyed, extremely significant fold changes were found between
medium and late dormancy (Fig 6). While in dormancy, mycobacteria enter a state of low met-
abolic activity with alteration of gene regulation in order to accumulate triacylglycerols, loss of
acid-fastness and a slower growth rate. These observations explain why our selected genes of
interest showed a strong down-regulation under dormancy. In agreement with previous
reports, and similarly to what happens under hypoxic conditions, devR, devS and dosT (mem-
bers of the DosT regulon) were shown to be highly up-regulated during dormancy conditions
(Fig 6) [56, 57, 60]. We analysed data from drug-induced stress assays that were performed by growing Mtb
under exposure to 0.5 μg/ml of INH, 0.5 μg/ml of STR, 1 μg/ml of EMB, and 0.25 μg/ml of
RIF, separately [61]. 3.3 Differential expression analyses For each drug, two time-points, 4h and 24h, were compared with refer-
ence to the control (no drug). Under exposure to INH, lppX, pks1, pks15, fadD22, Rv2949c and
fadD29 were significantly up-regulated at both 4h and 24h. Concerning target genes for INH
exposure, inhA, fabG1, kasA and ahpC were up-regulated at both 4h and 24h; on the contrary,
oxyR’ was found to be significantly down-regulated only at 4h of exposure. For katG and
embB, the data showed significant but slight up-regulation (Fig 6). Concerning STR exposure,
all genes under analysis were found to be up-regulated at both 4h and 24h (lppX, pks1, pks15,
fadD22, Rv2949c and fadD29), by comparison with rpsL, rrs and gid, which showed significant
differential expression but with small fold changes (Fig 6). When cells were exposed to EMB,
lppX, pks1, pks15, fadD22, Rv2949c and fadD29 were significantly up-regulated at both 4h and
24h. The genes embA, embB and embC were also significantly up-regulated in the cultures
exposed to EMB, which agrees with previous published data and validates our findings (Fig 6)
[61]. The exposure to RIF leads to the up-regulation of the selected panel of genes, with signifi-
cant fold changes at both 4h and 24h, with more pronounced fold changes after 24h of expo-
sure (Fig 6). For M. bovis BCG, data from starvation assays were collected after 4, 10 and 20 days and
after reintroduction of nutrients [62]. For the first three conditions, all genes of interest were
up-regulated [lppX (p-value = 1.5462x10-42; p-value = 1.5347x10-17; p-value = 3.4984x10-18),
pks15/1 (p-value = 3.2164x10-30; p-value = 1.3595x10-8; p-value = 5.5910x10-8), Mb2973c (p-
value = 3.7632x10-12; p-value = 8.8716x10-5; p-value = 6.1298x10-10) and fadD29 (p-value =
2.6748x10-5; p-value = 0.0107; p-value = 3.3421x10-7)] when compared to the control. The dif-
ferential expression of genes reported to play a regulatory role under starvation conditions in
Mtb, such as Mb3614c (p-value = 2.7774x10-5), Mb2076 (p-value = 0.0034), relA (p-value =
0.0127), prrA (p-value = 0.0125), senX3 (p-value = 5.9579x10-5) and regX3 (p-value =
7.6639x10-12), was also evaluated, whereby after 20 days of starvation up-regulation of these
genes was noted (Fig 7). In the assays involving the introduction of vitamin B [63], no differen-
tial expression was evidenced. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 4 Concluding remarks Also, pks1 and pks15 both seem to be positively regulated by sigK and
negatively regulated by sigE, based on algorithmic predictions [26]. By clustering the expression data from more than 100 RNA-seq datasets for Mtb, in a robust
set of 40 growth conditions, it was possible to correlate pks1 expression with that of fadD22
and pks6. With a closer analysis, focused on the correlation coefficient values, we were able to
confirm that all genes thought to belong to the putative polycistronic structure present similar
expression profiles. Correlations between these genes were shown to be above 0.70, except for
pks15. Also, we found that the pks1 correlation coefficient values were above 0.80 with pks6
and pks12. As noted, pks15 did not show such high correlation values, although this is mostly
due to the presence of several null RPKM values and not to the dissimilarity of the expression
profile, since the reads mapped to pks1 in strains without the pks1/15 frameshift (e.g. BCG). In
this integrative analysis, it was also possible to link genes encoding σ factors with the selected
genes of interest; e.g. we found a correlation coefficient of 0.8 between sigK and lppX. While
these results must be treated with caution, since σ gene expression may not reflect effective fac-
tor activity, they offer new insights into the potential function of sigma factors whose func-
tional role remains unclear, such as SigK. As referred to previously, mycobacteria are subjected to several stress conditions while
inside macrophages. By analysing the differential expression of lppX, pks1, pks15, fadD22,
Rv2949c and fadD29, it was possible to define under which conditions these genes are posi-
tively or negatively regulated. We analysed expression levels of strains grown under a diverse
set of conditions, namely pH, carbon source, hypoxia and phosphate depletion for Mtb
CDC1551, growth phase, exposure to limiting or excessive iron concentration, hypoxia, dor-
mancy, and antibiotic exposure for Mtb H37Rv. This analysis revealed that our selected genes
of interest are up-regulated at acidic pH (in Mtb CDC1551) and antibiotic exposure and
down-regulated at stationary phase (in Mtb CDC1551), under hypoxia and dormancy, and at
both low and high iron concentrations. The combination of two sets of data, i.e. clustering of
genes by expression data and differential expression analysis, suggests that fadD29 may be set
apart from the other genes in the set. 4 Concluding remarks Mtb virulence is related to its ability to survive inside macrophages. During infection, macro-
phages engulf bacilli, constituting a hostile intracellular environment for bacterial replication. Yet Mtb can overcome these macrophage defences in a coordinated and complex process,
allowing intracellular growth and persistence. Recent models of persistence inside the host
point to bacterial subpopulations in a latent state that maintain their ability to reactivate upon
host immunosuppression [17, 64, 65]. PGL is an important Mtb virulence factor and its pro-
duction involves several PKS, such as pks1 and pks15, which have been shown to have a critical PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 14 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 al.pone.0229700
May 7, 2020 g/10.1371/journal.pone.0229700
May 7, 2020 15 / 22 PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 PLOS ONE Revisiting the RNA signature of pks15/1 Fig 7. Differential gene expression represented in log2 fold change. Blank squares represent non-significant fold-
changes. C–Control condition; Starv4day–Mb grown under starvation for 4 days; Starv10day–Mb grown under
starvation for 10 days; and Starv20day–Mb grown under starvation for 20 days. https://doi.org/10.1371/journal.pone.0229700.g007 Fig 7. Differential gene expression represented in log2 fold change. Blank squares represent non-significant fold-
changes. C–Control condition; Starv4day–Mb grown under starvation for 4 days; Starv10day–Mb grown under
starvation for 10 days; and Starv20day–Mb grown under starvation for 20 days. https://doi.org/10.1371/journal.pone.0229700.g007 role in PGL biosynthesis, since the presence of a frameshift mutation that disrupts the pks15/1
CDS was associated with the lack of PGL production in Mtb [13]. Also, it is known that the ref-
erence strain for pathogenic mycobacteria, Mtb H37Rv, as well as the common Mtb CDC1551
strain, also contain this frameshift mutation, while other Mtb strains circulating across the
world contain an intact pks1/15 locus. Inferring the regulatory pattern of pks1 and pks15, using
a genome-wide approach by analysis of RNA-seq data, could unveil the regulatory patterns
controlling phenolphtiocerol and phenolglycolipid production in pathogenic mycobacteria
and, indirectly, shed light on the downstream processes in which these molecules participate. The analysis of expression data gathered from publicly available sources suggested that the
target genes selected for this work, pks1 and pks15, may be transcribed as a polycistronic unit
composed by three to six genes located both upstream of pks15 and downstream of pks1. All
these gene products, except FadD29’, take part in the biosynthetic pathway of the phenolphtio-
cerol moiety of PGL. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 4 Concluding remarks Also, in one of the conditions, fadD29 expression seemed
to diverge from that of lppX, pks1, pks15 and Rv2949c, and in another, both Rv2949c and
fadD29 expression profiles diverge from pks1 and pks15. Using differential expression analysis,
we were also able to confirm that sigK shares the expression profile with the selected genes of
interest in 88% of the exploited conditions with significant fold-changes; almost the same PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 16 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 Fig 8. Schematic representation of the proposed polycistronic structure model. The pks1, pks15 and fadD22 genes are represented with putative regulation from σD
(positive), and σB and σE (negative). htt
//d i
/10 1371/j
l
0229700 008 e proposed polycistronic structure model. The pks1, pks15 and fadD22 genes are represented with putative regulation from σ Fig 8. Schematic representation of the proposed polycistronic structure model. The pks1, pks15 and fadD22
(positive), and σB and σE (negative). Fig 8. Schematic representation of the proposed polycistronic structure model. The pks1, pks15 and fadD22 genes are represented with putative regulation from σD
(positive), and σB and σE (negative). https://doi.org/10.1371/journal.pone.0229700.g008 https://doi.org/10.1371/journal.pone.0229700.g008 percentage is also verified for sigJ. On the contrary, sigE presents approximately 90% of expres-
sion profile dissimilarity with the selected panel of genes in the conditions under analysis, with
significant fold-changes, as well as sigB. While for Mtb we were able to gather a robust set of data from previous studies, for M. bovis BCG it was only possible to collect data from seven growth conditions, of which three
represent regular in vitro growth, three represent growth under starvation at three time-points,
and one represents the addition of vitamin B. This smaller data set led to a lower number of
clusters. Interestingly, the members of the putative polycistronic structure, except for lppX,
cluster in the same group. This analysis is in full agreement with the one performed for Mtb as
most genes of interest are contained in the same cluster. Also, expression values of pks1 appear
to be similar in control assays performed in Mb and in Mtb H37Rv for which relative gene
expression has a correlation of 0.78, indicating that although PGL production may be abol-
ished in Mtb H37Rv, the pks1 transcript is similarly expressed in both Mtb H37Rv and BCG,
suggesting a secondary role for this transcript. PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 4 Concluding remarks Building on the information from previously published reports and the transcriptome data
we retrieved, compiled and analysed here, we propose a regulatory model for pks1 and pks15. In this model, we use a conservative approach selecting genes coherently sharing expression
patterns and exhibiting functional similarity when considering a polycistronic structure
model. For this model, we selected a set of four genes, pks1, pks15, fadD22 and Rv2949c, that
fulfil the criteria stated above. Based on differential expression analysis, we also selected a set
of three σ factors (σD, and σB and σE) that seem to be involved in the regulation of pks1, pks15
and fadD22 expression (Fig 8). Both σK and σE were previously computationally predicted to
regulate the genes belonging to this polycistronic structure according to mRNA-based expres-
sion levels [66], which is coherent with the expression data analyses reported herein. However,
σD and σB exhibited similar expression patterns and thus are also included in our proposed
model. The genes encoding factors σD and σK were shown to be down-regulated under hyp-
oxia and dormancy, as well as in stationary phase. On the contrary, the genes encoding σB and PLOS ONE | https://doi.org/10.1371/journal.pone.0229700
May 7, 2020 17 / 22 PLOS ONE Revisiting the RNA signature of pks15/1 σE factors were up-regulated under the same conditions, with sigB being previously shown to
be up-regulated under hypoxia [18]. While σD and σK, that appear to positively regulate the
selected genes of interest, belong to the lower level of σ factors regulation, the σB and σE factors,
which putatively regulate in a negative way the selected genes of interest, belong to a hierar-
chically upper level of regulation. Also supporting the hypothesis that this putative polycis-
tronic structure is regulated by σB and σD are some studies analysing the expression profile of
knock-out mutants for those sigma factors. For σB it was reported by Lee and coworkers
(2008) that genes encoding for proteins involved in cell wall processes are highly upregulated
in complementation mutants, which is in contrast with our data analyses [67]. On the other
hand, a ΔsigD mutant showed reduced expression of genes involved in the synthesis of phos-
pholipids and fatty acids [68]. Author Contributions Writing – original draft: Beatriz Ramos, Mo´nica V. Cunha. Writing – review & editing: Stephen V. Gordon. Writing – review & editing: Stephen V. Gordon. 4 Concluding remarks Even though our data analyses suggests that σK is a regulator of
this set of genes, previous analyses of an Mtb ΔsigK mutant reported no differential expression
of our genes of interest [69], leading us to exclude this sigma factor as a hypothetical regulator
in our model. Further experimental validation of our findings and proposed regulatory model could be
achieved via ‘classical’ experiments such as Northern blots, construction of pks1 and pks15
knock-out mutants, and transcriptional fusions with reporter genes of the upstream regions of
the constituent genes in this putative polycistronic unit in order to unveil the exact location
and activity of the promoter. Analysis of pks1 and pks15 expression in mutant strains of their
putative regulators under several growth conditions would further serve to validate the global
networks that exert effects on pks1 and pks15 activities, genes that play a crucial role in PGL
production and thus act at the interface of host-pathogen interaction. Supporting information
S1 Table. (XLSX)
S2 Table. (XLSX)
S3 Table. (XLSX)
S4 Table. (XLSX) 2.
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References References
1. Vincent et al.: Adverse events in British hospitals. BMJ 2001, 322:517-519. 1. Vincent et al.: Adverse events in British hospitals. BMJ 2001, 322:517-519. p
p
Results We assessed 129 prescriptions in the fi rst round, and 111 after
intervention, demonstrating a 70% improvement in safe prescribing. Only 24% of prescriptions initially fulfi lled best practice criteria,
improving to 94% afterwards. We also reduced the number of infusions
running without prescription, 7 (6%) versus 24 (19%). See Figures 1 and 2. Conclusion Our audit supports the need for standardised prescribing
practices within critical care, especially when dealing with potentially
harmful vasoactive/sedative drugs. With a small, cost-eff ective
intervention (£20 for 6,200 stickers), we improved prescribing accuracy,
and thus patient safety in intensive care. 2. Building a Safer NHS for Patients: Improving Medication Safety
[http://webarchive.nationalarchives.gov.uk/+/www.dh.gov.uk/en/
Publicationsandstatistics/Publications/PublicationsPolicyAndGuidance/
DH_4071443] 3. Safe Prescribing [http://www.medicalprotection.org/uk/england-factsheets/
safe-prescribing] 3. Safe Prescribing [http://www.medicalprotection.org/uk/england-factsheets/
safe-prescribing] P2
The Limpet controlled drug cabinet alarm and camera
M Mariyaselvam, D Pearson, P Moondi, P Young
Queen Elizabeth Hospital NHS Trust, Kings Lynn, UK
Critical Care 2014, 18(Suppl 1):P2 (doi: 10.1186/cc13192) P2
The Limpet controlled drug cabinet alarm and camera
M Mariyaselvam, D Pearson, P Moondi, P Young
Queen Elizabeth Hospital NHS Trust, Kings Lynn, UK
Critical Care 2014, 18(Suppl 1):P2 (doi: 10.1186/cc13192) © 2010 BioMed Central Ltd
Figure 1 (abstract P1). Accuracy of prescriptions before intervention. © 2014 BioMed Central Ltd Figure 1 (abstract P1). Accuracy of prescriptions before intervention. Introduction The theft and tampering of controlled drugs (CDs) remains
a prevalent patient safety issue. Sadly there are numerous reports of
critical care staff stealing CDs for personal use or fi nancial gain and
notably there have been some cases where CDs have been substituted
for other medications in order to delay detection of the theft. This
creates both the hazard of medication errors and potentially exposes
patients to opioid intoxicated healthcare workers. As most critical care
staff have access to CDs, when drugs are found to be missing it can be
diffi cult to identify the perpetrators. Therefore the implementation of a
deterrent which also improves the methods of detection is warranted. Methods The Limpet, a device which incorporates a proximity sensor
and a camera unit, was installed within the CD cupboard of the
critical care unit. Whenever the cupboard was accessed the date and
time were recorded and a photograph was taken to identify the staff
member. MEETING ABSTRACTS MEETING ABSTRACTS Minimising prescribing errors in the ICU
DJ M li
S S h DJ Melia, S Saha Introduction We aimed to audit the prescribing practice on a busy
14-bedd general ICU, and develop standardised practices and tools
to improve safety. Prescribing errors occur as commonly as in 10% of
UK hospital admissions, costing 8.5 extra bed days per admission, and
costing the National Health Service an estimated £1 billion per annum
[1]. The majority of these mistakes are avoidable [2]. Methods We audited the daily infusion charts of all patients in
three separate spot checks, over 1 week. We assessed all aspects of
prescriptions that make them legal and valid, in accordance with
national guidance [3]. New procedures were introduced, which
included a standardised prescription sticker, with common, pre-
printed, infusion prescriptions on (noradrenaline, propofol, and so
forth), and education on using the new prescription stickers. A month
later the audit process was repeated.i 34th International Symposium on Intensive Care
and Emergency Medicine Brussels, Belgium, 18-21 March 2014 Publication of this supplement has been supported by ISICEM. Figure 2 (abstract P1). Accuracy of prescriptions after intervention. P1
Minimising prescribing errors in the ICU
DJ Melia, S Saha
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P1 (doi: 10.1186/cc13191) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Improvement in the identifi cation and management of inadvertent
hypothermia in the critically ill: an audit cycle Improvement in the identifi cation and management of inadvertent
hypothermia in the critically ill: an audit cycle
J Barnes, R Darke, A Irving, S Wright
Freeman Hospital, Newcastle upon Tyne, UK
Critical Care 2014, 18(Suppl 1):P4 (doi: 10.1186/cc13194) Improvement in the identifi cation and management of inadvertent
hypothermia in the critically ill: an audit cycle p
Conclusion When CDs are missing it can be extremely stressful for
the staff involved. Those who have access to CDs may feel unfairly
scrutinised and the potential for false accusation exists. Investigating
the theft of CDs is costly and usually involves pharmacists, managers
and the police. Until the issue is resolved, potential suspects are usually
suspended from work, leading to disruptions in patient care. The utility
of the Limpet in modifying staff behaviour by reducing the number of
occasions and the duration of time that open drug cupboards are left
unattended, has previously been demonstrated [1]. By providing the
facility to determine exactly who accessed each CD cupboard at which
time, this initial study has shown the benefi ts of the Limpet as a tool for
detecting theft. Therefore the installation of the Limpet mitigates the
diffi culties of investigating CD theft and is likely to prove an eff ective
deterrent. f Introduction The purpose of this study was to assess our practice in
identifying and managing inadvertent hypothermia and whether
this could be improved by education and introduction of a protocol. Hypothermia is associated with multiple physiological abnormalities
including reduced myocardial contractility, peripheral vasoconstriction,
increased infection risk and impaired coagulation [1]. Inadvertent
hypothermia may therefore be an avoidable risk factor in the critically
ill. The UK National Institute of Clinical Excellence has issued guidance
for avoidance of inadvertent hypothermia (temperature <36°C)
during the perioperative period. We audited our practice against
three standards from these guidelines: all patients should have at
least 4-hourly temperature observations; no patient should become
inadvertently hypothermic; and all inadvertently hypothermic patients
should be rewarmed. Reference 1. The Limpet drug cabinet alarm: technology for safer drug stewardship
[abstract and poster presentation]. Presented at International Forum on
Quality and Patient Safety; April 16-19 2013; London. 1. The Limpet drug cabinet alarm: technology for safer drug stewardship
[abstract and poster presentation]. Presented at International Forum on
Quality and Patient Safety; April 16-19 2013; London. Methods Data were collected prospectively. Body temperature was
recorded routinely by nursing staff using a tympanic thermometer. Improvement in the identifi cation and management of inadvertent
hypothermia in the critically ill: an audit cycle We
noted any occasion where the body temperature dropped below 36°C
along with any associated interventions – such as the use of additional
bed sheets or a forced air warming device. After the fi rst audit period
a simple education programme was delivered. We also introduced
a departmental protocol for the prevention and management of
inadvertent hypothermia. Six months later we re-audited our practice. Results Data were collected from 130 patients (2,931 patient-hours)
in the fi rst audit period and from 87 patients (2,070 patient-hours)
in the second audit period. In the fi rst period 29% of patients had at
least 4-hourly temperature measurements compared with 40% in the
second period (P <0.01). The average number of overdue temperature
observations per day was 1.4 in the fi rst period and 0.9 in the second
(P <0.01). Twenty-four per cent of patients became hypothermic in the
fi rst period compared with 22% in the second (P = 0.07); however, the
time these patients remained hypothermic reduced from an average
of 7.9 hours to 6.1 hours (P <0.01). An intervention was made and
documented in 15% of cases in the fi rst period and 46% in the second
(P <0.001). P3
Role of pharmacist in multidisciplinary pediatric intensive care
rounds: a retrospective descriptive study
S Tripathi, K Graner, K Fryer, G Arteaga
Mayo Clinic, Rochester, MN, USA
Critical Care 2014, 18(Suppl 1):P3 (doi: 10.1186/cc13193) p
p
S Tripathi, K Graner, K Fryer, G Arteaga Introduction Multidisciplinary rounding practices in the ICU have now
become the standard of care in most institutions. Few objective data are
available, however, on the value each individual member of the team
brings to the patient care. In our institution, pediatric pharmacists have
been an integral part of the PICU rounds since 2002, although their role
has evolved over the course of years. This study was undertaken with
the primary aim of identifying the impact of pharmacist involvement in
PICU rounds, with respect to changes in therapy. Conclusion We saw some improvement following an education
programme and introduction of a clinical protocol although there
remains room for further improvement. y
Methods Since January 2003, pharmacists have recorded their clinical
interventions and outcomes of those interventions in an institutionally
developed Pharmaceutical Care database (P-Care). P5 P5
Incidence of adverse events in a Brazilian coronary ICU
VF Paula1, CE Bosso1, OA Souza2, GE Valerio2, SV Ferreira2
1Instituto do Coração de Presidente Prudente, Brazil; 2UNOESTE – Universidade
do Oeste Paulista, Presidente Prudente, Brazil
Critical Care 2014, 18(Suppl 1):P5 (doi: 10.1186/cc13195) Incidence of adverse events in a Brazilian coronary ICU
VF Paula1, CE Bosso1, OA Souza2, GE Valerio2, SV Ferreira2
1Instituto do Coração de Presidente Prudente, Brazil; 2UNOESTE – Universidade
do Oeste Paulista, Presidente Prudente, Brazil
Critical Care 2014, 18(Suppl 1):P5 (doi: 10.1186/cc13195) p
y
y
Results From 1 January 2003 through 31 December 2012 pharmacists
made 24,207 clinical interventions in the PICU and 19,252 of those
interventions resulted in changes in medication therapy or therapy
monitoring. Interventions that were accepted by the team involved
10,361 (53.8%) drug dosing regimen changes, 292 (1.5%) drug
interactions or incompatibility, 969 (5%) drug monitoring suggestions,
1,665 (8.7%) drug routes/methods of administration, 3,895 (20.2%) drug
selections, and 2,070 (10.8%) medication profi le/order clarifi cations. As
the pharmacist role on the PICU multidisciplinary rounds has evolved,
the number of interventions has increased from 1,643 in 2003 to 3,799
in 2012. Of the 19,252 interventions that were implemented, 304 were
deemed to be of potentially life-threatening consequences, 10,767 had
a moderate impact, and 8,181 had minimal impact on patient outcome. Conclusion To our knowledge this is the largest reported data on
pharmacist’s involvement in pediatric intensive care. This can serve
as background knowledge on implementing measures on novel
methodologies to integrate pharmacists in intensive care practice. Critical Care 2014, 18(Suppl 1):P5 (doi: 10.1186/cc13195) Introduction Security policies for the patient are an interest to any
health professional. The rates of adverse events in hospitals reach
values ranging between 3.7 and 16.6%, being the highest range (40
to 70%) considered preventable or avoidable [1]. The objective of this
study is to analyze the incidence of adverse events and their severity in
a Brazilian coronary ICU (CICU). Methods Research conducted from database analysis regarding
hospitalizations from 1 May 2012 until 31 October 2013 in a coronary
care unit of the city of Presidente Prudente, Brazil. Statistical analysis
was performed using EPI INFO, version 3.5.2 software, which was
considered signifi cant at P <0.05 two-tailed and CIs at 95% (CI) were
used for the odds ratios (OR) estimated in the sample. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results Mock thefts were successfully accomplished on six occasions
over a 4-week period. On each occasion the Limpet photographed the
‘thief’ and recorded the date and time of access. Therefore, in the event
of a real theft it would be possible to quickly and easily indentify the
culprit. Improvement in the identifi cation and management of inadvertent
hypothermia in the critically ill: an audit cycle An intervention is
defi ned as any recommendation the pharmacist makes to the patient
care team regarding a change in the patient management or medication
therapy. P-Care is designed to assist the pharmacist to optimize
medication therapy, identify medication-related problems, decrease
medication costs, improve pharmacist effi ciency and document
pharmacist workload. Data concerning pharmacists’ interventions
were extracted from the P-Care database in yearly increments via a
reporting functionality that is available in the P-Care system. This study
was exempted for review by the Mayo Clinic IRB. Reference 1. Andrzejowski et al.: Br J Anaesth 2008, 101:627-631. 1. Andrzejowski et al.: Br J Anaesth 2008, 101:627-631. References Mock thefts were subsequently undertaken by a designated
staff member at random times. This allowed testing of the product to
determine the number of times the ‘thief’ was correctly identifi ed. © 2010 BioMed Central Ltd © 2014 BioMed Central Ltd © 2014 BioMed Central Ltd S2 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 1.
Marra AR, et al.: Am J Infect Control 2009, 37:619-625. Organisational changes in service provision outside critical care
impact on referral patterns A Tridente1, L Cecchini2, S Lobaz3, A Chick3, S Keep3, S Furmanova4,
D Bryden3fi A Tridente1, L Cecchini2, S Lobaz3, A Chick3, S Keep3, S Furmanova4,
D Bryden3fi Conclusion Post intervention, a statistically signifi cant improvement
in overall bundle compliance was found. Thereby highlighting that
through engaging all members of the multidisciplinary team in
identifying barriers to noncompliance and delivering education,
it is possible to improve compliance. While total compliance was
suboptimal as the target was 95%, the bundle redesign has given a
tool that records compliance with greater clarity due to the presence
of clearly defi ned exclusion criteria. It has also been a signifi cant step
in the right direction to improving the reliability of care delivered to
patient and reinforces the concept that quality improvement is a
continuous cycle. 1St Helens and Knowsley, Liverpool, UK; 2SMH, Manchester, UK; 3STH, Sheffi eld,
UK; 4UHW, Cardiff , UK 1St Helens and Knowsley, Liverpool, UK; 2SMH, Manchester, UK; 3STH, Sheffi eld,
UK; 4UHW, Cardiff , UK f
Critical Care 2014, 18(Suppl 1):P8 (doi: 10.1186/cc13198) f
Critical Care 2014, 18(Suppl 1):P8 (doi: 10.1186/cc13198) Introduction Demand for critical care (CC) resources is constantly
increasing in the face of limited availability. Guidance for triage
exists but may no longer refl ect current practice [1,2]. We previously
identifi ed
nonmedical
and
medical
factors
(comorbidities,
physiological derangement and functional status) as predicting
likelihood of admission of referred patients to CC [3-5]. Reduction in
UK doctors’ working hours and numbers has resulted in new ways of
multidisciplinary teams working the hospital at night (H@N), which
may have an impact on CC referral. We aimed to establish any eff ect of Introduction Demand for critical care (CC) resources is constantly
increasing in the face of limited availability. Guidance for triage
exists but may no longer refl ect current practice [1,2]. We previously
identifi ed
nonmedical
and
medical
factors
(comorbidities,
physiological derangement and functional status) as predicting
likelihood of admission of referred patients to CC [3-5]. Reduction in
UK doctors’ working hours and numbers has resulted in new ways of
multidisciplinary teams working the hospital at night (H@N), which
may have an impact on CC referral. We aimed to establish any eff ect of 1.
Foster AJ, et al.: Adverse events among medical patients after discharge
from hospital. CMAJ 2004, 170:345-349. Compliance of a ventilator-associated pneumonia care bundle in an
adult intensive care setting
G Wigmore, R Sethuraman
The Princess Alexandra Hospital NHS Trust, Harlow, UK
Critical Care 2014, 18(Suppl 1):P6 (doi: 10.1186/cc13196) Compliance of a ventilator-associated pneumonia care bundle in an
adult intensive care setting
G Wigmore, R Sethuraman
The Princess Alexandra Hospital NHS Trust, Harlow, UK
Critical Care 2014, 18(Suppl 1):P6 (doi: 10.1186/cc13196) Introduction Ventilator-associated pneumonia (VAP) is the leading
cause of death amongst hospital-acquired infections and is also
linked to an increased length of stay and cost of care. The Institute for
Healthcare Improvement ventilator bundle is comprised of a series of
interventions, which, when implemented together, have been shown
to decrease the incidence of VAP. The aim of this study was to determine
the compliance of the bundle and if <95% [1] devise strategies to
improve compliance. Conclusion Acutely unwell patients require the expertise of the most
senior clinicians regarding further management, including planning
for end-of-life care. Our audit demonstrated poor adherence to
NCEPOD [1] and Department of Health [2] recommendations. The
majority of referrals to critical care were made by nonconsultants and
for patients who had not been reviewed by a team consultant, prior to
referral. The workload in critical care demonstrated that almost one-
half of the referrals happen out of hours. These fi ndings have resulted
in signifi cant changes to working practice, including the presence of an
onsite consultant intensivist for a minimum of 13 hours daily. References p
p
Methods A retrospective review of the compliance of an existing VAP
bundle was conducted for all adult patients ventilated in the ICU of
a large district general hospital in 2011. The bundle comprised four
elements: head up 30°, peptic ulcer prophylaxis, deep vein thrombosis
(DVT) prophylaxis and sedation hold. The bundle was considered
compliant if all four were performed. The fi ndings of the audit were
presented to the department and, through subsequent discussions,
barriers to noncompliance were identifi ed. Following a period of
education, a revised and updated bundle was implemented. A repeat
audit covering 3 months was subsequently conducted. P5 Demographics
(gender and average age) and aspects related to adverse events were
analyzed, the latter being under the impact and probability of death. S3 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results A total of 1,067 admissions were analyzed in the period, with
57.38% male and 42.63% female. The average age was 67.7 ± 13.2 years. The average CICU length of stay was 3.74 ± 5.51 days. A total of 211
adverse events occurring in 140 diff erent admissions were recorded. The most frequent were drug administration errors (24.3%), pressure
ulcer (24.3%), phlebitis (22.1%), loss of enteric tube (13.6%) and central
venous cannulation accident (7.1%). The statistical analysis shows that
hospitalization time longer than 2 days are related to the occurrence of
the events (OR: 8.08 CI: 4.95 to 13.2) and that the presence of the fi rst
occurrence is signifi cant to increase the probability of death in the unit
(OR = 5.33, CI: 3.49 to 8.12). Pressure ulcer (OR = 16.73, CI: 8.04 to 34.81),
enteral tube loss (OR 3.64, CI: 1.36 to 9.75) and drug administration
errors (OR = 2.87, CI: 1.31 to 6.31) were also related to higher mortality. Conclusion The research draws attention to a signifi cant incidence of
adverse events and shows that their occurrence implies an increase of
death in the unit. Therefore, security measures should be employed
for the reduction, and thus enhance the quality of service provided by
health professionals to patients admitted to a coronary care unit. Reference References 1. An Acute Problem? Report of the National Confi dential Enquiry into Patient
Outcome and Death. London: National Confi dential Enquiry into Patient
Outcome and Death; 2005. [http://www.ncepod.org.uk/2005report/] 1. An Acute Problem? Report of the National Confi dential Enquiry into Patient
Outcome and Death. London: National Confi dential Enquiry into Patient
Outcome and Death; 2005. [http://www.ncepod.org.uk/2005report/]
2. Guidelines on Admission to and Discharge from Intensive Care and High
Dependency Units. London: Department of Health; 1996. Outcome and Death. London: National Confi dential Enquiry into Patient
Outcome and Death; 2005. [http://www.ncepod.org.uk/2005report/]
2. Guidelines on Admission to and Discharge from Intensive Care and High
Dependency Units. London: Department of Health; 1996. p
p
g
p
2. Guidelines on Admission to and Discharge from Intensive Care and High
Dependency Units. London: Department of Health; 1996. 2. Guidelines on Admission to and Discharge from Intensive Care and High
Dependency Units. London: Department of Health; 1996. Results Pre-intervention, overall compliance of the bundle stood at
32% and subsequently increased to 63% post intervention (P <0.05). Compliance at the level of individual elements varied: head up 30°,
94%; ulcer prophylaxis, 91%; DVT prophylaxis, 85%; sedation hold,
37%. Post intervention, a statistically signifi cant increase in compliance
with regard to sedation hold was observed; 72% (P <0.05). The other
individual elements did not show a statistical change. However, the
new elements that were introduced demonstrated high levels of
compliance; cuff pressure 20 to 30 cm H2O 83% and oral hygiene with
chlorhexidine 90%. Referrals to a critical care unit: compliance with the NCEPOD
recommendations G Wigmore1, M Campbell2, P Walker2, K Raveendran2
1The Princess Alexandra Hospital NHS Trust, Harlow, UK; 2Barking Havering
and Redbridge University Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P7 (doi: 10.1186/cc13197) G Wigmore1, M Campbell2, P Walker2, K Raveendran2
1The Princess Alexandra Hospital NHS Trust, Harlow, UK; 2Barking Havering
and Redbridge University Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P7 (doi: 10.1186/cc13197) Introduction The report of the National Confi dential Enquiry
into Patient Outcome and Death (NCEPOD) 2005 [1] provides
recommendations to reduce morbidity and mortality among acutely
ill patients. It highlights the importance for involvement of consultants
in the referral process, clear physiological monitoring plans for each
patient, and review by a consultant intensivist within 12 hours of
admission to critical care. The objective of the audit was to assess
compliance with these recommendations, ensuring safe management
of acutely unwell patients and appropriate utilisation of scarce critical
care resources. Methods Prospective data on referrals to adult critical care in a 20-
bed unit in a teaching hospital were collected over 8 weeks. Collected
data included: source, time, seniority of doctor referring and receiving
referral, outcome of referral, involvement of team consultant prior to
referral, documented management plan and review by a critical care
consultant within 12 hours of referral. 1. Foster AJ, et al.: Adverse events among medical patients after discharge
from hospital. CMAJ 2004, 170:345-349. 1. Foster AJ, et al.: Adverse events among medical patients after discharge
from hospital. CMAJ 2004, 170:345-349. P6 Results Seventy-three referrals were analysed, the majority of which
were medical. One-half of referrals came out of hours; 24% of referrals
were made by a consultant; 51% were seen by a consultant prior to
referral; 73% of referrals were admitted; likelihood of admission
increased from 63% to 83% if the patient was reviewed by home
consultant prior to referral. In 56% of cases the referral was received
by a foundation doctor (all referrals were discussed with a consultant
intensivist). Among the rejected referrals (maximal ward therapy not
reached), 54% were from a trainee below registrar grade. Twenty-fi ve
per cent of patients were not seen by a consultant intensivist within
12 hours of referral. Demands on a continuing education online-study program for
physicians 1. ACCCM Guidelines for ICU admission, discharge, and triage. Crit Care Med
1999, 27:633-638. y
g
y
Critical Care 2014, 18(Suppl 1):P10 (doi: 10.1186/cc13200) 2. ATS. Fair allocation of intensive care unit resources. Am J Respir Crit Care
Med 1997, 156:1282-1301. Introduction Physicians have an intense and irregular workday life. Thus, they need to use their time for continuing education in the most
effi cient way. This presents a major challenge to suppliers of continuing
study programs. Our online master program Physico-Technical Medicine
(PTM) addresses working physicians who want to acquire knowledge in
the fi elds of biomedical engineering and medical physics [1]. We attach
great importance to the special needs of our participants. Therefore,
we investigated which general conditions are most important for the
working physician regarding qualifying continuing education. 3. Tridente A, Chick A, Keep S, Furmanova S, Webber S, Bryden DC: Factors
aff ecting critical care admission to a UK University Hospital [Poster P508]. Presented at 32nd International Symposium on Intensive Care and Emergency
Medicine; March 19-23 2012; Brussels. 4. Tridente A, Chick A, Keep S, Furmanova S, Webber S, Bryden DC: Functional
status as a predictor of admission to critical care in acutely unwell patients
[Abstract 0424]. Presented at 25th Annual Congress of the European Society of
Intensive Care Medicine; October 13-17 2012; Lisbon. 5. Tridente A, Chick A, Keep S, Furmanova S, Webber S, Bryden DC: Non medical
factors infl uence likelihood of admission to critical care of acutely unwell
patients [Abstract A-570-0025-00363]. Presented at 26th Annual Congress of
the European Society of Intensive Care Medicine; October 5-7 2013; Paris. y
y
Methods The general conditions of our continuing education program
(PTM) were examined on the basis of evaluation questionnaires. Additionally, students were asked in interviews about their demands,
and they could give anonymous feedback on feedback cards.l y
y
Results Flexibility: students appreciated fl exibility regarding time and
environment of their learning activities. This fl exibility enables the
students to use even small time frames or traveling times for learning. Students can choose their preferred time and place for their learning
activities. Security in planning: students have to organize their time
frames for learning besides their daily work, their family life, and
possibly their academic career. Especially phases of attendance should
be planned and communicated as early as possible. 1.
Guttmann J, et al.: Physikalisch-Technische Medizin (PTM) – ein neuer
Master-Online Studiengang für Mediziner. GMS Z Med Ausbild 2011,
28(1):Doc01. Demands on a continuing education online-study program for
physicians Transparency of
structure: participants ask for transparency in terms of the expected
workload and expenditure of time to plan their studies and get
focused. Relation to previous knowledge: learning success is supported
by relating new contents to previous knowledge from the student’s
fi rst medical degree. Mainly clinical examples illustrate abstract topics,
which also helps students to recognize the relevance of the content. Individual support: students need contact persons in terms of learning
organization, technical support, and for questions regarding the course
material. Demand versus supply in intensive care: an ever-growing problem
M Tanaka Gutiez, R Ramaiah
East Kent Hospitals University NHS Foundation Trust, Ashford, UK
Critical Care 2014, 18(Suppl 1):P9 (doi: 10.1186/cc13199) Introduction The demand for intensive care has reached new heights,
where medical advancement and aging populations have increased
the proportion of patients with multi comorbidities. Ideally, bed
occupancy on the ICU should be around 70% whereas beyond 80% has
been associated with increased mortality. William Harvey Hospital is a
district general hospital with nine ICU beds where the ICNARC national
database suggested a consistently high occupancy. The purpose of this
study was to assess bed occupancy and its impact on service delivery. Methods Data were collected between 2005 and 2013 to analyse trends
in ICU bed occupancy, overnight discharges, surgical cancellations, and
nonclinical transfers. Data were gathered from April 2012 to March
2013 using quality indicators (Intensive Care Society): readmissions;
premature discharges; discharges at night; cancelled planned surgery;
and nonclinical transfers. Regression analysis was conducted to assess:
correlation between mortality and eff ects of excess occupancy; and
causality of increasing demand for ICU beds. Conclusion We could show that an extra-occupational continuing
study program for physicians should be adjusted to their special
situation and therefore has to comply with particular requirements. As
such we could identify fi ve main requirements which are continuously
fulfi lled by the online master program PTM and regularly surveyed by
evaluations. P10 P10
Demands on a continuing education online-study program f
physicians
J Seifried, V Titschen, J Guttmann, S Schumann
University Medical Center Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P10 (doi: 10.1186/cc13200) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 (29%), surgical cancellations (90%), and nonclinical transfers (88%). Between 2012 and 2013, the calculated demand for beds was 174. There were 1.8 ICU to 100 hospital beds and 4.5 ICU beds per 100,000
population, which dropped signifi cantly when including regional
specialty services. A persistent gap between ICU bed supply and
demand was associated with increased unfavourable outcomes in all
quality indicators. hospital changes in service provision outside CC on the referral pattern
and admissions. hospital changes in service provision outside CC on the referral pattern
and admissions. Methods Data from prospectively enrolled urgent patient referrals
were analysed comparing two periods: before (period 1: 2011/12) and
after (period 2: 2013) the introduction of H@N. We collected data on
acute physiological parameters, hospital length of stay, demographic
and functional status, dependency and comorbidities. STATA was used
for these preliminary analyses. Conclusion A steady increase in occupancy over the last 8 years was
due to multiple factors, including an increase in clinical services such
as in the coronary care centre, head and neck unit, and trauma centre. Presentation of our results to managerial level facilitated increased bed
capacity by 22%. f y
y
Results Comparing the two periods we found no signifi cant
diff erences in age, gender distribution, degree of acute physiological
derangement, comorbidities, specialty of origin, time spent in hospital
prior to referral and grade of referrer. By contrast, the proportion of out-
of-hours referrals greatly increased (from 49.3% to 69.7%) along with
the proportion of referrals deemed inappropriate for CC (from 37.3% to
54.8%); the proportion of patients accepted increased only marginally
(from 46.7 to 50%) in the second period, compared with the fi rst. Neither
the number of beds available within the critical care department
(P = 0.59) nor receiving the referral out of hours (P = 0.8) infl uenced
the likelihood of admission. The factors predicting admission to CC
(functional status, acute physiological derangement) did not diff er
signifi cantly between the two periods examined. Housebound status
was consistently found to be an independent predictor of admission
refusal (OR 0.11, 95% CI 0.05 to 0.23, P <0.001). p
y y
References 1. Intensive Care Society: Standards for Intensive Care Units. London: ICS; 1997. 1. Intensive Care Society: Standards for Intensive Care Units. London: ICS; 1997. 2. Iapichino G, Gattinoni L, Radrizzani D, et al.: Volume of activity and
occupancy rate in intensive care units. Association with mortality. Intensive
Care Med 2004, 30:290-297. 3. Intensive Care Society: Standards, Safety and Quality Committee. Quality
Indicators. London: Intensive Care Society; 2010. 3. Intensive Care Society: Standards, Safety and Quality Committee. Quality
Indicators. London: Intensive Care Society; 2010. 3. Intensive Care Society: Standards, Safety and Quality Committee. Quality
Indicators. London: Intensive Care Society; 2010. 4. Department of Health: Comprehensive Critical Care. A Review of Adult Critical
Care Services. London: Department of Health; 2000. 4. Department of Health: Comprehensive Critical Care. A Review of Adult Critical
Care Services. London: Department of Health; 2000. Conclusion Decision-making about admission to CC is based mainly on
the assessment of patients’ functional status. Organisational changes in
the provision of healthcare services outside CC, such as H@N, have had
a signifi cant infl uence on CC workload and patterns of referrals. References Reference S4 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Convalescence via critical care collaboration
C Shute, A Saaymanf y
p
Critical Care 2014, 18(Suppl 1):P12 (doi: 10.1186/cc13202) y
p
,f
,
Critical Care 2014, 18(Suppl 1):P13 (doi: 10.1186/cc13203) Introduction The aim was to explore the HDU booking process,
organ support requirements and fi nancial implications as the current
approach to booking surgical cases for HDU has somewhat been based
on a ‘just in case’ principle. Introduction A collaborative approach to patient management has
been shown to improve patient outcomes. In a resource-limited NHS,
critical care beds are at a premium, therefore preventing unnecessary
admissions by optimising ward-based management is essential. The
objective of this service quality improvement project was to improve
collaboration between the critical care directorate and neurosurgical
high care unit at a tertiary university teaching hospital. We proposed
that the use of a simple ward round tool on collaborative rounds would
facilitate systematic patient review, prompt early recognition of those
critically unwell and improve patient outcomes. j
p
p
Methods The booking and admission details from October 2012 to
July 2013 were gathered from the HDU log-book and Ward Watcher
software. The cost of HDU beds and staff were provided by the fi nance
department. Data were analysed using MS Excel and SPSS software. Results There were 105 handwritten bookings over 10 months, several
missing essential data. Only 89 admissions actually took place; 61 were
elective, 66 colorectal, six urgent, 19 scheduled and three unspecifi ed
(Figure 1). Most patients required basic cardiovascular and respiratory
support (Figure 2). Data revealed 16 cancellations. Each booking
requires allocated nursing staff which bears a basic cost of £23/hour
(estimated annual loss >£10.000). If we add the daily cost of basic
HDU care (approximately £1,000 for single organ support), the losses
rise rapidly. We also registered 38 days in delayed discharges. This was
predominantly due to ward bed shortages. In fi nancial terms there is at j
p
p
Methods The booking and admission details from October 2012 to
July 2013 were gathered from the HDU log-book and Ward Watcher
software. The cost of HDU beds and staff were provided by the fi nance
department. Data were analysed using MS Excel and SPSS software. Results There were 105 handwritten bookings over 10 months, several
missing essential data. Only 89 admissions actually took place; 61 were
elective, 66 colorectal, six urgent, 19 scheduled and three unspecifi ed
(Figure 1). Most patients required basic cardiovascular and respiratory
support (Figure 2). Reference Results Bed occupancy remained high between 2005 and 2013 with a
15% increase. This was associated with increased overnight discharges S5 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P12). Admissions per speciality. Figure 2 (abstract P12). Organ support requirements. Figure 1 (abstract P12). Admissions per speciality. P11
Do generic measures fully capture health-related quality of life in
adult, general critical care survivors? W Lim1, N Black1, K Rowan2, N Mays1
1London School of Hygiene & Tropical Medicine, London, UK; 2Intensive Care
National Audit & Research Centre, London, UK
Critical Care 2014, 18(Suppl 1):P11 (doi: 10.1186/cc13201) Introduction We examined the extent to which the two generic health-
related quality of life (HRQL) measures recommended for use in adult,
general critical care [1] – the SF-36 and EQ-5D – captured survivors’
HRQL, which is important in assessing the eff ectiveness of critical care. Unlike other fi elds of healthcare that employ both generic and specifi c
HRQL measures, most recent studies in critical care have used only
generic measures, despite uncertainty as to their appropriateness. Methods A patient-based conceptual framework for survivors’ HRQL
was built using: a systematic review of the literature; secondary analysis
of 40 in-depth interviews with adult critical care survivors; and primary
analysis of in-depth interviews with a maximum variation sample of 25
white critical care survivors in England. Two methods were then used
to assess the extent to which the SF-36 and EQ-5D captured their HRQL,
as detailed in the framework: the content of both instruments was
examined, alongside data collected from the in-depth interviews; and
the opinions that survivors expressed about how accurately the SF-36
and EQ-5D refl ected their ideas on health and HRQL were analysed and
taken into account.i Introduction We examined the extent to which the two generic health-
related quality of life (HRQL) measures recommended for use in adult,
general critical care [1] – the SF-36 and EQ-5D – captured survivors’
HRQL, which is important in assessing the eff ectiveness of critical care. Unlike other fi elds of healthcare that employ both generic and specifi c
HRQL measures, most recent studies in critical care have used only
generic measures, despite uncertainty as to their appropriateness. Reference Methods A patient-based conceptual framework for survivors’ HRQL
was built using: a systematic review of the literature; secondary analysis
of 40 in-depth interviews with adult critical care survivors; and primary
analysis of in-depth interviews with a maximum variation sample of 25
white critical care survivors in England. Two methods were then used
to assess the extent to which the SF-36 and EQ-5D captured their HRQL,
as detailed in the framework: the content of both instruments was
examined, alongside data collected from the in-depth interviews; and
the opinions that survivors expressed about how accurately the SF-36
and EQ-5D refl ected their ideas on health and HRQL were analysed and
taken into account. Figure 1 (abstract P12). Admissions per speciality. Figure 2 (abstract P12). Organ support requirements. Figure 2 (abstract P12). Organ support requirements. Results The patient-based framework was in two parts: the fi rst
covered survivors’ personal status which consisted of their physical
status, emotional/psychological status and cognitive status; and the
second comprised nine subdomains aff ected by their personal status. The latter were: activities and behaviours; physical zone of comfort
and/or activity; interactions and relationships with others; perception
of, interpretation of, and responses to life; personality; external
appearance; suitability and availability of clothes; place of residence;
and fi nances. The current generic measures recommended on the basis
of expert consensus for use with survivors of adult, general critical care
have substantial gaps in their coverage of this conceptual framework
for survivors’ HRQL, particularly in relation to their cognitive status and
its subsequent impact. Figure 2 (abstract P12). Organ support requirements. least £500/day diff erence between surgical and HDU (potential annual
loss >£22,000). In addition there were 13 patients who spent a total of
37 days on the HDU but did not require an HDU level of care. Conclusion The currently limited resource is not being utilised
eff ectively with implications on both staff deployment and fi nances. A
more holistic approach is needed where all requests are reviewed by
a consultant anaesthetist in conjunction with preadmission data. This
could better identify patients for HDU care and potentially decrease
cancellations. We have developed an improved booking form for this
purpose. q
p
Conclusion The two most commonly used generic HRQL measures in
adult, general critical care have signifi cant gaps in their coverage of
survivors’ HRQL. Reference Any (new) critical care-specifi c HRQL measure should
be designed specifi cally to capture the impact of critical illness on
survivors’ cognitive status and its subsequent eff ects. Reference 1. Angus DC, et al.: Intensive Care Med 2003, 29:368-377. 1. Angus DC, et al.: Intensive Care Med 2003, 29:368-377. P12
Surgical HDU admissions: utilisation, organ support and fi nance
G Brakmane, A Molokhia
University Hospital Lewisham, London, UK
Critical Care 2014, 18(Suppl 1):P12 (doi: 10.1186/cc13202) Surgical HDU admissions: utilisation, organ support and fi nance
G Brakmane, A Molokhia
University Hospital Lewisham, London, UK
Critical Care 2014, 18(Suppl 1):P12 (doi: 10.1186/cc13202) Convalescence via critical care collaboration
C Shute, A Saayman
University Hospital Wales, Cardiff , UK
Critical Care 2014, 18(Suppl 1):P13 (doi: 10.1186/cc13203) P15 time further data were collected to assess whether our interventions
resulted in modifi ed behaviours and to document the number of
changes made to patient management as a consequence of the
collaborative approach to care. time further data were collected to assess whether our interventions
resulted in modifi ed behaviours and to document the number of
changes made to patient management as a consequence of the
collaborative approach to care. Table 1 (abstract P15) Table 1 (abstract P15)
Number of
28-day cost
Annual cost
Test
inappropriate requests
(€)
(€)
Full blood count
4
21.82
284.44
Urea and electrolytes
6
29.44
383.77
Liver function tests
95
583.18
7,602.1
Coagulation screen
117
1,276.86
16,644.78
C-reactive protein
45
245.55
3,200.91
Bone profi le
112
274.75
3,581.56
Magnesium
88
483.35
6,300.81 p
J Jennings1, TD Thomsen2, JW Larsen2, J Markvardt3
1Sheffi eld Teaching Hospital, Sheffi eld, UK; 2Kolding Hospital, part of Lillebaelt
Hospital, Kolding, Denmark; 3Danish Building Research Institute/Aalborg
University, Copenhagen, Denmark
Critical Care 2014, 18(Suppl 1):P14 (doi: 10.1186/cc13204) Introduction Hospital lighting may cause disruption in the circadian
rhythm, partly due to suppression of melatonin production. This may
create sleep diffi culties and delirium for ICU patients and health issues
such as fatigue, poor sleep quality and chronic diseases for ICU staff . Dynamic RGB coloured light which changes colour and intensity in
correlation with the time of day has been installed in a Danish ICU,
aiming to create lighting conditions being close to daylight variations
and supporting patient and staff rhythms. As the eff ect of dynamic
light on patients may be biased by illness, organ failure, and so forth,
the aim was to examine the infl uence of dynamic light on ICU nurses’
melatonin production, quality of sleep, and well-being. Conclusion In our ICU, unnecessary blood tests have a signifi cant
cost burden of approximately €38,000 per year. To limit unnecessary
costs, consultants now lead requesting by completing a blood test pro
forma on the evening ICU ward round indicating which blood tests are
clinically needed the following day. Reference Methods An intervention study examining the impact of dynamic light
regarding the impact on the circadian rhythm (measured by melatonin
profi les from saliva samples), quality of sleep (sleep effi ciency, number
of awakenings and subjective assessment of sleep; measured by sleep
monitors and sleep diary), and subjective experiences of well-being,
health, and sleep quality (measured by a questionnaire survey). Results
from the intervention group were compared with a control group of
nurses from a similar ICU without dynamic light. Light conditions were
documented by measurements. Data collection was from February to
May 2013. 1. Seguin P, et al.: Intensive Care Med 2002, 28:332-335. P16 P14 P14
Can dynamic light improve melatonin production and quality of
sleep? J Jennings1, TD Thomsen2, JW Larsen2, J Markvardt3
1Sheffi eld Teaching Hospital, Sheffi eld, UK; 2Kolding Hospital, part of Lillebaelt
Hospital, Kolding, Denmark; 3Danish Building Research Institute/Aalborg
University, Copenhagen, Denmark
Critical Care 2014, 18(Suppl 1):P14 (doi: 10.1186/cc13204) Can dynamic light improve melatonin production and quality of
sleep? Can dynamic light improve melatonin production and quality of
sleep? Table 1 (abstract P15) Convalescence via critical care collaboration
C Shute, A Saaymanf Data revealed 16 cancellations. Each booking
requires allocated nursing staff which bears a basic cost of £23/hour
(estimated annual loss >£10.000). If we add the daily cost of basic
HDU care (approximately £1,000 for single organ support), the losses
rise rapidly. We also registered 38 days in delayed discharges. This was
predominantly due to ward bed shortages. In fi nancial terms there is at y
Methods An initial observation period of behaviours and practice on
the neurosurgical unit was conducted with qualitative and quantitative
data collection. Following analysis of these outcome measures a
simple ward round tool was constructed, with the mnemonic ‘DON’T
FORGET’, and we devised a programme for collaborative ward rounds
to take place three times per week over a 1-month period. During this S6 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Targeting blood tests in the ICU may lead to a signifi cant cost
reduction R Gray, F Baldwin R Gray, F Baldwin y
BSUH, Brighton, UK Results Our results showed that improvements were made in all
assessed domains. Consultant-led ward rounds increased, attendance
by members of the multidisciplinary team (MDT) dramatically
improved and as a result MDT discussion was enhanced. In addition,
documentation of structured plans improved and review of prescription
charts signifi cantly increased. As a consequence of collaborative
rounds, a total of 343 changes were made to patient management
under the domains of the ward round tool. This was an average of 21.4
changes per collaborative round, with most changes being made to
medication charts or decisions regarding thromboprophylaxis. BSUH, Brighton, UK Introduction Daily blood tests are an essential diagnostic tool and
routine practice in the management of ICU patients, but are associated
with cost and a risk of anaemia. There is no evidence for the frequency
or breadth of blood testing but there is evidence that by rationalising
blood tests, signifi cant cost saving can be made without a negative
eff ect on mortality or length of ICU stay [1]. Blood tests in our ICU are
requested by nurses, this is a unique practice to the ICU compared with
other hospital departments. Conclusion The use of a simple ward round tool combined with a
collaborative approach to ward rounds improved MDT involvement and
discussion, promoted structured patient review and resulted in positive
changes to multiple areas of patient management. In conclusion,
structured collaborative rounds result in signifi cant changes to patient
management that may prevent admission, or readmission, to critical
care which has the potential to reduce healthcare costs and morbidity. Methods We had previously carried out a survey to assess blood
requesting practise in UK ICUs. This demonstrated that routine tests
were, as in our ICU, nurse led and the majority of staff underestimated
the costs of tests. Using the results of this survey and a literature review
we developed routine blood test guidelines for our general mixed 26-
bed ICU/HDU. Following a period of staff education, we audited our
blood requesting practice over 28 days. Results Our blood testing did not comply with our guidelines. Over the
28-day period, €12,849.96 was spent on all blood tests. According to
our guidelines, €2,914.96 was spent on inappropriate tests (€37,998.63
per year) (Table 1). Over 40% of this cost was spent on the coagulation
screen. P18
ICU nursing connectivity and the quality of care in an academic
medical center: a network analysis Results Data were collected for 3 months for 106 patients. The 24-hour
trends of acoustic parameters corresponded well to the daily routine
events in the ICU. The analyses for the fi rst 4 days of the patients’ ICU stay
showed that the average SPL varied depending on the day (P = 0.023)
and on the time of the day (day/night) (P <0.001). The average noise
level decreased from day 1 to day 2 with a signifi cant reduction at
night (P = 0.008), but it was found to rebound from day 2 where the
increase of the daytime noise level from day 2 to day 4 was signifi cant
(P = 0.005). The results of the multiple linear regression showed that
various patient conditions infl uenced diff erent types of noise-level
parameters. For example, the location of the patient room, the usage of
mechanical ventilators and the mortality rate were found to correlate
to the 10th-percentile SPL (L90) in the fi rst 48 hours (adjusted R2 = 0.58;
P <0.001). Also, the room location, gender and the usage of mechanical
ventilators were found to be related to the 50th-percentile SPL (L50) in
the same period (adjusted R2 = 0.54; P <0.001). y
DM Kelly1, DC Angus1, D Krackhardt2, JM Kahn1
1University of Pittsburgh, PA USA; 2Carnegie Mellon University, Pittsburgh, PA,
USA Critical Care 2014, 18(Suppl 1):P18 (doi: 10.1186/cc13208) Introduction A collaborative nurse work environment is associated
with ICU quality, yet collaborative interaction is diffi cult to measure. Network analysis may be an innovative tool to measure interactions. We sought to determine the feasibility of network analysis to measure
ICU nurse connectivity and test whether key network measures were
associated with the ICU quality of care. Methods We performed a network analysis in eight ICUs within an
urban academic medical center in the United States during 2011. Using scheduling data, we defi ned network ties as instances when
two ICU nurses worked together in the same ICU for 4 hours or more. We examined each ICU’s network by visualizing sociograms and by
measuring two network properties: density and clustering. Density
measures the cohesion within a network on a scale from 0 to 100, with
a higher score indicating more cohesion. Clustering assesses the local
neighborhoods on a scale from 0 to 100, with a higher score indicating
a more decentralized network. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion Use of the TM Program for the implementation of
the Surviving Sepsis Campaign Protocol at a community Brazilian
hospital improved compliance with recommended care bundles and
signifi cantly decreased the hospital mortality of septic patients. out to investigate the eff ect of relevant factors (for example, the time of
day). Furthermore, multiple linear regression models were established
to relate the diff erent types of patient-related data (as independent
variables) to each type of the acoustic data (as dependent variable),
where independent variables were selected based on an exhaustive
search method. P18
ICU nursing connectivity and the quality of care in an academic
medical center: a network analysis We examined variation in network
measures across ICUs and tested the correlation between network
measures and the proportion of patients receiving daily interruption
of sedation (DIS). Conclusion Noise-level parameters were found to vary depending
on the day of ICU stay, the time of day, and other indicators of the
patient’s status. For a rigorous analysis of the infl uence of noise on
patients’ outcome, the eff ects of these factors must fi rst be controlled
or corrected. f Results of the Telemedicine Program for implementation of the
Surviving Sepsis Campaign Protocol in a community Brazilian
hospital Conclusion We found substantial variation in ICU nursing networks
across eight ICUs in one academic medical center. These patterns may
have implications for evidence-based practice implementation. More
work is needed to understand the role of network analysis as a reliable
tool for improving and understanding ICU organization. Conclusion We found substantial variation in ICU nursing networks
across eight ICUs in one academic medical center. These patterns may
have implications for evidence-based practice implementation. More
work is needed to understand the role of network analysis as a reliable
tool for improving and understanding ICU organization. Reference 1. Van Rompaey et al.: Crit Care 2012, 16:R73. P19 P19
Compassion fatigue and burnout among healthcare professionals
in the ICU
M Van Mol1, E Kompanje1, J Bakker1, M Nijkamp2
1Erasmus MC, Rotterdam, the Netherlands; 2Open University, Heerlen, the
Netherlands
Critical Care 2014, 18(Suppl 1):P19 (doi: 10.1186/cc13209) Results of the Telemedicine Program for implementation of the
Surviving Sepsis Campaign Protocol in a community Brazilian
hospital Results There was wide variation in the networks, with density ranging
from 79 to 96 and clustering ranging from 88 to 97. Two sample
sociograms are shown in Figure 1: ICU A had a very high density (96)
and clustering coeffi cient (97) suggesting a cohesive and decentralized
network, contrasting with ICU H that had the lowest density (79) and
clustering coeffi cient (88). Greater density and clustering was positively
associated with DIS (B = 0.02 (–0.10, 0.14); B = 0.003 (–0.07, 0.07)) but
did not achieve statistical signifi cance in our small sample. p
C Abreu Filho1, M Steinman1, A Andrade2, F Piza1, A Caluza1, J Teixeira2,
M Bracco2, R Abaladejo1, E Silva1
1Hospital Israelita Albert Einstein, São Paulo, Brazil; 2Hospital Municipal Dr. Moysés Deutsch, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P17 (doi: 10.1186/cc13207) Introduction Sepsis has high incidence around the world, approximately
400,000 new cases occur annually in Brazil. In developing countries,
it is still an important cause of death due to poor adherence to best-
practice medicine protocols. The Brazilian mortality rate of septic shock
is around 60%. The aim of this study is to describe the initial results
for the implementation of the Brazilian initiative of a Telemedicine
(TM) Project for therapeutic support of septic patients in a community
hospital in São Paulo, Brazil. Figure 1 (abstract P18). Sociograms of ICU A and ICU H. p
Methods Since May 2012, a TM Program has been implemented at
two hospitals in São Paulo – Hospital Municipal Dr. Moysés Deutsch
(HMMD), a public, secondary hospital, and Hospital Israelita Albert
Einstein (HIAE), a tertiary private philanthropic entity – due to a
partnership with Brazilian Health Ministry. A TM Central Command was
located at HIAE with Endpoint 97 MXP Cisco® Solution and Medigraf
Gowireless® technology. Mobile Intern MXP ISDN/IP Cisco® and
Medigraf Gowireless® for the remote hospital (HMMD) via a dedicated
connection. At HMMD, the sepsis protocol, based on the Surviving
Sepsis Campaign, has been started for every recruited patient admitted
to the emergency department (ED) or the ICU, and assessed by the
Central Command through TM with an experienced consultant of HIAE. We compared the results of this group of patients with the group of
patients with diagnosis of severe sepsis and septic shock, admitted to
HMMD during 2011, who were not assisted with TM resources. Analysis of the acoustic environment in an ICU using patient
information as a covariate y
Results A total of 55 nurses (89%) from the intervention ICU (ICU1) and
58 nurses (88%) from the control ICU (ICU2) participated. No signifi cant
diff erences were found between the two groups regarding personal
characteristics. The nurses from ICU1 described their work light as
comfortable, relaxing and natural compared with artifi cial, institutional
and gloomy in ICU2. Preliminary analyses did not shown any signifi cant
diff erences in melatonin level. During a 10-day period, the nurses from
ICU2 assessed their actual sleep as less eff ective (OR 2.17; P = 0.03) and
felt less rested (OR 1.89; P = 0.006) compared with nurses from ICU1. The nurses in ICU2 had 16% more awakenings (P = 0.05) during sleep,
but there were no signifi cant diff erences in duration of awakenings or
in total sleep effi ciency between the two groups. M Park1, P Vos2, A Kohlrausch1, B Vlaskamp1, AW Oldenbeuving2
1Philips Research Laboratories, Eindhoven, the Netherlands; 2St Elisabeth
Hospital, Tilburg, the Netherlands
Critical Care 2014, 18(Suppl 1):P16 (doi: 10.1186/cc13206) M Park1, P Vos2, A Kohlrausch1, B Vlaskamp1, AW Oldenbeuving2
1Philips Research Laboratories, Eindhoven, the Netherlands; 2St Elisabeth
Hospital, Tilburg, the Netherlands
Critical Care 2014, 18(Suppl 1):P16 (doi: 10.1186/cc13206) M Park1, P Vos2, A Kohlrausch1, B Vlaskamp1, AW Oldenbeuving2
1Philips Research Laboratories, Eindhoven, the Netherlands; 2St Elisabeth
Hospital, Tilburg, the Netherlands
Critical Care 2014, 18(Suppl 1):P16 (doi: 10.1186/cc13206) Introduction Noise levels in ICUs are often very high, potentially
aff ecting patient health outcome, which are also considered to be
among the risk factors contributing to ICU delirium [1]. In the current
study, multivariate linear regression models were established to relate
the acoustic data to the indicators of patient status. Methods Acoustic measurements were taken in eight single-bed
patient rooms in a level 3 ICU, while patient information was also
collected, including APACHE IV score and mortality rate together
with other potentially relevant variables; for example, the usage of
mechanical ventilators, and so on. The hourly and daily trends of the
acoustic data were obtained, and an analysis of variance was carried fi
Conclusion Most participants from the intervention ICU found the
dynamic light agreeable and assessed their sleep more positively than
participants from the control ICU. No signifi cant diff erences were found
between monitored sleep effi ciency and melatonin level. S7 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Prevalence, risk factors and consequences of intra-team confl icts in
the ICU Prevalence, risk factors and consequences of intra-team confl icts in
the ICU G Burghi1, F Verga1, M Acevedo2, V Martinez1, V Carrasco3, C Quiroga4,
G Pittini5, G Fariña6, M Godino1, S Mareque7, P Alzugaray3, H Bagnulo1,
E Azoulay8 Results All references, retrieved from electronically database search (n =
1,432) and manual search (n = 3), resulted in 100 relevant publications
for full-text screening. Subsequently, articles with only an abstract
available (n = 28), a language barrier (n = 27), or prevalence not shown
in percentages (n = 23) were removed. Finally, a sample of 22 eligible
articles were appraised as methodologically sound and systematically
analysed for this review. The prevalence of BO in the ICU varied from
1.2 to 49% and diff ered in defi ning a severe BO. Two studies reported
the prevalence of CF, 7.3% and 40%, and fi ve studies described the
prevalence of STS in a range from 21 to 44%. 1Hospital Maciel, Montevideo, Uruguay; 2COMERO, Rocha, Uruguay;
3Sanatorio Americano, Montevideo, Uruguay; 4Hospital Español, Montevideo,
Uruguay; 5CAAMEPA, Pando, Uruguay; 6Casa de Galicia, Montevideo,
Uruguay; 7CAMS, Mercedes, Uruguay; 8Hopital Saint Louis, Paris, France
Critical Care 2014, 18(Suppl 1):P21 (doi: 10.1186/cc13211) Introduction The ICU is a stressful place with several sources of confl icts. Among ICU workers, confl icts lead to burnout, loss of psychological
well-being, and deterioration of the work performance. Intra-team
confl icts (confl icts that occur among members of the intensive care
team) are one of the most frequent types of confl icts in the ICU. The
objectives of this study were to determine the prevalence, risk factors
and consequences associated with intra-team confl icts in the ICU. Introduction The ICU is a stressful place with several sources of confl icts. Among ICU workers, confl icts lead to burnout, loss of psychological
well-being, and deterioration of the work performance. Intra-team
confl icts (confl icts that occur among members of the intensive care
team) are one of the most frequent types of confl icts in the ICU. The
objectives of this study were to determine the prevalence, risk factors
and consequences associated with intra-team confl icts in the ICU. Methods A survey was conducted in 12 Uruguayan adult ICUs in 2009. ICUs and clinician’s characteristics were assessed for their association
with the prevalence of confl icts. All factors associated with confl icts
were introduced into a multivariable model. References 1. Multz AS, et al.: Am J Respir Crit Care Med 1998, 157(5 Pt 1):1468-1473. 2. Pronovost PJ, et al.: JAMA 2002 288:2151-2162. f
g
p
g
Methods A review of the literature between 1998 and December 2013
was conducted using eight databases, and included the keywords CF,
STS, BO, ICU, nurses and physicians. The references were screened for
relevancy at title/abstract using predefi ned inclusion and exclusion
criteria. Studies were limited to original and review articles in the English
language. Two independent researchers assessed the methodological
soundness of each article. P19
Compassion fatigue and burnout among healthcare professionals
in the ICU Results From January to December 2011, 283 septic patients
were treated at HMMD, 161 (56.8%) patients were male, mean age
was 53.7 years and the hospital mortality was 65.3%. After the
implementation of the TM Program, 189 septic patients were admitted
to the hospital and evaluated by skilled doctors of HIAE via TM, with the
institution of the Surviving Sepsis Campaign protocol. In total, 68.9% of
the consultations originated from the ICU and 31.1% from the ED; 111
patients were male (58.4%), mean age was 54.1 years and the hospital
mortality was 32.9% (P <0.05). M Van Mol1, E Kompanje1, J Bakker1, M Nijkamp2
1Erasmus MC, Rotterdam, the Netherlands; 2Open University, Heerlen, the
Netherlands
Critical Care 2014, 18(Suppl 1):P19 (doi: 10.1186/cc13209) Critical Care 2014, 18(Suppl 1):P19 (doi: 10.1186/cc13209) Introduction This study comprises a systematic review of studies
focusing on the prevalence of compassion fatigue (CF) and burnout Introduction This study comprises a systematic review of studies
focusing on the prevalence of compassion fatigue (CF) and burnout S8 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 (BO) among professionals in the ICU, to indicate the size of this
problem. Both CF and BO have an important impact on daily quality of
life of professionals and may threaten patient care. A growing body of
research suggests that BO appears to be common among ICU nurses [1]
and physicians [2] due to a highly stressful work environment. However,
BO might be overestimated and seen as a fashionable diagnosis [3]. The
overlap of BO with CF, secondary traumatic stress (STS) and vicarious
traumatisation has recently been explored [4]; CF seems to apply more
to ICU staff and might be a lead in future preventive strategies. compared with NDG. Discordance was associated with higher ICU and
hospital mortality (35.5 vs. 11%; OR = 4.09; P <0.001 and 45.2 vs. 20.1%;
OR = 2.77; P = 0.02 respectively).i Conclusion The occurrence of divergences, even during the fi rst days
of ICU admission, about medical plans of care for critically ill patients is
frequent and is associated with higher ICU and hospital mortality and
more use of medical resources. Prevalence, risk factors and consequences of intra-team confl icts in
the ICU Conclusion The emotional price of working at the ICU can become a
burden in personal life, but the size of the problem in ICU staff remains
unclear. Because the decreased well-being of the professionals might
negatively infl uence the quality of care, preventive strategies should be
developed in order to alleviate the distressed. Further exploration of CF
might provide suffi cient starting points. ql
Methods A survey was conducted in 12 Uruguayan adult ICUs in 2009. ICUs and clinician’s characteristics were assessed for their association
with the prevalence of confl icts. All factors associated with confl icts
were introduced into a multivariable model. g
p
References 1. Mealer et al.: Am J Respir Crit Care Med 2007, 175:693-697. 2. Embriaco et al.: Am J Respir Crit Care Med 2007, 175:686-682. 3. Kaschka et al.: Deutsch Arztebl Int 2011, 108: 781-787. 4. Meadors et al.: J Pediatr Health Care 2008, 22: 24-34. Results A total of 384 questionnaires were collected, 74.5% (n = 286)
were nurses and 23.2% (n = 89) were intensivists. From the 384 forms,
45.8% perceived at least one confl ict in the past year. Confl icts were
perceived more frequently by intensivists (61.8%) than nurses (40.9%)
(P = 0.001). A worse relationship with intensivists (OR 1.3; 95% CI 1.09
to 1.59; P = 0.004) is independently associated with confl icts. However,
lower grade of irritability (OR 0.8, 95% CI 0.73 to 0.97; P = 0.01) and a
higher position in the ICU (OR 0.57 95% CI 0.36 to 0.92; P = 0.02) are
factors independently associated with a lower incidence of intra-team
confl icts. Interestingly, this study confi rms that workers with at least
one confl ict had more frequently: libido disturbances (56% vs. 40%;
P = 0.002), eating problems (52% vs. 40%; P = 0.02), as well as the wish
to leave the ICU (53% vs. 39%; P = 0.005). P20
Eff ect of divergences about patient’s care plan on the outcome of
critically ill patients
EL Queiroz, G Schettino
Hospital Sírio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P20 (doi: 10.1186/cc13210) P20
Eff ect of divergences about patient’s care plan on the outcome of
critically ill patients
EL Queiroz, G Schettino
Hospital Sírio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P20 (doi: 10.1186/cc13210) P22 Do we spend less on older critically ill patients? Relationship among
intensity of care, severity of illness and mortality
MD Rosa, AC Pecanha Antonio, M Mattioni, L Tagliari, F Schaich, J Maccari,
R Oliveira, C Teixeira, TF Tonietto, N Brandão da Silva
Hospital Moinhos de Vento, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P22 (doi: 10.1186/cc13212) P20
Eff ect of divergences about patient’s care plan on the outcome of
critically ill patients
EL Queiroz, G Schettino
Hospital Sírio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P20 (doi: 10.1186/cc13210) Introduction There is an actual discussion about the best way to
provide medical care for critically ill patients, particularly between
the classical opened versus closed ICU models [1,2]. In Brazil, all ICUs
have to have a full-time and dedicated physician at the unit but the
primary physician also can visit his patient every day and, most of the
time, participates in the patient’s care plan. This hybrid model creates
opportunity for patient’s care plan divergences between the ICU staff
and the primary physician. The objective of this study is to evaluate
the eff ect of divergences about patient’s care plan on the outcome of
critically ill patients. Conclusion The prevalence of confl icts is very high among ICU workers
in Uruguay. We have identifi ed diff erent risk factors associated with the
development of confl icts. These results confi rm previous fi ndings and
highlights that strategies to decrease intra-team confl icts in the ICU are
urgently warranted. References g
Methods A literature review was conducted. PubMed was searched. The following combinations of Mesh terms were used: [(decision-
making) OR (communication)] AND (intensive care) OR (intensive care
units)] AND [(cultural diversity) OR (multiculturalism) OR (migrants)
OR (culture) OR (ethnicity)]. A total of 111 studies were retrieved. We
excluded nonempirical studies, studies not written in English and
articles published before 2003. After screening the titles and abstracts
12 articles were selected. The full text of these articles was analyzed
and synthesized with a thematic-synthesis approach. During the
process we performed additional searches based on the bibliographies
of all the relevant articles.i 1. Cullen DJ, et al.: Therapeutic intervention scoring system: a method for
quantitative comparison of patient care. Crit Care Med 1974, 2:57-60. 1. Cullen DJ, et al.: Therapeutic intervention scoring system: a method for
quantitative comparison of patient care. Crit Care Med 1974, 2:57-60. 2. Hamel MB, et al.: Seriously ill hospitalized adults: do we spend less on older
patients? Support investigators. Study to understand prognoses and
preference for outcomes and risks of treatments. J Am Geriatr Soc 1996,
44:1043-1048. New policy for ICU visits: prospective study New policy for ICU visits: prospective study y
y
A Moughabghab, S Gemayel, N Azar, R Bousaba A Moughabghab, S Gemayel, N Azar, R Bousaba g
g
y
Lebanese Canadian Hospital, Beyrouth, Lebanon Lebanese Canadian Hospital, Beyrouth, Lebanon
C i i
l C
2014 18(S
l 1) P23 (d i 10 1186/
13213) p
y
Critical Care 2014, 18(Suppl 1):P23 (doi: 10.1186/cc13213) Results Culturally specifi c expectations about communication and
decision-making, diff erent views on gender roles, organization of the
care and expression and resolving emotional and social crises may
cause extra stress. The communication becomes more complex when
the language of the care providers diff ers from the language of the
patient and family. Intercultural communication can be improved by
specifi c actions such as ethnic matching, using an interpreter and the
formation of cultural-competent healthcare professionals. Introduction ICU visits are generally limited to 2 hours per day
selected at any time during the 24 hours. At our institution we abide
to the international regulations which were recently modifi ed allowing
family members and signifi cant others to be present throughout
the day accompanying their ICU-admitted relatives, participating in
an uninterrupted timely fashion and no time limits with their daily
activities. References Conclusion There is a lack of knowledge regarding the specifi c
experiences of patients, families and care providers with communi-
cation and especially decision-making in multicultural ICUs in Western
Europe. Methods From January 2012 through April 2012, 200 questionnaires
were fi lled by families of ICU-admitted patients; each questionnaire
includes 13 questions concerning their overall degree of satisfaction
at our unit and evaluating the quality. Accommodating spaces were
off ered for families of ICU patients, off ering them a state of freedom
within the ICU premises surrounding their beloved sick relatives;
additionally they were constantly advised by a designated secretary to
share their experience and any possible insight to improve the overall
polity of our service. Symptoms of anxiety, depression and post-traumatic stress in pairs
of patients and their family members during and following ICU stay:
who suff ers most? R Fumis1, O Ranzani2, P Martins1, G Schettino1
1Hospital Sírio Libabês, São Paulo, Brazil; 2Hospital das Clínicas, Universidade
de São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P25 (doi: 10.1186/cc13215) Results Two hundred patients were included in the study, the average
age of patients was 68.55 years and the average length of ICU stay was
5.2 days. Most family (85%) desired their presence accompanying their
related patients within the ICU premises when meals were served. Those families expressed satisfaction while off ering psychological
support to their beloved ill ones. Fifteen per cent of the families argued
about the permitted number of visitors (one person) per visit and
12% addressed lack of communication between the medical staff and
patient’s families. Introduction To compare the incidence of anxiety, depression and
post-traumatic stress symptoms in pairs of patients and respective
family members during the ICU stay and at 30 and 90 days post ICU
discharge. According to the literature, both patients and family
members suff er from psychological distress during and following an
ICU stay [1]. Although these issues have been discussed, to date few
studies have addressed the pairs at three times. p
Conclusion Compared with the limited visit status within the ICU ward
in the past, the majority of families expressed general acceptance
and satisfaction toward the newly adopted policy. Additionally and
by this new policy, patients displayed marked improvement at the
psychological level, being more cooperative and experiencing less
episodes of agitation. Dealing with cultural diversity during the process of communication
and decision-making in the ICU: a literature review Dealing with cultural diversity during the process of communication
and decision-making in the ICU: a literature review Dealing with cultural diversity during the process of communication
and decision-making in the ICU: a literature review
RV Van Keer, RD Deschepper, LH Huyghens, WD Distelmans, JB Bilsen
Vrije Universiteit Brussel, Brussels, Belgium
Critical Care 2014, 18(Suppl 1):P24 (doi: 10.1186/cc13214) RV Van Keer, RD Deschepper, LH Huyghens, WD Distelmans, JB Bilsen
Vrije Universiteit Brussel, Brussels, Belgium
Critical Care 2014, 18(Suppl 1):P24 (doi: 10.1186/cc13214) i
Results TISS-28 scores at 24 and 72 hours of ICU admission were
analyzed for 4,128 patients. Mean patient age was 68.3 (SD ± 17.6),
46.8% were female and 37% were surgically ill. The mean APACHE II
score was 16 (SD ± 8) and 40% were submitted to mechanical ventilation
at any time of the stay. Overall mortality was 14.4%. Neither APACHE
II score adjusted for age nor TISS-28 in 24 and 72 hours of admission
diff ers among age groups. However, mortality was signifi cantly higher
in patients aged 70 years or older (P <0.001). Introduction Studies have shown that communication in the ICU
is related to the cultural background of all involved actors. As a
consequence, hospitals in multiethnic areas in western countries are
currently forced to rethink their models of communication as they are
increasingly transformed into spaces of cultural encounter. During this
process one needs to be aware of the cultural diff erences in attitudes
and experiences towards communication in critical medical situations. However, the growing academic interest in intercultural relations
in the critical care has not yet led to the construction of cumulative
knowledge. The aim of this study is to review the experiences of the
involved actors, namely the care providers, the patients and their family
members, with cultural diversity during the process of communication
and decision-making in the ICU. Conclusion Mortality remained higher in older patients despite an
absence of age-related diff erences in resource use at ICU. Comparing
our results to a previous prospective cohort study [2], we emphasize the
lower overall mortality of our population (14.4% vs. 50%). Limitations of
our analysis include our unicenter design and lack of data for a closed
model ICU. P24 P24 Methods During 7 years (2007 to 2013), TISS-28 was prospectively
applied to all consecutive adult critically ill patients at 24 and 72 hours
of ICU admission in a private hospital in Brazil. Demographic data,
diagnoses on admission, comorbidities, ICU length of stay and mortality
were recorded. Patients were stratifi ed according to their ages. 2.
Bisaillon S, Li-james S : Family partnership in care: integrating families into
the coronary intensive care unit. Can J Cardiovasc Nurs 1997, 8:43-46. 1.
Derwick D, Kotagal M: Restricted visiting hours in ICU. J Am Med Assoc 2004,
292:736-737. Do we spend less on older critically ill patients? Relationship among
intensity of care, severity of illness and mortality
MD Rosa, AC Pecanha Antonio, M Mattioni, L Tagliari, F Schaich, J Maccari,
R Oliveira, C Teixeira, TF Tonietto, N Brandão da Silva
Hospital Moinhos de Vento, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P22 (doi: 10.1186/cc13212) Methods A prospective court study was conducted (from January
to May 2013) to point out the patient’s care divergences (blood
transfusion, diuretics, antibiotics, vasopressors, mechanical ventilation,
and so forth) that happened in the fi rst 72 hours of ICU admission in a
30-bed adult Brazilian ICU. We enrolled only patients that stayed more
than 48 hours in the ICU. Introduction The Therapeutic Intervention Scoring System (TISS-28)
quantifi es the type and number of intensive care treatments; therefore,
it indicates the workload of ICU and may be used for calculating costs
[1]. A previous cohort study [2] demonstrated that seriously ill older
patients receive fewer invasive procedures and less resource-intensive
hospital care, showing a preferential allocation of hospital services to
younger patients regardless of severity of illness. The objective of this
study is also to compare resource utilization across diff erent ages of
critically ill patients in an open model, mixed ICU. Results In a court of 357 patients at least one divergence between the
ICU medical staff and the primary(s) physician(s) were identifi ed in 31
cases (8.6% – divergence group (DG)). The age (67.9 years), gender
(55.2% of male), SAPS3 score (45.7) and reasons for ICU admission
(emergency surgery 7.6%, nonemergency surgery 30%, clinical 62.4%)
were similar in DG and nondivergence (NDG); however, the ICU length
of stay (6.2 vs. 3.9 days, P = 0.023), use of mechanical ventilation
(48.4% vs. 27%, P = 0.012), vasopressors (77.4% vs. 46%, P = 0.001) and
blood transfusion (41.9% vs. 27.6%, P = 0.073) were higher in the DG S9 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 References Even the medical team elaborated their interest
towards this policy as being a more profound and comprehensive way
of supporting the ICU patients. Further investigations are currently
being employed to strengthen the outcome of the study. References Methods A prospective study conducted in a 22-bed adult general
ICU including patients staying >48 hours. The Hospital Anxiety and
Depression Scale (HADS) was completed by pairs (patients/respective
family members). They were interviewed by telephone at 30 and
90 days after ICU discharge with the Impact of Event Scale (IES) and
the HADS. We separated them into three diff erent groups (patients –
group A, family member of patient who survived – group B and family
member of patient who deceased – group C). P27 was 51.79 ± 13.47 and 64% were spouses. Patients had symptoms of
anxiety (26.1%), depression (12%) or both (8.7%) during the ICU stay. Regarding family members, the incidence of anxiety, depression or
both during the ICU was 33.2%, 9.8% and 8.2% respectively. Symptoms
of PTSD within patients were found in 6.9% at 30 days and disappeared
at 90 days. Diff erently, these symptoms in family members were found
in 6.2% at 30 days and 9.0% at 90 days. There was a positive correlation
between HADS at ICU and IES at 30 days for family members (r = 0.527,
P <0.001). The HADS score over time between patients, family members
of patients who deceased and who survived were diff erent (P = 0.002). In post-hoc analysis, group A presented less symptoms than group C at
30 days (P = 0.001) and less than groups B and C at 90 days (P <0.001
for both). At 90 days, group B showed less symptoms than group C
(P = 0.039).f P27 Family satisfaction in the ICU: a 6-month experience
M Zouka1, A Myrou2, I Soultati2, T Aslanidis2, A Euthymiou2, E Geka2,
E Anastasiou2, V Ourailoglou2, M Giannakou2
1Papageorgiou General Hospital, Thessaloniki, Greece; 2AHEPA University
Hospital, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P27 (doi: 10.1186/cc13217) Introduction The aim of the study was to prospectively assess family
satisfaction in the intensive care setting and identify fi elds of possible
improvement. Methods The study was performed over a 6-month period in a 10-bed
ICU. A properly translated and validated Family Satisfaction in the ICU
(FS-ICU 24) questionnaire was used. A total of 126 questionnaires were
handed out to family members upon patient discharge. The number of
questionnaires returned for evaluation was 120 (91.5% participation). Five-point Likert scale responses were transformed to percentage
scores, higher values representing better satisfaction. Conclusion Family members of ICU patients suff er more than the
patients principally when their loved one died. Patients’ symptoms
of anxiety, depression and PTSD decrease with time but in family
members these symptoms continue along the 90 days. R f Results Overall satisfaction with care was reported as very good or
excellent by 81% of family members (32% and 49% respectively) both
for ICU staff concern and caring as well as symptom management. Favorable scores were also noted in terms of decision-making, 89% of
relatives reporting very good and excellent rates as regards information
needs. Heart-focused anxiety in critically ill patients’ relatives
Z Konstanti, M Gouva, G Nakos, V Koulouras
University of Ioannina, Greece
Critical Care 2014, 18(Suppl 1):P26 (doi: 10.1186/cc13216) Introduction A series of studies have shown an association between the
ICU environment and symptoms of psychological distress in critically ill
patients’ relatives [1-3]. The aim of this study was to investigate the risk
of cardiophobia and panic attack crisis on ICU patients’ family members. Methods In the period from March 2012 to July 2013, we studied 223
family members (81 men and 142 women, mean age 41.5 ± 11.0 years)
of critically ill patients. These patients were admitted to the intensive
care department with various medical and surgical conditions (147
patients, 103 men and 44 women, mean age 58.3 ± 18.6 years). We
used a questionnaire in which were included: social–demographic
characteristics of the patients’ family environment, and the Cardiac
Anxiety Questionnaire (CAQ). The results from the CAQ [4] were
compared with those of the general population of Greece (GGP). Conclusion Most family members were highly satisfi ed with ICU
care their patients received. Nevertheless, our study showed that
the fi elds of communication with the nurses as well as the waiting
room atmosphere defi nitely need further improvement. Concerning
emotional support and decision-making, the study revealed that
currently used measures in our ICU still do not apply to all families and
probably require a few changes. P26 Heart-focused anxiety in critically ill patients’ relatives
Z Konstanti, M Gouva, G Nakos, V Koulouras
University of Ioannina, Greece
Critical Care 2014, 18(Suppl 1):P26 (doi: 10.1186/cc13216) p
y
q
References 1. Wall RJ et al.: Refi nement, scoring, and validation of the Family Satisfaction
in the Intensive Care Unit (FS-ICU) survey. Crit Care Med 2007, 35:271-279. 2. Heyland DK et al.: Family satisfaction with care in the intensive care unit:
results of a multiple center study. Crit Care Med 2002, 30:1413-1418. p
g
p p
Results In comparison with the general Greek population, the relatives
of critically ill patients demonstrate statistically signifi cant higher scores
(P <0.001) on the scales of fear and anxiety in regards of thoracic and
heart sensations (1.1 ± 0.9 vs. 0.9 ± 0.9 in GGP), avoidance of activities
considered to reproduce cardiac symptoms (1.3 ± 1.0 vs. 1.1 ± 0.9 in
GGP), heart-focused attention and self-monitoring of cardiac activity
(0.9 ± 0.7 vs. 0.7 ± 0.6 in GGP), and at total CAQ score (1.1 ± 0.6 vs. 0.9 ± 0.6 in GGP). Analysis of variance among family members on heart-
focused attention and self-monitoring of cardiac activity showed that
hospitalization provoked heart-focused attention (that is, the main
factor of perceived panic crisis risk). In accordance with the Bonferroni
criterion, we found that patients’ siblings demonstrated statistically
signifi cant diff erence compared with patients’ children (P = 0.015), with
the latter showing lower levels of heart-focused attention and self-
monitoring of cardiac activity. Further MANCOVA analysis showed a
statistically signifi cant correlation between age and cardiophobia, and
also between education level and heart-focused anxiety (P = 0.041 and
P = 0.044 respectively). Qualitative analysis of a family satisfaction in an adult ICU
C Ebm1, D Dawson2, M Cecconi2, A Rhodes2 1Wiener Privatklinik, Vienna, Austria; 2St George’s NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P28 (doi: 10.1186/cc13218) Introduction Patient satisfaction is a key determinant of the quality
of care within the hospital environment. Critically ill patients often
lack capacity. Under such circumstances, family members are often
main decision-makers and their satisfaction about the ICU experience
resembles an important surrogate in evaluating the quality of care. We
aimed to measure family satisfaction with diff erent aspects of medical
care. Methods In February 2013, surveys, including 24 qualitative questions,
were sent out to relatives of 50 patients 1 month after their discharge
from ICU St George’s, UK. Responses were graded 1 to 5, with higher
values representing a greater degree of satisfaction.i Conclusion The hospitalization of a patient in the ICU is considered to
be a factor that is aff ecting the mental health of patients’ relatives. Our
results highlight a risk for psychologically induced symptoms on ICU
relatives and underline the need for a psychosocial support system for
them. The cardiophobia and self-monitoring of heart activity which
infl icts the patients’ relatives appears to be more intense in the siblings,
parents and partners of patients. Results Most respondents were satisfi ed with the overall performance
and the respect received (mean ± SD score 4.7 ± 0.68). Skills and
competency of doctors (4.38 ± 0.67) and nurses (4.57 ± 0.68) was
also perceived very positive. However, family satisfaction with
communication with doctors (3.52 ± 1.47) and nurses (3.71 ± 0.96),
as well as inclusion in decision-making (3.39 ± 1.24), resulted in
somewhat lower scores. In particular, ease, clarity, consistency,
honesty, and completeness of information given by doctors resulted in
inhomogeneous perceptions between relatives (Figure 1). Additionally,
the majority of responders felt only moderately satisfi ed with time and
support to make a decision. g
p
References 1. Derwick D, Kotagal M: Restricted visiting hours in ICU. J Am Med Assoc 2004,
292:736-737. p
g
p
Results A total of 184 pairs were interviewed at the ICU. Mean
patient age was 59.33 ± 15.5 years. The admission SAPS III was
47.6 ± 15.7 points. Median ICU LOS was 4 days (2 to 47). Family’s age 2. Bisaillon S, Li-james S : Family partnership in care: integrating families into
the coronary intensive care unit. Can J Cardiovasc Nurs 1997, 8:43-46. S10 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P28 Qualitative analysis of a family satisfaction in an adult ICU
C Ebm1, D Dawson2, M Cecconi2, A Rhodes2
1Wiener Privatklinik, Vienna, Austria; 2St George’s NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P28 (doi: 10.1186/cc13218) P27 On the other hand, most of the family members (73%) felt
neither included nor excluded from the decision-making process. Moreover, a small number of them (6%) answered that they received
poor emotional support. Finally, the frequency of communication with
ICU nurses and the atmosphere in the waiting room were noted as fair
by 28% and 47% of subjects respectively.i 1.
Azoulay E, et al.: Intensive Care Med 2003, 29:1498-1504.
2.
Garrouste-Orgeas M, et al.: Crit Care Med 2008, 36:30-35.
3.
Stayt CL: J Adv Nursing 2007, 57:623-630.
4.
Dragioti E, et al.: Psychol Rep 2011, 109:77-92. Reference 1. Myhren H, et al.: Patients’ memory and psychological distress after ICU stay
compared with expectations of the relatives. Intensive Care Med 2009,
35:2078-2086. 1. Myhren H, et al.: Patients’ memory and psychological distress after ICU stay
compared with expectations of the relatives. Intensive Care Med 2009,
35:2078-2086. Outcomes of ventilated surgical and medical ICU patients: do
patients die from ARDS or with ARDS? Conclusion Only a small number of patients with HM that die in the
ICU have documented ACP prior to admission. Since the majority of
ICU patients lack personal decision-making capacity, ACP would ensure
that care is consistent with patients’ wishes, EoL actions are congruent
with their values, the burden on family and healthcare providers is
alleviated and cost is decreased. 1Soroka University Medical Center, Beer Sheba, Israel; 2Beth Israel Deaconess
Medical Center, Boston, USA Critical Care 2014, 18(Suppl 1):P29 (doi: 10.1186/cc13219) Introduction Patients with acute respiratory distress syndrome (ARDS)
have a high mortality rate. Whether this excess mortality is contributed
by ARDS or is a consequence of prolonged mechanical ventilation is
unclear. References 1. Azoulay E, et al.: Intensive Care Med 2003, 29:1498-1504. 2. Garrouste-Orgeas M, et al.: Crit Care Med 2008, 36:30-35. 3. Stayt CL: J Adv Nursing 2007, 57:623-630. 4. Dragioti E, et al.: Psychol Rep 2011, 109:77-92. S11 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion In general, relatives felt very satisfi ed with the ICU,
especially with the care of the patients and the professional workforce. The complete decision-making process was rated moderately good,
which highlights some areas of improvement in involving relatives in
the care of their beloved by providing regular, clear, easy to understand
and consistent information. Figure 1 (abstract P28). Team performance. Figure 1 (abstract P28). Team performance. Advance care planning in critically ill haematology patients
V Metaxa1, J Lambert2, A Barrow3, J De Vos4
1King’s College Hospital, London, UK; 2Royal London Hospital, London, UK;
3John Radcliff e Hospital, Oxford, UK; 4Royal Surrey County Hospital, Guildford,
UK
Critical Care 2014, 18(Suppl 1):P30 (doi: 10.1186/cc13220) Introduction Signifi cant improvements in chemotherapy, haemato-
poietic stem cell transplantation and general intensive care mean
that more patients are now living longer and often present to the
ICU at various stages of their disease [1,2]. Encouraging patients with
haematological malignancy (HM) to express their wishes and values
on end of life (EoL) prior to ICU admission would ensure that their
autonomy is respected. The aim of our study was to determine whether
patients with HM that were admitted and died in the ICU had any form
of advance care planning (ACP) documented prior to their admission. Methods Data were collected on all adult patients with HM that were
admitted and died in the ICU of a tertiary haematology referral centre
in London during the period of 1 year. g
p
y
Results Information was collected for 34 patients and their charac-
teristics are shown in Table 1. In 62% of the patients EoL decisions were
made, and do-not-attempt-resuscitation documentation was found
in 65% of the cases. Documentation on information exchange, and
participation in the deliberation or the decision-making process was
found in only 30% of the patients, even though more than 75% of the
haematology physicians estimated the prognosis of these patients as
moderate (17%) or poor (59%). In the vast majority of cases (31/34) the
deaths occurred after withholding or withdrawal of treatment in ICU. A new questionnaire to determine the eff ect of team interaction in
the ICU on perceived futility and intention to quit: results of a pilot
study in two German hospitals A new questionnaire to determine the eff ect of team interaction in
the ICU on perceived futility and intention to quit: results of a pilot
study in two German hospitals
D Schwarzkopf1, F Bloos1, A Meier-Hellmann2, C Icke2, N Riedemann1,
CS Hartog1
1Jena University Hospital, Jena, Germany; 2Helios Hospital Erfurt, Germany
Critical Care 2014, 18(Suppl 1):P31 (doi: 10.1186/cc13221) A new questionnaire to determine the eff ect of team interaction in
the ICU on perceived futility and intention to quit: results of a pilot
study in two German hospitals Results A total of 1,396 patients were enrolled between 2001 and
2008: 485 (34.7%) had ARDS on admission (early-onset ARDS), 219
(15.6%) developed ARDS during their ICU stay (late-onset ARDS) and
692 (49.5%) did not meet ARDS criteria prior to ICU discharge or death. Twenty-eight-day mortality rates were 23.7%, 25.6% and 25.7% for
early, late and non-ARDS respectively. After adjusting for age, weight
on admission, unit of admission (MICU vs. SICU), severity of disease
score, comorbidity score, and primary diagnosis on admission, and
mortality risk at 28 days, 1 year and 2 years were not signifi cantly
diff erent between the three study groups. Neither severity of ARDS
or timing of ARDS (early versus late) was associated with mortality. Sensitivity analysis, analyzing all ventilated patients, including those
who were ventilated less than 48 hours, showed the same results. Conclusion Neither the presence of ARDS or the severity or timing
contribute independently to the short and long mortality risk after
adjustment for age, severity of disease, comorbidity score and
diagnosis on presentation in patients hospitalized in a noncardiac ICU
with acute respiratory failure. y
p
D Schwarzkopf1, F Bloos1, A Meier-Hellmann2, C Icke2, N Riedemann1,
CS Hartog1 1Jena University Hospital, Jena, Germany; 2Helios Hospital Erfurt, Germany
Critical Care 2014, 18(Suppl 1):P31 (doi: 10.1186/cc13221) Introduction Perceived futility of care may jeopardize patient quality
of care and increase ICU staff turnover. It is related to workload and
interdisciplinary collaboration. References 1. Bird GT, et al.: Br J Anaesth 2012, 108:452-459. 2. Howell DA, et al.: Palliat Med 2011, 25:630-641. Methods A longitudinal retrospective study focusing on noncardiac
ICU patients who required mechanical ventilation. Patients were
classifi ed as having ARDS on admission, late-onset ARDS or no ARDS. The analysis included patients ventilated for longer than 48 hours. Primary outcomes were mortality at 28 days, 1 year and 2 years from
ICU admission. References Conclusion In general, relatives felt very satisfi ed with the ICU,
especially with the care of the patients and the professional workforce. The complete decision-making process was rated moderately good,
which highlights some areas of improvement in involving relatives in
the care of their beloved by providing regular, clear, easy to understand
and consistent information. Conclusion In general, relatives felt very satisfi ed with the ICU,
especially with the care of the patients and the professional workforce. The complete decision-making process was rated moderately good,
which highlights some areas of improvement in involving relatives in
the care of their beloved by providing regular, clear, easy to understand
and consistent information. Table 1 (abstract P30). Patient characteristics
Mean age
30
Median APACHE II score
26
>3 organ support
60%
Leukaemias
>50% Table 1 (abstract P30). Patient characteristics P33
Till death do us part: amyotrophic lateral sclerosis in the ICU
Y Valzani1, A Marudi2, G De Grandis2, J Mandrioli2, S Baroni2, R Stacca2,
E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P33 (doi: 10.1186/cc13223) Till death do us part: amyotrophic lateral sclerosis in the ICU
Y Valzani1, A Marudi2, G De Grandis2, J Mandrioli2, S Baroni2, R Stacca2,
E Bertellini2 qi
y
p
g
Results A total of 220 nurses and 55 physicians participated. Scales
showed good reliability with all Cronbach’s alpha ≥0.8 and signifi cant
between unit variability (all P ≤0.011). On a scale from 0 (‘never’) to 5
(‘very often’), ICU staff rated frequency of futile care as median 3.6 (IQR:
3 to 4). On a seven-point Likert scale with 7 denoting maximal values,
intention to quit was rated as 2.3 (1 to 4). Nurses gave signifi cantly
lower ratings of job satisfaction than physicians (4 (3 to 5) vs. 5 (4 to
6), P ≤0.001), perceived futility more often than physicians (P ≤0.001),
and rated all aspects of nurse–physician collaboration worse than
physicians, including attendings’ inclusive leadership, collaboration,
decision-making and psychological safety (all P ≤0.001). Futility and
intention to quit were each predicted by high workload and low
psychological safety (all P ≤0.009). Among nurses, inclusive leadership
by the head nurse prevented intention to quit (P = 0.001) and a
composite score of good nurse–physician interactions predicted less
perception of futile care (P ≤0.001). Introduction The aim of the ICU is to give the best life care to the
admitted patients in order to preserve and restore the patients’ quality
of life. In some critical patients, life-supporting therapies become
actions to support the end stage of their life [1]. This is the paradox
of the ICU. Patients aff ected by amyotrophic lateral sclerosis (ALS)
belong to this category: for these patients, all medical actions do not
improve the quality of life but just prolong it. ALS or Charcot’s disease
is the most common motor neuron disease which causes severe motor
disability and evolves in a few years to death [2]. We want to present
our experience in patients aff ected by ALS in the ICU.f p
pf
y
Methods We collected data about patients aff ected by ALS admitted
to the ICU from 1 January 2010 to 31 October 2013. We considered
entry diagnosis, mean age, need to perform tracheostomy and/or
percutaneous endoscopic gastrostomy (PEG), and mortality in the ICU. Results Sixty patients were admitted for neuromuscular respiratory
failure complicated by aspiration pneumonia. Mean age was 43 years. The male to female ratio was 3:1. P33 decision-making, psychological safety, workload, intention to quit and
a newly developed scale for perceived futile care. English questions
were translated into German by state-of-the art forward and backward
translations. Reliability – that is, internal consistency and inter-rater
reliability of scales – was evaluated. Predictors of perceived futile care
and intention to quit were identifi ed by multiple regressions. P33
Till death do us part: amyotrophic lateral sclerosis in the ICU
Y Valzani1, A Marudi2, G De Grandis2, J Mandrioli2, S Baroni2, R Stacca2,
E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P33 (doi: 10.1186/cc13223) A new questionnaire to determine the eff ect of team interaction in
the ICU on perceived futility and intention to quit: results of a pilot
study in two German hospitals Our aim was to evaluate concepts
from team science, namely inclusive leadership (a style that invites
and appreciates others’ contributions) and psychological safety (a key
antecedent of speaking up and learning behavior), and to determine
their eff ect on perceived futility and intention to quit.f Conclusion Neither the presence of ARDS or the severity or timing
contribute independently to the short and long mortality risk after
adjustment for age, severity of disease, comorbidity score and
diagnosis on presentation in patients hospitalized in a noncardiac ICU
with acute respiratory failure. f
Methods A staff survey in four interdisciplinary ICUs and two
intermediate care units of two tertiary care hospitals. The questionnaire
contained validated scales to assess inclusive leadership of head nurses
and attending physicians, nurse–physician collaboration, collaborative S12 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Death rate of patients admitted to a Brazilian ICU on weekends and
holidays y
Methods We analyzed the records of 11,230 ICU admissions. ASA and
elective/nonelective nature of the admission were combined into
eight categories. We used the chi-square test and accepted the null
hypothesis if P >0.05. Areas under the ROC curve using ASA and ASA/
admission categories were constructed. P Batista, R Passos, R Oliveira, M Ribeiro, F Alves
Hospital Sao Rafael, Salvador Bahia, Brazil
Critical Care 2014, 18(Suppl 1):P34 (doi: 10.1186/cc13224) p
Critical Care 2014, 18(Suppl 1):P34 (doi: 10.1186/cc1322 g
Results We included 5,998 patients admitted to the ICU immediately
after surgery. Forty-one percent were older than 65 years and 51% were
female. Length of stay previous to ICU admission was 2.5 ± 6.1 days and
duration of ICU stay was 1.9 ± 2.4 days. Elective hospital admission
occurred in 65% of the patients. Neurosurgery with 21% of the
procedures was followed by abdominal surgery (20%), and orthopedic
surgery (15%). The death rate at the hospital was 6.9% (2.8% in ASA I
patients and 31% in ASA IV/E). Higher ASA classifi cation was signifi cantly
associated with the death rate both in the ICU and at the hospital
(P <0.00001). The nonelective nature of the hospital admission was also
associated with higher risk of death at the ICU (P <0.0001) and in the
hospital (P <0.0001). Gender and hour of admission was not associated
with the death rate. The combination of ASA classifi cation with the
nonelective nature of the hospital admission produced an eight-
category index signifi cantly associated with mortality (P <0.00001). Analyzing hospital mortality, the area under the ROC curve was 0.77
(95% CI 0.74 to 0.79) for this index and was 0.72 (95% CI 0.69 to 0.75) for
ASA. When analyzed for death at the ICU the AUROC was 0.71 (95% CI
0.69 to 0.75, P <0.0001) for ASA and 0.75 (95% CI 0.71 to 0.78, P <0.0001)
for ASA nonelective admission index. Introduction Several studies conducted in a number of diff erent
populations indicate that patients admitted to hospitals on weekends
have a higher mortality rate. Many factors have been proposed to
explain these observations and in most studies, however, this eff ect
disappeared after controlling for illness severity. We undertook the
present study to explore the eff ect that day of ICU admission may have
on death rate. P33
Till death do us part: amyotrophic lateral sclerosis in the ICU
Y Valzani1, A Marudi2, G De Grandis2, J Mandrioli2, S Baroni2, R Stacca2,
E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P33 (doi: 10.1186/cc13223) All patients underwent percutaneous
tracheostomy and PEG. One of them died in the ICU because of septic
shock. In every case we honestly communicated the worsening of the
disease and we perceived the awareness of it by the patients and/or
their family. In no case did patients ask us to withdraw the necessary
cures such as percutaneous tracheostomy and PEG. In no case did they
ask us to die. In Europe the ‘end of life care’ law is very dyshomogeneous
because of diff erent cultures, traditions, religions, and beliefs. In Italy
euthanasia is not allowed by law. It is the physician often by himself
that has to make the fi nal decision according to the patient’s mind.f Conclusion The scales of the new questionnaire showed good reliability
and diff erentiated between nurses and physicians. Psychological safety
and inclusive leadership proved to be important concepts. P32
ASA helps prediction of the death rate in surgical ICU patients
P Batista, R Passos, C Gomes, A Oliveira
Hospital Sao Rafael, Salvador Bahia, Brazil
Critical Care 2014, 18(Suppl 1):P32 (doi: 10.1186/cc13222) i
g
p
Conclusion Our experience shows that patients aff ected by severe
motor disability are not always willing to die. It is essential that decisions
should be patient-centered and taken multidisciplinarily, based on
open and emphatic communication, involving family and caregivers. References Introduction Many scoring systems have been designed to predict
mortality in surgical patients; however, these systems require the
collection of several parameters that may not be available at ICU
admission. As a result, these classifi cation systems are not used as a
routine part of clinical practice. The aim of this study was to evaluate
the prognostic value of ASA classifi cation predicting ICU and hospital
mortality. 1. Servillo G, Vargas M: Transl Med UniSa 2011, 1:237-242
2. Gordon PH: Aging Dis 2013, 4:295-310. 1. Servillo G, Vargas M: Transl Med UniSa 2011, 1:237-242
2. Gordon PH: Aging Dis 2013, 4:295-310. 3
Autopsy-detected diagnostic errors in critically ill patients with
cirrhosis
N De Mey, J Wauters, A Wilmer, P Meersseman
UZ Gasthuisberg, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P37 (doi: 10.1186/cc13227) N De Mey, J Wauters, A Wilmer, P Meersseman
UZ Gasthuisberg, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P37 (doi: 10.1186/cc13227) Table 1 (abstract P35). Cluster 1
Cluster 2
Cluster 3
Cluster 4
(n = 353)
(n = 755)
(n = 667)
(n = 272)
ICU LOS, mean ± SD (days)
0.5 ± 0.2
2.0 ± 0.8
7.2 ± 2.8
25.6 ± 15.2
Mechanical ventilation
282 (79.9%) 631 (83.6%) 604 (90.6%) 269 (98.9%)
Tracheostomy
3 (0.9%)
13 (1.7%)
14 (2.1%)
127 (46.7%)
CPR
20 (5.7%)
19 (2.5%)
16 (2.4%)
8 (2.9%)
Conclusion Cluster analysis can identify unique typologies of death
within ICUs. This approach may be a novel method to more specifically Table 1 (abstract P35). Cluster 1
Cluster 2
Cluster 3
Cluster 4
(n = 353)
(n = 755)
(n = 667)
(n = 272)
ICU LOS, mean ± SD (days)
0.5 ± 0.2
2.0 ± 0.8
7.2 ± 2.8
25.6 ± 15.2
Mechanical ventilation
282 (79.9%) 631 (83.6%) 604 (90.6%) 269 (98.9%)
Tracheostomy
3 (0.9%)
13 (1.7%)
14 (2.1%)
127 (46.7%)
CPR
20 (5.7%)
19 (2.5%)
16 (2.4%)
8 (2.9%)
Conclusion Cluster analysis can identify unique typologies of death
within ICUs. This approach may be a novel method to more specifi cally
target ICU eff orts to reduce mortality and improve the quality of death. P36
Independent risk factors associated with the decision to withhold
therapeutic intervention in patients admitted to the emergency
room
L Serpa-Pinto, T Cardoso
Oporto Hospital Center, Oporto, Portugal
Critical Care 2014, 18(Suppl 1):P36 (doi: 10.1186/cc13226)
Introduction The decision to withhold therapeutic intervention in a Introduction Even with the availability of new and more eff ective
diagnostic procedures over the past decades, autopsy remains one of
the most reliable methods to validate clinical diagnoses. The aim of this
review was to determine whether autopsy plays a role in extending
knowledge about the cause of death in patients with cirrhosis who
died in the ICU. Methods We conducted a retrospective review of medical records and
postmortem fi ndings in critically ill patients with cirrhosis who were
admitted to a major university teaching medical ICU (MICU) between
August 2007 and August 2013. Agreement between diagnoses before
death and postmortem fi ndings were compared using the Goldman
system [1]. Review was independently performed by a fellow in critical
care medicine and a board-certifi ed attending. Autopsy diagnoses
included histologic and microbiological fi ndings. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 role of the physician is to cure, treat and alleviate suff ering. When the
fi rst two goals are not possible the medical role should be dedicated to
end-of-life treatments adjusted to the patient’s benefi t [1,2]. Methods A retrospective cohort study including all adult patients
with sepsis admitted to the emergency room (ER) at a tertiary care,
university hospital between 1 July 2011 and 30 June 2012. Results During the study period 162 patients with sepsis were admitted
to the ER, of which 40 (25%) had withheld therapeutic decisions. Comparing this group with the group without therapeutic limitations,
patients in the fi rst group were older (81 ± 13 vs. 68 ± 14, P <0.001), with
more comorbidities (90% vs. 66%, P = 0.004) and a higher proportion
needing help in daily activities (Karnofsky performance status (KPS)
<70% = 55% vs. 8%, P <0.001). The hospital mortality in patients with
a decision to limit the therapeutic intervention was signifi cantly higher
(83% vs. 43%, P <0.001). Variables independently associated with the
withholding therapy decision were age (adjusted OR per year = 1.078,
P <0.001), presence of comorbidities (adjusted OR = 4.632, P = 0.030),
chronic wounds (adjusted OR = 5.965, P = 0.005) and patient’s needed
of help in daily activities (KPS <70%, adjusted OR = 5.391, P = 0.012). In
the fi rst group a lower proportion received antibiotics (70% vs. 99%,
P <0.001) and when those were considered inadequate for the agent
responsible for the sepsis episode it was less frequently changed (15%
vs. 50%, P = 0.028). However, no diff erences were found regarding the
elapsed time from admission to the ER until the fi rst medical contact or
the time since the recognition of sepsis and antibiotic administration,
although the group with withholding decisions had less specimens
collected for microbiology: blood cultures (68% vs. 91%, P <0.001) or
other specimens (58% vs. 96%, P <0.001). C
l
i
I
hi
d
h
d
i i
i hh ld
h role of the physician is to cure, treat and alleviate suff ering. When the
fi rst two goals are not possible the medical role should be dedicated to
end-of-life treatments adjusted to the patient’s benefi t [1,2]. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 patients admitted on weekends and on weekdays were found in the
group admitted after surgery (respectively 10% and 30%, P <0.0001),
originating from the emergency unit (respectively 30% and 16%;
P <0.0001), originating from step-down units (respectively 31% and
17%; P <0.0001), patients from clinical teams compared with surgical
teams (respectively 28% and 13%; P <0.0001), previous hospital length
of stay lower versus higher than 2 days (respectively 15% and 25%;
P <0.0001) and age ≥65 years (respectively 21% and 18%; P <0.0001). The mortality ratios were signifi cantly diff erent between these groups. Multiple logistic regression showed that the inclusion of other variables
reduces the odds ratio associated with admission on weekends and
holidays to 1.22 (95% CI 1.08 to 1.39, P <0.002) for ICU mortality and to
1.23 (95% CI 1.09 to 1.38, P <0.001). i
Methods A retrospective cohort study including all adult patients
with sepsis admitted to the emergency room (ER) at a tertiary care,
university hospital between 1 July 2011 and 30 June 2012. y
p
y
Results During the study period 162 patients with sepsis were admitted
to the ER, of which 40 (25%) had withheld therapeutic decisions. Comparing this group with the group without therapeutic limitations,
patients in the fi rst group were older (81 ± 13 vs. 68 ± 14, P <0.001), with
more comorbidities (90% vs. 66%, P = 0.004) and a higher proportion
needing help in daily activities (Karnofsky performance status (KPS)
<70% = 55% vs. 8%, P <0.001). The hospital mortality in patients with
a decision to limit the therapeutic intervention was signifi cantly higher
(83% vs. 43%, P <0.001). Variables independently associated with the
withholding therapy decision were age (adjusted OR per year = 1.078,
P <0.001), presence of comorbidities (adjusted OR = 4.632, P = 0.030),
chronic wounds (adjusted OR = 5.965, P = 0.005) and patient’s needed
of help in daily activities (KPS <70%, adjusted OR = 5.391, P = 0.012). In
the fi rst group a lower proportion received antibiotics (70% vs. 99%,
P <0.001) and when those were considered inadequate for the agent
responsible for the sepsis episode it was less frequently changed (15%
vs. 50%, P = 0.028). References 1. Damghi et al.: BMC Emergency Med 2011, 11:12. 2. Conte et al.: Intensive Care Med 2010, 36:765-772. 1. Damghi et al.: BMC Emergency Med 2011, 11:12. 2. Conte et al.: Intensive Care Med 2010, 36:765-772. y
Results Four clusters were identifi ed. Short ICU LOS and low life-
sustaining therapy utilization but relatively frequent CPR characterized
Cluster 1. Intermediate ICU LOS and moderate life-sustaining therapy
utilization characterized Clusters 2 and 3. Prolonged ICU LOS and high
life-sustaining therapy utilization (except CPR) characterized Cluster 4. Age and severity of illness decreased across clusters with the oldest,
sickest patients in Cluster 1 and the youngest, least sick patients in
Cluster 4. See Table 1. How many ways are there to die? Identifi cation of ICU death
typologies using cluster analysis
L Reineck, A Barnato, R Arnold, D Angus, J Kahn
University of Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P35 (doi: 10.1186/cc13225) How many ways are there to die? Identifi cation of ICU death
typologies using cluster analysis
L Reineck, A Barnato, R Arnold, D Angus, J Kahn
University of Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P35 (doi: 10.1186/cc13225) Introduction Although avoidance of death is a key goal of critical care,
so too is provision of high-quality end-of-life care when life-prolonging
therapy is not desired. One often-used measure of ICU performance is
risk-adjusted mortality, yet this measure treats all deaths equally and
thus is fl awed. In this work, we identify diff erent death typologies using
cluster analysis, with the ultimate goal of more narrowly targeted ICU
quality improvement measures and eff orts. Conclusion In this study the decision to withhold therapy was
independently associated with increasing age, the presence of
comorbidities and loss of functional autonomy. For the same level of
intervention such as antibiotic administration, the decision to withhold
therapy did not infl uence the effi cacy of therapeutic attitudes. References Methods We performed k-means cluster analysis in 2,047 ICU
decedents admitted to a university medical center in 2011/12. Variables for the analysis included ICU length of stay (LOS), mechanical
ventilation, tracheostomy, gastrostomy tube insertion, dialysis, enteral
or parenteral nutrition, and cardiopulmonary resuscitation (CPR). Death rate of patients admitted to a Brazilian ICU on weekends and
holidays Methods We analyzed 11,230 electronic records from patients admitted
from 1 January 2006 to 30 June 2013. The ICU admission dates were
categorized as normal weekdays and as weekends and holidays. The
dependent variables were ICU mortality and hospital mortality. The chi-
square test and Student t test were used as appropriate and signifi cant
association was accepted when P <0.05. Multiple logistic regression
(backward conditional) was used accepting a variable when P <0.05
and rejecting a variable with P >0.1. SPSS version 19.0 was used. Methods We analyzed 11,230 electronic records from patients admitted
from 1 January 2006 to 30 June 2013. The ICU admission dates were
categorized as normal weekdays and as weekends and holidays. The
dependent variables were ICU mortality and hospital mortality. The chi-
square test and Student t test were used as appropriate and signifi cant
association was accepted when P <0.05. Multiple logistic regression
(backward conditional) was used accepting a variable when P <0.05
and rejecting a variable with P >0.1. SPSS version 19.0 was used. Results Forty-nine percent of these patients were female, 53% was
admitted immediately after surgery, 56% had <2 days of previous
hospital admission, and 19.2% were admitted during weekends and
holidays. Mortality in the ICU for admissions on weekends and holidays
was 24% and was 13% for those admitted on weekdays (OR = 2.23, 95%
CI 2.02 to 2.47; P <0.0001). The hospital mortality was respectively 35%
and 20% (OR = 2.23, 95% CI 2.02 to 2.47; P <0.0001). Diff erences between Conclusion These results show that the ASA index can be used,
preferably in combination with other data from electronic records, to
predict mortality for surgical ICU patients. S13 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 However, no diff erences were found regarding the
elapsed time from admission to the ER until the fi rst medical contact or
the time since the recognition of sepsis and antibiotic administration,
although the group with withholding decisions had less specimens
collected for microbiology: blood cultures (68% vs. 91%, P <0.001) or
other specimens (58% vs. 96%, P <0.001). Conclusion The higher death rate on weekends and holidays may be
related to case mix. The interplay of other variables possibly related
either to admission on weekends or higher death rate should be sought. 3
Autopsy-detected diagnostic errors in critically ill patients with
cirrhosis
N De Mey, J Wauters, A Wilmer, P Meersseman
UZ Gasthuisberg, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P37 (doi: 10.1186/cc13227) Conclusion In KSA, abdomino-pelvic traumas are serious injuries
aff ecting mainly young male victims; however, with a lower mortality
than predicted. Compared with survivors, nonsurvivors were older in age; had higher
ISS, APACHE II, BMI, lactic acid, INR and creatinine, and lower GCS, PaO2/
FiO2 and platelet count; were more likely to be mechanically ventilated
and on vasopressors; and were associated with more head injuries. Compared with survivors, nonsurvivors were older in age; had higher
ISS, APACHE II, BMI, lactic acid, INR and creatinine, and lower GCS, PaO2/
FiO2 and platelet count; were more likely to be mechanically ventilated
and on vasopressors; and were associated with more head injuries. j
Conclusion In KSA, abdomino-pelvic traumas are serious injuries
aff ecting mainly young male victims; however, with a lower mortality
than predicted. P39
Radiation exposure in trauma patients is aff ected by age
M Wagner1, JV Vonk2, CW Wichman1, AH Hegde3, JO Oliveto3
1Creighton University, Omaha, NE, USA; 2University of Iowa, Iowa City, IA, USA;
3UNMC, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P39 (doi: 10.1186/cc13229) Introduction Trauma patients are subjected to higher radiation
exposure (RE) as a function of Injury Severity Score (ISS) [1]. Analysis of
this dataset was done to ascertain if RE varied with patient age. p
g
Methods Data collection was as previously described [1]. RE was
measured in milliSieverts (mSv). RE as a function of the ISS and age was
explored for 7,661 trauma patients. The ISS groupings were as follows:
ISS 1 to 8, ISS 9 to 15, ISS 16 to 25, and ISS >25. Age groupings were 19
to 39, 40 to 59, 60 to 79, and >80 years. Conclusion Despite declining rates worldwide, autopsy remains an
important tool for quality and safety assurance. In this retrospective
study, autopsy showed that knowledge of the correct premortem
diagnosis would have altered therapy in 10% of critically ill cirrhotic
patients. y
Results The data were analyzed in a hierarchical fashion: the mean
exposure by age group was compared by one-sided, two-sample
t tests. Diff erences were set up to test if mean exposure decreased
with increasing age. Bonferroni adjustment was used for all multiple
comparisons to maintain the overall error rate at 0.05. 3
Autopsy-detected diagnostic errors in critically ill patients with
cirrhosis
N De Mey, J Wauters, A Wilmer, P Meersseman
UZ Gasthuisberg, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P37 (doi: 10.1186/cc13227) Of the six
independent diff erence tests conducted, fi ve were signifi cant: 19 to 39
versus 60 to 79; 19 to 39 versus >79; 40 to 59 versus 60 to 79; 40 to 59
versus >79; and 60 to 79 versus >79 (P <0.01). Analysis was done for
ISS categories: ISS 1 to 8, ISS 9 to 15, ISS 16 to 25, and ISS >25. For ISS
1 to 8, fi ve diff erences were signifi cant: 19 to 39 versus 60 to 79; 19 to
39 versus >79; 40 to 59 versus 60 to 79; 40 to 59 versus >79; and 60 to
79 versus >79 (P <0.01). For ISS 9 to 15, all diff erences were signifi cant:
19 to 39 versus 40 to 59; 19 to 39 versus 60 to 79; 19 to 39 versus >79;
40 to 59 versus 60 to 79; 40 to 59 versus >79; and 60 to 79 versus >79
(P <0.01). For ISS 16 to 25, four diff erences were signifi cant: 19 to 39
versus 60 to 79; 19 to 39 versus >79; 40 to 59 versus 60 to 79; and 40
to 59 versus >79 (P <0.01). For ISS > 25, none of the diff erences were
signifi cant. 3
Autopsy-detected diagnostic errors in critically ill patients with
cirrhosis
N De Mey, J Wauters, A Wilmer, P Meersseman
UZ Gasthuisberg, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P37 (doi: 10.1186/cc13227) The records were
also reviewed for demographics, APACHE II score and all performed
diagnostic procedures. P36
Independent risk factors associated with the decision to withhold
therapeutic intervention in patients admitted to the emergency
room
L Serpa-Pinto, T Cardoso
Oporto Hospital Center, Oporto, Portugal
Critical Care 2014, 18(Suppl 1):P36 (doi: 10.1186/cc13226) Results Of 641 patients admitted with diagnosis of cirrhosis, 86 (13%)
died in the MICU. Forty-fi ve (52%) patients underwent an autopsy. Forty-two autopsy reports were available for review, three histologic
and microbiological reports were missing. Major missed diagnoses
(principal underlying disease related to death and primary cause
of death itself) were present in seven patients (17%), four in class I
(10%) and three in class II (7%) (Table 1). Minor missed diagnoses were
present in 13 patients (31%) (class III and IV). Postmortem fi ndings were
in complete agreement (class V) with clinical cause of death in almost
one-half of the patients (n = 19, 45%). Introduction The decision to withhold therapeutic intervention in a
patient is a complex decision, wrapped in profound ethical debates. The S14 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P37). Major missed diagnosis
Class I (n = 11)
Class II (n = 3)
1. Metastatic linitis plastica
1. Acute pancreatitis
2. Oesophageal variceal bleeding
2. Necrotizing mucor mycosis pneumonia
3. Disseminated mucor mycosis
3. Focal aspergillosis (myocardial)
4,5,6. Invasive aspergillosis (n = 3)
7. Invasive candidiasis
8. Herpes simplex pneumonia
9. Pneumocystis pneumonia
10. Gastric rupture
11. Disseminated HCC, vs. porta thrombosis
Class I = missed major diagnosis that would have changed management and
might have resulted in cure or prolonged survival. Class II = missed major
diagnosis that would not have modifi ed ongoing patient care. Compared with survivors, nonsurvivors were older in age; had higher
ISS, APACHE II, BMI, lactic acid, INR and creatinine, and lower GCS, PaO2/
FiO2 and platelet count; were more likely to be mechanically ventilated
and on vasopressors; and were associated with more head injuries. Conclusion In KSA, abdomino-pelvic traumas are serious injuries
aff ecting mainly young male victims; however, with a lower mortality
than predicted. Compared with survivors, nonsurvivors were older in age; had higher
ISS, APACHE II, BMI, lactic acid, INR and creatinine, and lower GCS, PaO2/
FiO2 and platelet count; were more likely to be mechanically ventilated
and on vasopressors; and were associated with more head injuries. Reference 1. Goldman et al.: The value of autopsy in three medical eras. N Engl J Med
1983, 308:1000-1005. P38i Profi le, outcomes, and predictors of mortality of abdomino-pelvic
trauma patients in a tertiary ICU in Saudi Arabia
S Haddad, Z Youssef, S Azzam, A Aldawood, A Al-Zahrani, H Al-Zamel,
H Tamim, A Deeb, Y Arabi
King Abdulaziz Medical City, Riyadh, Saudi Arabia
Critical Care 2014, 18(Suppl 1):P38 (doi: 10.1186/cc13228) Introduction Saudi Arabia (KSA) has the world’s highest number
of deaths from motor vehicle accidents (MVAs). Numerous trauma
victims sustain abdomino-pelvic injuries which are associated with
considerable morbidity and mortality. The purpose of this study is to
describe the profi le, outcomes and predictors of mortality of patients
with abdomino-pelvic trauma admitted to the ICU in a tertiary care
trauma center in Riyadh, KSA. gi
Conclusion Previous studies show signifi cant RE in trauma patients [1]. We demonstrated the signifi cance of RE to trauma patients, that the
amount of RE has gone up chronologically over time, and that patients
with an increasing ISS have a higher RE. We sought to determine
whether age played a factor in RE. Based on our statistical analyses,
older patients receive less RE for a given ISS. Although this is a large
assessment of RE and trauma patients broken down by ISS and patient
age, data analysis by year was limited by the small number of patients
in high ISS groups at higher ages. y
Methods This is a retrospective analysis of a prospectively collected
ICU database. All consecutive patients older than 14 years with
abdomino-pelvic trauma from March 1999 to June 2013 were
included. The followings were extracted: demographics, injury severity,
mechanism and type of injury, associated injuries, use of vasopressors
and mechanical ventilation, and worse laboratory results in the fi rst
24 hours. The primary outcome was hospital mortality. Secondary
outcomes were ICU mortality, mechanical ventilation duration, need
for tracheotomy, and ICU and hospital length of stay. We compared the
profi le, outcomes, and the predictors of mortality between survivors
and nonsurvivors. Reference Reference 1. Wagner M, et al.: 258 Increased Injury Severity Score is associated with
increased radiation exposure in trauma patients. Crit Care Med 2013,
41:A59. Predictors of outcome in patients with haematological
malignancies admitted to critical care
2
2
3
2 A Tridente1, K Browett2, J Hall 2, Y Sorour3, J Snowden2, S Webber2
1St Helens and Knowsley, Liverpool, UK; 2STH, Sheffi eld, UK; 3DBH, Doncaster,
UK Critical Care 2014, 18(Suppl 1):P41 (doi: 10.1186/cc13231) Critical Care 2014, 18(Suppl 1):P41 (doi: 10.1186/cc13231) p
Results We included a total of 469 patients with oncological and
hematological malignancies, of whom 8.9% (n = 42) were admitted
to the ICU and 18.7% (n = 88) did not survive until the 30-day follow-
up. There was a strong association of initial proADM levels and 30-day
mortality risk (odds ratio (OR) per 10-fold increase 9.9, 95% CI 4.3, 22.9)
with an AUC of 0.67 (95% CI 0.60, 0.74). This association remained
signifi cant after multivariate adjustment for initial vital signs (blood
pressure, pulse, temperature) and comorbidities (chronic heart failure,
chronic obstructive pulmonary disease, diabetes, coronary heart
disease) with an adjusted OR of 9.0 (95% CI 3.1, 26.4). There was also
a signifi cant association of proADM and LOS (adjusted regression
coeffi cient per 10-fold increase: 6.6, 95% CI 2.0, 11.2). Introduction Critical care (CC) admission has traditionally been
viewed as likely to result in a poor outcome for immune-compromised
haemato-oncological (HO) patients [1,2]. Recent studies have
challenged such views [3,4]. We recently reported results from a cohort
of HO patients admitted to CC, showing the pAO2/FiO2 (P/F) ratio to be
the only independent predictor of mortality [5]. We report analyses of a
larger cohort of HO patients admitted to CC. g
p
Methods We assessed outcome for HO patients at CC (primary
outcome) and hospital discharge, and at 6-month and 1-year follow-
up. Single variable logistic regression analyses, adjusted by age,
gender and haematological diagnosis, and multivariate analyses were
performed to identify independent predictors of outcome using STATA. Results A total of 225 HO patients were admitted to CC. Median age
was 59 (interquartile range (IQR) 46 to 66) years. The most common
haematological diagnoses on admission were acute myeloid
leukaemia in 57 (25.3%) cases, non-Hodgkin lymphoma in 54 (24%)
cases and multiple myeloma in 42 (18.7%) patients. Median APACHE II
score was 21 (IQR 17 to 26). A total of 164 patients (72.9%) had at least
one organ supported. Unit and hospital mortality rates were 34.7% (78
patients) and 49.3% (111 patients), respectively. At 6-month and 1-year
follow-up, mortality increased to 63.1% (142 patients) and 70.5% (153
patients), respectively. P40 Survival rate and predictors of outcome in intubated patients with
haematological malignancies in a Greek ICU
V Tsolaki, M Karapetsa, G Ganeli, A Mpouzia, E Zakynthinos
University Hospital of Larissa, Greece
Critical Care 2014, 18(Suppl 1):P40 (doi: 10.1186/cc13230) Results Of 9,974 trauma patients during the study period, 702 patients
with abdomino-pelvic trauma were admitted to the ICU. The average
age was 30.7 ± 14.4 years and the majority was male (89.5%). MVA
was the most common cause of abdomino-pelvic trauma (86%). Pelvis
(46.2%), liver (25.8%), and spleen (23.1%) were the most frequent
injuries; and chest (55.6%), head (41.9%), and lower extremities (27.5%)
were the most commonly associated injuries. Mechanical ventilation
was required in 89.6%, emergency surgery was performed in 45%
and vasopressors were used in 46.6% of patients. The most commonly
performed interventions during the ICU stay were surgery (39.5%) and
chest tube insertion (33.3%). Of the 702 patients with abdomino-pelvic
trauma, 115 (16.4%) patients did not survive. Associated head trauma
and retroperitoneal hematoma, higher level of lactic acid on admission
and ISS, and advanced age were independent risk factors for fatality. Introduction The admission of patients with haematological
malignancies to the ICU is associated with high mortality, especially
when mechanical ventilation is required [1,2]. The purpose of the
present study was to explore survival rates and the predictors of
survival in this group of patients. Methods A retrospective study of intubated patients with haemato-
logical malignancies, admitted to a general ICU in central Greece, due
to any cause. S15 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Results During a 10-year period (2003 to 2013), 16 patients with
haematological malignancies (nine with acute myelogenous leukaemia,
four with non-Hodgkin lymphoma, one with Hodgkin lymphoma
and two with multiple myeloma, mean age 50.75 ± 16.59) (male/
female 3/13, mean APACHE II score 23.18 ± 6.67, mean SOFA score
12.50 ± 2.82, CRP 16.00 ± 10.13, WBC 2.055 ± 30.053) were admitted
to the ICU. The majority of patients were admitted due to ARDS (PO2/
FiO2 164 ± 109), one patient was admitted due to intestinal rupture
and peritonitis and the other one due to intracerebral haemorrhage. P40 In the majority of the patients (13/16) diagnosis of the malignancy was
made during the present admission and only three had the malignancy
for a longer period (5 months to 3 years). The mean ICU length of stay
was 10.56 ± 16.19 days. A total 68.75% (11/16) of the patients were
intubated upon admission, whereas the mean time to intubation for
the rest of the patients was 6.37 ± 4.16 hours. Neither intubation upon
admission nor time to intubation was correlated with survival. Type
of haematological malignancy, duration of immunosuppression and
preceding length of stay in the general ward did not correlate with
survival either. The survival rate was 18.7% and in linear regression
analysis, duration of treatment with NIV in the general ward, increased
SOFA score and the number of platelets (<50.000) upon admission to
the ICU were independent predictors of survival (R2 = 0.77, P = 0.017). mortality, in agreement with previously published data [6]. The CC
mortality rate was 34.7%; at 1 year, mortality had risen to 70.5%. Acknowledgement AT and KB are joint fi rst authors. References 1. Ewig: Eur Respir J 1998, 12:116-122. 2. Rubenfeld: Ann Int Med 1996, 125:625-633. 3. Kroschinsky: Intensive Care Med 2002, 28:1294-1300. 4. Cuthbertson: JICS 2008, 9:135-140. 5. Browett: Br J Aanaesth 2013, 110:860-885. 6. Bird: Br J Aanaesth 2012, 108:452-459. 1. Ewig: Eur Respir J 1998, 12:116-122. 2. Rubenfeld: Ann Int Med 1996, 125:625-633. 3. Kroschinsky: Intensive Care Med 2002, 28:1294-1300. 4. Cuthbertson: JICS 2008, 9:135-140. 5. Browett: Br J Aanaesth 2013, 110:860-885. 6. Bird: Br J Aanaesth 2012, 108:452-459. P42
Early risk stratifi cation in patients with oncological and
hematological malignancies in the emergency department
A Rast, D Steiner, A Kutz, M Bargetzi, B Mueller, P Schuetz
Kantonsspital Aarau, Switzerland
Critical Care 2014, 18(Suppl 1):P42 (doi: 10.1186/cc13232) Introduction There are no well-validated risk scores for patients
with oncological and hematological malignancies presenting to the
emergency department (ED). Previous research found the prognostic
blood biomarker pro-adrenomedullin (proADM) to be associated with
infection-related complications and mortality and thus may be helpful
in managing febrile patients with malignancies. Yet the prognostic
value of proADM in general oncological patients presenting to the
ED remains unclear. Herein, the objective of this study is to evaluate
the prognostic potential of proADM and clinical parameters in a
consecutive cohort of patients with oncological and hematological
malignancies with regard to ICU admission and 30-day mortality. P41
Predictors of outcome in patients with haematological
malignancies admitted to critical care
A Tridente1, K Browett2, J Hall 2, Y Sorour3, J Snowden2, S Webber2
1St Helens and Knowsley, Liverpool, UK; 2STH, Sheffi eld, UK; 3DBH, Doncaster,
UK
Critical Care 2014, 18(Suppl 1):P41 (doi: 10.1186/cc13231) P41
Predictors of outcome in patients with haematological
malignancies admitted to critical care
A Tridente1, K Browett2, J Hall 2, Y Sorour3, J Snowden2, S Webber2
1St Helens and Knowsley, Liverpool, UK; 2STH, Sheffi eld, UK; 3DBH, Doncaster,
UK
Critical Care 2014, 18(Suppl 1):P41 (doi: 10.1186/cc13231) yf
References 1. Cherif H, et al.: Support Care Cancer 2007, 15:1393-1398. 2. Comet AD, et al.: Eur J Haematol 2005, 74:511-516. 1. Cherif H, et al.: Support Care Cancer 2007, 15:1393-1398. 1. Cherif H, et al.: Support Care Cancer 2007, 15:1393-1398. 2. Comet AD, et al.: Eur J Haematol 2005, 74:511-516. 1. Cherif H, et al.: Support Care Cancer 2007, 15:1393 1398. 2. Comet AD, et al.: Eur J Haematol 2005, 74:511-516. Methods We enrolled all consecutive patients with oncological and
hematological malignancies seeking ED care at a tertiary care hospital
from February 2013 to October 2013. We prospectively collected
various clinical features, and measured blood parameters including
proADM upon admission. To assess outcomes, data from electronic
medical records – that is, ICU admission, length of stay (LOS), and post-
acute care location – were used and we contacted all patients 30 days
after hospital admission. Logistic regression models with area under
the receiver operating curve (AUC) were used to assess association of
baseline parameters and outcomes. Predictors of outcome in patients with haematological
malignancies admitted to critical care
2
2
3
2 The APACHE II score (OR = 0.93, 95% CI = 0.89 to
0.97, P <0.001), number of organs supported (OR = 0.34, 95% CI = 0.23
to 0.48, P <0.001), P/F ratio (OR = 1.06, 95% CI = 1.03 to 1.09, P <0.001),
inotropic requirement (OR = 0.27, 95% CI = 0.15 to 0.49, P <0.001), and
IMV status (OR = 0.06, 95% CI = 0.03 to 0.14, P <0.001) infl uenced unit
survival at single variable analyses. At multivariate analysis, the P/F ratio
(OR = 1.05, 95% CI = 1.02 to 1.09, P = 0.002) and IMV status (OR = 0.12,
95% CI = 0.04 to 0.35, P <0.001) independently predicted outcome. Conclusion Organ failures and need for organ support correlated with
outcome P/F ratio and need for IMV were independent predictors of fi
Conclusion This study including consecutive patients with oncological
and hematological malignancies found a moderate association of
proADM with 30-day mortality and LOS. proADM in combination with
clinical parameters may help to improve site-of-care decisions for these
patients in the future. P40 Conclusion The present retrospective study indicates that patients
with haematological malignancies have poor survival when they are
admitted to the ICU. Longstanding treatment with NIV before ICU
admission, high SOFA scores and low platelet levels upon admission
negatively aff ect survival. References PP Dobesh, TR McGuire, DG Klepser, AL Himmelberg, DA Roberts,
KM Olsen PP Dobesh, TR McGuire, DG Klepser, AL Himmelberg, DA Roberts,
KM Olsen University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P46 (doi: 10.1186/cc13236) University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P46 (doi: 10.1186/cc13236) Introduction The purpose of this study was to evaluate the impact of
obesity on outcomes in patients with severe sepsis. Since obesity is
considered an infl ammatory disease and is associated with elevations
in several infl ammatory mediators important in the outcome of sepsis,
the relationship between obesity and outcome in septic patients was
studied. Methods This retrospective cohort study included all patients over the
age of 40 with a confi rmed diagnosis of severe sepsis and an ICU stay
at our academic medical center from 1 January 2005 to 31 March 2011. Obesity was defi ned as a body mass index of 30 or greater. Data on
other patient demographics and APACHE II score at the time of sepsis
were collected from patient charts. Outcomes measured included in-
hospital mortality, development of acute respiratory distress syndrome
(ARDS), days on mechanical ventilation, hospital cost, and length of
stay.i Conclusion Regardless of the EWS, critical care teams are heavily
involved in the management of patients outside critical care units. Fifty
per cent of patients reviewed by the critical care team subsequently
required admission to a critical care unit. The trigger threshold (7 and
above) for referral to a critical care team currently recommended by
the EWS escalation protocol is more likely to predict need for critical
care admission. However, one in four patients referred below the
threshold also required admission to a critical care environment. This
study questions the safety of introducing such a protocol into acute
hospitals. Will noncritical care staff be forced to wait until patients
deteriorate further and reach the trigger threshold for referral or will
the role of the critical care team expand further to look after all patients
with abnormal EWS in hospital? Results We identifi ed 824 patients who met the inclusion criteria for
this study. Of these patients, 257 (31.2%) were classifi ed as obese. The mean APACHE II score was similar between obese and nonobese
patients (23.3 vs. 22.4; P = 0.068). Obese patients had a similar rate
of in-hospital mortality (31.9% vs. Factors aff ecting the clinical response to National Early Warning
score triggers g
g
Methods Data collection was as previously described [1]. RE was
measured in milliSieverts (mSv). Group analysis was done for both ISS
and NISS using the following severity score ranges (SSR) 1 to 8, 9 to 15,
16 to 25, and >25. I Kolic1, S McCartney1, S Crane1, Z Perkins2, A Taylor1
1South London Healthcare NHS Trust, London, UK; 2East Kent Hospitals
University NHS Trust, Ashford, UK
Critical Care 2014, 18(Suppl 1):P45 (doi: 10.1186/cc13235) Results The analysis conducted in previous research [1] was repeated
for the data recategorized by NISS. The conclusions were identical;
increased NISS is associated with increased radiation exposure. A
total of 465 patients fell into diff erent SSR when classifi ed by NISS. The
distribution of exposure for each SSR, NISS versus ISS, was compared
using Wilcoxon’s test. For the range 1 to 8, there was no detectable
diff erence. There was a signifi cant shift in the distribution of exposures
for the remaining three ranges (P <0.02). The exposure shift was
downward for NISS compared with ISS. Introduction We aimed to assess actions taken in response to variations
in the National Early Warning (NEW) score and to identify factors
associated with a poor response. The NEW score is a physiological score,
which prescribes an appropriate response for the deteriorating patient
in need of urgent medical care. This allows enhanced observation and
clinical review of patients, identifying patients at risk of acute mortality. Methods We performed a prospective observational study of adult
patients admitted to an acute medical ward in a London district general
hospital over a 2-week period. Patient characteristics, NEW score, time
of day, day of week and clinical response data were collected for the
fi rst 24 hours of admission. Patients with less than a 12-hour hospital
stay were excluded. The primary outcome measure was the quality of
clinical response. Data were analysed with univariate and multivariate
logistic regression. Conclusion In this analysis, with the exception of patients in groups
1 to 8 there was a signifi cant decrease in RE in the NISS groups when
compared with the compared ISS group. Further analysis is needed to
determine the cause for this change and whether this diff erence will be
clinically signifi cant. P45 determine whether there is a diff erence in the calculated RE per group
when the patients are grouped using either the NISS or ISS. Methods Data collection was as previously described [1]. RE was
measured in milliSieverts (mSv). Group analysis was done for both ISS
and NISS using the following severity score ranges (SSR) 1 to 8, 9 to 15,
16 to 25, and >25. determine whether there is a diff erence in the calculated RE per group
when the patients are grouped using either the NISS or ISS. Methods Data collection was as previously described [1]. RE was
measured in milliSieverts (mSv). Group analysis was done for both ISS
and NISS using the following severity score ranges (SSR) 1 to 8, 9 to 15,
16 to 25, and >25. determine whether there is a diff erence in the calculated RE per group
when the patients are grouped using either the NISS or ISS. determine whether there is a diff erence in the calculated RE per group
when the patients are grouped using either the NISS or ISS. Factors aff ecting the clinical response to National Early Warning
score triggers
I Kolic1, S McCartney1, S Crane1, Z Perkins2, A Taylor1
1South London Healthcare NHS Trust, London, UK; 2East Kent Hospitals
University NHS Trust, Ashford, UK
Critical Care 2014, 18(Suppl 1):P45 (doi: 10.1186/cc13235) P44 Early warning scores: breaking or building barriers to critical care
E Dunne1, RO Leary1, K Srinivasan2, B Ahmed3, D Galvin4,
R Ni Mhuircheartaigh1, B Marsh1
1Mater Misericordiae University Hospital, Dublin, Ireland; 2Tallaght Hospital,
Dublin, Ireland; 3St Vincent’s University Hospital, Dublin, Ireland; 4University
College Hospital, Galway, Ireland
Critical Care 2014, 18(Suppl 1):P44 (doi: 10.1186/cc13234) j
g
Conclusion Clinical response to NEW score triggers is signifi cantly
worse at weekends, highlighting an important patient safety concern. Reference Introduction A prospective multicentre observational study was
carried out to assess the extent to which critical care teams manage
patients in hospital who are cared for outside the critical care unit. The Health Service Executive (HSE) in Ireland is in the process of
implementing a national Early Warning Score (EWS) and, at an EWS of 7
or above, a referral to critical care is recommended. This study recorded
the EWS of patients referred to the critical care team and describes the
subsequent interventions made by the critical care team and patient
outcomes.fi 1. Royal College of Physicians: National Early Warning Score (NEWS):
Standardising the Assessment of Acute Illness Severity in the NHS. Report of a
Working Party. London: RCP; 2012. Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Impact of obesity on outcomes in patients with sepsis Methods Six critical care departments in university-affi liated hospitals
across Ireland collected data on all referrals to the critical care team over
a 6-week period. Data were anonymised, coded and analysed centrally. Results A cumulative total of 399 calls were made to the critical care
teams in the six hospitals. The most common reason for referral was to
request a critical care review of a patient (n = 319, 79.9%). Other reasons
for referral included cardiac arrest, request to transfer patients from
other hospitals and requests for vascular access. The average duration
spent by the critical care team reviewing patients on the wards was
57 minutes. This increased up to 67 minutes for cardiac arrest calls. Of
the 319 critical care reviews, 160 (50.2%) patients were subsequently
admitted to critical care. A total 118 of this 160 had EWS of 7 or above,
while 42 scored less than 7 but were still deemed to require admission
to critical care. Reference 1. Wagner M, et al.: 258 Increased Injury Severity Score is associated with
increased radiation exposure in trauma patients. Crit Care Med 2013,
41:A59. Results During the study period 200 patients were included with a
median age of 70 (20 to 102) years. NEW scores were evenly distributed
between day and night (52% vs. 48%) with a greater proportion on
weekdays compared with weekend days (82% vs. 18%). The majority
of patients scored <5 (93% vs. 7%). Forty-seven (27%) patients
received an inadequate clinical response. Univariate analysis showed
no association with time of day (night 34% vs. day 38%, OR 0.83
(0.47 to 1.49), P = 0.556). However, day of the week (weekend 56%
vs. weekday 32%, OR 2.8 (1.30 to 5.84), P = 0.01) and increasing score
(NEWS ≥5 100% vs. NEWS <5 31%, OR 65 (3.8 to 1100), P < 0.0001)
were signifi cantly associated with an inadequate response. Day of the
week was independently associated with an inadequate response after
adjusting for confounders (OR 3.08 (1.27 to 7.46), P = 0.013). P43 Calculated radiation exposure for trauma patients is lower when
using the New Injury Severity Score versus the Injury Severity Score
to calculate injury severity
M Wagner1, J Vonk2, C Wichman1, A Hegde3, J Oliveto3
1Creighton University, Omaha, NE, USA; 2University of Iowa, Iowa City, IA, USA;
3UNMC, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P43 (doi: 10.1186/cc13233) Introduction We studied radiation exposure (RE) in trauma patients [1]. To adjust for injury severity the New Injury Severity Score (NISS) or the
Injury Severity Score (ISS) can be used to group patients. We sought to y
Conclusion Organ failures and need for organ support correlated with
outcome. P/F ratio and need for IMV were independent predictors of S16 Reference 1. Schuetz P, et al.: Eff ect of procalcitonin-based guidelines vs standard
guidelines on antibiotic use in lower respiratory tract infections: the
ProHOSP randomized controlled trial. JAMA 2009, 302:1059-1066. y
y
y
y
Methods We used a platform of a negative randomized control trial in
subjects (n = 51) with a diagnosis of severe sepsis with ≥1 organ failure. The cohort of severe septic subjects was stratifi ed by obesity status
based on the body mass index (BMI >30). Primary outcomes: 30-day
and 180-day mortality; secondary outcome: diff erence in median (IQR)
of fi ve infl ammatory cytokines including tumor necrosis factor alpha
(TNFα), TNFα-receptor 2, interleukin (IL)-6, IL-1-receptor-antagonist (IL-
1ra) and IL-10. The measurement of median baseline cytokine levels
was done in serum by Luminex technology. Statistical signifi cance was
defi ned as P <0.05. Obesity is not associated with poor outcomes in older patients with
sepsis Conclusion Clinical parameters and discharge levels of proADM allow
accurate long-term prognostication in COPD patients independent
of initial type of exacerbation. The focus on the best use of long-term
prognostic information to improve patient care and clinical outcomes
seems promising/rational. MI Restrepo1, P Faverio2, LF Reyes3, A Anzueto1
1University of Texas Health Science Center, San Antonio, TX, USA; 2University of
Milan-Bicocca, Monza, Italy; 3Universidad de La Sabana, Bogota, Colombia
Critical Care 2014, 18(Suppl 1):P47 (doi: 10.1186/cc13237) Introduction Studies suggest that obesity may infl uence mortality
in patients who develop sepsis. However, the mechanisms linked to
improved outcomes are unclear. Our aim was to assess the impact of
obesity on mortality at 30 and 180 days and cytokine expression. PP Dobesh, TR McGuire, DG Klepser, AL Himmelberg, DA Roberts,
KM Olsen 33.7%; P = 0.810) compared with
nonobese patients, but a signifi cantly higher rate of development of
ARDS (49.4% vs. 34.4%; P <0.001). Obese patients also had signifi cantly S17 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 more days on mechanical ventilation (6.2 days vs. 5.0 days; P = 0.005). There was no relationship between mortality in obese patients on
mechanical ventilation (34.4% vs. 39.5%; P = 0.26) or ARDS (33.9% vs. 42.6%; P = 0.13) compared with nonobese patients. Hospital costs and
length of stay did not diff er between the groups. Results Overall mortality in the 469 included COPD patients was 55%
(95% CI 0.5 to 0.6) with a 14% (95% CI 0.1 to 0.2) mortality incidence
rate per year. Patients with pneumonic COPD exacerbation had a
more pronounced infl ammatory response compared with patients
with nonpneumonic exacerbation with regard to levels of initial
C-reactive protein levels (median 158 mg/dl vs. 39 mg/dl, P <0.0001),
procalctionin (median 0.4 μg/l vs. 0.1 μg/l, P <0.0001) and proADM
(median 1.3 nmol/l vs. 0.9 nmol/l, P <0.0001), but long-term survival
was similar (HR 1.0, 95% CI 0.8 to 1.2). In univariate regression models,
proADM was signifi cantly associated with mortality after 1, 3 and
6 years (HR 16.1 (95% CI 6.9 to 37.7), 10.5 (95% CI 5.7 to 19.6) and 10.4
(95% CI 6.2 to 17.7), respectively). There was no eff ect modifi cation
by type of exacerbation. A model including clinical parameters (age,
coronary heart disease, heart failure, diabetes mellitus, chronic renal
failure, neoplastic disease, pneumonia, smokers) and proADM showed
good discrimination of long-term survivors from nonsurvivors with
AUC of 0.74 (95% CI 0.6 to 0.7). g
yf
g
Conclusion Obesity signifi cantly increased the incidence of ARDS and
days on mechanical ventilation in patients with sepsis. Previous work
has reported that obesity is associated with elevations in infl ammatory
cytokines and adipokines, particularly IL-6, which is a known risk factor
for ARDS. The higher rate of ARDS in obese patients with sepsis identifi es
a high-risk group where new therapies may be most benefi cial and
where new methods of preventing ARDS can be targeted. Frailty predicts need for medical review but not degree of organ
support after complex orthopaedic surgery N Singatoullina1, A Panickar1, A Dennis1, R Porter2, D Bryden1
1Sheffi eld Teaching Hospitals, Sheffi eld, UK; 2Univeristy of Leicester Hospitals,
Leicester, UK N Singatoullina1, A Panickar1, A Dennis1, R Porter2, D Bryden1
1Sheffi eld Teaching Hospitals, Sheffi eld, UK; 2Univeristy of Leicester Hospitals,
Leicester, UK Critical Care 2014, 18(Suppl 1):P49 (doi: 10.1186/cc13239) Critical Care 2014, 18(Suppl 1):P49 (doi: 10.1186/cc13239) Introduction Based on expert opinion and case note review, the
UK National Confi dential Enquiry into Peri-operative Outcome has
recommended provision of perioperative level 2 and 3 care to support
major surgery in older people, and particularly those with comorbidity
[1]. We wished to identify whether we could predict if the need was
uniform and whether any factors could predict the degree of organ
supports needed. i
Results Fifty-one subjects with severe sepsis were included in the
study; 37% of the patients were obese (BMI >30). Paradoxically, obese
severe septic patients had lower 30-day mortality (n = 1 (5%) vs. n =
9 (28%), P = 0.069) and 180-day mortality (n = 1 (5%) vs. n = 13 (41%),
P = 0.008), when compared with nonobese. The expression of TNFα,
TNFα-receptor 2, IL-6, IL-1ra and IL-10 was not statistically signifi cant
diff erent among obese versus nonobese severe septic patients. f
Conclusion Obesity is associated with lower mortality rates at 30
and 180 days in patients diagnosed with severe sepsis. This survival
benefi t was not associated with lower cytokine production among
obese patients. Further studies are needed to assess the mechanisms
associated with the survival benefi t related to obesity in patients with
severe sepsis. Methods A retrospective note review of all patients admitted to
a level 2 critical care unit in the 12-month period from 1 January
2012 to 31 December 2012 undergoing revision hip surgery either
as a two-stage or single-stage process. Surgery was undertaken at a
national referral unit and chosen to represent an appropriate group of
older, comorbid patients. Predefi ned preoperative and perioperative
data were collected from chart review, along with postoperative
physiological data whilst the patient was in critical care. This included
frailty, comorbidities, operative blood loss, anaesthetic technique and
level and duration or organ supports including the need for additional
medical review whilst on the unit. Frailty was assessed preoperatively P48 Frail patients were signifi cantly more likely to need
additional medical input in the postoperative period whilst on critical
care (Figure 1, P = 0.002) but this was not signifi cantly linked to need for
vasopressors, evidence of sepsis or choice of anaesthetic technique. Methods This study was conducted in a 20-bed mixed ICU of a teaching
hospital. The study sample was extracted from a dataset of all ICU
patients treated for more than 72 hours between 1 January 2007 and 1
October 2012. Demographic characteristics and clinical characteristics
at admission and during the ICU stay were collected. Characteristics of
patients alive 1 year after ICU discharge were compared with patients
who died within the fi rst year after ICU discharge. Descriptive statistics
were calculated. Multivariate analysis of 1-year mortality was performed
using a logistic regression model with backward elimination. Survival
was analysed by the Kaplan–Meier method using the time interval from
day of ICU discharge until death. Conclusion In complex revision orthopaedic surgery, the need
for postoperative level 2/3 support cannot be predicted from any
preoperative or intraoperative factors but patient frailty does indicate
the need for medical input in the postoperative period. References 1. Wilkinson K, et al.: An Age Old Problem. London: NCEPOD; 2010. 2. Rockwood K, et al.: CMAJ 2005, 173:489-495. 1. Wilkinson K, et al.: An Age Old Problem. London: NCEPOD; 2010. 2. Rockwood K, et al.: CMAJ 2005, 173:489-495. 1. Wilkinson K, et al.: An Age Old Problem. London: NCEPOD; 2010. 2. Rockwood K, et al.: CMAJ 2005, 173:489-495. y
g
Results During the study period, 740 patients were treated for more
than 72 hours in the ICU. The ICU mortality was 106/740 (14%). The
data of 617 ICU survivors were further analysed (17 patients were
lost to follow up). One-year mortality was 175/617 (28%), of which
85/175 (49%) patients died during hospital stay after ICU discharge. Frailty measures in the critically ill: are we approaching a critical
age? A systematic review
R Pugh1, DL John1, C Thorpe2, C Subbe2
1Glan Clwyd Hospital, Bodelwyddan, UK; 2Ysbyty Gwynedd, Bangor, UK
Critical Care 2014, 18(Suppl 1):P50 (doi: 10.1186/cc13240) g
y
R Pugh1, DL John1, C Thorpe2, C Subbe2 g
,
,
p ,
1Glan Clwyd Hospital, Bodelwyddan, UK; 2Ysbyty Gwynedd, Bangor, UK
Critical Care 2014, 18(Suppl 1):P50 (doi: 10.1186/cc13240) Introduction As the general population ages, the proportion of critically
ill patients in whom frailty may adversely aff ect outcome is likely to
rise. The aim of this systematic review was to evaluate performance of
frailty measures in predicting ICU, hospital and long-term outcomes
following intensive care admission. Conclusion Of patients being treated for more than 72 hours in
the ICU, 28% died within 1 year after ICU discharge. One-half of
them within the hospital stay after ICU discharge. High age at ICU
admission, high APACHE IV predicted mortality score, high number
of comorbidities, readmission and an admission diagnosis within the
categories ‘cardiovascular’ and ‘sepsis’ are associated with an increased
1-year mortality after ICU discharge in this population. The burden of
patients dying after ICU discharge underlines the necessity for clear ICU
discharge criteria and post-ICU care. Methods We performed a literature search for original studies
in: EMBASE, MEDLINE, Web of Knowledge, Cochrane database of
systematic reviews, and Database of Abstracts of Reviews of Eff ects,
using the terms ‘frailty’, ‘frail elderly’, ‘critical care’, ‘critically ill’, ‘critical
illness’ and ‘intensive care’. Our study inclusion criteria were that the
study: included patients cared for in intensive care, captured data
relating to premorbid frailty, and reported ICU, hospital and/or long-
term outcome data. Results Initial searches identifi ed 606 reports, of which, following
review of abstracts and removal of duplicates, 66 full-text papers were
evaluated. Of these, 11 met inclusion criteria. A further 19 papers that
met inclusion criteria were identifi ed from relevant review articles
and reference lists. There was huge variation in populations studied,
methodology, frailty measures utilised and reported outcome
measures. Of the 30 included studies, 11 studies evaluated patients
undergoing major (including cardiothoracic) surgery, two studies
specifi cally assessed patients with pneumonia, one study investigated
patients in a burns ICU and one study restricted its investigation to
former nursing home residents. Long-term physical functioning and health-related outcomes in
survivors of intensive care K Solverson, C Doig K Solverson, C Doig
University of Calgary, Canada
Critical Care 2014, 18(Suppl 1):P52 (doi: 10.1186/cc13242) Introduction The long-term impact of critical illness on survivors’
physical and mental health remains unknown. Our aim was to create a
follow-up clinic for survivors of critical illness in order to quantitatively
examine muscle weakness, physical functioning and mental health and
relate these fi ndings to health-related quality of life (HRQL) and ICU risk
factors. Methods Study patients were selected from a 24-bed multidisciplinary
ICU. Fifty-six patients who were ≥18 years old, stayed longer than 4 days
in the ICU and did not have an acute brain injury were followed-up at 2
and 4 months post hospital discharge. Peripheral muscle strength (grip,
triceps, biceps, hamstrings, quadriceps and dorsifl exors) and physical
functioning were objectively assessed using hand-held dynamometry
and the six-minute walk test (6MWT); both were compared with age/
sex normative data. HRQL and mental health were assessed using the
Short Form-36 (SF-36), EuroQol-5D (EQ-5D) and Hospital Anxiety and
Depression Scale. p
y
p
y
Conclusion Measures of frailty appear to predict mortality and
functional dependence following critical admission across a wide
range of clinical conditions. However, comparative data regarding the
relative accuracy and reliability of frailty measures in the intensive care
population are currently defi cient. P48 Long-term outcome in COPD patients with pneumonic and
nonpneumonic exacerbation: a 6-year prospective follow-up study
EG Grolimund, AK Kutz, MA Alan, BM Mueller, PS Schuetz
Kantonsspital Aarau, Switzerland
Critical Care 2014, 18(Suppl 1):P48 (doi: 10.1186/cc13238) Figure 1 (abstract P49). Proportion of patients requiring additional
medical review on critical care by degree of frailty. Introduction Predicting long-term outcome in patients surviving a
pneumonic or nonpneumonic COPD exacerbation remains challenging. This study investigates the association of clinical parameters and the
prognostic blood marker pro-adrenomedullin (proADM) measured
upon hospital discharge with 6-year mortality in well-defi ned cohort
of COPD patients. Methods We prospectively followed consecutive COPD patients from a
previous Swiss multicenter trial (2006 to 2008) [1] over a 6-year follow-
up and investigated all-cause mortality following hospital discharge. Patients and/or treating general practitioners were contacted by
telephone interview to assess the vital status of patients. We used
Cox regression models and the area under the receiver operating
characteristics curve (AUC) to investigate associations of baseline
predictors and mortality. Figure 1 (abstract P49). Proportion of patients requiring additional
medical review on critical care by degree of frailty. S18 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 determine the 1-year mortality after discharge from the ICU in patients
who were treated in the ICU for more than 72 hours and to identify
predictors for 1-year mortality. using the Rockwood assessment tool by trained staff [2]. Data were
analysed using Microsoft Excel for Mac 2011 and Stata/IC 11.2 for Mac. Results A total of 182 patients with a mean age of 69.8 years (range 29
to 92) were identifi ed. Frail patients were signifi cantly more likely to need
additional medical input in the postoperative period whilst on critical
care (Figure 1, P = 0.002) but this was not signifi cantly linked to need for
vasopressors, evidence of sepsis or choice of anaesthetic technique. using the Rockwood assessment tool by trained staff [2]. Data were
analysed using Microsoft Excel for Mac 2011 and Stata/IC 11.2 for Mac. Results A total of 182 patients with a mean age of 69.8 years (range 29
to 92) were identifi ed. Frailty measures in the critically ill: are we approaching a critical
age? A systematic review
R Pugh1, DL John1, C Thorpe2, C Subbe2
1Glan Clwyd Hospital, Bodelwyddan, UK; 2Ysbyty Gwynedd, Bangor, UK
Critical Care 2014, 18(Suppl 1):P50 (doi: 10.1186/cc13240) The most commonly used measures
of frailty were: measures of Activities of Daily Living (n = 9), which
predicted need for long-term institutional care, 30-day, 90-day,
6-month and 12-month mortality; Clinical Frailty Score [1] (n = 5), which
predicted ICU mortality, hospital mortality, 12-month mortality, quality
of life and functional dependence; and Knaus score [2] (n = 4), which
predicted ICU mortality, hospital and 12-month mortality. P48 Independent predicting factors of 1-year mortality were: age at ICU
admission (OR: 1.03; 95% CI: 1.01 to 1.05), APACHE IV predicted mortality
score (OR: 1.02; 95% CI: 1.02 to 1.03), number of comorbidities (one or
two co morbidities OR: 2.14; 95% CI: 1.42 to 3.23) (>3 comorbidities OR:
2.56; 95% CI: 1.16 to 5.62), readmission after ICU discharge within the
same period of hospital stay (OR: 1.98; 95% CI: 1.13 to 3.46) and the
diagnosis at admission (cardiovascular OR: 4.31; 95% CI: 1.73 to 10.76)
(sepsis OR: 2.67; 95% CI: 1.50 to 4.77). p p
References Referencesi 1. Rockwood et al.: A global clinical measure of fi tness and frailty in elderly
people. CMAJ 2005, 173:489-495. 2. Knaus et al.: APACHE-acute physiology and chronic health evaluation: a
physiologically based classifi cation system. Crit Care Med 1981, 9:591-597. Results The median age of patients was 60 years, 68% were admitted
for respiratory illnesses, they were severely ill (median APACHE II, 19)
and had long ICU lengths of stay (median, 11 days). Muscle strength
was signifi cantly reduced when compared with normative data in all
muscle groups at the 2-month and 4-month visits (2-month average
indexed overall strength, 72%, P <0.05). The median distance walked
during the 6MWT was 382 m at 2 months (median percent predicted,
72%) and it did not signifi cantly change at the 4-month visit. Reduced
peripheral muscle strength was signifi cantly correlated with lower
distance walked during the 6MWT. Reported HRQL by the SF-36 was
below national averages at both 2-month and 4-month visits (2-month Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 physical composite score (PCS) 36.2, mental composite score 48.1; 50 =
national average). Reduced muscle strength was associated with low
scores on the SF-36 physical function and general health domains. Performance on the 6MWT correlated with the SF-36 including the
PCS (P = 0.001). Screening positive for anxiety was associated with
both poor 6MWT performance and reporting dysfunction on the EQ-
5D domains. ICU/hospital length of stay, number of days ventilated,
severity of illness and organ dysfunction were not found to be
predictive of muscle strength or physical functioning. had a signifi cantly higher logistic EuroSCORE (20.3 vs. 10.6; P <0.001). The logistic EuroSCORE was a reasonable predictor of prolonged ICU/
in-hospital mortality (OR 1.04, 95% CI 1.04 to 1.05, P <0.001) with a
receiver operating characteristic (ROC) curve of 0.72. The relationship
between a patient’s logistic EuroSCORE and predicted risk of prolonged
ICU is shown in the fi gure; including low-risk, medium-risk and high
risk groups. Around 50% of the entire cohort of patients had a logistic
EuroSCORE of 10 or less and an associated risk of prolonged ICU stay of
5% or less. See Figure 1. physical composite score (PCS) 36.2, mental composite score 48.1; 50 =
national average). Reduced muscle strength was associated with low
scores on the SF-36 physical function and general health domains. Performance on the 6MWT correlated with the SF-36 including the
PCS (P = 0.001). Screening positive for anxiety was associated with
both poor 6MWT performance and reporting dysfunction on the EQ-
5D domains. ICU/hospital length of stay, number of days ventilated,
severity of illness and organ dysfunction were not found to be
predictive of muscle strength or physical functioning. had a signifi cantly higher logistic EuroSCORE (20.3 vs. 10.6; P <0.001). The logistic EuroSCORE was a reasonable predictor of prolonged ICU/
in-hospital mortality (OR 1.04, 95% CI 1.04 to 1.05, P <0.001) with a
receiver operating characteristic (ROC) curve of 0.72. The relationship
between a patient’s logistic EuroSCORE and predicted risk of prolonged
ICU is shown in the fi gure; including low-risk, medium-risk and high
risk groups. Around 50% of the entire cohort of patients had a logistic
EuroSCORE of 10 or less and an associated risk of prolonged ICU stay of
5% or less. See Figure 1. y
Conclusion Our study gives qualitative evidence that survivors of
critical illness have reduced muscle strength, physical functioning and
HRQL after hospital discharge. P53 M Soares1, JF Timsit2, G Burghi3, C Irrazabal4, N Pattison5, E Tobar6,
BF Almeida7, UV Silva8, LC Azevedo9, JI Salluh1, E Azoulay10
1DOr Institute for Research and Education – IDOR, Rio de Janeiro, Brazil;
2Hôpital A. Michallon Chu de Grenoble, France; 3Hospital Maciel, Montevideo,
Uruguay; 4Instituto Alexander Fleming, Buenos Aires, Argentina; 5Royal
Brompton NHS Foundation Trust, London, UK; 6Hospital Clinico Universidad
de Chile, Santiago, Chile; 7Hospital A.C. Camargo, São Paulo, Brazil; 8Fundação
Pio XII – Hospital do Câncer de Barretos, Barretos, Brazil; 9Hospital Sírio
Libanês, São Paulo, Brazil; 10Hôpital Saint Louis, Paris, France
Critical Care 2014, 18(Suppl 1):P54 (doi: 10.1186/cc13244) Introduction The aim of this study was to determine an appropriate
risk model to identify patients at high risk of prolonged ICU stay and to
aid patient consent prior to cardiac surgery. Introduction The aim of this study was to determine an appropriate
risk model to identify patients at high risk of prolonged ICU stay and to
aid patient consent prior to cardiac surgery. Methods Data were prospectively collected on 5,440 consecutive
cardiac surgery cases between April 2009 and March 2012. The primary
outcome measure was the combined outcome of prolonged ICU stay
(length of stay greater than 20 days) and/or in-hospital mortality. Logistic regression was performed to assess the predictability of
logistic EuroSCORE against the primary outcome. Low-risk, medium-
risk and high-risk groups were identifi ed and subsequent risk of 1-year
mortality assessed. Survival status was determined at 1 year. Introduction Information about lung cancer patients surviving critical
illnesses is very scarce. Our aim was to evaluate the outcomes and
continuing of anticancer treatments in lung cancer patients surviving
ICU admission. Methods Secondary analysis of a prospective multicenter study
including patients admitted for >24 hours to 22 ICUs in six countries
from Europe and South America during 2011. Readmissions and
patients in cancer remission >5 years were excluded. Logistic regression
was used to identify predictors for hospital mortality. Results A total of 192 (3.5%) patients had a prolonged ICU stay and
187 (3.4%) in-hospital deaths occurred, resulting in a combined
primary outcome of 349 (6.4%). At 1 year, 371 (6.8%) deaths occurred. The risk of death in-hospital and at 1 year was signifi cantly higher in
patients with prolonged ICU stay (in-hospital mortality, 15.6% vs. 3.0%; P <0.001/1 year, 27.6% vs. 6.1%; P <0.001). The mean logistic
EuroSCORE for all patients was 10.9. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Also, we have shown muscle weakness is
predictive of overall physical functioning, which in turn impacted HRQL
and mental health. No ICU risk factors were identifi ed that predicted
defi cits in muscle strength or physical functioning. Conclusion Using an existing risk prediction model, a patient’s risk of
prolonged ICU stay can be calculated using contemporaneous data. This information could be relevant for aiding in providing informed
consent for cardiac surgery patients. P54 Six-month outcomes in lung cancer patients surviving ICU
admission: results from a multinational multicenter study
M Soares1, JF Timsit2, G Burghi3, C Irrazabal4, N Pattison5, E Tobar6,
BF Almeida7, UV Silva8, LC Azevedo9, JI Salluh1, E Azoulay10
1DOr Institute for Research and Education – IDOR, Rio de Janeiro, Brazil;
2Hôpital A. Michallon Chu de Grenoble, France; 3Hospital Maciel, Montevideo,
Uruguay; 4Instituto Alexander Fleming, Buenos Aires, Argentina; 5Royal
Brompton NHS Foundation Trust, London, UK; 6Hospital Clinico Universidad
de Chile, Santiago, Chile; 7Hospital A.C. Camargo, São Paulo, Brazil; 8Fundação
Pio XII – Hospital do Câncer de Barretos, Barretos, Brazil; 9Hospital Sírio
Libanês, São Paulo, Brazil; 10Hôpital Saint Louis, Paris, France
Critical Care 2014, 18(Suppl 1):P54 (doi: 10.1186/cc13244) Prediction of 1-year mortality of patients treated for more than
72 hours in an ICU S Steenbergen, S Rijkenberg, H Endeman S Steenbergen, S Rijkenberg, H Endeman
Onze Lieve Vrouwe Gasthuis, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P51 (doi: 10.1186/cc13241) S Steenbergen, S Rijkenberg, H Endeman ,
,
Critical Care 2014, 18(Suppl 1):P51 (doi: 10.1186/cc13241) Introduction ICU or hospital mortality rates have been reported as the
endpoint of ICU therapy for many years. The aim of this study was to S19 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Survival and quality of life in patients acquiring acute kidney injury
in the fi rst 24 hours of ICU admission
I Soliman, L Peelen, D De Lange, D Van Dijk
University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P55 (doi: 10.1186/cc13245) Survival and quality of life in patients acquiring acute kidney injury
in the fi rst 24 hours of ICU admission
I Soliman, L Peelen, D De Lange, D Van Dijk
University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P55 (doi: 10.1186/cc13245) Introduction The population of the UK is ageing, with the fastest
increase in those ≥85 years. Increased age has been repeatedly
associated with adverse outcome and it is uncertain to what extent
this relates to the changes of ageing in themselves, or due to other
considerations. Age is a key variable in the majority of scoring systems
that relate patient characteristics to adverse outcome. We aimed
to assess change in age distribution of patients admitted to our ICU
over 20 years and examine the relationship between age of patient,
mortality and length of stay (LOS). i
I Soliman, L Peelen, D De Lange, D Van Dijk ,
,
g ,
j
University Medical Center, Utrecht, the Netherlands y
,
,
Critical Care 2014, 18(Suppl 1):P55 (doi: 10.1186/cc13245) Introduction Survival and quality of life (QoL) in ICU patients with
acute kidney injury (AKI) have been repeatedly reported as poor [1-3]. It is unknown whether early AKI, occurring during the fi rst 24 hours of
ICU treatment, is also a strong predictor of poor long-term outcome. Our aim was to describe the long-term outcomes of this specifi c group
of ICU patients. Methods Data were extracted from electronic records (WardWatcher)
and analysed using SPSS 20, GraphPad Prism 5.0 and Excel 2007. Methods Data were extracted from electronic records (WardWatcher)
and analysed using SPSS 20, GraphPad Prism 5.0 and Excel 2007. Results ICU patients have become older by 4.4 months/year. By 2013
the median age was 66 and 15% of all patients are now ≥80 years –
a 36% increase since 1993. Compared with the reference group (61
to 70 years), those in the older deciles have increased risk of ICU and
hospital mortality (P <0.01). Fifteen per cent of all those 81 to 90 years
old and 20% of those >91 years old who do not die on the ICU go on
to die on the ward. It is unknown what proportion of these post-ICU
deaths was unexpected. Older patients had prolonged hospital LOS
(P <0.01) but not ICU LOS. See Figures 1 and 2. P53 Patients with prolonged ICU stay Results A total of 449 patients (small-cell (SCLC) = 55; non-SCLC =
394)) were admitted to ICUs, and out of them 275 (SCLC = 29; NSCLC =
246) were discharged alive from the hospital. Among them, 200
(73%) patients were alive and 72 (26%) had died at 6 months; three Figure 1 (abstract P53). Risk of long stay versus 1-year mortality. Figure 1 (abstract P53). Risk of long stay versus 1-year mortality. S20 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 (1%) patients were lost to follow-up. Mortality rates were far lower
in the patient subset with nonrecurrent/progressive cancer and a
good performance status (PS), even those with sepsis, multiple organ
dysfunctions, and need for ventilatory support. Cancer recurrence
or progression occurred in 53 (26%) hospital survivors. Anticancer
treatments were recommended for 108 (39%) hospital survivors and
administered to 102. Treatments used were variable combinations of
surgical resection (7%), radiation therapy (34%), and chemotherapy
(80%). The initial treatment plan required reduction or modifi cation in
35 (34%) patients. Post-hospital mortality was nonsignifi cantly lower in
the patients given the initial treatment plan than in the other patients
(17% vs. 32%, P = 0.065). Poor PS was the only factor associated with a
lower probability of receiving the initial treatment plan (OR = 0.20; 95%
CI, 0.05 to 0.87; P = 0.032). At 6 months, 71% patients were at home,
15% were hospitalized, and 7% were in hospice care; the location
was unknown for 6% patients. PS at 6 months was 3 to 4 in 19 (9.5%)
survivors. Results Out of 5,934 admissions, 269 patients were identifi ed with early
AKI. After ICU discharge a large and signifi cant diff erence in survival
between included patients and the Dutch population, matched for age
and gender, was seen (P <0.001). The median QoL index in surviving
patients was 0.65 (interquartile range (IQR) 0.45 to 1.00), versus 0.86
(IQR 0.84 to 0.89) in the Dutch population (P <0.001). Low QoL was
found in 11/59 (18.6%) survivors. In total, poor ICU outcome was seen
in 171/269 (63.6%) patients. See Figure 1. p
g
Conclusion Patients developing AKI in the fi rst 24 hours of ICU stay are
prone to poor outcome. References References
1. Morgera S et al.: Crit Care Med 2008, 36(4 Suppl):S193-S197. 2. Nisula S et al.: Crit Care 2013, 17:R250. 3. Brinkman S et al.: Crit Care Med 2013, 41:1229-1236. 3. Brinkman S et al.: Crit Care Med 2013, 41:1229-1236. Conclusion Post-hospital mortality in critically ill lung cancer patients
is relatively high and many patients require anticancer treatments after
discharge. PS before ICU admission is a major determinant of both
mortality and ability to receive optimal anticancer treatment in these
patients. P53 Future research into prognostic factors for ICU
patients should include early AKI in their models. Increasing age of patients admitted to intensive care, and
association between increased age and greater risk of post-ICU
death B Creagh-Brown, S Green B Creagh-Brown, S Green Royal Surrey County Hospital, Guildford, UK y
y
y
p
Critical Care 2014, 18(Suppl 1):P56 (doi: 10.1186/cc13246) Critical Care 2014, 18(Suppl 1):P56 (doi: 10.1186/cc13246) Outcomes of military patients treated at the UK Royal Centre for
Defence Medicine 2007 to 2013 AM Johnston1, J Henning2, D Harrison3
1Royal Centre for Defence Medicine, Birmingham, UK; 2James Cook University
Hospital, Middlesbrough, UK; 3ICNARC, London, UK
Critical Care 2014, 18(Suppl 1):P57 (doi: 10.1186/cc13247) AM Johnston1, J Henning2, D Harrison3
1Royal Centre for Defence Medicine, Birmingham, UK; 2James Cook University
Hospital, Middlesbrough, UK; 3ICNARC, London, UK
Critical Care 2014, 18(Suppl 1):P57 (doi: 10.1186/cc13247) Introduction UK military personnel injured overseas are repatriated
to the Royal Centre for Defence Medicine (RCDM) based at the Queen
Elizabeth Hospital Birmingham (QEHB) in Birmingham UK. We report
the demographics and outcomes of military patients treated on the
ICU at RCDM using data from the Intensive Care National Audit and
Research Centre over a 6.5-year period. Conclusion Very old patients with cancer present acceptable rates
of survival after ICU admission. Similarly to younger patients, organ
function evaluation in the fi rst hours of ICU can predict outcomes in
this specifi c population. y
p
Methods Data on 570 admissions of 527 patients to the ICU at RCDM/
QEHB were analysed by ICNARC using standard methodology. y
y
g
gy
Results Some physiology and CCMDS data were missing for 175
patients. Age, sex and mortality are described in Table 1. A total of
90.9% of patients had traumatic injuries, 2.1% received CPR prior to
ICU admission, 1.5% prehospital. A total of 20.6% had head, neck or
spinal trauma. A total of 85.7% were transferred directly to the ICU from
a military hospital overseas, others coming to the ICU following surgery
at RCDM. Of the 382 patients with APACHE II score data the mean score
was 11.0 (SD 4.9), probably refl ecting stabilisation in military hospitals
overseas or during aeromedical critical care transfer. The mean number
of ICU days was Level 3: 7.6 (SD 11.6); Level 2: 2.0 (SD 2.8). A total of
70.4% of patients required advanced respiratory support for a mean
of 7.5 days, and 33% required advanced cardiovascular support for a
mean of 3.7 days. Very old patients with cancer admitted to the ICU: outcome and
predictive factors of mortality Introduction The rate of very old patients (≥80 years old) admitted to
intensive care has increased in the last years. Older age is associated
with a higher prevalence of chronic diseases, including cancer [1]. The
aim of the present study was to describe characteristics, outcomes and
predictive factors of mortality in very old patients admitted to the ICU. Methods We performed a retrospective analysis of all cancer patients
who were 80 years or older admitted to the ICU between January 2009
and December 2012 in a tertiary reference cancer center. Data were
collected from medical records. Results A total of 597 patients with cancer were included in the analysis. Hospital mortality was 28.5%. These patients were more likely to have a
solid tumor, a localized disease and underwent surgery, chemotherapy
or radiotherapy recently. Variables associated with hospital mortality
in these patients were: lung cancer, metastatic cancer and at ICU
admission vasopressor requirements, acute respiratory failure, low
hemoglobin levels, elevated creatinine levels, elevated bilirubin
levels, acidosis and hyperlactatemia. By the multivariate analysis, the
following factors were independent factors associated with hospital
mortality: lung cancer (odds ratio (OR) = 6.3, 95% CI = 2.6 to 15.0,
P <0.001), lactate levels on ICU admission (OR = 1.03, 95% CI = 1.02 to
1.04), P <0.001), bilirubin levels on ICU admission (OR = 1.16, 95% CI =
1.04 to 1.30, P = 0.007) and creatinine levels on ICU admission (OR =
1.58, 95% CI = 1.35 to 1.85, P <0.001). Reference 1. Bagshaw SM, Webb SA, Delaney A, et al.: Very old patients admitted to
intensive care in Australia and New Zealand: a multi-centre cohort
analysis. Crit Care 2009, 13:R45. 1. Bagshaw SM, Webb SA, Delaney A, et al.: Very old patients admitted to
intensive care in Australia and New Zealand: a multi-centre cohort
analysis. Crit Care 2009, 13:R45. Survival and quality of life in patients acquiring acute kidney injury
in the fi rst 24 hours of ICU admission
I Soliman, L Peelen, D De Lange, D Van Dijk
University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P55 (doi: 10.1186/cc13245) p
Methods All patients admitted to our mixed ICU from July 2009 to May
2012 with early AKI were included. All survivors received the EuroQoL
EQ-6D-3L questionnaire. Early AKI was defi ned as creatinine >1.5 mg/
dl and urine output <150 ml/8 hours. Poor ICU outcome was defi ned as
either death or EuroQoL index <0.4 at 1-year follow-up. Figure 1 (abstract P55). Survival. Figure 1 (abstract P55). Survival. Conclusion There are increasing numbers of older patients on ICUs in
the UK. In analyses uncorrected for severity of illness or comorbidities,
older patients are more likely to die on the ICU, and on the ward after
ICU. They also spend longer in hospital prior to discharge. the UK. In analyses uncorrected for severity of illness or comorbidities,
older patients are more likely to die on the ICU, and on the ward after
ICU. They also spend longer in hospital prior to discharge. Figure 1 (abstract P55). Survival. Figure 1 (abstract P56). Proportion of patients admitted to ICU aged
>80 years, over time. Figure 1 (abstract P56). Proportion of patients admitted to ICU aged
>80 years, over time. Figure 1 (abstract P56). Proportion of patients admitted to ICU aged
>80 years, over time. Figure 1 (abstract P56). Proportion of patients admitted to ICU aged
>80 years, over time. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S21 Figure 2 (abstract P56). Post-ICU in-hospital mortality, by age. Conclusion The data on resource utilisation for this group of patients
may inform planning of critical care support for military operations
overseas. Very old patients with cancer admitted to the ICU: outcome and
predictive factors of mortality
L Hajjar1, M Franca1, J Almeida1, J Fukushima1, F Bergamin1, C Zambolim1,
P Camargo1, C Park1, E Osawa1, M Sundin2, R Nakamura1, F Galas1
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Heart Institute, São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P58 (doi: 10.1186/cc13248) Endpoint resuscitation-based prediction model for early mortality
of severe sepsis and septic shock Endpoint resuscitation-based prediction model for early mortality
of severe sepsis and septic shock
R Sinto, S Suwarto, R Sedono, K Harimurti, A Sejati
Faculty of Medicine, University of Indonesia, Jakarta, Indonesia
Critical Care 2014, 18(Suppl 1):P62 (doi: 10.1186/cc13252) Introduction The fi rst description of SAPS II dates back to 1993 [1], but
little is known about the scoring accuracy in daily practice and factors
possibly aff ecting it. The purpose of this study was to evaluate accuracy
of SAPS II scoring by means of a nationwide survey. Introduction There is an unknown role for macrocirculation and
microcirculation endpoint resuscitation, which are combined as the
component of a prediction model for early mortality of patients with
severe sepsis and septic shock [1,2]. The aim of this study is to develop
a prediction model for early mortality (fi rst 120 hours after onset [3]) of
patients with severe sepsis and septic shock based on macrocirculation
and microcirculation endpoint resuscitation. Methods Twenty clinical scenarios, covering a broad range of illness
severity, were randomly assigned to a convenience sample of clinicians
or nurses of Swiss adult ICUs. They were asked to assign a SAPS II score
(including details for each item of the score) for one scenario. Results
were compared with a reference, as defi ned by fi ve experienced
researchers using a Delphi method, and cross-matched with data
related to training and quality control for scoring, information on daily
practice of scoring, and structural and organizational properties of
each participating ICU. p
Methods A retrospective cohort study was conducted in adult patients
with severe sepsis and septic shock hospitalized in the ICU, Cipto
Mangunkusumo Hospital, Indonesia. Patients’ outcome and time to
outcome were observed during the fi rst 120 hours after severe sepsis
and/or septic shock onset. Independent predictors for early mortality
were identifi ed by Cox’s proportional hazard regression analysis and
each was quantifi ed to develop an early mortality prediction model. The
calibration and discrimination abilities of the model were determined. Results Subjects consisted of 268 patients. Early mortality developed
in 70 patients. Two independent predictors for early mortality were:
lactate clearance <10% (adjusted hazard ratio (HR) 11.81 (95% CI 6.50
to 21.46)) and number of organ dysfunctions (two organs, adjusted HR
1.47 (95% CI 0.58 to 3.72); >2 organs, adjusted HR 3.79 (95% CI 1.65
to 8.69)). 1.
Moreno RP, et al.: Intensive Care Med 2010, 36:1207-1212. References 1. National Oesophago-cancer Audit Annual Report 2013. The NHS
Information Centre [https://catalogue.ic.nhs.uk/publications/clinical/
oesophago-gastric/nati-clin-audi-supp-prog-oeso-gast-canc-2013/clin-audi-
supp-prog-oeso-gast-2013-rep.pdf] g
Results Forty-six patients were identifi ed in our hospital at the time of
the snapshot as being high risk according to NEWS. After recategorising
this cohort of patients using ViEWS, 36 were classifi ed as high risk (in
this instance meaning a score of 5 or more). Subjectively the authors
did not have any clinical concerns created by moving 10 patients out of
the high-risk classifi cation. 2. Michelet P, et al.: Br J Surg 2009, 96:54-60. i
Conclusion ViEWS is more specifi c without being less sensitive. We
have replaced NEWS with ViEWS and feel that this is clinically safe. References Endpoint resuscitation-based prediction model for early mortality
of severe sepsis and septic shock A scoring system as the predictive model was performed by
assigning 1 point for two organ dysfunctions, 6.5 points for >2 organ
dysfunctions, and 12 points for lactate clearance <10%. This scoring
system was stratifi ed into two levels: low-risk (score <12, probability
for early mortality 7.8%) and high-risk (score ≥12, probability for
early mortality 72.3%) groups. The Hosmer–Lemeshow test revealed
good precision (P = 0.745) and the area under the receiver operating
characteristic curve showed very good discrimination ability (0.91 (95%
CI 0.87 to 0.97)). Results Sixty-three (81%) of 78 adult ICUs participated in this survey. A
perfect match with each single reference item was found in 27 (7.8%)
of 345 scorings. The participants’ mean SAPS II scoring was 42.6 ± 23.4,
with a bias of +5.7 (95% CI 2.0 to 9.5) as compared with the reference
score. There was no evidence of variation of the bias according to
case severity, number of beds in the unit, number of residents during
workshifts, linguistic area, profession (physician vs. nurse), experience,
initial SAPS II training, and presence of a quality control system. The
items with highest scoring accuracy were bilirubin, temperature and
chronic disease (93%, 93% and 91% respectively), whereas the lowest
agreement was found for urinary output and for the Glasgow Coma
Scale (63% and 64%). Conclusion This nationwide survey suggests a wide variability of SAPS
II scoring results. On average, SAPS II was overestimated by more than
10%, irrespective of the profession or experience of the scorer or the
structural characteristics of the ICUs. At least one person per unit
involved in the scoring should be trained by the national society and
should be responsible for the scoring quality. Reference P59
A retrospective review of mortality and complications following
oesophagectomy in a large UK teaching hospital A retrospective review of mortality and complications following
oesophagectomy in a large UK teaching hospital
N Pawley, CM Ball, K Wickenden, B Riley, M Clapham, B Eltayeb, A Glossop,
A Raithatha
Sheffi eld Teaching Hospital, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P59 (doi: 10.1186/cc13249) oesophagectomy in a large UK teaching hospital
N Pawley, CM Ball, K Wickenden, B Riley, M Clapham, B Eltayeb, A Glossop,
A Raithatha
Sheffi eld Teaching Hospital, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P59 (doi: 10.1186/cc13249) y
N Pawley, CM Ball, K Wickenden, B Riley, M Clapham, B Eltayeb, A Glossop,
A Raithathafifi Table 1 (abstract P57). Case mix, demographics and outcome Table 1 (abstract P57). Case mix, demographics and outcome Introduction Just over 1,200 curative oesophagectomies are carried out
in the UK annually. Although in-hospital mortality rates have fallen (12
to 13% in 1998 to 2.5% 2013), complication rates remain high [1] with
anastomotic failure and respiratory failure common postoperatively
[2]. The aim of this retrospective review was to examine the outcomes
in patients who underwent oesophagectomies in our unit between
January 2010 and October 2012. Table 1 (abstract P57). Case mix, demographics and outcome
n
570
Male (%)
97.9
Age
25.7
Trauma (%)
90.9
Died (%)
6.8
LOS
8.8
MV (%)
70.4
CRRT (%)
10.9
Neuro (%)
24.8
CV (%)
33.2 y
Methods We examined demographic data, survival (30 day and
1 year) and length of ICU and hospital stay. Case notes were reviewed
to identify postoperative complications including anastomotic
breakdown, reintubation and respiratory failure. Data were analysed
to examine the relationship between the use of postoperative non-
invasive ventilation and intraoperative fl uid volume and the incidence
of postoperative complications. p
p
p
Results Seventy-two patients were identifi ed as having undergone an
oesophagectomy between January 2010 and October 2012. Median
age was 65 and 82% were male. One patient died within 30 days (1.39%) S22 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Abandoning the National Early Warning Score in our district general
hospital Abandoning the National Early Warning Score in our district gene
hospital
B Mylrea Lowndes, M Mercer, H Robinson
Torbay Hospital, Torquay, UK
Critical Care 2014, 18(Suppl 1):P61 (doi: 10.1186/cc13251) B Mylrea Lowndes, M Mercer, H Robinson
Torbay Hospital, Torquay, UK
Critical Care 2014, 18(Suppl 1):P61 (doi: 10.1186/cc13251) Introduction Early Warning Scores (EWS) are used in UK hospitals to
identify patients who are acutely unwell or needing urgent review. The
National EWS (NEWS) [1] was implemented in our institution and led
to a noticeable increase in the numbers of patients being triggered
for escalation of medical care, although clinically this was thought
unwarranted. This led to a potentially dangerous lack of faith in the
NEWS by clinical staff . We assessed whether it was safe to move to
VitalPAC™ EWS (ViEWS), a commercially available electronic EWS [2]. y
Conclusion The overall mortality and morbidity rate was comparable
with that seen nationally. Our data suggest that the use of non-invasive
ventilation was not associated with anastomotic breakdown. A lower
P/F ratio in the postoperative period was associated with prolonged
ICU and hospital stay. y
Methods All patients scored as ‘high risk’ by NEWS (with a score of 6
or more) in a snapshot audit of patients in our 500-bed acute district
general hospital were identifi ed and reviewed clinically. All of these
patients were then recategorised using ViEWS. The clinical safety of this
recategorisation was then assessed. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 and nine patients had died by 1 year (12.5%). The median length of
ICU and hospital stay was 4 days and 14 days respectively. Six patients
had an anastomotic leak (of which two were chyle leaks). Use of non-
invasive ventilation (in 23.1% of patients) was not associated with an
anastomotic leak (chi-square P = 0.53), nor was the amount of fl uid
given intraoperatively (Mann–Whitney U P = 0.410). Six patients had to
be reintubated and this was associated with a signifi cantly increased
length of both ICU and hospital stay (Mann–Whitney U P = 0.01 and 0.03
respectively). Lower P/F ratios were also associated with a signifi cant
increase in length of both ICU and hospital stay (P = 0.007 and 0.043). P60 1. National Early Warning Score (NEWS). Standardising the Assessment of Acute-
illness Severity in the NHS. London: Royal College of Physicians; July 2012. [http://wwwrcplondon ac uk/resources/national early warning score news] 1. National Early Warning Score (NEWS). Standardising the Assessment of Acute-
illness Severity in the NHS London: Royal College of Physicians; July 2012 1. National Early Warning Score (NEWS). Standardising the Assessment of Acute- y
illness Severity in the NHS. London: Royal College of Physicians; July 2012. [http://wwwrcplondon ac uk/resources/national-early-warning-score-news] SwissScoring: a nationwide survey about SAPS II assessing accuracy
M Previsdomini1, B Cerutti2, P Merlani3, HU Rothen4, M Kaufmann5,
A Perren1
1Ospedale Regionale Bellinzona e Valli, Bellinzona, Switzerland; 2Unit of
Development and Research in Medical Education, Geneva, Switzerland;
3Ospedale Regionale, Lugano, Switzerland; 4Bern University Hospital, Bern,
Switzerland; 5University Hospital Basel, Switzerland
Critical Care 2014, 18(Suppl 1):P60 (doi: 10.1186/cc13250) SwissScoring: a nationwide survey about SAPS II assessing accuracy
M Previsdomini1, B Cerutti2, P Merlani3, HU Rothen4, M Kaufmann5,
A Perren1
1O
d l R
l B ll
ll B ll
S
l
d 2
f [http://www.rcplondon.ac.uk/resources/national-early-warning-score-news]
2. Prytherch D, et al.: Resuscitation 2010, 81:932-937. p
p
y
g
2. Prytherch D, et al.: Resuscitation 2010, 81:932-937. 2. Prytherch D, et al.: Resuscitation 2010, 81:9 1Ospedale Regionale Bellinzona e Valli, Bellinzona, Switzerland; 2Unit of
Development and Research in Medical Education, Geneva, Switzerland;
3Ospedale Regionale, Lugano, Switzerland; 4Bern University Hospital, Bern,
Switzerland; 5University Hospital Basel, Switzerland
Critical Care 2014, 18(Suppl 1):P60 (doi: 10.1186/cc13250) P63
Is the Golden hour important? Looking at disability and
health-related quality of life in a Portuguese trauma registry
J Estilita1,2, CC Dias3, A Costa-Pereira3,4, C Granja1,2,3,4, I Aragão4,
L Orwelius3,4,5
1DEICM, Algarve Hospital Centre, Portugal; 2University of Algarve, Portugal;
3CINTESIS, FMUP, Porto, Portugal; 4FMUP, Porto, Portugal; 5Linköping
University, Linköping, Sweden
Critical Care 2014, 18(Suppl 1):P63 (doi: 10.1186/cc13253) P63
Is the Golden hour important? Looking at disability and
health-related quality of life in a Portuguese trauma registry
J Estilita1,2, CC Dias3, A Costa-Pereira3,4, C Granja1,2,3,4, I Aragão4,
L Orwelius3,4,5
1DEICM, Algarve Hospital Centre, Portugal; 2University of Algarve, Portugal;
3CINTESIS, FMUP, Porto, Portugal; 4FMUP, Porto, Portugal; 5Linköping
University, Linköping, Sweden
Critical Care 2014, 18(Suppl 1):P63 (doi: 10.1186/cc13253) g
Results Signifi cant predictors of the development of complications
were age, number of rib fractures, chronic lung disease, use of pre-
injury anticoagulants and oxygen saturation levels. The fi nal model
demonstrated an excellent c-index of 0.97. Introduction The Golden hour (GH) complies the concept that
defi nitive trauma care must be initiated within 60 minutes in order to
improve outcome, but evidence is confl icting [1,2]. A variety of injury
and health loss scores are used in post-impact care for assessing the
injury severity, probability of survival and long-term loss of health [3]. The aim of this study is to establish a relationship between the concept
of GH and disability or health-related quality of life (HRQoL) in trauma
patients and to compare injury scores and health loss scores in this
population. Conclusion In our two-phase study, we have developed and validated
a prognostic model that can be used to assist in the management
of blunt chest wall trauma patients. The fi nal risk score provides the
clinician with the probability of the development of complications for
each individual patient. References 1. Demirhan R, Onan B, Oz K, Halezeroglu S: Comprehensive analysis of 4205
patients with chest trauma: a 10-year experience. Interact Cardiovasc Thorac
Surg 2009, 9:450-459. Methods We analyzed patients from a trauma registry of a 700-bed
university hospital between January 2003 and December 2007 who
were alive 6 months after injury. A follow-up interview with the EQ-5D
questionnaire was conducted. Data included patient demographics,
type of injury, ISS, RTS and TRISS scores, ICU and hospital length of stay
(LOS), mortality and EQ-5D domains. g
2. Battle CE, Hutchings H, Evans PA: Risk factors that predict mortality in
patients with blunt chest wall trauma: a systematic review and meta-
analysis. Injury 2012, 43:8-17. 2. Battle CE, Hutchings H, Evans PA: Risk factors that predict mortality in
patients with blunt chest wall trauma: a systematic review and meta-
analysis. Injury 2012, 43:8-17. 2. Battle CE, Hutchings H, Evans PA: Risk factors that predict mortality in
patients with blunt chest wall trauma: a systematic review and meta-
analysis. Injury 2012, 43:8-17. g
References 1. Orwelius L, et al.: J Trauma Acute Care Surg 2012, 72:504-512. 2. Aitken LM, et al.: J Trauma Acute Care Surg 2012, 72:1702-1708. 3. European Commission Mobility and Transport Road Safety [http://
ec.europa.eu/transport/road_safety/specialist/knowledge/postimpact/
data_and_information_systems/impairment_disability_and_loss_of_
function_scales_and_scores.htm] 3. European Commission Mobility and Transport Road Safety [http://
ec.europa.eu/transport/road_safety/specialist/knowledge/postimpact/
data_and_information_systems/impairment_disability_and_loss_of_
function_scales_and_scores.htm] j
y
Methods To develop crush syndrome, both hind limbs of rats were
compressed for 6 hours under weights (3.0 kg each). Rats in the treated
group were intravenously administrated BMMNCs (1×107 cells in 1 ml
phosphate-buff ered saline (PBS)) immediately after weight removal
(BMMNC group) and PBS alone was administered in the control
group (CR group). The sham group underwent the same procedure
without compression of hind limbs (SH group). The rats were observed
over 7 days after the injury to evaluate survival. To estimate anti-
infl ammatory eff ects of BMMNCs, sera were collected 3 hours, 6 hours
and 24 hours after the injury. The levels of interleukin 6 (IL-6) and tumor
necrosis factor alpha (TNFα) were measured by ELISA and statistically
analyzed. P65 y
Results There were 78% (n = 589) males and the average age was
44 ± 20 years. Most trauma cases originated from metropolitan areas
and 91% (n = 688) of patients were managed within the GH. There was
an association of mortality with older age and penetrating trauma. Mortality was higher for those with shorter length of stay. Those
treated within the GH were less likely to die. In the HRQoL analysis, over
one-half of the patients had moderate to severe problems in the Usual
Activities domain. The median EQ-5D Index was 0.66 (0.47 to 0.98). There was no association of GH with HRQoL domains 6 months after
discharge from the ICU. For the TRISS there was a lower probability of
survival for the patients with severe problems in the physical health
domains. The same results were obtained for association with age and
LOS. Transplantation of bone marrow-derived mononuclear cells can
improve the survival rate and suppress the infl ammatory response
in a rat crush injury model
J Nakagawa, N Matsumoto, K Yamakawa, T Yamada, H Matsumoto,
T Muroya, H Ogura, T Shimazu
Osaka University Graduate School of Medicine, Suita-shi, Osaka, Japan
Critical Care 2014, 18(Suppl 1):P65 (doi: 10.1186/cc13255) Introduction Crush syndrome is often encountered in natural
disasters. It is a critical condition leading to multiple organ failure. However, the mechanisms by which the local traumatic injuries
aff ect distant organs remain unknown. We paid attention to bone
marrow-derived mononuclear cells (BMMNCs) as therapeutic strategy
against crush injury. Transplantation of BMMNCs can elicit protection
and regeneration against damaged organs through their paracrine
properties and its clinical application has been realized to treat ischemia
reperfusion-related various diseases. We have previously reported that
multiple organ damage based on systemic infl ammatory response is
induced in crush injury and the pathogenesis is largely dependent
on massive ischemia–reperfusion. We investigated whether BMMNCs
could suppress systemic infl ammation and improve mortality in a rat
model of crush injury. Conclusion The GH may be important as a survival outcome but not
as a HRQoL outcome. Patients with severe problems in EQ-5D physical
health domains showed lower probability of survival, were older and
had a longer ICU LOS. R f Reference S23 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Conclusion A prediction model for early mortality of patients with
severe sepsis and septic shock can be developed based on two
parameters, lactate clearance and number of organ dysfunctions. A
model has been developed to predict and classify mortality risk. References of this patient group is challenging as a result of the delayed onset
of complications. The aim of this study was to develop and validate
a prognostic model that can be used to assist in the management of
blunt chest wall trauma. Methods There were two distinct phases to the overall study; the
development and the validation phases. In the fi rst study phase, the
prognostic model was developed through the retrospective analysis
of all blunt chest wall trauma patients (n = 274) presenting to the
emergency department of a regional trauma centre in Wales (2009
to 2011). Multivariable logistic regression was used to develop the
model and identify the signifi cant predictors for the development of
complications. The model’s accuracy and predictive capabilities were
assessed. In the second study phase, external validation of the model
was completed in a multicentre prospective study (n = 237) in 2012. The model’s accuracy and predictive capabilities were re-assessed for
the validation sample. A risk score was developed for use in the clinical
setting. 1. Trzeciak S, et al.: Acad Emerg Med 2008, 15:399-413. 2. Rivers EP, et al.: Minerva Anestesiol 2012, 78:712-724. 3. Macias WL, et al.: Crit Care Med 2004, 32(5 Suppl):S223-S228. 1. Trzeciak S, et al.: Acad Emerg Med 2008, 15:399-413. 2. Rivers EP, et al.: Minerva Anestesiol 2012, 78:712-724. 3. Macias WL, et al.: Crit Care Med 2004, 32(5 Suppl):S223-S228. Impact of a dedicated trauma desk in ambulance control on the
identifi cation of major trauma in Scotland Impact of a dedicated trauma desk in ambulance control on the
identifi cation of major trauma in Scotland J Bruce1, A Parker2, M Donald3, M Esposito2, L Cu J Bruce1, A Parker2, M Donald3, M Esposito2, L Curatolo2, A Kennedy2,
K Simpson2, C Morton2, J Cormack2, M Austin2
1St Johns Hospital, Livingston, UK; 2Scottish Ambulance Service, Edinburgh,
UK; 3Ninewells Hospital, Dundee, UK
Critical Care 2014, 18(Suppl 1):P66 (doi: 10.1186/cc13256) Results We included a total of 1,452 patients (58% males, mean age
66.6 years). A total of 20.1% (n = 292) were classifi ed as high treatment
priority, 5.4% (n = 79) were admitted to the ICU and 4.4% (n = 64) died
within 30 days. The initial MTS showed a good prognostic accuracy to
predict treatment priority (AUC 0.75) and ICU admission (AUC 0.76),
but not for mortality prediction (AUC 0.58). Initial ProADM levels
were independent predictors for all three outcomes and signifi cantly
improved the MTS score to AUCs of 0.78 for treatment priority, 0.80 for
ICU admission and 0.84 for mortality. Introduction In this study we determine the impact of a dedicated
trauma desk on the identifi cation of patients suff ering from major
trauma and on time to allocate critical care resources. Trauma is
increasingly recognised as a serious global health problem and is
the leading cause of death in those under the age of 45, accounting
for 1,300 deaths in Scotland each year [1]. In addition, trauma
causes considerable short-term and long-term morbidity and has
personal, social and fi nancial impact on the population [2]. Evidence
and expert opinion strongly support the presence of appropriately
trained, clinically active, personnel integrated and fundamental to the
command and control structure in order to optimise the right resource
being dispatched to the right patient at the right time.f y
Conclusion Within this large cohort of consecutive unselected
medical patients seeking ED care, the MTS instrument in combination
with a prognostic biomarker (ProADM) allowed accurate initial
risk assessment in regard to treatment priority, ICU admission and
mortality. A combined score has the potential to signifi cantly improve
initial risk assessment in patients, which may translate into faster and
more targeted care and better clinical patient outcomes. g
g
g
Methods From October 2012 to April 2013 a trauma desk, staff ed by
experienced paramedics, was created in ambulance control with access
to all emergency calls across Scotland. Predicting outcomes after blunt chest wall trauma: development
and external validation of a new prognostic model
l
1
1
h
2
1 C Battle1, S Lovett1, H Hutchings2, PA Evans1 C Battle1, S Lovett1, H Hutchings2, PA Evans1 1Morriston Hospital, ABMU Health Board, Swansea, UK; 2Swansea University,
Swansea, UK 1Morriston Hospital, ABMU Health Board, Swansea, UK; 2Swansea University,
Swansea, UK Critical Care 2014, 18(Suppl 1):P64 (doi: 10.1186/cc13254) Critical Care 2014, 18(Suppl 1):P64 (doi: 10.1186/cc13254) Introduction Blunt chest wall trauma accounts for over 15% of
all trauma admissions to emergency departments worldwide [1]. Reported mortality rates vary between 4 and 60% [2]. Management y
Results The survival rate at day 7 in the BMMNC group was 80.0%,
and that in the CR group was 47.6%, revealing that the 7-day survival S24 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 System (MTS), have not been well validated in unselected medical
patients. Herein, we performed a prospective cohort study to assess
the prognostic potential of the MTS and the prognostic biomarker pro-
adrenomedullin (ProADM) to identify patients at high initial treatment
priority, patients with admission to the ICU, and patients who die
within a 30-day follow-up. was signifi cantly improved by the BMMNC injection (P <0.05). Crush
injury-induced upregulation of serum IL-6 was signifi cantly reduced by
the BMMNC treatment at all time points (P <0.05). The level of TNFα
decreased signifi cantly in the BMMNC group compared with that in
the CR group 24 hours after the compression release (P <0.05). These
fi ndings suggest that transplantation of BMMNCs has an ability to
evade the devastating condition following crush injury by suppressing
systemic infl ammation. y
p
Methods This is a prospective, observational cohort study including all
consecutive medical patients seeking ED care between June 2013 and
October 2013, except nonadult and nonmedical patients. We collected
detailed clinical information including the initial MTS and measured
ProADM levels on admission in all patients. Initial treatment priority
was adjudicated by two independent, blinded physicians based on
all available results at the time of ED discharge to the medical ward. To assess outcomes, data from electronic medical records were used
and all patients were contacted by telephone 30 days after hospital
admission. The prognostic performance of MTS and ProADM was
assessed in multivariate regression models with area under the receiver
operating curve (AUC) as an overall measure of discrimination. P68 Since September 2013, we newly
developed k-support to the Kainan Fire Department Mugi branch
offi ce, Kainan Fire Department Hiwasa branch offi ce, Kaifu Fire-fi ghting
Union Kainan fi re department, and Muroto Fire-Fighting Headquarters
Touyou branch offi ce, and reviewed our experience of this approach
in the use of k-support during the fi rst 3 months of the introduction. Results k-support was used for 62 patients, and 13 (21.0%) of them
were categorized as neurosurgical diseases. The detail of neurosurgical
diseases consisted of six patients (46.1%) with head injury, followed
by fi ve patients (38.5%) with cerebral infarction, one patient (7.7%)
with cerebral hemorrhage and one patient (7.7%) with miscellaneous
diseases. We shared the information by ambulance services to tweet the
patient information or transmit vital signs and electrocardiograms. We
experienced a case that was diagnosed with cardiogenic embolism and
tried the ‘drip and ship’ method of rt-PA. The outcomes were as follows:
hospitalization, 28 (45.2%); discharge, 18 (29.0%); and transfer, 16 (25.8%). Conclusion Introduction of k-support is the fi rst trial in Japan. For
emergency diseases such as ischemic heart diseases and stroke, we
could perform responses earlier than ever by providing this system. Conclusion A clinician focusing on major trauma in the ambulance
control room improves activation times of prehospital critical care
teams. The number of patients receiving life-saving and limb-saving
interventions has substantially increased. The stand-down rate of
teams following activation by the trauma desk is considerably reduced. References 1. Major Trauma in Scotland. Edinburgh: Royal College of Surgeons; 2012. 2. Scottish Trauma Audit Group – Trauma Report, Edinburgh: NHS National
Services Scotland, Information Services Division Publications; 2012. 1. Major Trauma in Scotland. Edinburgh: Royal College of Surgeons; 2012. 2. Scottish Trauma Audit Group – Trauma Report, Edinburgh: NHS National
Services Scotland, Information Services Division Publications; 2012. pp
gi
Results k-support was used for 62 patients, and 13 (21.0%) of them
were categorized as neurosurgical diseases. The detail of neurosurgical
diseases consisted of six patients (46.1%) with head injury, followed
by fi ve patients (38.5%) with cerebral infarction, one patient (7.7%)
with cerebral hemorrhage and one patient (7.7%) with miscellaneous
diseases. We shared the information by ambulance services to tweet the
patient information or transmit vital signs and electrocardiograms. We
experienced a case that was diagnosed with cardiogenic embolism and
tried the ‘drip and ship’ method of rt-PA. P68 The outcomes were as follows:
hospitalization, 28 (45.2%); discharge, 18 (29.0%); and transfer, 16 (25.8%). Conclusion Introduction of k-support is the fi rst trial in Japan. For
emergency diseases such as ischemic heart diseases and stroke, we
could perform responses earlier than ever by providing this system. Predicting outcomes after blunt chest wall trauma: development
and external validation of a new prognostic model
l
1
1
h
2
1 yl
Conclusion The administration of BMMNCs reduced production of
infl ammatory cytokines and improved survival rate in a rat model
of crush injury. Cell therapy using BMMNCs might become a novel
therapy against crush injury. P68 P68
Introduction of the Kaifu telemedicine system for emergency medicine
to ambulance services with improvement of the survival rates
F Obata1, R Tabata2, K Mori1, T Kageji3, K Tani2, H Bando1
1Tokushima Prefectural Kaifu Hospital, Tokushima, Japan; 2Institute of Health
Biosciences, University of Tokushima Graduate School, Tokushima, Japan;
3Tokushima University Hospital, Tokushima, Japan
Critical Care 2014, 18(Suppl 1):P68 (doi: 10.1186/cc13258) Results There were 190 activations of critical care teams during the study
period compared with 73 from the historical data from the same time
frame in the previous year, representing a 160% increase in activations. The mean time from emergency call to allocation of critical care resource
was 6 minutes compared with 19 minutes from historical data. The
stand-down rate for prehospital critical care resource from emergency
calls identifi ed by trauma desk clinicians was 31.5% compared with 56%
for those by nontrauma desk clinicians or dispatchers. Introduction Our hospital has introduced the telemedicine system for
emergency medicine (k-support) using a smart device to rectify health
disparity and reduce the burden to general physicians since February
2013. We have expanded to the ambulance services’ k-support toward
further survival rate improvement. The mean time from emergency call to allocation of critical care resource
was 6 minutes compared with 19 minutes from historical data. The
stand-down rate for prehospital critical care resource from emergency
calls identifi ed by trauma desk clinicians was 31.5% compared with 56%
for those by nontrauma desk clinicians or dispatchers. p
Methods The registration device, patient information and image
information such as magnetic resonance imaging and computed
tomography taken in the hospital were transferred in real time to
k-support using the smart device. Since September 2013, we newly
developed k-support to the Kainan Fire Department Mugi branch
offi ce, Kainan Fire Department Hiwasa branch offi ce, Kaifu Fire-fi ghting
Union Kainan fi re department, and Muroto Fire-Fighting Headquarters
Touyou branch offi ce, and reviewed our experience of this approach
in the use of k-support during the fi rst 3 months of the introduction. Methods The registration device, patient information and image
information such as magnetic resonance imaging and computed
tomography taken in the hospital were transferred in real time to
k-support using the smart device. Impact of a dedicated trauma desk in ambulance control on the
identifi cation of major trauma in Scotland The operational hours of the desk
were 08:00 to 18:00, 7 days a week. A customised database provided
a data entry portal. Retrospective data were collated for comparison. Primary outcome measures were the number of emergency calls
identifi ed as potential major trauma and the time to allocation of
critical care resources. Secondary outcome measures were the eff ects
on stand-down rates of prehospital critical care teams. Training to achieve coordination of rescue and ambulance and
medical teams Evaluation and prevention of violence in the emergency
department in Lebanon p
Z Fadel, N Hachem, C El Ramy, G Abi Nader, D Haykal
Sainte Famille University, Batroun, Lebanon
Critical Care 2014, 18(Suppl 1):P71 (doi: 10.1186/cc13261) T Yamashita1, K Yamazumi2, H Takayama3, Y Sakamoto1
1Saga University, Saga, Japan; 2Ureshino Medical Center, Ureshino, Saga,
Japan; 3Nagasaki Medical Center, Omura, Nagasaki, Japan
Critical Care 2014, 18(Suppl 1):P69 (doi: 10.1186/cc13259) Introduction At the hospital we are faced with situations of violence,
whether verbal or physical, especially in the emergency department
(ED) [1]. The objective of this study is to evaluate the phenomenon
of violence at hospitals in Lebanon, especially in the ED, and to
recommend techniques to prevent it. Introduction Japanese emergency medical technicians are not allowed
to perform some advanced medical practices such as a tracheal
intubation, establishment of an intravenous line, administration of a
drug to a patient who retains their own circulation. So medical staff
have to be dispatched to the accident scene to give a patient such
medical practices. In Japan, we have developed and dispersed the
educational course of the Disaster Medical Assistance Team since 2005. But the role of medical teams at the scene is not widely known among
rescue workers. It is also distant for medical staff to coordinate rescue
teams, because most of them do not work with rescue workers in their
daily work. We have felt a need for practical training to achieve the
coordination of rescue and medical teams. Methods A questionnaire consisting of 18 questions was sent to the
caregivers in the ED of three randomly selected hospitals in Beirut,
Lebanon in 2012. A total of 111 people (nurses, aides, doctors, interns,
residents, social workers and security guards) responded to the survey
questionnaire. Results The majority of the surveyed people are young women (62%)
aged between 20 and 40 years (78%) with a nursing degree (74%) and
professional experience <5 years (48%). In total, 59% of respondents
have experienced violence in the ED during the night (58%) from
the patients (31%) or their companions (68%). The caregivers most
aff ected by the violence are nurses (54%) and employees of reception
(46%). Violence can be verbal (threats 47%, insults 36%, criticism
18%) or physical (hitting 43%, slapping 40%, stabbing 17%). P72 P70
Complementary cooperation of an ambulance helicopter and car
with medical doctors: meaning of simultaneous dispatch
K Ishii, K Kurosawa, S Tanabe, T Noguchi
Oita University Hospital, Oita, Japan
Critical Care 2014, 18(Suppl 1):P70 (doi: 10.1186/cc13260) P72
Epidemiology and critical care management of patients admitted
after intentional self-poisoning
GP Misselbrook, N Sudhan
Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
Critical Care 2014, 18(Suppl 1):P72 (doi: 10.1186/cc13262) Introduction Recently, the dispatch system with a medical doctor in
pre-hospital care has made rapid progress in Japan. We usually use
an ambulance helicopter or an ambulance car/rapid response car for
dispatch. In this report, we analyzed the cases in which the medical
doctors were dispatched using both means at the same time. Introduction Intentional self-poisoning is one of the most common
presentations to acute medical units across the UK [1]. To our
knowledge no studies have been published on incidence of admissions
to critical care in England after overdose. Our aim was to investigate
the epidemiology, clinical features and outcomes of patients admitted
to critical care after intentional self-poisoning to establish patterns in
our community. Introduction Intentional self-poisoning is one of the most common
presentations to acute medical units across the UK [1]. To our
knowledge no studies have been published on incidence of admissions
to critical care in England after overdose. Our aim was to investigate
the epidemiology, clinical features and outcomes of patients admitted
to critical care after intentional self-poisoning to establish patterns in
our community. Methods We analyzed 29 cases with simultaneous dispatch with the
medical doctors using ambulance helicopter and car during October
2012 to September 2013. Methods We performed a retrospective data collection using our
critical care database ‘Metavision’ to select all patients admitted with a
diagnosis of ‘overdose’. Records were scrutinised to collect information
on patient demographics, clinical features and medical management. Results Thirty-eight patients (male:female ratio 1:1.53) were admitted
to critical care over a 1-year period (September 2011 to 2012). This
represented 2.45% of the total admissions to critical care during the
same period. The sample had a signifi cantly younger median age
(45 years) than the standard patient population in critical care (68 years)
during the same period (P <0.0001). The Manchester Triage System in optimizing triage in adult general
medical emergency patients: the Triage Projectf Kantonsspital Aarau, Switzerland Introduction Some patients presenting to the emergency department
(ED) currently face inacceptable delays in initial treatment due to
suboptimal initial triage. Triage scores, such as the Manchester Triage S25 Critical Care 2014, Volume 18 Suppl 1
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Training to achieve coordination of rescue and ambulance and
medical teams
T Yamashita1, K Yamazumi2, H Takayama3, Y Sakamoto1
1Saga University, Saga, Japan; 2Ureshino Medical Center, Ureshino, Saga,
Japan; 3Nagasaki Medical Center, Omura, Nagasaki, Japan
Critical Care 2014, 18(Suppl 1):P69 (doi: 10.1186/cc13259) P71 Training to achieve coordination of rescue and ambulance and
medical teams The
dissatisfaction of the patient in his care (42%) and his anxiety (33%) are
the most important factors in the generation of violence that may have
repercussions on the care workers and their psychological status. Methods We held a disaster-relief training workshop from 2010 to
2013. Prior to starting the drill, we gave two lectures about the role of a
medical team in a rescue site and the basic knowledge of rescue skills. The drill was organized for 1 to 1.5 hours. The scenario was secret for
participants. Before and after the workshop, we had a questionnaire
survey for attitude changes about a collaborative work between a
rescue team and a medical team. Results A total of 160 people participated in the workshop (63 rescue
workers, 27 ambulance workers, 33 paramedics, 37 medical staff ). At
fi rst, rescue workers tended to downplay the importance about the
division of roles or the establishment of command and control system
between rescue teams and medical teams, but their attitude changed
after the drill (P <0.05). They also understood the need to know about
basic trauma survey skills and some medical terms. Conclusion Violence in the ED may be due to the heavy workload of
the caregivers causing a delay in care. Secondly, patients in the ED may
feel insuffi ciently informed and heard by the nursing staff . The priority
given to emergencies depending on the severity and not the order
of arrival can be misunderstood [2]. Therefore, we recommend the
following actions: encourage caregivers to improve their knowledge
and training on the management of patients in emergency situations;
train emergency caregivers to mediation, nonviolent communication
and managing stressful situations; and increase the number of nurses
and security guards in the ED and motivate them to ensure a better
quality of care and minimize the delay in their care. y
Conclusion To achieve mutual understanding, it is important to have
drills in which both rescue teams and medical teams participate. 1. Prudhomme C: L’infi rmière et les urgences. Paris: Maloine; 2000:422. 2. Goddet B: La violence à l’hôpital, in Soins, Pratique et savoir infi rmier. Masson 1998, 624:3-23. P70 P72 Despite the young age and paucity
of comorbidities, there was no diff erence in length of stay between
overdose patients (2.0 days) and all other patients on critical care
(1.58 days, P = 0.3). The median number of agents ingested was three Methods We performed a retrospective data collection using our
critical care database ‘Metavision’ to select all patients admitted with a
diagnosis of ‘overdose’. Records were scrutinised to collect information
on patient demographics, clinical features and medical management. Results The average distance of dispatch was 25.6 km. The corres-
pondence to the plural patients was three trauma cases. In nine cases,
the ambulance car was fi rst selected for the dispatch vehicle and
the ambulance helicopter was added. In three cases, both devices
were canceled on the dispatch way to the scene. In seven cases, the
ambulance car was canceled. In 10 cases, the patients were transferred
by the ambulance helicopter. Results Thirty-eight patients (male:female ratio 1:1.53) were admitted
to critical care over a 1-year period (September 2011 to 2012). This
represented 2.45% of the total admissions to critical care during the
same period. The sample had a signifi cantly younger median age
(45 years) than the standard patient population in critical care (68 years)
during the same period (P <0.0001). Despite the young age and paucity
of comorbidities, there was no diff erence in length of stay between
overdose patients (2.0 days) and all other patients on critical care
(1.58 days, P = 0.3). The median number of agents ingested was three Conclusion In the selection of the dispatch means, the time to contact
with the patient is the most important factor. However, the decision of
the suitable means is occasionally quite diffi cult at the moment of fi rst
information. The ambulance helicopter and car were complementary
to each other in the dispatch mean of the medical doctors. S26 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 (1 to 7) with 84.2% ingesting ≥2 agents. Hypnotics and antidepressants
made up 45% of the agents ingested. A total 92.1% of the sample
was admitted out-of-hours or at weekends. Fifty per cent had a past
history of overdose, 25% had a history of alcohol misuse. Reference 1. Clark D, et al.: Epidemiology and outcomes of patients admitted to critical
care after self-poisoning. JICS 2011, 12:268-273. J Liu1, G Zou1, Y Wu1, W Li2 J Liu1, G Zou1, Y Wu1, W Li2
1Suzhou Municipal Hospital (Eastern) Nanjing Medical University, Suzhou,
China; 2Jinling Hospital, Nanjing University School of Medicine, Nanjing, China
Critical Care 2014, 18(Suppl 1):P74 (doi: 10.1186/cc13264) P72 Eighty-nine per cent of patients
with alcohol-related conditions required support for at least two organ
failures, which subsequently equated to an overall cost to the unit of
£725,308 and 12% of an approximate £6 million annual budget. pp
g
Conclusion The results of this study support the hypothesis that
alcohol-related disease contributes considerably to admissions to
this ICU. Furthermore, they have shown that the fi nancial impact was
proportionally greater than the percentage number of admissions
attributable to alcohol consumption, refl ecting the high frequency of
multiorgan failure in this patient cohort. R f References
1. Geary T, et al.: Anaesthesia 2012, 67:1132-1137. 2. Jones L, et al.: Alcohol-attributable Fractions for England. Liverpool: Centre for
Public Health, Liverpool John Moores University; June 2008. P75
Eff ect of low-dose hydrocortisone on gene expression profi les after
b
i j Eff ect of low-dose hydrocortisone on gene expression profi les after
severe burn injury
J Plassais1, MA Cazalis1, F Venet2, G Monneret2, A Pachot1, S Tissot2
1Joint Unit Hospices Civils de Lyon/bioMérieux, Lyon, France; 2Hospices Civils
de Lyon, Hôpital Edouard Herriot, Lyon, France
Critical Care 2014, 18(Suppl 1):P75 (doi: 10.1186/cc13265) Eff ect of low-dose hydrocortisone on gene expression profi les after
severe burn injury
J Plassais1, MA Cazalis1, F Venet2, G Monneret2, A Pachot1, S Tissot2
1Joint Unit Hospices Civils de Lyon/bioMérieux, Lyon, France; 2Hospices Civils
de Lyon, Hôpital Edouard Herriot, Lyon, France
Critical Care 2014, 18(Suppl 1):P75 (doi: 10.1186/cc13265) P73
Price per unit: the cost of alcohol-related admissions to a regional
ICU Introduction The objective was to analyze the clinical features of
multiple organ dysfunction syndrome (MODS) induced by severe heat
stroke, and to investigate the pathogenesis, diagnosis and prevention
strategies in patients with MODS caused by severe heat stroke. Introduction The objective was to analyze the clinical features of
multiple organ dysfunction syndrome (MODS) induced by severe heat
stroke, and to investigate the pathogenesis, diagnosis and prevention
strategies in patients with MODS caused by severe heat stroke. Methods We retrospectively studied nine cases of MODS caused by
severe heat stroke, and systemically reviewed the relevant literature. Results (1) Nine patients with MODS caused by severe heat stroke were
all exposed in hot and humid environments. All nine patients are severe
heat stroke, including seven cases of classic heat stroke (77.8%) and two
cases of exertional heat stroke (22.2%). (2) Among nine cases of MODS
caused by severe heat stroke, eight patients met the diagnostic criteria
for SIRS. In addition, there was a signifi cant increase in blood PMN
proportion and serum CRP of all nine patients. Of note, there was also a
marked increase in serum IL-6 (average (36 ± 19) pg/ml; reference range
(0 to 5.9 pg/ml)); and TNFα level (average (21 ± 10) pg/ml; reference
range (0 to 8.1 pg/ml)), while IL-8 was normal (average (22 ± 25) pg/
ml; reference range (0 to 62 pg/ml)). (3) There were 34 organ damages
involved in all nine patients with MODS induced by severe heat stroke. The kidney, circulatory and liver accounted for 58.8% of all these
organ dysfunctions. The incidence of severe heatstroke-induced organ
dysfunction in turn was the kidney, circulation, liver, blood coagulation,
metabolism, brain, lungs, and gastrointestinal tract. (4) During
hospitalization, the common complication was pulmonary infection in
patients with MODS caused by heat stroke. (5) After early intensive care
of organ supportive treatment, there was a quick improvement and
recovery in most cases in several days. Seven patients survived, and the
average length of stay in hospital was 9.5 days. Introduction A number of studies have demonstrated the signifi cant
and increasing morbidity and mortality associated with alcohol-related
disease in the UK, and the corresponding impact this has on critical care
services [1]. P72 A total of 79%
of patients were referred to critical care due to a low conscious level
but only 50% required IPPV and 20% received vasopressors/inotropes. The mortality rate was 2.6%, with one further death 6 months after
discharge due to alcoholic liver disease. Estimated fi nancial cost was
£80,555 or £2,119 per patient (57 level 3 bed-days, 35 level 2 bed-days). Conclusion Intentional self-poisoning mortality rates are low in spite
of the number of patients admitted. Despite the young age of patients
and lack of comorbidities, their length of stay is similar to the average
length of stay for all patients admitted to the unit, representing a
signifi cant fi nancial cost. Self-poisoning requiring critical care support
is more common out-of-hours when less senior expertise is available. Education of junior doctors into management of overdose is therefore
vital to ensure the early identifi cation and appropriate treatment of
these patients. number of admissions per month varied from zero in May to a peak
of 14 in November, with the majority (40%) of admissions occurring
over the autumn months (Figure 1). Eighty-nine per cent of patients
with alcohol-related conditions required support for at least two organ
failures, which subsequently equated to an overall cost to the unit of
£725,308 and 12% of an approximate £6 million annual budget. Conclusion The results of this study support the hypothesis that
alcohol-related disease contributes considerably to admissions to
this ICU. Furthermore, they have shown that the fi nancial impact was
proportionally greater than the percentage number of admissions
attributable to alcohol consumption, refl ecting the high frequency of
multiorgan failure in this patient cohort. R f number of admissions per month varied from zero in May to a peak
of 14 in November, with the majority (40%) of admissions occurring
over the autumn months (Figure 1). Eighty-nine per cent of patients
with alcohol-related conditions required support for at least two organ
failures, which subsequently equated to an overall cost to the unit of
£725,308 and 12% of an approximate £6 million annual budget. number of admissions per month varied from zero in May to a peak
of 14 in November, with the majority (40%) of admissions occurring
over the autumn months (Figure 1). P73
Price per unit: the cost of alcohol-related admissions to a regional
ICU This study was designed to similarly evaluate the current
burden of alcohol-related disease on admission rates to a regional ICU,
but also to calculate the fi nancial costs of such admissions.i g
p
y
Methods We retrospectively studied nine cases of MODS caused by
severe heat stroke, and systemically reviewed the relevant literature. i
Methods Data-entry fi elds derived from recommendations in a public
heath publication [2] were introduced to the local electronic records
system to enable prospective data collection for all admissions that
were either wholly or partially attributable to alcohol consumption. Using locally defi ned values for the cost per day of an admission to
the ICU, depending on the maximum level of organ support required
during the admission, it was possible to calculate the total expense
incurred by the unit for each alcohol-related admission. y
Results In 1 year from December 2012 to November 2013 inclusive,
the ICU recorded 84 alcohol-related admissions, accounting for
approximately 9% of annual unplanned admissions. With an average
length of stay (5.8 days) similar to that of all other unplanned
admissions, this totalled 534 ICU bed-days. A total of 86% of patients
with alcohol-related conditions were male with an average age of
46.4 years (range 15 to 83 years), and the majority (42%) presented with
chronic conditions partially attributable to alcohol consumption. The Figure 1 (abstract P73). Conclusion Severe heat stroke results in signifi cant abnormal changes
in infl ammatory markers in patients with MODS induced by heat stroke. The types of organ dysfunction in heat stroke-induced MODS are
usually distinct from those of infection and trauma. After active cooling
and intensive organ function supportive treatment, most patients
recovered in a relatively short period. Acknowledgements Supported by the Research Projects CPSFG
2013M542578, JSPSFG 1301005A, SYS201251 and 2013NJZS50. P75
Eff ect of low-dose hydrocortisone on gene expression profi les after
severe burn injury
J Plassais1, MA Cazalis1, F Venet2, G Monneret2, A Pachot1, S Tissot2
1Joint Unit Hospices Civils de Lyon/bioMérieux, Lyon, France; 2Hospices Civils
de Lyon, Hôpital Edouard Herriot, Lyon, France
Critical Care 2014, 18(Suppl 1):P75 (doi: 10.1186/cc13265) P77
Low socioeconomic status, ethnicity and geographical location
confers high risk of signifi cant accidental burns injuries in London
JS Heng, O Clancy, I Jones, J Atkins, J Leon-Villapalos, A Williams, M Hayes,
M Vizcaychipi
Chelsea & Westminster Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P77 (doi: 10.1186/cc13267) Results Severe burn injury induced the deregulation of a considerable
number of genes (n >2,200 at S1) in comparison with controls with
an increased number of deregulated genes over time. Within burn
patients, more than 300 genes were deregulated by hydrocortisone
over time. The treatment had a rapid eff ect on gene expression, 339
and 627 genes were diff erentially expressed at S2 and S3 respectively. However, the number of these genes decreased drastically at S4 (only
24 genes signifi cant). The genes identifi ed at S2 were mostly related to
the decrease of growth, development and quantity of leukocytes but
these biological processes were not found signifi cant at S3, indicating
that the action of glucocorticoid in the response to burn injury is short
lived and time dependent. Introduction The majority of burns injuries are considered accidental,
although previous studies have identifi ed demographic factors
associated with higher risk of burns such as socioeconomic deprivation
[1] and being from ethnic minority groups [2]. This study aims to
identify population subgroups in London at high risk of burns injuries
requiring admission to a burns centre through geographic mapping
and socioeconomic statistics. Conclusion This study is an informative overview of the genomic
responses after burn injuries. More importantly, it is the fi rst study
providing information about mechanisms involved in glucocorticoid’s
reduced shock duration after burn. Methods Records of all paediatric and adult inpatients admitted to the
burns centre at Chelsea and Westminster Hospital were retrospectively
reviewed for age, ethnic group and deprivation score of residence,
as measured by the English Index of Multiple Deprivation 2010. Corresponding population data for London were obtained. Reference 1. Keck M, et al.: Wien Med Wochenschr 2009, 159:13-14. Results In total, 2,195 patients from London were admitted between
January 2009 and August 2013, with 1,963 (89.4%) classifi ed as having
accidental injuries. A total 1,725 (87.8%) of accidental burn injuries
occurred in the patients’ own homes. Patients from ethnic minorities
have the highest rate of burn injury at 7.1 per 100,000 population per
annum (P <0.0001). Patients below the median for socioeconomic
deprivation in London are more likely to suff er burn injuries (P <0.0001). Patients from the most deprived quartile are more likely to suff er burns
injuries of >10% TBSA (P = 0.04), and have a trend towards higher rates
of ICU admission (P = 0.144). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P76). Numbers of complex burns in Scotland 2010 to 2012
2010
2011
2012
Adult
304
392
399
Paediatric
195
185
138
Adult >15%
27
28
26
Paediatric >15%
0
2
4
Mortality
5
7
13 Table 1 (abstract P76). Numbers of complex burns in Scotland 2010 to 2012 shock. Patients need vasopressor infusion to maintain adequate
delivery of oxygen but it could have deleterious eff ects on skin perfusion
and worsen the burn depth. This shock could result from the interplay
of the initial hypovolemia and the release of multiple infl ammatory
mediators [1]. It has been shown that a low-dose of hydrocortisone
could reduce the shock duration but the mechanisms involved remain
unclear. We investigated the systemic genomic response after severe
burn injuries and determine whether patterns of gene expression
could be associated with a low dose of glucocorticoids. shock. Patients need vasopressor infusion to maintain adequate
delivery of oxygen but it could have deleterious eff ects on skin perfusion
and worsen the burn depth. This shock could result from the interplay
of the initial hypovolemia and the release of multiple infl ammatory
mediators [1]. It has been shown that a low-dose of hydrocortisone
could reduce the shock duration but the mechanisms involved remain
unclear. We investigated the systemic genomic response after severe
burn injuries and determine whether patterns of gene expression
could be associated with a low dose of glucocorticoids. Methods Thirty burn patients with over 30% of total body surface
area were enrolled into a randomized double-blind clinical study. Fifteen patients were treated with a low dose of hydrocortisone and
15 patients were treated with placebo. Whole blood samples were
collected after shock onset (S1) before any treatment, 1 day after
treatment beginning (S2), and 120 hours and 168 hours after the burn
injury (S3/S4). Blood samples of 13 healthy volunteers were collected. Pangenomic expression was evaluated with Aff ymetrix HG-U133plus
2.0 microarrays. Moderated t tests and F test were used to compare
burn patients with controls and gene expression profi les between the
two groups (B–H correction, P <0.05). sources. As data quality improves, detailed analysis of mortality data
will allow COBIS to identify contributing issues aff ecting burns patients. Some issues identifi ed already are that patients with burns often die
soon after their discharge from hospital of other related and unrelated
causes. P77
Low socioeconomic status, ethnicity and geographical location
confers high risk of signifi cant accidental burns injuries in London
JS Heng, O Clancy, I Jones, J Atkins, J Leon-Villapalos, A Williams, M Hayes,
M Vizcaychipi
Chelsea & Westminster Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P77 (doi: 10.1186/cc13267) Domestic accidental burns were mapped
to their respective administrative wards, and the rate of burns per
100,000 was calculated and divided into quintiles. The areas with the
top quintile of burn injury rate, of up to 18.8 per 100,000 population per
year, were almost four times the national average. Care of Burns in Scotland: 3-year data from the Managed Clinical
Network National Registry
CJ Gilhooly1, J Kinsella2
1Glasgow Royal Infi rmary, Glasgow, UK; 2University of Glasgow, UK
Critical Care 2014, 18(Suppl 1):P76 (doi: 10.1186/cc13266) Care of Burns in Scotland: 3-year data from the Managed Clinical
Network National Registry
CJ Gilhooly1, J Kinsella2
1Glasgow Royal Infi rmary, Glasgow, UK; 2University of Glasgow, UK
Critical Care 2014, 18(Suppl 1):P76 (doi: 10.1186/cc13266) Introduction The Managed Clinical Network for Care of Burns in
Scotland (COBIS) was launched in April 2007. Primary aims included
establishing and maintaining a registry of complex burn injury in
Scotland and setting mechanisms to regularly audit outcome of burn
treatment against nationally agreed standards of care. On behalf of
COBIS, we present 3-year incidence and mortality data of Scottish
patients admitted with a complex burn injury in this abstract. y
Conclusion Ethnicity, socioeconomic deprivation and geographical
location appear to be risk factors for burn injuries. Identifying such
groups may allow the development of targeted preventative strategies. References Methods From January 2010 onwards, data were prospectively
collected for all patients in Scotland with complex burn injury admitted
to Scottish burns units. Data collection was initially on a paper pro
forma, but subsequently evolved into a web-based audit data capture
system to securely link hospital sites involved in the delivery of care of
complex burns. Data collected included extent and mechanism of burn,
presence of airway burn or smoke inhalational injury, comorbidities,
complications, length of stay, interventions and mortality. Quality,
completeness and consistency of data collection are audited with
feedback to the individual units. 1. Mistry RM, Pasisi L, Chong S, Stewart J, She RB: Socioeconomic deprivation
and burns, Burns 2010, 36:403-408. 1. Mistry RM, Pasisi L, Chong S, Stewart J, She RB: Socioeconomic deprivation
and burns, Burns 2010, 36:403-408.f 1. Mistry RM, Pasisi L, Chong S, Stewart J, She RB: Socioeconomic deprivation
and burns, Burns 2010, 36:403-408. 2. Tan KT, Prowse PM, Falder S: Ethnic diff erences in burn mechanism and
severity in a UK paediatric population, Burns 2012, 38:551-555. 2. Tan KT, Prowse PM, Falder S: Ethnic diff erences in burn mechanism and
severity in a UK paediatric population, Burns 2012, 38:551-555. 2. Tan KT, Prowse PM, Falder S: Ethnic diff erences in burn mechanism and
severity in a UK paediatric population, Burns 2012, 38:551-555. P78f Eff ect of low-dose hydrocortisone on gene expression profi les after
severe burn injury Introduction The systemic eff ect of infl ammatory mediators released
after severe burn is a severe cardiovascular dysfunction called burn Introduction The systemic eff ect of infl ammatory mediators released
after severe burn is a severe cardiovascular dysfunction called burn S27 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Subsequent analysis of this will allow COBIS to identify and
address issues that may be contributing to these statistics. P80 Almost all of the physicians
used hydrocortisone (96.4%). The median daily dose of hydrocortisone
was 300 mg (interquartile range, 200 to 300). Nearly 50% divided the
dose every 8 hours and 31.8% infused continuously. The duration for
tapering was varied (33.6% in 2 to 3 days). Central venous pressure
(CVP) and fl uid challenge test were more frequently used for preload
evaluation than new fl uid responsiveness methods. Less than 15% still
used a pulmonary artery catheter in their routine practice. Antipyretics in the emergency department – intravenous
paracetamol versus intramuscular diclofenac: a comparative study
N Purayil, N Vamanjore, F Paramba, O Mohammad, P Chandra
Hamad Medical Corporation, Doha, Qatar
Critical Care 2014, 18(Suppl 1):P79 (doi: 10.1186/cc13269) Introduction Fever is a common problem in adults visiting the
emergency department (ED) [1]. Although it is important to treat the
cause of fever, symptomatic management of fever is also necessary. Multiple studies are available on the effi cacy of various antipyretics in
children, but very little has been done in adults [1,2]. Hence we aimed
to compare the antipyretic effi cacy of intravenous (i.v.) paracetamol
and intramuscular (i.m.) diclofenac in adult patients presenting with
fever to the ED. Methods In this parallel-group, open-label trial, participants aged 14
to 75 years who had a temperature more than 38.5°C were enrolled
and treated in the ED, Alkhor, Hamad Medical Corporation, during the
period June 2008 to December 2011. Patients were randomly assigned
to receive either 1,000 mg i.v. paracetamol or 75 mg i.m. diclofenac. The
primary outcome was degree of reduction in mean oral temperature
at 90 minutes and the secondary outcomes were degree of reduction
at 30, 60 and 120 minutes. The effi cacy of drugs was assessed by a
superiority comparison. Analysis was done using intention-to-treat
(ITT) principles. Conclusion
Most
physicians
manage
shock
with
protocols. Hemodynamic endpoints are preferred to tissue perfusion targets. Early
antimicrobial therapy and de-escalation are routine practices without
use of infective biomarkers. Crystalloid is preferred rather than colloid
at initial resuscitation. CVP and fl uid challenge are still more popular
than new fl uid responsiveness methods on preload assessment. Hydrocortisone is the most common steroid prescription in septic
shock but the threshold of initiation, frequency and discontinuation
are varied. Results In total, 139 patients received i.v. paracetamol and 150 received
i.m. diclofenac. The mean age was 35.5 ± 14.24 and 36.4 ± 14.98 years
in the i.m. P80 Survey of severe sepsis and septic shock management in Thailand:
THAI-SHOCK SURVEY 2013
K Chittawatanarat1, B Patjanasoontorn2, S Rungruanghiranya3,
Thai SCCM Study Group4
1Faculty of Medicine, Chiang Mai University, Chiang Mai, Thailand; 2Khon
Khaen University, Khon Khaen, Thailand; 3Srinakharinwirot University,
Nakornnayok, Thailand; 4Thai Society of Critical Care Medicine, Bangkok,
Thailand
Critical Care 2014, 18(Suppl 1):P80 (doi: 10.1186/cc13270) Critical Care 2014, 18(Suppl 1):P80 (doi: 10.1186/cc13270) Introduction A pragmatic survey of shock management in Thai
physicians is unavailable. The objective of this study is to identify shock
management patterns for severe sepsis and septic shock in Thailand. Methods Two thousand questionnaires were sent to physicians
involved in caring for shock patients across Thailand. The frequency
scale was defi ned as fi ve levels by patient proportion estimation at
routine practice. Introduction A pragmatic survey of shock management in Thai
physicians is unavailable. The objective of this study is to identify shock
management patterns for severe sepsis and septic shock in Thailand. Methods Two thousand questionnaires were sent to physicians
involved in caring for shock patients across Thailand. The frequency
scale was defi ned as fi ve levels by patient proportion estimation at
routine practice. g
p
p
p
Methods Two thousand questionnaires were sent to physicians
involved in caring for shock patients across Thailand. The frequency
scale was defi ned as fi ve levels by patient proportion estimation at
routine practice. Conclusion Performing noncontrast abdominal MDCT to the patient
with renal insuffi ciency for evaluating acute abdominal symptoms,
severe sepsis or septic shock in the emergency department was
feasible and eff ective. Results Between April and August 2013, a total of 533 questionnaires
(26.7%) were returned. For severe sepsis and septic shock management,
a total of 406 physicians (76.2%) reported their routine usage of
quantitative resuscitation protocols. Urine output, mean arterial
pressure and central venous pressure are more frequently used than
central venous oxygen saturation and lactate as the resuscitation
endpoint. Nearly 80% of these had an ‘often and always’ resuscitation
goal within 6 hours. Most physicians (65.3%) never used procalcitonin. The antimicrobial empirical treatments were started within 1 hour for
87.7% and these were continued less than 5 days in 67.3% before de-
escalation. Crystalloid was the common initial fl uid therapy in 98.9%. The most common used vasopressor was norepinephrine (69.6%). The median of cortisol threshold level for steroid replacement therapy
was 15 (interquartile range, 5 to 19) mg/dl. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 ease of administration, i.m. diclofenac can be used as a fi rst-choice
antipyretic in febrile adults in the ED. References ease of administration, i.m. diclofenac can be used as a fi rst-choice
antipyretic in febrile adults in the ED. References symptoms or searching for an infection focus such as sepsis. But
contrast dye can cause renal damage especially in critically ill patients. Noncontrast CT can be alternative options but few studies have
shown the eff ectiveness of noncontrast MDCT. We want to evaluate
the eff ectiveness of noncontrast abdominal MDCT in the emergency
department. symptoms or searching for an infection focus such as sepsis. But
contrast dye can cause renal damage especially in critically ill patients. Noncontrast CT can be alternative options but few studies have
shown the eff ectiveness of noncontrast MDCT. We want to evaluate
the eff ectiveness of noncontrast abdominal MDCT in the emergency
department. 1. Karbasi SA, et al.: Comparison of antipyretic eff ectiveness of equal dose of
rectal and oral acetamenophen in children. J Pediatr (Rio J) 2010,
86:228-233.fi Methods This is a retrospective chart review study conducted in a
single tertiary academic hospital from January 2011 to April 2012. Patients were enrolled if they visited the emergency department with
acute abdominal symptoms or infection signs, had elevated serum
creatinine level, and received noncontrast 16-channel MDCT.fi 2. Pernerstofer et al.: Acetaminophen has a greaterantipyretic effi cancy
thanaspirin in endotoxemia. A randomised double blind placebo
controlled trail. Clin Pharmacol Ther 1999, 66:51-57. Results During study period, 78 patients with renal insuffi ciency
received noncontrast abdominal CT. Causes of CT were infection
focus (48, 61.5%), abdominal pain (21, 26.9%), GI bleeding (4, 5.2%),
abnormal labs (3, 3.9%), ureter stone (1, 1.3%) and abdominal
distension evaluation (1, 1.3%). Any abnormal CT fi ndings were
detected in 61 (78.2%) patients. For 42 (53.8%) patients, noncontrast
CT fi ndings showed diagnostic abnormal fi ndings. For excluding
abdominal pathology, 35 (44.9%) were helpful. In one (1.6%) case with
hematochezia, noncontrast CT showed no benefi t for patient diagnosis. Additional contrast-enhanced CTs were performed in 32 (41%) and
additional fi ndings were found in fi ve cases (6.4%). There were 40
patients with severe sepsis or septic shock. Abnormal CT fi ndings were
found in 30 (75%) cases. Additional contrast enhanced CT was done for
13 (32.5%) patients but no additional information was detected. Eff ectiveness of noncontrast abdominal multidetector CT for
evaluating the patient with renal insuffi ciency in the emergency
department Results In a population of approximately 5.3 million, the annual
incidence of complex burn injury is 499 to 537 (9 to 10 per 100,000). The incidence of a major burn is 5% of burn admissions. The hospital
mortality from a burn is 1 to 2.2%. See Table 1. HJ Lee, E Kang, JH Shin
d HJ Lee, E Kang, JH Shin Conclusion From these data, Scotland now has comprehensive national
fi gures for complex burn injury. This allows for benchmarking against
other international indices, few of which provide comprehensive
data. COBIS data can now also be correlated with other mortality data Introduction Contrast-enhanced abdominal multidetector CT (MDCT)
is an important and accurate diagnostic approach for acute abdominal S28 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 shown that only 20 to 35% of patients trigger the clinical EWS prior to
cardiac arrest. Jarvis and colleagues proposed that an EWS based on
common laboratory fi ndings can predict patient mortality [3]. The aim
of this study, as part of a wider review of cardiac arrests in our hospital,
was to determine whether the laboratory early warning score (LEWS)
might be of use identifying patients at risk of cardiac arrest in our trust. Methods Retrospective data collected identifi ed cardiac arrest calls that
lead to CPR or defi brillation over 6 months. The LEWS was calculated
according to the formula devised by Jarvis and colleagues [3]. LEWS ≥4
for males and ≥5 for females was taken as being a ‘trigger’ as suggested
by Jarvis and colleagues [3]. References 1. Hillman K, et al.; MERIT study investigators. Introduction of the medical
emergency team (MET) system: a cluster-randomised controlled trial. Lancet 2005, 365:2091-2097. 1. Hillman K, et al.; MERIT study investigators. Introduction of the medical
emergency team (MET) system: a cluster-randomised controlled trial. Lancet 2005, 365:2091-2097. 2. Lee A, et al.: The Medical Emergency Team. Anaesth Intens Care 1995,
23:183-186. 2. Lee A, et al.: The Medical Emergency Team. Anaesth Intens Care 1995,
23:183-186. Results The mean age was 64 ± 19.8 years and 48% (n = 513) were male. There were 513 (48.9%) early calls and 537 (51.1%) late calls. The main
reasons for RRT activation were respiratory failure in 18.2% (n = 191)
and severe sepsis/septic shock in 13.1% (n = 138). The distribution of
RRT activation was uniform over the 24-hour period, with 50.5% (n =
531) of calls during the day (7:00 a.m. through 7:00 p.m.) and 49.5%
(n = 520) overnight (7:00 p.m. through 7:00 a.m.). A total of 460 patients
(43.7%) were admitted to the ICU. The multivariate analysis showed the
following variables as signifi cantly associated with hospital mortality:
age (OR 1.03; 95% CI 1.01 to 1.04), late (>48 hours) RRT call (OR 2.73;
95% CI 1.79 to 4.71), acute change in oximetry saturation to <90% (OR
1.94; 95% CI 1.28 to 2.95) and acute change in respiratory rate to <8 or
>28 breaths/minute (OR 1.79 95% CI 1.09 to 2.94). Hospital mortality predictive factors following Rapid Response
Team activation H Palomba, F Piza, M Jaures, A Capone Hospital Israelita Albert Einstein, São Paulo, Brazil p
Critical Care 2014, 18(Suppl 1):P82 (doi: 10.1186/cc13272) Introduction The Rapid Response Team (RRT) represents an important
advance in the management of deteriorating ward patients and
is recommended as a patient safety measure. Most studies on RRT
evaluate the eff ects of its implementation on rate reduction of
cardiopulmonary arrest outside the ICU and hospital mortality, with
limited information on the criteria for RRT calls and predictive factors
associated with hospital mortality [1,2]. Therefore, our objective was
to determine what factors are associated with hospital mortality for
patients seen by the RRT at the Hospital Israelita Albert Einstein (HIAE). Methods A total of 1,051 patients assessed by RRT between January
and December 2012 at the HIAE, a general hospital with 650 beds, were
included in this study. Multivariate analysis was used to evaluate what
variables were associated with hospital mortality. Early RRT call was
defi ned as RRT activation <48 hours from hospital admission and late
RRT call if it happened >48 hours from hospital admission. Conclusion ERT system implementation was associated with
pro gressive reduction in cardiac arrests over the 3-year period,
especially statistically signifi cant in diff erence in the fourth year
after implementation. We also found an inverse association between
number of ERT use and the risk of occurrence of cardiac arrests, but we
found no diff erence in overall hospital mortality rate. P82 Results Of a total 623 ERT cases from June 2009 until December
2012, there were 72 calls in 2009, 196 calls in 2010, 139 calls in 2011
and 245 calls in 2012.The number of ERT calls per 1,000 admissions in
year 2009 to 2010 was 7.69, 5.61 in 2011 and 9.38 in 2013. The number
of Code Blue calls per 1,000 admissions decreased signifi cantly from
2.28 to 0.99 per 1,000 admissions (P <0.001). The incidence of cardiac
arrest decreased progressively from 1.19 to 0.34 per 1,000 admissions
and was signifi cant in diff erence in year 2012 (P <0.001). The overall
hospital mortality rate decreased by 8% from 15.43 to 14.43 per 1,000
admissions (P = 0.095). P80 diclofenac and i.v. paracetamol groups respectively. The
majority of the patients were males in both groups. After 90 minutes
both groups showed a signifi cant reduction in mean temperature, i.m. diclofenac showing a greater reduction (–1.44 ± 0.43(95% CI –1.4, –2.5))
than i.v. paracetamol (–1.35 ± 0.46 (95% CI –1.3, –3.1) P <0.0001). After
120 minutes, a signifi cant diff erence was observed in the mean change
from the baseline temperature between the groups, –1.81 ± 0.46 (95% CI
–1.7, –2.9) in i.m. diclofenac versus –1.63 ± 0.55 (95% CI –1.5, –4.1) in the
i.v. paracetamol group (P <0.0001). Signifi cant changes in temperature
were observed in favor of i.m. diclofenac over i.v. paracetamol at each
time point from 60 minutes through 120 minutes inclusive.i P81
Laboratory early warning score versus clinical early warning score
as a predictor of imminent cardiac arrest
M Keil, S Hutchinson, T Leary
Norfolk and Norwich University Hospital NHS Foundation Trust, Norwich, UK
Critical Care 2014, 18(Suppl 1):P81 (doi: 10.1186/cc13271) Introduction NCEPOD reported in 2012 that 75% of patients had
warning signs for cardiac arrest present prior to their arrest [1]. NICE
recommends a vital sign-based early warning score (EWS) to identify
patients at risk of deterioration or death [2]. In our trust, audit has Conclusion Both i.m. diclofenac and i.v. paracetamol showed signifi cant
antipyretic activity, with diclofenac having a greater eff ect. In view of S29 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P83
Long-term outcome of the Emergency Response Team system in
in-hospital cardiac arrest P83
Long-term outcome of the Emergency Response Team system in
in-hospital cardiac arrest
J Suriyachaisawat, E Surakarn
Bangkok Hospital Group, Bangkok, Thailand
Critical Care 2014, 18(Suppl 1):P83 (doi: 10.1186/cc13273) y
g
Results Eighty-nine cardiac arrest calls lead to CPR and/or defi brillation
in this time period. Of these, 65 patients had had blood tests within the
last 24 hours. Median LEWS was 6 for females and 7 for males (range 1
to 12). Most patients (77%) had a LEWS trigger (≥4 for females and ≥5
for males). Introduction To improve early detection and the mortality rate of in-
hospital cardiac arrest, the Emergency Response Team (ERT) system
was planned and implemented since June 2009 to detect pre-arrest
conditions and for any concerns. The ERT consisted of on-duty
physicians and nurses from emergency department. ERT calling criteria
[1,2] consisted of acute change of HR <40 or >130 beats per minute,
systolic blood pressure <90 mmHg, respiratory rate <8 or >28 breaths
per minute, O2 saturation <90%, acute change in conscious state, acute
chest pain or worried about the patients. From the data on ERT system
implementation in our hospital in the early phase (during June 2009 to
2011), there was no statistical signifi cance in diff erence in in-hospital
cardiac arrest incidence and overall hospital mortality rate. Since the
introduction of the ERT service in our hospital, we have conducted a
continuous educational campaign to improve awareness in an attempt
to increase use of the service. Conclusion The collected data suggest that more patients at risk
of cardiac arrest in our hospital might be identifi ed using a LEWS
rather than a clinical EWS. It is evident that for a clinical EWS regular
observations need to be taken and are subject to user error. Clinical EWS
could also not be sensitive enough or there is a failure to implement it
successfully. LEWS can be generated automatically when bloods are
taken. The downside is that it relies on bloods being done. It is beyond
the scope of this study to examine the sensitivity/specifi city of LEWS
or suggest that LEWS should replace EWS. We suggest that LEWS may
compliment EWS by identifying a diff erent group of patients. The
ongoing data collection aims to correlate the clinical EWS for each
patient directly with their LEWS to confi rm the initial fi ndings. f 1. NCEPOD 2012 [http://www.ncepod.org.uk]
2. NICE 2007 [http://www.nice.org.uk]
3. P83
Long-term outcome of the Emergency Response Team system in
in-hospital cardiac arrest Jarvis et al.: Resuscitation 2013, 84:1494-1499. 1. NCEPOD 2012 [http://www.ncepod.org.uk] Methods To investigate the outcome of the ERT system in in-hospital
cardiac arrest and the overall hospital mortality rate, we conducted
a prospective, controlled before and after examination of the long-
term eff ect of an ERT system on the incidence of cardiac arrest. We
performed chi-square analysis to fi nd statistical signifi cance. 2. NICE 2007 [http://www.nice.org.uk] 3. Jarvis et al.: Resuscitation 2013, 84:1494-1499. References References
1. Winters BD, et al.: Rapid response systems: going beyond cardiac arrest and
mortality. Crit Care Med 2013, 41:911-912. 2. Leach LS, et al.: Rapid response teams: qualitative analysis of their
eff ectiveness. Am J Crit Care 2013, 22:198-210. References
1. Winters BD, et al.: Rapid response systems: going beyond cardiac arrest and
mortality. Crit Care Med 2013, 41:911-912. 2. Leach LS, et al.: Rapid response teams: qualitative analysis of their
eff ectiveness. Am J Crit Care 2013, 22:198-210. References
1. Winters BD, et al.: Rapid response systems: going beyond cardiac arrest and
mortality. Crit Care Med 2013, 41:911-912. 2
Leach LS et al : Rapid response teams: qualitative analysis of their Use of low-dose CT KUB: is it becoming the easy way out?
P Shah, D Wilson
Homerton University Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P85 (doi: 10.1186/cc13275) Use of low-dose CT KUB: is it becoming the easy way out? P Shah, D Wilson
Homerton University Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P85 (doi: 10.1186/cc13275) Introduction In 1995, Smith and colleagues fi rst proposed the use
of low-dose CT KUB for the diagnosis of ureteric colic [1]. Since then,
popularity of this imaging modality has increased due to a number
of reasons: a sensitivity of 94 to 97%, a specifi city of 96 to 99%, lack
of intravenous contrast injection and speed of examination. The UK
College of Emergency Medicine considers CT KUB as best practice
for radiological investigation of renal colic. A review of the literature
suggests that the true positive rate (number of patients diagnosed
with an obstructing or symptom causing calculus) should be between
47.5 and 67% and alternative diagnoses should be confi rmed in
approximately 10% of patients imaged [2]. Conclusion The results underline that the unit’s guidelines were not
being followed. The re-audit does show an improvement in adherence. Patients are being exposed to unnecessary blood tests, which not
only is implicated in iatrogenic anaemia, but also places a signifi cant
fi nancial burden on the department. Continued staff education and
encouragement are required in order to aid the transition from current
to recommended practice. Decreasing central-line blood draws by consolidation of
phlebotomy timing: results of a quality improvement project
G Arteaga, S Tripathi, Y Ouellette, M Nemergut, G Rohlik, K Fryer, C Huskins
Mayo Clinic, Rochester, MN, USA
Critical Care 2014, 18(Suppl 1):P87 (doi: 10.1186/cc13277) pp
y
p
g
Methods All patients over the age of 18 years who had a CT KUB
requested from the emergency department of the Homerton University
Hospital, London over a period of 3 months, between May 2012 and
July 2012, were identifi ed. Individual case notes were examined and
data were collected on an Excel spreadsheet. Data were analysed and
results were divided into positive for renal colic (true positive), positive
for other pathology (other signifi cant diagnoses) and negative results. Results A similar previous audit carried out in 2009 at the same hospital
demonstrated a true positive rate of 48.5%. The 2012 audit examined
the outcome of 124 consecutive scans and a true positive rate of 29%
(P = 0.0006) was identifi ed. Alternative diagnoses were 10% in 2009
compared with 17% in 2012 (P = 0.02). Bled dry? An audit of blood sampling practices on an adult
intensive therapy unit Bled dry? An audit of blood sampling practices on an adult
intensive therapy unit Methods A prospective observational evaluation of ICU unplanned
admission through in-hospital ward referral over a 3-month duration. Anonymised data collection included baseline demographics, timing
and grade of referral, Modifi ed Early Warning Score (MEWS) at time
of referral, clinical reason for referral, senior review prior to referral,
MEWS trend 24 hours prior to referral, if appropriate basic intervention
commenced, time delay between referral and assessment by the ICU
team, organ failure score, length of stay (LOS) and survival status. RK Vincent, P Temblett Introduction The aim of this audit was to evaluate whether guidelines
produced in a local intensive therapy unit (ITU) with regard to blood
sampling practices were being adhered to. The volume of blood taken
and cost was also evaluated. g
g
y
Results So far 22 patients have been enrolled, of which 60% of the
unplanned admissions were ‘out of hours’, 60% of admissions were
from medical wards and 33% from surgical wards. Pneumonia was the
main reason for referral and admissions were due to respiratory failure
requiring advanced ventilator care. Twenty per cent of the patients
did not have senior medical review for at least 4 hours prior to the ICU
referral. Basic interventions such as antibiotics and intravenous fl uids
were not started in a few patients (13%) prior to admission. The mean
ICU review time from referral was 70 minutes and the mean MEWS at
the time of referral was 8. Methods A retrospective audit investigating the number of routine
blood tests ordered on an ITU in January 2013 was performed. There
were no exclusion criteria. Computer-based data collection systems
were used to gather data with regard to patient details and when blood
tests were processed. The collection bottles used were examined to see
how much blood was needed to fi ll them. Thirty nurses were asked how
much ‘dead space’ blood they discarded, and an average was recorded. The cost of the blood tests was also calculated. Following a period of
education regarding the contents of the guidelines, this was re-audited
in July 2013 retrospectively. Conclusion The study is due to be completed by mid-January 2014. With the limitation of incompleteness, the fi ndings so far have
alluded that there is a necessitation for change and education for
early identifi cation and intervention in deteriorating patients. P86 in order to identify the associative trends that led to the admission and
hence to mitigate the processes of interventional strategies. in order to identify the associative trends that led to the admission and
hence to mitigate the processes of interventional strategies. 1.
Smith RC, et al.: Radiology 1995, 194:789-794. 2.
Roth CS, et al.: Ann Emerg Med 1985, 14:311-31515. P84 Epidemiology of unplanned intensive care admissions through in-
hospital referrals at a tertiary referral centre university hospital
J Rigby, N Bradshaw, B Carr, R Matsa
University Hospital of North Staff ordshire, Stoke-on-Trent, UK
Critical Care 2014, 18(Suppl 1):P84 (doi: 10.1186/cc13274) g y,
,
,
University Hospital of North Staff ordshire, Stoke-on-Trent, UK
Critical Care 2014, 18(Suppl 1):P84 (doi: 10.1186/cc13274) Introduction The provision of intensive care has lagged behind
demand [1]. Intensive care services in the UK have signifi cant resource
restriction. Although rationing of beds has been a priority, equally
important is to establish patient safety and also identify strategies
to prevent admissions [2], which echoes the importance of early
recognition of deteriorating patients and prompt intervention. This
study evaluates the epidemiology of unplanned admissions to the ICU Conclusion In this study, hospital mortality predictive factors for
patients seen by the RRT were: age, acute respiratory failure and late
RRT call. S30 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References pf
2. McQuillan P et al.: Confi dential inquiry into quality of care before
admission to intensive care. Br Med J 1998, 316:1853-1858. Bled dry? An audit of blood sampling practices on an adult
intensive therapy unit The
completed study with outcomes (that is, survival rates and ICU LOS) will
help us identify whether delay or defi ciency in the early management
had a causal relationship. Results The initial audit examined 901 patient-days. Urea and
electrolytes (U&Es) and full blood counts (FBC) were requested in line
with the guidelines. Liver function tests (LFTs), bone profi le, magnesium
and a clotting screen were ordered approximately four times more
than advocated. It was shown that many bone profi les and magnesium
tests were probably inappropriate requests. Moreover, twice as much
blood was taken from patients compared with that recommended by
guidelines (almost 16 litres in total in January). The cost of the routine
blood tests in January was €11,019. If guidelines had been followed,
the estimated yearly saving would be €65,588. During the repeat audit,
731 patient-days were examined. The amount of times a U&E or FBC
were requested was largely unchanged, but the amount of times a LFT,
bone profi le, magnesium and clotting screen were ordered reduced
by approximately 50%. Almost one-third more blood was taken from
patients when compared with the suggested volume in the guidelines. The cost of the blood tests done in July was €5,423. Despite an
improvement in the frequency of blood testing, an estimated €21,907
per year could still be saved. Reference 1. Cartotto R, et al.: Minimizing blood loss in burn surgery. J Trauma 2000,
49:1034-1039. 1. Cartotto R, et al.: Minimizing blood loss in burn surgery. J Trauma 2000,
49:1034-1039. 1. Cartotto R, et al.: Minimizing blood loss in burn surgery. J Trauma 2000,
49:1034-1039. 1. Cartotto R, et al.: Minimizing blood loss in burn surgery. J Trauma 2000,
49:1034-1039. Results In the simulation study 10/15 clinicians (67%) injected atropine
directly into arterial cannula via a three-way tap. Five of 15 doctors
(34%) injected safely. In the laboratory study, swabbing of the arterial
hubs showed bacterial contamination of all of the samples in the
standard group (20/20) and no contamination in the NIC group (0/20),
P <0.0001. Eighty-fi ve per cent (17/20) of samples in the standard
arterial group showed onward transmission of pathogens to the
patient circulation, and none of the patient samples taken from the NIC
group were contaminated (0/20), P <0.0001. In the survey, 80% of the
nurses found manual handling of a new device equally simple and 20%
even simpler. Sampling of the blood was equally challenging for 87%
participants. Ninety-four per cent found similar durability of the new
device and better protection against accidental intra-arterial injection. Sixty-six per cent of the nursing staff would replace the standard
system with a NIC. Should we avoid invasive treatment in cancer patients with
pericardial tamponade? F Galas, J Fukushima, E Osawa, C Park, J Almeida, D Nagaoka, L Hajjar
Instituto do Cancer do Estado de São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P90 (doi: 10.1186/cc13280) Introduction Patients with cancer now live longer due to advances
in oncologic treatment. ICU admission is progressively more frequent
in this population due to complications of both disease and therapy. Pericardial eff usion leading to tamponade and hemodynamic
compromise is a common fi nding in the advanced stages of disease
and results in death if not treated on an urgent basis. However, we
do not know midterm outcomes of these patients after pericardial
drainage. The aim of this study was to evaluate prospectively cancer
patients with pericardial tamponade regarding mortality in 6 months. y
Conclusion Most of the doctors would inject the drug intra-arterially. Currently, no other device is available to eliminate accidental intra-
arterial injection or bacterial transmission. The nursing staff found the
management of the NIC equally challenging. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 bleeding remains a challenge in tangential excision of the burn wound. Although various techniques to reduce intraoperative blood loss have
been described, there is an absence of uniformity and consistency in
their application. In the literature, the blood loss in burn surgery is
estimated to be at least 123 ± 106 ml per percentage body surface
area excised [1]. Recently we developed a novel hemostatic technique
using a silicone gel dressing (SI-AID®; ALCARE Co., Ltd, Tokyo, Japan)
to stop intraoperative bleeding. Briefl y, soon after tangential excision
with the Humby knife, the wounds were sprayed with thrombin and
with 1:100,000 adrenalin solution and wrapped tightly with SI-AID®
for a full 10 minutes. Burn wounds on limbs were tangentially excised
under tourniquet control and wrapped with SI-AID® before defl ation of
the tourniquet. After defl ation of the tourniquets, we waited for a full
10 minutes. When the SI-AID® was removed, any major bleeders were
cauterized, and the grafts were applied after rinsing the wounds with
warm saline. 12.5% were by peripheral venipuncture. After policy implementation,
these numbers were 10.9%, 49.7%, and 23.8%, respectively. The
average central line unique entry after blood draw consolidation
decreased from 10 to 6 line entries/central line-day. Consolidation of
blood draws was associated with a cost saving of $7,200/year. Conclusion Consolidating time frames for blood draws in the PICU was
associated with decreased central line entries, decreased utilization of
vascular access teams, and decreased phlebotomy cost. We hypothesize
that this policy will be associated with a decreased incidence of CLABSI
when more patients are included for analysis. P89
Novel hemostatic technique using a silicone gel dressing for
tangential excision in burn surgery
A Osuka, Y Kuroki, H Kojima, M Sekido, S Okuma, S Onishi, M Ueyama
Social Insurance Chukyo Hospital, Nagoya, Japan
Critical Care 2014, 18(Suppl 1):P89 (doi: 10.1186/cc13279) P89
Novel hemostatic technique using a silicone gel dressing for
tangential excision in burn surgery
A Osuka, Y Kuroki, H Kojima, M Sekido, S Okuma, S Onishi, M Ueyama
Social Insurance Chukyo Hospital, Nagoya, Japan
Critical Care 2014, 18(Suppl 1):P89 (doi: 10.1186/cc13279) g
Reference 1. Sen S, et al.: Complications after unintentional intraarterial injection of
drugs: risks, outcomes, and management strategies. Mayo Clin Proc 2005,
80:783-795. Results Fifty-three patients (50%) were female. Most patients had
a previous diagnosis of lung neoplasia (46%), followed by breast
neoplasia (15%) and hematological neoplasia (15%). The mean
Karnofsky performance status of patients was 70. All these patients
underwent surgical drainage in a mean time of 1.5 hours since ICU
admission until surgery. Length of ICU stay was 8 days (2 to 15) and of
hospital stay was 16 days (8 to 31). ICU mortality was 75.2%, hospital
mortality was 83% and at 3 months 92% of patients were dead. Reference Methods We evaluated consecutively 105 patients with cardiac
tamponade consecutively admitted to the ICU of the Cancer
Institute, a reference cancer hospital, during a 3-year period. Baseline
characteristics and clinical data were collected prospectively. Patients
were followed during a 6-month period. Introducing an arterial non-injectable connector into clinical
practice Methods This is a prospective observational study. From 1 January to
31 October 2013 we collected preoperative and 24-hour postoperative
hemoglobin levels from the patients who underwent tangential
excision for burn injury, and calculated blood loss in the perioperative
period. The data for amounts of blood transfusion, excised area, and
harvest area were also collected. p
g
y
Critical Care 2014, 18(Suppl 1):P88 (doi: 10.1186/cc13278) Introduction The standard arterial system for blood withdrawal
provides no impediment to intra-arterial injection [1] and bacterial
contamination. We assessed the probability of inadvertent intra-arterial
injection, transmission of bacterial contamination and surveyed the
nursing staff following introduction of a non-injectable connector
(NIC). Results Nine patients, 13 operations were included. The mean excised
area was 8.3 ± 4.6% body surface area. Estimated blood loss was
35.3 ± 38.3 ml per percentage body surface area excised. Intraoperative
transfusion requirements were 86.2 ± 134.5 ml per case. The mean skin
graft take rate was 4.5 ± 2.2%. Methods The simulation study data were descriptive. Fifteen junior
doctors managed a case of bradycardia. A simulated patient had a
peripheral intravenous cannula, central venous catheter and brachial
arterial cannula. Atropine was available on request. A laboratory
controlled trial compared a transmission of bacteria through standard
arterial ports against the NIC when attached to an arterial sampling
hub. The colonization rates were compared using a two-tailed Fisher’s
exact test. A closed-circuit arterial sampling system was designed. A
contaminated syringe tip was inserted into the conventional arterial
hub or the NIC to take an arterial sample. Transducer fl ush fl uid fl owing
to the patient bloodstream was cultured. In a survey the nursing staff
were asked questions regarding the NIC system, including its manual
handling, sampling of the blood and its durability. Conclusion The application of our new technique during burn excision
and grafting resulted in a remarkable reduction in blood loss and
transfusion requirements. Reference Use of low-dose CT KUB: is it becoming the easy way out?
P Shah, D Wilson
Homerton University Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P85 (doi: 10.1186/cc13275) Introduction The direct central line entry rate is believed to be a major
contributor to the risk of central line infections. At Mayo Clinic there was
historically no schedule for obtaining blood for analysis in the pediatric
ICU. A policy was implemented in May 2013 to restrict blood draws to
three times daily for nonemergent blood draws only. We subsequently
conducted this study to determine whether implementation of this
policy was associated with a reduction of blood draws as well as
central-line unique entries. Methods Data from the laboratory as well as database for Central Line
Unique Entry were analyzed at baseline and after implementation of
the policy change for identifi cation of any decrease in line entry/blood
draw rate. As per Mayo Clinic policy, IRB approval was not required for
a QI project. Conclusion The true positive rate of CT KUB for renal colic has decreased
signifi cantly. We are getting more negative scan results and more scans
diagnosing other signifi cant pathology. The authors believe clinicians’
thresholds for imaging may have decreased due to the apparent low-
dose radiation of CT KUBs. Furthermore, there is a perceived ease of
access to CT KUB imaging and hence this modality appears to be being
used to identify other signifi cant pathology. R f Results In the pre-implementation phase there were a total of 4,602
blood draws in 5,227 total patient-days, (0.88 blood draws/patient-
days). After consolidation, there were 1,095 blood draws in 1,491
patient-days (0.73 blood draws/patient-day; 17% reduction). Of these
line entries, 24.7% were arterial line entry, 50.5% central line entry and S31 Critical Care 2014, Volume 18 Suppl 1
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U Schött, A Larsson Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P93 (doi: 10.1186/cc13283) Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P93 (doi: 10.1186/cc13283) q
p
pp
p
Results Preoperatively, the HB group (n = 31) was characterized by
lower blood fi brinogen and decreased clot amplitude at ROTEM
compared with the LB group (n = 40). Intraoperatively, larger amounts
of fi brinogen, fresh frozen plasma and platelets were deemed
necessary to normalize the coagulation parameters in the HB group. Postoperatively, the incidence of major thromboembolic and ischemic
events did not diff er between the two groups (<10%) and the observed
in-hospital mortality was signifi cantly less than expected by the
POSSUM score (22% vs. 35% in HB group and 5% vs. 13% in LB group). Conclusion ROTEM-derived information is helpful to detect early
coagulation abnormalities and to monitor the response to hemostatic
therapy. Early goal-directed management of coagulopathy may
contribute to improve outcome after cardiovascular surgery. R f Introduction Hemostatic disorders are common in intensive care
patients and can be used as prognostic markers. The aim of this
prospective clinical study was to study platelet function in intensive care
patients using point-of-care viscoelastic and platelet aggregometry
instruments and platelet count (PLC). Our hypothesis was that
measurement of platelet function would give more information about
disseminated intravascular coagulation (DIC), morbidity and mortality
than PLC alone. Methods Patients admitted to the ICU were monitored with ROTEM
viscoelasticity and a new Multiplate platelet aggregometer; routine
coagulation analyses; International Society of Thrombosis and
Haemostasis and Japanese Association for Acute Medicine DIC
calculated scores; Sequential Organ Failure Assessment scores,
Simplifi ed Acute Physiology Score III – Expected Mortality Rate; and
real in-hospital mortality. Nonparametric tests were chosen for all
statistical evaluation. P <0.05 was considered signifi cant. 1. Ranucci M, et al.: The deadly triad of cardiac surgery. Ann Thorac Surg 2013,
96:478-485. Results A total of 128 patients with diff erent diagnoses were studied,
with 330 sampling events. Multiplate analyses correlated signifi cantly
with PLC and ROTEM. However, there were more test results below
normal limits for Multiplate analyses than for ROTEM in patients with
thrombocytopenia. Multiplate, ROTEM and PLC results were low in
patients with high SOFA scores and in patients with overt DIC scores. These test results at admission to the ICU did not diff er between
survivors and nonsurvivors, and did not correlate with the length of
stay in the ICU. Novel hemostatic technique using a silicone gel dressing for
tangential excision in burn surgery y
A Osuka, Y Kuroki, H Kojima, M Sekido, S Okuma, S Onishi, M Ueyama
Social Insurance Chukyo Hospital, Nagoya, Japan
Critical Care 2014, 18(Suppl 1):P89 (doi: 10.1186/cc13279) Conclusion Cardiac tamponade is a serious complication in cancer
patients. Despite adequate treatment, high rates of mortality are
observed. Prospective studies are needed to better defi ne whether in
these patients end-of-life discussion should be implemented early in
the diagnosis, avoiding futility. y
p
,
g y ,
p
Critical Care 2014, 18(Suppl 1):P89 (doi: 10.1186/cc13279) Introduction The purpose of this study is to demonstrate the effi cacy
of our novel hemostatic technique for burn surgery. Signifi cant Critical Care 2014, Volume 18 Suppl 1
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Goal-directed hemostatic therapy using rotational
thromboelastometry in patients requiring emergent cardiovascular
surgery
D Sartorius, JL Waeber, G Pavlovic, M Aldenkortt, MJ Licker
Hôpital Cantonal Universitaire de Genève, Geneva, Switzerland
Critical Care 2014, 18(Suppl 1):P91 (doi: 10.1186/cc13281) 1.2. The average measured value of INR in men was 1.50, and in women
was 1.35. APTT normal values were 0.8 to 1.2. The average measured
value of APTT in men was 1.09, and in women was 1.14. Platelet count
was 150×109/l to 300×109/l level of platelets; in men was 252.57,
in women was 226.78. ExTEM CT normal values at 41 to 74 seconds:
measured value of CT in men was 62.58 and in women was 62.07. MCF normal values were 50 to 72 mm; the measured value of MCF in
men was 69.88, and in women was 73.28. Considered administration
of blood derivatives: fresh frozen plasma, 123 transfusion units
(TU); platelets, 4 TU. In the examined cases no blood products
were administered to avoid the risk of bleeding before the elective
procedure. No periprocedural bleeding was observed. Introduction Massive bleeding remains a leading cause of potentially
preventable death after cardiovascular surgery [1]. Conventional
coagulation tests (CCT) fail to characterize the multiple hemostatic
abnormalities observed in surgical patients and are further limited by
their slow results and poor correlation with transfusion requirements. We assessed the clinical impact of goal-directed coagulation manage-
ment based on rotational thromboelastometry (ROTEM) in patients
undergoing an emergent cardiovascular surgical procedure. ROTEM: Multiplate monitoring in the ICU and outcome scores
U Schött, A Larsson
Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P93 (doi: 10.1186/cc13283) ROTEM: Multiplate monitoring in the ICU and outcome scores
U Schött, A Larsson
Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P93 (doi: 10.1186/cc13283) ROTEM: Multiplate monitoring in the ICU and outcome scores
U Schött, A Larsson Only EMR diff ered between survivors and nonsurvivors
and correlated with ICU length of stay. P92 P92
Thromboelastometric examination on the ICU before elective
procedures
P Lukas
University Hospital Motol, Prague, Czech Republic
Critical Care 2014, 18(Suppl 1):P92 (doi: 10.1186/cc13282) Thromboelastometric examination on the ICU before elective
procedures
P Lukas
University Hospital Motol, Prague, Czech Republic
Critical Care 2014, 18(Suppl 1):P92 (doi: 10.1186/cc13282) Introduction In critically ill patients a number of elective procedures
with a potential risk of bleeding are performed. In this population,
coagulation disorder is frequently observed according to the commonly
used laboratory parameters of APTT (activated partial thromboplastin
time), INR (international normalized ratio) or platelet count. Thromboelastometric examination (ROTEM) evaluates coagulation
of whole blood and thus allows the testing of all components of
secondary hemostasis. Conclusion In this study, Multiplate and ROTEM did not provide any
more information than PLC about DIC, morbidity and mortality. Multiplate showed lower platelet function in more patients with
low platelets than ROTEM. In patients without thrombocytopenia,
all patients had normal ROTEM results, but 36% of Multiplate
measurements were low. This higher sensitivity of the Multiplate to
measure lowered platelet function needs to be linked to real bleeding
in larger patient series to defi ne its clinical signifi cance. y
Methods Identifi cation of patients with pathological values of INR,
APTT and platelet count before the planned intervention. Through a
questionnaire we found a potential correction of coagulopathy carried
out by the physician. Performed ROTEM methodology: ExTEM (external
pathway thromboelastometry). Inclusion criteria: normal curves and
values, CT (clotting time), MCF (maximum clot fi rmness). In those
patients with normal values according to ExTEM examination, no blood
products were administered. Novel hemostatic technique using a silicone gel dressing for
tangential excision in burn surgery p
p
p
g
Conclusion Examination EXTEM in these patients proved to be
eff ective and effi cient in predicting bleeding complications in relation
with interventions routinely performed on the ICU. Also, these specifi c
cases proved not indicated and thus ineff ective administration of
blood products. Methods Over a 2-year period, data from 71 patients were collected
prospectively and blood samples were obtained for coagulation
testing. Administration of packed red blood cells (PRBC) and
hemostatic products was guided by an algorithm using ROTEM-
derived information and hemoglobin level. Based on the amount of
PRBC transfused, two groups were considered: high bleeders (≥5 PRBC;
HB) and low bleeders (<5 PRBC; LB). Data were analyzed using the chi-
square test, unpaired t test and ANOVA as appropriate. References References
1. Chee YL, et al.: Br J Haematol 2008, 140:496-504. 2. BCSH Blood Transfusion Task Force: Br J Haematol 2003, 122:10-23. References
1. Chee YL, et al.: Br J Haematol 2008, 140:496-504. 2. BCSH Blood Transfusion Task Force: Br J Haematol 2003, 122:10-23. Methods We prepared both types of bag: parenteral nutrition bags
whose composition was defi ned in the unit, including sodium heparin
(77 UI/ml); and bags containing only sodium heparin diluted in 50%
dextrose (193 UI/ml). These bags (n = 6 per type) were infused over a
period of 24 hours with and without in-line fi ltration. Heparin activity
was measured using a chromogenic anti-Xa method in bags just being
prepared (references for other measures) and after 24-hour infusion
and in effl uents at the end of infusion line after 24 hours. P96 P96
Heparin stability in parenteral nutrition bags prepared in a neonatal
ICU
A Foinard1, M Perez1, B Décaudin2, C Barthélémy1, A Tournoys3, L Storme4,
P Odou2
1Faculté de Pharmacie, Lille, France; 2Institut de Pharmacie, CHRU, Lille, France;
3Fédération de Biologie Pathologie du CHRU, Lille, France; 4Hôpital Jeanne de
Flandre, CHRU, Lille, France
Critical Care 2014, 18(Suppl 1):P96 (doi: 10.1186/cc13286) y
Conclusion This study demonstrates inconsistent use of FFP, with no
signifi cant diff erence in PT between patients who were transfused
and those that were not. The lack of eff ect of FFP transfusion on PT
and APTT creates additional confusion for its prophylactic usage. There is a need for further clarifi cation around coagulopathy and
interventional radiology in the critical care setting. The low absolute
incidence of bleeding complications and risk of complications from
transfusion lends further support to the view that FFP should be used
therapeutically rather than as prophylactic ‘cover’ [1]. Introduction Heparin is commonly given in our neonatal ICU (NICU)
by continuous intravenous infusion. Heparin is diluted in parenteral
nutrition bags and administered over a period of 24 hours with in-line
fi ltration. However, there are no data on heparin stability in parenteral
nutrition bags, especially on its compatibility with 50% dextrose mainly
present in bags. The aim of our in vitro study was to determine heparin
stability in parenteral nutrition bags prepared in a NICU after 24-hour
infusion and to assess its interaction or not with 50% dextrose. P94 Retrospective observational study of interventional radiology and
critical care coagulopathy
SP Hibbs, S McKechnie, M Little, M Desborough
John Radcliff e Hospital, Oxford, UK
Critical Care 2014, 18(Suppl 1):P94 (doi: 10.1186/cc13284) Results During March 2013 to November 2013, 40 patients were
identifi ed as relevant, 26 men of average age 53 years and 14 women
of average age 59 years. Central venous cannulation, 12 cases; surgical
revision, nine cases; thoracic drainage, six cases; percutaneous
endoscopic gastrostomy, fi ve cases; nephrostomy, two cases; epidural
catheter, two cases; tracheostomy, two cases; permanent pacemaker,
one case; and bronchoscopy, one case. INR normal values were 0.8 to Introduction Estimation of bleeding risk in critical care patients
undergoing interventional radiological procedures is often made on
the basis of coagulation tests. If these tests are abnormal, fresh frozen
plasma (FFP) is often given to reduce the risk of bleeding, despite Introduction Estimation of bleeding risk in critical care patients
undergoing interventional radiological procedures is often made on
the basis of coagulation tests. If these tests are abnormal, fresh frozen
plasma (FFP) is often given to reduce the risk of bleeding, despite S33 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Conclusion Clot initiation was prolonged with both drugs and detected
by both ROTEM and ReoRox. Clot formation was more decreased with
tinzaparin than enozaparin and only detected by ReoRox. Results Patients who received FFP had a mean PT of 18.5 seconds
while those who did not receive FFP had a mean PT of 16.7 seconds
(unpaired t test, P = 0.275). In the nine patients given FFP, the pre-
transfusion mean PT was 18.5 seconds whereas the post-transfusion
mean PT was 17.1 seconds (paired t test, P = 0.235). The pre-transfusion
mean APTT was 41.6 seconds compared with a post-transfusion mean
APTT of 38.1 seconds (paired t test, P = 0.127). No patient had platelet
levels below the recommended transfusion threshold [2], but one
patient nevertheless received a double-dose platelet transfusion. One
patient had a recorded immediate bleeding complication. Their PT was
15.6 seconds and APTT was 40.9 seconds and they did not receive FFP. One patient had an anaphylactic reaction whilst receiving FFP. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods Enoxaparin (Klexane) and tinzaparin (Innohep) were added
to 2 ml citrated blood from 10 intensive care patients to obtain plasma
concentrations of 0, 0.5, 1.0 and 1.5 IU/ml enoxaparin and tinzaparin,
respectively. The study was approved by the local ethics committee
and with written consent (relatives). Clot formation and clot retraction
was studied using ROTEM and ReoRox. a poor evidence base for this practice [1]. There is a relatively better
evidence base for prophylactic platelet transfusion [2] but clinical
practice is inconsistent. Through a retrospective study we aimed to
establish the thresholds triggering use of FFP and platelet transfusion
prior to percutaneous drain insertion in critical care patients.i Methods Enoxaparin (Klexane) and tinzaparin (Innohep) were added
to 2 ml citrated blood from 10 intensive care patients to obtain plasma
concentrations of 0, 0.5, 1.0 and 1.5 IU/ml enoxaparin and tinzaparin,
respectively. The study was approved by the local ethics committee
and with written consent (relatives). Clot formation and clot retraction
was studied using ROTEM and ReoRox. Results ROTEM analysis showed prolonged clot formation (CT) with
increasing concentrations of enoxaparin and tinzaparin (more so). ReoRox analysis showed that the initiation of clot formation (COT1)
increased with increasing doses of enoxaparin and tinzaparin (more so),
as did the progression of clot formation (COT2 – COT1), thus resulting in
a prolongation until complete clot formation (COT2). See Table 1. Conclusion Clot initiation was prolonged with both drugs and detected
by both ROTEM and ReoRox. Clot formation was more decreased with
tinzaparin than enozaparin and only detected by ReoRox. Methods We identifi ed 68 consecutive chest, abdominal or pelvic drain
insertions in 54 critical care patients between 1 January 2008 and 11
October 2012 at the John Radcliff e Hospital, Oxford. The prothrombin
time (PT), activated partial thromboplastin time (APTT) and platelet
counts prior to each procedure were recorded to demonstrate triggers
used for FFP and platelet transfusion. In patients who underwent
transfusion, the next PT, APTT and platelet count post transfusion were
recorded. Results ROTEM analysis showed prolonged clot formation (CT) with
increasing concentrations of enoxaparin and tinzaparin (more so). ReoRox analysis showed that the initiation of clot formation (COT1)
increased with increasing doses of enoxaparin and tinzaparin (more so),
as did the progression of clot formation (COT2 – COT1), thus resulting in
a prolongation until complete clot formation (COT2). See Table 1. Data presented as median (SD). *P <0.05 compared with 0 IU/ml LMWH. P95 Conclusion We conclude that there is no loss of heparin activity
when drug is infused over 24 hours for both types of bag prepared,
with and without in-line fi ltration, showing heparin activity remains
stable during this period and there is no interaction of drug with other
nutrient components of bags, especially 50% dextrose. y
y
Methods Rabbits were treated with a high intravenous bolus dose of
edoxaban (1,200 μg/kg) followed by the administration of Beriplex® (25
to 75 IU/kg). Bleeding was assessed based on the time to hemostasis
and the total blood loss after induction of a standardized kidney injury. In parallel, the following biomarkers of hemostasis were determined:
factor Xa inhibition, prothrombin time (PT), activated partial thrombo-
plastin time (aPTT), whole blood clotting time (WBCT), and thrombin
generation (TGA). Results The results confi rmed increased and prolonged bleeding
of edoxaban-treated animals following standardized kidney injury
compared with vehicle administration. Parallel monitoring of
biomarkers of hemostasis showed a prolongation of PT, aPTT, WBCT,
and changes in thrombin generation parameters. Subsequent
administration of Beriplex® resulted in a dose-dependent reversal
of edoxaban-induced bleeding as indicated by reduced time to
hemostasis and total blood loss. Both parameters achieved statistical
signifi cance compared with placebo at the Beriplex® dose of 50 IU/kg
under fully blinded study conditions. The biomarkers correlating best
with Beriplex®-mediated edoxaban anticoagulation reversal included
PT, WBCT and endogenous thrombin potential.f P97
Bivalirudin or heparin: which anticoagulation strategy for critically
ill cardiac surgery patients? F Pappalardo1, B Arnaez1, M Celinska-Spodar1, M Pieri1, F Isella1, S Silvetti1,
A Montisci1, O Saleh1, A Koster2
1San Raff aele Scientifi c Institute, Milan, Italy; 2Heart and Diabetes Centre,
North Rhine-Westphalia Ruhr-University Bochum, Bad Oeyenhausen,
Germany
Critical Care 2014, 18(Suppl 1):P97 (doi: 10.1186/cc13287) Introduction Anticoagulation with unfractionated heparin in cardiac
surgery patients has several limitations, and above all the risk of
heparin-induced thrombocytopenia. Bivalirudin is a direct thrombin
inhibitor, use of which in cardiac surgery patients has expanded in
recent years. The aim of the study was to analyze two strategies for
introducing bivalirudin in this setting (as secondary drug switching
from heparin or as primary anticoagulant) and to evaluate clinical
outcomes. Conclusion In summary, Beriplex® treatment eff ectively reversed
edoxaban-induced anticoagulation in an animal model of acute
bleeding at clinically relevant dose levels. Use of a specifi c antidote to dabigatran (idarucizumab)
reduces blood loss and mortality in dabigatran-induced and
trauma-induced bleeding in pigs g
p g
M Honickel1, O Grottke1, J Van Ryn2, H Ten Cate3, R Rossaint1, H Spronk3
1RWTH Aachen, Germany; 2Boehringer Ingelheim, Biberach, Germany;
3Maastricht University, Maastricht, the Netherlands
Critical Care 2014, 18(Suppl 1):P99 (doi: 10.1186/cc13289) g
g
M Honickel1, O Grottke1, J Van Ryn2, H Ten Cate3, R Rossaint1, H Spronk3
1RWTH Aachen, Germany; 2Boehringer Ingelheim, Biberach, Germany;
3Maastricht University, Maastricht, the Netherlands
Critical Care 2014, 18(Suppl 1):P99 (doi: 10.1186/cc13289) y
p
p
Results Bivalirudin treatment was associated with a reduction of major
bleeding (P = 0.05) compared with the control group. Interestingly, in
an intention-to-treat analysis, patients receiving primary bivalirudin
showed a signifi cant reduction in minor bleeding (P = 0.04), and
mortality (P = 0.01) compared with the secondary bivalirudin group,
and similarly if compared with UFH and secondary bivalirudin patients
(P = 0.01 and P = 0.05 respectively). Predictors of hospital mortality at
multivariate analysis included urgent admission (OR = 2.7; 95% CI, 1.03
to 7.2; P = 0.04), septic shock (OR = 8.0; 95% CI, 2.26 to 28.7; P <0.005) and
primary therapy with UFH (OR = 19.2; 95% CI, 2.2 to 163.9; P = 0.007). Conclusion Novel anticoagulant strategies might play a crucial role
in critically ill cardiac surgery patients. In a propensity-matched
population, our study showed that primary bivalirudin anticoagulation
may reduce bleeding complications and mortality. Further studies are
therefore warranted. Results Bivalirudin treatment was associated with a reduction of major
bleeding (P = 0.05) compared with the control group. Interestingly, in
an intention-to-treat analysis, patients receiving primary bivalirudin
showed a signifi cant reduction in minor bleeding (P = 0.04), and
mortality (P = 0.01) compared with the secondary bivalirudin group,
and similarly if compared with UFH and secondary bivalirudin patients
(P = 0.01 and P = 0.05 respectively). Predictors of hospital mortality at
multivariate analysis included urgent admission (OR = 2.7; 95% CI, 1.03
to 7.2; P = 0.04), septic shock (OR = 8.0; 95% CI, 2.26 to 28.7; P <0.005) and
primary therapy with UFH (OR = 19.2; 95% CI, 2.2 to 163.9; P = 0.007). Introduction The reversal of the anticoagulant eff ects of the new
oral anticoagulants in severely bleeding patients requires new
therapeutic strategies. This study investigated the eff ectiveness of a
specifi c antidote for idarucizumab to reverse bleeding in a dabigatran
anticoagulated pig trauma model. P95 P95
Monitoring of treatment with low molecular weight heparins using
viscoelastic devices
U Schött1, A Larsson1, O Thomas1, N Tynngård2
1Lund University, Lund, Sweden; 2Linköping University, Linköping, Sweden
Critical Care 2014, 18(Suppl 1):P95 (doi: 10.1186/cc13285) Introduction Few studies have investigated the use of viscoelastic
devices for monitoring of treatment with LMWHs and to our knowledge
there are no studies comparing diff erent LMWHs or diff erent
visocoelastic methods. fl
Results Our results show values of heparin activity measured in bags
and effl uents with and without in-line fi ltration after 24-hour infusion
for both types of bag assessed (Tables 1 and 2). Results are expressed as
median values (minimum to maximum) in percent. Table 1 (abstract P95). ROTEM and FOR variables for enoxaparin and tinzaparin
Enoxaparin
Tinzaparin
0 IU/ml
0.5 IU/ml
1.0 IU/ml
1.5 IU/ml
0.5 IU/ml
1.0 IU/ml
1.5 IU/ml
ROTEM
CT (seconds)
175 ± 38
191 ± 89*
214 ± 109
249 ± 94*
223 ± 53*
289 ± 84*
326 ± 125*
CFT (seconds)
77 ± 23
87 ± 21
85 ± 16
83 ± 22
74 ± 27
84 ± 45
80 ± 21
Angle (°)
75 ± 4
74 ± 4
75 ± 3
74 ± 4
75 ± 5
73 ± 5
73 ± 4
MCF (mm)
62 ± 5
61 ± 7
63 ± 5
63 ± 6
68 ± 7*
64 ± 8
65 ± 6*
MCL (%)
8 ± 4
6 ± 3+
5 ± 4
2 ± 5*
5 ± 4*
6 ± 4
2 ± 4*
ReoRox
COT1 (seconds)
30 ± 5
35 ± 7*
39 ± 8*
38 ± 11*
36 ± 4*
45 ± 9*
48 ± 15*
COT2 (seconds)
65 ± 11
76 ± 13*
82 ± 14*
85 ± 20*
74 ± 5*
91 ± 16*
108 ± 29*
COT2 – COT1 (seconds)
34 ± 10
41 ± 8*
43 ± 9*
46 ± 10*
37 ± 4
46 ± 11*
51 ± 15*
Data presented as median (SD). *P <0.05 compared with 0 IU/ml LMWH. Table 1 (abstract P95). ROTEM and FOR variables for enoxaparin and tinzaparin S34 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P96). P95 Methods Data from 100 propensity matched patients who received
heparin (Group H, n = 50) or bivalirudin (Group B, n = 50), from January
2009 to January 2012, in a cardiac surgery ICU of a university hospital
were analyzed. Bivalirudin was administered as either fi rst-line or
second-line drug after heparin discontinuation if heparin-induced
thrombocytopenia was presumed. P99
Use of a specifi c antidote to dabigatran (idarucizumab)
reduces blood loss and mortality in dabigatran-induced and
trauma-induced bleeding in pigs
M Honickel1, O Grottke1, J Van Ryn2, H Ten Cate3, R Rossaint1, H Spronk3
1RWTH Aachen, Germany; 2Boehringer Ingelheim, Biberach, Germany;
3Maastricht University, Maastricht, the Netherlands
Critical Care 2014, 18(Suppl 1):P99 (doi: 10.1186/cc13289) Use of a specifi c antidote to dabigatran (idarucizumab)
reduces blood loss and mortality in dabigatran-induced and
trauma-induced bleeding in pigs P95 Results of heparin activity in parenteral nutrition
bags
Bags at T0 +
Effl uent at T0 +
Bags at T0
24 hours
24 hours
With fi ltration
100
95.45
97.73
(84.09 to 109.09)
(79.55 to 102.27)
(75.00 to 104.55)
Without fi ltration
100
97.62
97.62
(90.48 to 114.29)
(83.33 to 107.14)
(83.33 to 114.29)
Table 2 (abstract P96). Results of heparin activity in bags with sodium
heparin in 50% dextrose
Bags at T0 +
Effl uent at T0 +
Bags at T0
24 hours
24 hours
With fi ltration
100
95.10
98.04
(77.45 to 108.82)
(90.20 to 109.80)
(95.10 to 100.98)
Without fi ltration
100
92.23
94.17
(85.44 to 107.77)
(88.35 to 100.00)
(86.41 to 108.74)
Conclusion We conclude that there is no loss of heparin activity
when drug is infused over 24 hours for both types of bag prepared,
with and without in-line fi ltration, showing heparin activity remains
stable during this period and there is no interaction of drug with other
nutrient components of bags, especially 50% dextrose. Table 1 (abstract P96). Results of heparin activity in parenteral nutrition
bags Table 1 (abstract P96). Results of heparin activity in parenteral nutrition
b P98
Reversal of edoxaban-induced anticoagulation by the four-factor
prothrombin complex concentrate Beriplex® in a rabbit model
E Herzog1, F Kaspereit1, W Krege1, B Doerr1, J Mueller-Cohrs1, I Pragst1,
Y Morishima2, G Dickneite1
1CSL Behring GmbH, Marburg, Germany; 2Daiichi Sankyo Co., Ltd, Tokyo,
Japan
Critical Care 2014, 18(Suppl 1):P98 (doi: 10.1186/cc13288) Introduction The oral direct and selective factor Xa inhibitor edoxaban
(Daiichi Sankyo) is currently available in Japan for the prophylaxis
of venous thromboembolism (VTE) in patients undergoing major
orthopedic surgery and is undergoing investigation in phase III trials
for the prevention of stroke in patients with atrial fi brillation and the
treatment and secondary prevention of VTE. The primary complication
of any available anticoagulant therapy is the risk of bleeding. Rapid
reversal of anticoagulation may be necessary in patients requiring
emergency treatment due to uncontrolled bleeding. Prothrombin
complex concentrates (PCC) are frequently used to reverse the eff ect of
vitamin K antagonists such as warfarin and have also been suggested
to be potentially eff ective in reversing the eff ects of the new oral
anticoagulants. The present study was therefore designed to determine
whether the four-factor PCC Beriplex® can eff ectively reverse bleeding
and normalize coagulation following edoxaban administration in a
rabbit kidney injury model. P101 dabigatran-treated animals were randomized (n = 6/group) to a single
injection of idarucizumab at 30, 60 or 120 mg/kg i.v. or vehicle (control
animals). Blood loss and hemodynamic variables were monitored over
4 hours or until time of death. Data were analyzed by ANOVA (± SD) and
by the log-rank test. P101
Plasma-free hemoglobin and microvascular response to fresh or old
blood transfusion in septic patients
A Donati1, E Damiani1, R Domizi1, AT Colesnicenco1, E Montesi1, S Ciucani1,
P Pelaia1, C Ince2
1Università Politecnica delle Marche, Ancona, Italy; 2Academic Medical Center,
Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P101 (doi: 10.1186/cc13291) Plasma-free hemoglobin and microvascular response to fresh or old
blood transfusion in septic patients Conclusion This study demonstrates for the fi rst time that
anticoagulation with dabigatran can be reversed eff ectively and
safely by idarucizumab. Even under supra-therapeutic dabigatran
concentrations, the antidote decreased blood loss and mortality in this
lethal pig animal model. Thus, data from clinical studies are warranted
to confi rm the fi ndings of this study. Introduction Free hemoglobin (fHb) can scavenge nitric oxide and
induce vasoconstriction [1]. The fHb content may be higher in older
blood bags. We studied whether old red blood cell (RBC) transfusion
increases plasma fHb in septic patients and if this aff ects the
microvascular response. p
Methods Twenty septic patients randomly received either fresh
(<10 days storage) or old (>15 days) RBC transfusion. Plasma fHb
was measured before and 1 hour after transfusion; the sublingual
microcirculation was assessed with sidestream dark-fi eld imaging. The perfused boundary region (PBR) was measured as an index of
glycocalyx damage [2]. The thenar Tissue Hb index (THI) was measured
(near-infrared spectroscopy). g
g
Conclusion This study demonstrates for the fi rst time that
anticoagulation with dabigatran can be reversed eff ectively and
safely by idarucizumab. Even under supra-therapeutic dabigatran
concentrations, the antidote decreased blood loss and mortality in this
lethal pig animal model. Thus, data from clinical studies are warranted
to confi rm the fi ndings of this study. p
py
Results fHb increased in the old RBC group (Figure 1). THI increased
in both groups, while SDF parameters were unaltered. Negative
correlations were found between ΔfHb and changes in total vessel
density (r = –0.57, P <0.01; Figure 2) and THI (r = –0.71, P <0.001). These
relations were lacking in patients with PBR <2.68 μm. Figure 1 (abstract P101). Changes in fHb. Figure 2 (abstract P101). Relation between changes in fHb and TVD. Figure 1 (abstract P101). Changes in fHb. Use of a specifi c antidote to dabigatran (idarucizumab)
reduces blood loss and mortality in dabigatran-induced and
trauma-induced bleeding in pigs Methods After ethical approval, male pigs (n = 30) were given
dabigatran etexilate for 3 days (30 mg/kg bid p.o.), and the sham group
(n = 6) received placebo. To achieve supra-therapeutic anticoagulation,
dabigatran was infused prior to injury on day 4 in anesthetized pigs, and
the sham group received placebo. A standardized blunt liver injury was
infl icted and blood loss (BL) was recorded 10 minutes post trauma. The Conclusion Novel anticoagulant strategies might play a crucial role
in critically ill cardiac surgery patients. In a propensity-matched
population, our study showed that primary bivalirudin anticoagulation
may reduce bleeding complications and mortality. Further studies are
therefore warranted. therefore warranted. S35 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Plasma-free hemoglobin and microvascular response to fresh or old
blood transfusion in septic patients A Donati1, E Damiani1, R Domizi1, AT Colesnicenco1, E Montesi1, S Ciucani1,
P Pelaia1, C Ince2 ,
1Università Politecnica delle Marche, Ancona, Italy; 2Academic Medical Center,
Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P101 (doi: 10.1186/cc13291) Results Dabigatran levels were 1,147 ± 370 ng/ml with no diff erences
between groups prior to injury. BL in sham animals was 409 ± 53 ml
10 minutes after injury and 700 ± 107 ml after 4 hours (survival rate
100%). Anticoagulation with dabigatran (control animals) resulted in
signifi cantly higher BL 10 minutes after injury (801 ± 66 ml, P <0.05). Mortality in these animals was 100%, with a mean survival time
of 121 minutes (range: 90 to 153 minutes; P <0.05 vs. sham and
idarucizumab-treated animals). Total BL in dabigatran-treated animals
was 2,977 ± 316 ml. In contrast, treatment with idarucizumab was
associated with a dose-dependent reduction in BL. The lowest dose of
30 mg/kg resulted in 17% mortality (1/6 animals) and BL was reduced
by 50% (1,586 ± 619 ml). BL was further reduced in animals receiving
60 (1,077 ± 103 ml) or 120 mg/kg idarucizumab (1,137 ± 121 ml; both
100% survival). Hemodynamic parameters and markers of shock were
similar to pre-trauma levels in latter groups receiving idarucizumab.i Results Dabigatran levels were 1,147 ± 370 ng/ml with no diff erences
between groups prior to injury. BL in sham animals was 409 ± 53 ml
10 minutes after injury and 700 ± 107 ml after 4 hours (survival rate
100%). Anticoagulation with dabigatran (control animals) resulted in
signifi cantly higher BL 10 minutes after injury (801 ± 66 ml, P <0.05). Mortality in these animals was 100%, with a mean survival time
of 121 minutes (range: 90 to 153 minutes; P <0.05 vs. sham and
idarucizumab-treated animals). Total BL in dabigatran-treated animals
was 2,977 ± 316 ml. In contrast, treatment with idarucizumab was
associated with a dose-dependent reduction in BL. The lowest dose of
30 mg/kg resulted in 17% mortality (1/6 animals) and BL was reduced
by 50% (1,586 ± 619 ml). BL was further reduced in animals receiving
60 (1,077 ± 103 ml) or 120 mg/kg idarucizumab (1,137 ± 121 ml; both
100% survival). Hemodynamic parameters and markers of shock were
similar to pre-trauma levels in latter groups receiving idarucizumab. Fatty acid composition of blood plasma in multiple organ
dysfunction syndrome AN Osipenko1, AV Marochkov2 Introduction The aim of study was to assess the fatty acid (FA)
composition of blood plasma in multiple organ dysfunction syndrome
(MODS). Introduction The aim of study was to assess the fatty acid (FA)
composition of blood plasma in multiple organ dysfunction syndrome
(MODS). Table 1 (abstract P103). Univariate analysis of logistic regression for
in-hospital mortality Table 1 (abstract P103). Univariate analysis of logistic regression for
in-hospital mortality
HR
95% CI
P
PAI-1 day 2
1.02
1.0 to 1.06
<0.01
TAT day 2
1.49
1.02 to 19
<0.05
PMG day 3
0.64
0.1 to 0.95
<0.01
SOFA day 1
1.2
0.9 to 1.69
0.21
IL-6 day 1
0.99
0.9 to 1.00
0.21 Methods The objects of the study were 18 people with multiple organ
failure (35.6 ± 8.7 years) of various etiologies. The blood of 16 healthy
volunteers aged 37.7 ± 3.2 years served as control. There were also
analyzed blood plasma and fragments of artery luminal part from patients
who died from diff erent causes. Analysis of FA was conducted using
capillary gas–liquid chromatography. Quantitative evaluation of individual
FA content was made as a mass percentage of their total. Statistical analysis
was performed using the Mann–Whitney U test (P <0.05). Results Normalized contents of oleic and palmitoleic monounsaturated
FA increase in patients with MODS, while the levels of stearic saturated
FA and polyunsaturated FA decrease, as compared with the control. Considering these results, we conclude that blood plasma FA
composition in MODS biased towards composition of FA characteristic
of adipose and muscle tissue triglycerides, which quantitatively
predominant monounsaturated FA, and stearic and polyunsaturated
FA have a signifi cantly lower level [1,2]. Thus, the composition of the
FA in MODS refl ects the degree of lipolysis activation in fat depots. As
a result of these processes there should occur an imbalance in vascular
endothelial cells between monounsaturated and polyunsaturated FA
and, as a consequence, changes in metabolism of eicosanoids and
other lipid vasoactive mediators should develop. One should note that
in plasma of people who died in a hospital environment due to various
reasons, similar changes in FA blood composition are observed. The
degree of change of FA composition in postmortem blood samples
presumably primarily depends on severity and duration of a previous
critical and serious condition. Postmortem changes presumably exert
some infl uence on blood plasma FA composition. References 1. Malcom G, et al.: Am J Clin Nur 1989; 50:288-291. 2. Andersson A, et al.: Am J Clin Nutr 2002; 76:1222-1229. Methods We retrieved data on 2,852 consecutive patients undergoing
cardiac surgery at revascularization at Duke between 1 January
2004 and 31 December 2008. We compared patients receiving or
not prophylatic ε-aminocaproic acid in coronary artery bypass graft
surgery, or valve procedures or combined ones. We evaluated baseline
characteristics, intraoperative data and severe clinical endpoints
during 30 days. 1. Malcom G, et al.: Am J Clin Nur 1989; 50:288 291. 2. Andersson A, et al.: Am J Clin Nutr 2002; 76:1222-1229. Fatty acid composition of blood plasma in multiple organ
dysfunction syndrome Moreover, the
composition of FA in blood plasma in the case of MODS is similar to
that of FA in the luminal part of the artery wall. This suggests a decrease
in the infl uence of intertissue diff erences in lipid composition on
metabolic processes. Conclusion In severe sepsis, older patients displayed a biomarker
profi le suggestive of enhanced response of coagulation and fi brinolysis
system compared with younger patients. Change of some markers
depended on age and may contribute to the poor outcome in older
patients. References 1. Donadee C, et al.: Circulation 2011, 124:465-476. 2. Donati A, et al.: Microvasc Res 2013, 90:86-89. 1. Donadee C, et al.: Circulation 2011, 124:465-476. 1. Donadee C, et al.: Circulation 2011, 124:465-476. 2. Donati A, et al.: Microvasc Res 2013, 90:86-89. Results For the in-hospital survival rate, that of older sepsis patients
was signifi cantly lower than younger patients, 9/15 (60.0%) versus
27/28 (96.4%), P <0.05. Older patients had markedly higher total
plasmin activator inhibitor-1 (TPAI-1) on day 1, thrombin–antithrombin
complex (TAT) on days 2 and 3, and fi brin monomer complex on day 2,
and markedly lower plasminogen (PMG) on day 3 and alpha-plasmin
inhibitor (αPI) on days 2 and 3 compared with younger patients (all
P <0.05). Age was an independent predictor of high TAT on days 2 and
3, high fi brin monomer complex on day 2, low PMG on day 3, and low
αPI on days 2 and 3 after adjusting for some cofactors and covariables. TPAI-1 on day 2, TAT on day 2, and PMG on day 3 were risk factors of in-
hospital mortality in older sepsis patients (Table 1). 2. Donati A, et al.: Microvasc Res 2013, 90:86-89. p
References 1. Martin GS, et al.: N Engl J Med 2003, 348:1546-1554. 2. Gando S, et al.: Crit Care 2013, 17:R111. ε-Aminocaproic acid does not increase adverse eff ects in cardiac
surgery: an analysis of 2,852 casesf Critical Care 2014, 18(Suppl 1):P104 (doi: 10.1186/cc13294 p
Conclusion Given that the monounsaturated FAs in the case of MODS
enter the bloodstream primarily from adipose and muscle tissues,
one can assume that their blood plasma level refl ects the degree of
hypermetabolism processes in the organism. Introduction Antifi brinolytic drugs recently have been associated
with adverse outcomes in patients undergoing cardiac surgery. We
reviewed our experience with prophylatic ε-aminocaproic acid in
patients undergoing cardiac surgery at InCor – Heart Institute. P100 Primary bivalirudin anticoagulation for patients with an
implantable ventricular assist device
M Pieri, B Arnaez, AL Di Prima, M Celinska-Spodar, S Ajello, O Saleh, F Isella,
A Montisci, F Pappalardo
San Raff aele Scientifi c Institute, Milan, Italy
Critical Care 2014, 18(Suppl 1):P100 (doi: 10.1186/cc13290) Introduction Bivalirudin is a direct thrombin inhibitor that is
increasingly used in patients undergoing mechanical circulatory
support as it presents many advantages compared with heparin. The
aim of this study was to describe our experience with bivalirudin as
primary anticoagulant in patients undergoing ventricular assist device
(VAD) implantation. p
Methods An observational study on the 12 consecutive patients
undergoing VAD implantation from October 2011 at out institution. Five patients were implanted the Heart Mate II LVAD (Thoratec Corp.,
Pleasanton, CA, USA), six patients the Heartware HVAD (HeartWare
Inc., Miramar, FL, USA), and one patient a Cardiowest Total Artifi cial
Heart (Syncardia Systems Inc., Tucson, AZ, USA). Patients received a
continuous infusion of bivalirudin, with a starting dose of 0.025 μg/
kg/hour. The target activated partial thromboplastin time (aPTT) was
between 45 and 60 seconds. Figure 1 (abstract P101). Changes in fHb. Results Patients never received heparin during hospitalization
nor had a prior diagnosis of HIT. Preoperative platelets count
was 134,000 ± 64,000 platelets/mm3. The bivalirudin dose was
0.040 ± 0.026 mg/kg/hour, and the duration of therapy was 5
(5 to 12) days. The lowest platelet count during treatment was
73,000 ± 23,000 platelets/mm3. No thromboembolic complications
occurred. Two episodes of minor bleeding from chest tubes which
subsided after reduction or temporary suspension of bivalirudin
infusion were observed. Six patients required blood red cell
transfusions, and one patient had one fresh frozen plasma transfusion. No platelet transfusions were performed during treatment. The ICU
stay was 8 (7 to 17) days, and the hospital stay 25 (21 to 33) days. y
y
y
y
Conclusion Bivalirudin is a valuable option for anticoagulation in
patients with VAD, and can be easily monitored with aPTT. The use of
a bivalirudin-based anticoagulation strategy in the early postoperative
period may overcome many limitations of heparin, and above all the
risk of HIT which is higher in patients undergoing cardiac surgery. Bivalirudin should no longer be regarded as a second-line therapy for
anticoagulation in patients with VAD. Figure 2 (abstract P101). Relation between changes in fHb and TVD. 2.
Andersson A, et al.: Am J Clin Nutr 2002; 76:1222-1229. P104 P104
ε-Aminocaproic acid does not increase adverse eff ects in cardiac
surgery: an analysis of 2,852 cases
S Zeff erino1, L Camara1, J Almeida2, F Galas1, L Camara1, J Auler Jr1,
J Fukushima1, A Leme1, L Hajjar1
1Heart Institute, São Paulo, Brazil; 2Instituto do Cancer do Estado de São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P104 (doi: 10.1186/cc13294) P100 S36 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion Old RBC transfusion increased plasma fHb in septic
patients. Increasing plasma fHb levels after transfusion were associated
with decreased microvascular density and lower increase in tissue
Hb content. This relation might be blunted when the glycocalyx is
preserved. References Methods A prospective observational study of adult patients with
severe sepsis was conducted in a single academic hospital. Plasma was
analyzed for coagulation and fi brinolysis markers on days 1, 2, and 3. Patients were stratifi ed according to the age 67 years, which was the
point of the Youden index (maximum sensitivity + specifi city – 1) in a
receiver operation characteristics plot for a logistic regression model of
in-hospital mortality. Eculizumab treatment of atypical haemolytic uraemic syndrome:
results from the largest prospective clinical trial to date LE weekers1, JM Campistol2, M Espinosa3, AO Gaber4, J Menne5, E Minetti6,
F Provot7, E Rondeau8, M Ogawa9, CL Bedrosian9, M hourmant10
1University of Liège Hospital, Liège, Belgium; 2Servicio de Nefrología, Hospital
Clínic, Barcelona, Spain; 3Hospital Universitario Reina Sofía, Córdoba, Spain;
4Methodist Hospital, Houston, TX, USA; 5Hannover Medical School, Hannover,
Germany; 6Careggi University Hospital, Florence, Italy; 7CHU Lille, France;
8Hôpital Tenon, Paris, France; 9Alexion Pharmaceuticals, Inc., Cheshire, CT, USA;
10Institut d’ImmunoTransplantation Urologie et Nephrologie, Nantes, France
Critical Care 2014, 18(Suppl 1):P105 (doi: 10.1186/cc13295) Results As of March 2013, there were 1,288 patients randomized
in the ABLE study. The median patient age was 63 years (IQR 50 to
74). The majority of patients were emergent admissions (97%) with
nonoperative diagnoses (85%), including respiratory illness (27%) and
sepsis (18%). Bleeding was infrequent (0.4%). At least one comorbidity
was common (43%), frequently signifi cant cardiac disease (14%) and
diabetes (12%). There is signifi cant variability in the median pre-
transfusion hemoglobin across diff erent sites (P <0.05). The median
pre-transfusion hemoglobin by site was 75 g/l (IQR 71 to 77). Six of
24 sites had a signifi cantly higher, and four had a signifi cantly lower,
median transfusion threshold compared with the median. Signifi cant
variability in the median pre-transfusion hemoglobin remained in
multivariate analysis, after adjustment for age and type of ICU.f Introduction Atypical haemolytic uraemic syndrome (aHUS) is
a rare, life-threatening disease in which patients experience un-
controlled complement activation leading to systemic thrombotic
microangiopathy (TMA). We report on the eff ect of eculizumab (Ecu), a
terminal complement inhibitor approved for the treatment of aHUS, in
the largest prospective clinical trial in aHUS. Introduction Atypical haemolytic uraemic syndrome (aHUS) is
a rare, life-threatening disease in which patients experience un-
controlled complement activation leading to systemic thrombotic
microangiopathy (TMA). We report on the eff ect of eculizumab (Ecu), a
terminal complement inhibitor approved for the treatment of aHUS, in
the largest prospective clinical trial in aHUS. Methods Adult aHUS patients (≥18 years) with platelets <150×109/l and
LDH ≥1.5 ULN were recruited into a 26-week single-arm, phase 2 study
evaluating Ecu treatment. Patients with STEC-HUS (Shiga toxin and E. coli) and severe ADAMTS13 defi ciency (activity <5%) were excluded. Identifi cation of complement mutation was not required for enrolment. The primary endpoint was complete TMA response (platelet and LDH
normalisation (>150×109/l and <ULN, respectively) and <25% increase
in serum creatinine from baseline (BL)). Eculizumab treatment of atypical haemolytic uraemic syndrome:
results from the largest prospective clinical trial to date Other effi cacy evaluations
measured platelet counts and eGFR improvement (by MDRD). Conclusion There was a 16 g/l diff erence in median hemoglobin
between the lowest and highest site and wide inter-site variation. These diff erences may be due to transfusion education, monitoring
and blood-bank enforcement practices. Site, not country, remains a
signifi cant predictor of transfusion. Future directions in transfusion
best practices should focus on local transfusion culture. Signifi cant and
nonevidence-based variability persists in transfusion thresholds for
critically ill patients. p
p
y
Results Forty-one patients were enrolled (mean (SD) age 40.3 (15.3)
years; 28 (68%) females), 30 (73%) of whom with fi rst presentation of
aHUS (median 2 weeks before Ecu). BL mean (SD) platelets and eGFR
were 119 (66.1) ×109/l and 17.3 (12.1) ml/minute/1.73 m2, respectively. Thirty-eight (93%) patients received Ecu for 26 weeks. Table 1 shows
improvements in outcomes. Dialysis was discontinued in 20 (83%)
among the 24 patients requiring dialysis at inclusion. Ecu was generally
well tolerated, with no deaths or unexpected safety concerns. Meningococcal infections occurred in two patients, one of whom
continued treatment. A liberal strategy of red blood cell transfusion reduces
cardiovascular complications in older patients undergoing cardiac
surgery y
R Nakamura1, JL Vincent2, J Fukushima1, J Almeida1, F Bergamin1, C Park1
E Osawa1, M Sundin1, A Muller1, F Galas1, L Hajjar1
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Erasme Hospital,
Université libre de Bruxelles, Brussels, Belgium
Critical Care 2014, 18(Suppl 1):P107 (doi: 10.1186/cc13297) Table 1 (abstract P105). Outcomes at 26 weeks in adult aHUS patients
receiving Ecu
Complete TMA response, n (%) patients
30 (73); 95% CI 57 to 86
Platelet count normalisation, n (%) patients
40 (98); 95% CI 87 to 100
Mean (SD) platelet count increase from baseline, ×109/l
135 (114); P <0.0001
Mean (SD) eGFR increase from baseline ml/minute/1.73 m2 29.3 (23.6); P <0.0001 Table 1 (abstract P105). Outcomes at 26 weeks in adult aHUS patients
receiving Ecu Introduction Owing to their high risk in cardiac surgery, it is essential
to defi ne which transfusion strategy results in a lower rate of cardio-
vascular complications in older patients [1]. The aim of this study was
to compare clinical outcomes after the implementation of either a
restrictive or a liberal transfusion strategy in patients aged 60 years and
above. Conclusion Results from this large prospective clinical trial in adult
patients with aHUS confi rm prior trials with Ecu to inhibit complement-
mediated TMA, improve renal and haematological outcomes and show
the benefi t of early diagnosis and treatment. There were no unexpected
safety concerns. The trial is ongoing. Methods This study was a substudy of the Transfusion Requirements
After Cardiac Surgery study. In this subgroup analysis we included all
patients aged 60 years and above randomized to a restrictive or a liberal
strategy of RBC transfusion. A composite endpoint for cardiovascular
complications was used and defi ned as a combination of 30-day all-
cause mortality and severe cardiovascular morbidity. P106 Results The primary composite endpoint – all-cause 30-day mortality,
cardiogenic shock, or myocardial infarction – occurred in 9.6% of
patients in the liberal strategy group and in 18.4% in the restrictive
strategy group (P = 0.041). The incidence of cardiogenic shock was
5.2% in the liberal group and 12.8% in the restrictive group (P = 0.031)
and of myocardial infarction was 2.2% in the liberal group and 5.6%
in the restrictive group (P = 0.203). There was no signifi cant diff erence
between transfusion strategies in 30-day mortality rates (4.4% vs. 8%,
respectively; P = 0.23). Response of coagulation and fi brinolysis system was diff erent
between older and nonolder patients with severe sepsis Response of coagulation and fi brinolysis system was diff erent
between older and nonolder patients with severe sepsis
D Kudo, S Yamanouchi, T Sato, R Nomura, T Omura, N Miyagawa,
S Kushimoto
Tohoku University Hospital, Sendai, Japan
Critical Care 2014, 18(Suppl 1):P103 (doi: 10.1186/cc13293) Response of coagulation and fi brinolysis system was diff erent
between older and nonolder patients with severe sepsis
D Kudo, S Yamanouchi, T Sato, R Nomura, T Omura, N Miyagawa,
S Kushimoto
Tohoku University Hospital, Sendai, Japan
Critical Care 2014, 18(Suppl 1):P103 (doi: 10.1186/cc13293) y
Results A total of 2,852 patients were included in the analysis and 1,389
(48.7%) received prophylactic ε-aminocaproic acid. The others did not
receive any antifi brinolytic. In the risk-adjusted model, survival was
similar among patients treated with aminocaproic acid or not treated
(1.9 vs. 1.6%, P = 0.48). Bleeding in 24 hours was reduced in the treated
group as compared with the nontreated (391 vs. 472 ml, P = 0.012). There were no diff erences regarding acute renal failure, stroke and
infection in 30 days. y
p
,
,
p
Critical Care 2014, 18(Suppl 1):P103 (doi: 10.1186/cc13293) Introduction The present study investigated the relationship between
age [1] and biomarkers of coagulation and fi brinolysis [2] and their
impact on outcome in severe sepsis patients. S37 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion In cardiac surgery, prophylactic use of aminocaproic acid
reduces bleeding and does not result in higher incidence of acute
complications. (RBC) transfusion practice remains variable and is infl uenced by patient
characteristics and institutional transfusion culture. Methods We performed a multicenter retrospective analysis within the
ongoing prospective randomized, Age of Blood Evaluation (ABLE) trial. The patient population included patients admitted to the ICU with an
anticipated length of invasive or non-invasive mechanical ventilation
>48 hours and who required a fi rst RBC transfusion during the fi rst
7 days of ICU admission. As of March 2013, completed and verifi ed data
from 45 sites in Canada, France, and the UK were included. Sites with at
least 12 patients were included in site analysis. The primary outcome is
the association of enrolling centers on the median hemoglobin prior
to transfusion. y
References 1. Carson, et al.: Cochrane Database 2012, 4:CD002042. 2. Barr PJ, et al.: Transfusion 2011, 51:1684-1694. P107
A liberal strategy of red blood cell transfusion reduces
cardiovascular complications in older patients undergoing cardiac
surgery
R Nakamura1, JL Vincent2, J Fukushima1, J Almeida1, F Bergamin1, C Park1,
E Osawa1, M Sundin1, A Muller1, F Galas1, L Hajjar1
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Erasme Hospital,
Université libre de Bruxelles, Brussels, Belgium
Critical Care 2014, 18(Suppl 1):P107 (doi: 10.1186/cc13297) Evaluation of the implementation of a massive transfusion protocol
K Balvers, M Coppens, JH Klinkspoor, SS Zeerleder, JC Goslings, NP Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P110 (doi: 10.1186/cc13300) Introduction A massive transfusion protocol (MTP) aims to provide
standardized and early delivery of blood products and prohemostatic
agents by keeping pre-thawed fresh frozen plasma (FFP) available. Implementation of MTP is assumed to result in transfusion with higher
ratios of FFPs and platelets to red blood cells (RBCs). Pre-thawing may
also result in waste of FFPs. These MTP benefi ts or disadvantages have
not yet been demonstrated. The aim of this study was to evaluate
effi cacy of a MTP 1 year after implementation in our level I trauma
center in an academic hospital. y
j
g
Results A total of 4,952 patients were enrolled with an in-hospital
mortality rate of 4% and a mean age of 58 ± 21 years. In total, 4,683
(95%) patients had their hematocrit measured: 3,857 (82%) patients
had a normal hematocrit (30 to 44%), 413 (8.8%) patients had 25 to
29% hematocrit, and 66 (1.4%) patients ≤24% hematocrit. A total of 248
(5.3%) had a high hematocrit (≥45%). After adjusting for age, present
or prior cancer, diabetes I and II, end-stage renal disease, AIDS and liver
disease, anemia remained an independent predictor of in-hospital
mortality with odds ratios of respectively 1.7 and 2.5 with worsening
anemia as well as high hematocrit, with odds ratio 2.3 (Table 1). The
AUC for the model was 0.78. Methods A retrospective analysis of an electronic blood bank
transfusion database comparing massive transfusion before (January to
December 2011) and after (January to December 2012) implementation
of MTP. Activation of MTP consists of delivery of packages of 6 units of
RBC, 6 units of pre-thawed FFP and 2 units of platelets collected from
fi ve donors. Massive bleeding was defi ned as transfusion ≥10 units of
RBCs. Statistics by t test and Mann–Whitney U test. Table 1 (abstract P108). Eff ect of severity of anemia or high hematocrit on
in-hospital mortality
Hematocrit
Mortality OR
P value
≥45%
2.3(1.3 to 4.1)
0.007
30 to 44%, ref. 1.0
25 to 29%
1.7(1.1 to 2.6)
0.019
< 20%
2.5(1.1 to 5.8)
0.032 Table 1 (abstract P108). Eff ect of severity of anemia or high hematocrit on
in-hospital mortality Results In 2012, a total of 101 MTP activations was registered. Accurate
prediction of massively bleeding patients (n = 30) was 29.7% of MTP
activations. Of all massively bleeding patients in 2012, MTP was
not activated in 55.2%. P109 P109
New simplifi ed criteria for predicting massive transfusion in trauma
T Yumoto, A Iida, E Knaup, N Nosaka, S Morisada, T Hirayama, N Shiba,
K Tsukahara, H Nosaka, Y Kinami, M Terado, H Yamanouchi, K Sato,
T Ugawa, S Ichiba, Y Ujike
Okayama University Hospital, Okayama, Japan
Critical Care 2014, 18(Suppl 1):P109 (doi: 10.1186/cc13299) P109
New simplifi ed criteria for predicting massive transfusion in trauma
T Yumoto, A Iida, E Knaup, N Nosaka, S Morisada, T Hirayama, N Shiba,
K Tsukahara, H Nosaka, Y Kinami, M Terado, H Yamanouchi, K Sato,
T Ugawa, S Ichiba, Y Ujike
Okayama University Hospital, Okayama, Japan
Critical Care 2014, 18(Suppl 1):P109 (doi: 10.1186/cc13299) ,
,
p,
,
,
y
,
ukahara, H Nosaka, Y Kinami, M Terado, H Yamanouchi, K Sato, P108 Anemia and high hematocrit are associated with in-hospital
mortality in emergency department patients with suspected
infection
M Jessen1, S Skibsted1, N Shapiro2
1Aarhus University Hospital, Aarhus, Denmark; 2Beth Israel Deaconess Medical
Center, Boston, MA, USA
Critical Care 2014, 18(Suppl 1):P108 (doi: 10.1186/cc13298) Variation in red blood cell transfusion thresholds in critically ill
patients K Wilton, R Fowler, T Walsh, J Lacroix, J Callum Sunnybrook Hospital, Toronto, Canada Sunnybrook Hospital, Toronto, Canada Critical Care 2014, 18(Suppl 1):P106 (doi: 10.1186/cc13296) Introduction Restrictive transfusion practice in recent randomized
trials and systematic reviews continues to have favorable outcomes [1]. Despite this, substantial variability in transfusion practice persists [2]. It is important to identify contemporary variability, and which patient,
provider, and institutional factors drive this variability. Therefore, we
performed a retrospective analysis hypothesizing that red blood cell Conclusion In this prospective, randomized clinical trial, older patients
submitted to a restrictive strategy of RBC transfusion had a rate of
cardiovascular complications in 30 days after cardiac surgery twice
as high than a liberal strategy. In this group of patients, probably Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S38 Methods We retrospectively analyzed trauma patients transported
to our center for the recent 2 years. Patients transferred from other
hospitals with minor injuries or confi rmed cardiac arrest at the scene
were excluded. untreated anemia would be more harmful than in a younger or
healthier population undergoing cardiac surgery. Reference untreated anemia would be more harmful than in a younger or
healthier population undergoing cardiac surgery. Reference 1. Hajjar LA, Vincent JL, Galas FR, Nakamura RE, Silva CM, Santos MH, et al.:
Transfusion requirements after cardiac surgery: the TRACS randomized
controlled trial. JAMA 2010, 304:1559-1567. Results A total of 297 trauma patients were included in this study. Thirty-one (10.4%) patients required MT. Sensitivity and specifi city
for the Assessment of Blood Consumption (ABC) score were 48% and
99%, respectively. Because blunt injuries account for most trauma
patients in Japan, we established new simple criteria using signifi cant
factors that were derived from the examination on arrival. If trauma
patients met any of the following conditions – that is, shock index (SI)
>1, base excess (BE) <–3 mmol/l, and positive focused assessment of
sonography for trauma (FAST) – sensitivity and specifi city was 97% and
80%, respectively. The area under the receiver operating characteristic
curve of ABC and the new criteria was 0.889 (95% CI, 0.815 to 0.963) and
0.927 (95% CI, 0.881 to 0.974), respectively. Anemia and high hematocrit are associated with in-hospital
mortality in emergency department patients with suspected
infection M Jessen1, S Skibsted1, N Shapiro2
1Aarhus University Hospital, Aarhus, Denmark; 2Beth Israel Deaconess Medical
Center, Boston, MA, USA
Critical Care 2014, 18(Suppl 1):P108 (doi: 10.1186/cc13298) Conclusion We suggest new criteria for early predicting MT in trauma
using SI, BE, and FAST. This method may be valid especially in such
areas because blunt injuries are the major cause of trauma in Japan. Reference Introduction Anemia and its association with mortality among
emergency department (ED) patients with suspected infection has to
our knowledge never been investigated. We hypothesize that anemia
as well as high hematocrit increases the risk of in-hospital death among
these patients. Nunez TC, et al.: J Trauma 2009, 66:346-352. P110 p
Methods A prospective observational study of adult ED patients with
suspected infection presenting to an urban, academic medical center
ED at Beth Israel Deaconess Medical Center, Boston, MA, USA. Inclusion
criterion was clinically suspected infection at ED presentation. Patients
were enrolled over a 1-year period. Laboratory and clinical data were
collected at enrollment. Primary outcome was in-hospital mortality. Logistic regression was performed determining the independent
mortality odds adjusting for confounders. Evaluation of the implementation of a massive transfusion protocol
K Balvers, M Coppens, JH Klinkspoor, SS Zeerleder, JC Goslings, NP Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P110 (doi: 10.1186/cc13300) P111 P111
Blood product transfusions in septic patients are associated with
mortality, ARDS, and more days on mechanical ventilation
PP Dobesh, DG Klepser, TR McGuire, DA Roberts, AL Himmelberg, KM Olsen
University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P111 (doi: 10.1186/cc13301) Blood product transfusions in septic patients are associated with
mortality, ARDS, and more days on mechanical ventilation
PP Dobesh, DG Klepser, TR McGuire, DA Roberts, AL Himmelberg, KM Olsen
University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P111 (doi: 10.1186/cc13301) Evaluation of the implementation of a massive transfusion protocol
K Balvers, M Coppens, JH Klinkspoor, SS Zeerleder, JC Goslings, NP Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P110 (doi: 10.1186/cc13300) In patients for whom MTP was activated, the
RBC:FFP ratio was 1:0.9. In patients for whom MTP was activated and
who were massively bleeding, the RBC:FFP ratio was 1:0.9, which was
signifi cantly higher compared with 1:0.6 in massive bleeders in 2011
(n = 70) (P = 0.001). The median of blood products administered was
12.5 (6 to 21) in massive bleeding after MTP implementation, compared
with 8 (3 to 13) in 2011 (P <0.001). In patients for whom MTP was
activated, 9.7% of thawed FFPs were not transfused and wasted. When
massive transfusion was accurately predicted, the waste of FFPs was
4.8% versus a waste of 16.2% in the group of unjustifi ed MTP activation. Conclusion Implementation of MTP is associated with an increase of
blood products transfused and a signifi cant shift of RBC:FFP ratio to 1:1. However, MTP is also associated with a 9.7% waste of FFP. Improving
prediction for massive bleeding patients may result in a decrease of
wasted, costly blood products. P113
Infl ammatory properties of microparticles in stored red blood cell
transfusion productsf Infl ammatory properties of microparticles in stored red blood cell
transfusion products
M Straat1, R Nieuwland1, R Van Bruggen2, N Juff ermans1
1Academic Medical Center, Amsterdam, the Netherlands; 2Sanquin,
Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P113 (doi: 10.1186/cc13303) Results We identifi ed 824 patients who met the inclusion criteria
for this study. Of those patients, 543 (66%) received at least 1 unit
of blood products during hospitalization. Patients receiving blood
products had signifi cantly higher in-hospital mortality (36.1% vs. 26.9%; P = 0.003) and a higher rate of development of ARDS (45.3%
vs. 27.1%; P <0.001) compared with patients not receiving blood
products. Patients receiving packed red blood cells (PRBCs) (60%) did
not demonstrate a signifi cant increase in mortality (35.1% vs. 28.8%;
P = 0.058), while patients receiving platelets (20%) did have higher
mortality (45.1% vs. 29.5%; P <0.001). Transfusions of PRBCs or platelets
were both associated with a higher development of ARDS (P <0.001
for both). There was a signifi cant increase in days on mechanical
ventilation (7.0 days vs. 2.3 days; P <0.001), hospital cost ($88,331 vs. $35,047; P <0.001), and length of stay (17.3 days vs. 9.7 days; P <0.001)
for patients receiving blood products, regardless of the type. These
diff erences were seen despite the mean APACHE II score being similar
(22.8 vs. 22.5; P = 0.645). p
M Straat1, R Nieuwland1, R Van Bruggen2, N Juff ermans1
1Academic Medical Center, Amsterdam, the Netherlands; 2Sanquin,
Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P113 (doi: 10.1186/cc13303) Introduction Blood transfusion is associated with increased morbidity
and mortality in the critically ill [1]. Adverse eff ects of transfusion may
be mediated by changes in the blood product that accumulate with
storage time [2]. The mechanisms, however, are largely unknown. Erythrocyte-derived microparticles (MPs) have been found in
transfusion bags [3,4] and their concentration increases with storage
duration [5]. We hypothesize that accumulation of MPs during storage
induces a proinfl ammatory state in the recipient. l
Methods Microparticles were isolated by high-speed centrifugation
from red blood cell transfusion bags stored for 41 or 42 days. Whole
blood from healthy volunteers was incubated for 24 hours with
supernatant from the bags either containing MPs or depleted from
MPs. Controls were incubated with medium or LPS (10 ng/ml). TNFα, IL-
10 and IL-6 were measured in supernatant by ELISA. Data are expressed
as median and range. References References
1. Marik PE, et al.: Crit Care Med 2008, 36:2667-2674. 2. Koch CG, et al.: N Engl J Med 2008, 358:1229-1239. 3. Rubin O, et al.: Transfusion 2012, 53:1744-1754. 4. Van Der Meijden PE, et al.: J Thromb Haemost 2012, 10:1355-1362. 5. Almizraq R, et al.: Transfusion 2013, 53:2258-2267. References
1. Marik PE, et al.: Crit Care Med 2008, 36:2667-2674. 2. Koch CG, et al.: N Engl J Med 2008, 358:1229-1239. 3. Rubin O, et al.: Transfusion 2012, 53:1744-1754. 4. Van Der Meijden PE, et al.: J Thromb Haemost 2012, 10:1355-1362. 5. Almizraq R, et al.: Transfusion 2013, 53:2258-2267. 1. Marik PE, et al.: Crit Care Med 2008, 36:2667-2674. 2. Koch CG, et al.: N Engl J Med 2008, 358:1229-1239. 3. Rubin O, et al.: Transfusion 2012, 53:1744-1754. 4. Van Der Meijden PE, et al.: J Thromb Haemost 2012, 10:1355-1362. 5. Almizraq R, et al.: Transfusion 2013, 53:2258-2267. 1. Marik PE, et al.: Crit Care Med 2008, 36:2667-2674. Methods The Transfusion Requirements After Cardiac Surgery (TRACS)
study is a prospective, randomized, controlled clinical noninferiority
trial conducted between February 2009 and February 2010 in an
ICU at a university hospital cardiac surgery referral center in Brazil. Consecutive adult patients (n = 502) who underwent cardiac surgery
with cardiopulmonary bypass were eligible; analysis was by intention
to treat. P113
Infl ammatory properties of microparticles in stored red blood cell
transfusion productsf Conclusion Patients with sepsis receiving blood products, particularly
platelets, were signifi cantly more likely to develop ARDS, had more
days on mechanical ventilation, and had higher mortality. The lack of
an increase in mortality associated with PRBC transfusion may be due
to the benefi t in oxygen delivery or sample size. g
Results MP-depleted supernatant induced a modest increase in
median levels of TNFα (9.2 (2.3 to 22.2) pg/ml) and IL-6 (2,140.7 (1,507 to
2,199) pg/ml) compared with the negative controls (2.3 (2.3 to 2.3) pg/
ml and 94.4 (64.7 to 124.1) pg/ml, respectively), while IL-10 levels were
not aff ected. Addition of MP-containing supernatant resulted in highly
increased levels of TNFα (699 (687 to 742) pg/ml), IL-6 (37,443 (26,493 to
40,967) pg/ml) and IL-10 (1,201 (1,178 to 1,533) pg/ml) compared with
negative controls. This MP-induced increase in cytokine production
was comparable with the increase observed after the addition of LPS. Transfusion requirements in septic shock patients: a randomized
controlled trial Transfusion requirements in septic shock patients: a randomized
controlled trial
F Bergamin1, J Almeida1, C Park1, E Osawa1, J Silva1, F Galas1, D Nagaoka1,
J Fukushima1, S Vieira1, L Candido1, CO Oshiro1, JL Vincent2, L Hajjar1
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Erasme Hospital,
Université libre de Bruxelles, Brussels, Belgium
Critical Care 2014, 18(Suppl 1):P112 (doi: 10.1186/cc13302) p
Conclusion Erythrocyte-derived MPs from aged red blood cell
transfusion bags induce a strong infl ammatory response in vitro, which
is largely negated when MPs are removed. Whether MPs mediate
adverse eff ects of blood transfusion in the critically ill remains to be
determined. Introduction Perioperative red blood cell transfusion is commonly
used to address anemia, an independent risk factor for morbidity
and mortality in critically ill patients [1]; however, evidence regarding
optimal blood transfusion practice in septic shock is lacking. The aim of
this study was to defi ne which is the best transfusion strategy in septic
shock patients regarding 28-day mortality and clinical outcomes:
restrictive or liberal. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 (46.3%) were included in the liberal strategy and 73 patients (53.7%)
in the restrictive strategy. Occurrence of 28-day mortality was similar
between groups (54% in liberal group vs. 56.2% in restrictive group;
P = 0.395). outcomes compared with those who do not require transfusions. It
is not uncommon for patients with sepsis to require blood product
transfusions. The need for transfusions may be indicative of infl ammatory
consumption of blood cells, active blood loss, or impaired hematopoiesis. Regardless of the etiology, need for transfusion may be an indicator of a
more severely ill patient and a valuable prognostic factor. Conclusion Among cancer patients with septic shock, the use of a
restrictive perioperative transfusion strategy compared with a more
liberal strategy resulted in similar rates of 28-day-mortality. R f Methods This retrospective cohort study included all patients over
the age of 40 years with a confi rmed diagnosis of sepsis and an ICU
stay at our academic medical center from 1 January 2005 to 31 March
2011. Use of blood product transfusion, patient demographics, and
APACHE II score at the time of sepsis were collected from patient charts. Outcomes of interest were in-hospital mortality, development of acute
respiratory distress syndrome (ARDS), days on mechanical ventilation,
hospital cost, and length of stay.i 1. Hajjar LA, Vincent JL, Galas FR, Nakamura RE, Silva CM, Santos MH, et al.: JAMA
2010, 304:1559-1567. 1. Hajjar LA, Vincent JL, Galas FR, Nakamura RE, Silva CM, Santos MH, et al.: JAMA
2010, 304:1559-1567. Blood product transfusions in septic patients are associated with
mortality, ARDS, and more days on mechanical ventilation PP Dobesh, DG Klepser, TR McGuire, DA Roberts, AL Himmelberg, KM Olsen
University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P111 (doi: 10.1186/cc13301) Introduction Several predicting models have been described to
identify the necessity for massive transfusion (MT) for trauma patients
[1]. The purpose of this study is to validate the simplifi ed scoring
systems reported previously and establish new criteria at emergency
and in the ICU in Japan. Introduction The objective of this study was to determine whether
septic patients requiring blood product transfusions have worse S39 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Application of damage control resuscitation strategies to patients
with severe traumatic hemorrhage: review of plasma to packed red
blood cell ratios at a single institution Introduction Prothrombin complex concentrate (PCC) has been
suggested as a measure to terminate trauma and dabigatran-induced
bleeding. Owing to the confl icting data concerning such therapy, we
investigated the impact of a four-factor PCC to terminate massive
bleeding following the infl iction of multiple trauma in dabigatran
anticoagulated pigs. K Jung, K Lee, Y Kim K Jung, K Lee, Y Kim g
Ajou University School of Medicine, Suwon, South Korea Ajou University School of Medicine, Suwon, South Korea
Critical Care 2014, 18(Suppl 1):P117 (doi: 10.1186/cc133.07) Ajou University School of Medicine, Suwon, South Korea
Critical Care 2014, 18(Suppl 1):P117 (doi: 10.1186/cc133.07) Critical Care 2014, 18(Suppl 1):P117 (doi: 10.1186/cc133.07) Introduction When treating trauma patients with severe hemorrhage,
massive blood transfusions are often needed. Damage control
resuscitation strategies can be used for such patients, but an adequate
fresh frozen plasma:packed red blood cell (FFP:PRBC) administration
ratio must be established. Introduction When treating trauma patients with severe hemorrhage,
massive blood transfusions are often needed. Damage control
resuscitation strategies can be used for such patients, but an adequate
fresh frozen plasma:packed red blood cell (FFP:PRBC) administration
ratio must be established. g
p g
Methods After ethical approval, 24 male pigs were administered
dabigatran etexilate (30 mg/kg bid p.o.) for 3 days. On day 4, dabigatran
in anaesthetised animals was infused prior to injury to achieve supra-
therapeutic levels. Twelve minutes after infl iction of bilateral femur
fractures and standardised blunt liver injury, animals randomly received
PCC (25, 50 or 100 IU/kg; n = 6) or placebo (n = 6). Time-adjusted blood
loss as primary endpoint (observation period 300 minutes) and a
panel of coagulation variables were continually measured. Data were
analysed by two-way ANOVA. Data are mean ± SEM.l Methods We retrospectively reviewed the medical records of 100
trauma patients treated with massive transfusions from March 2010
to October 2012. We divided the patients into two groups according
to the FFP:PRBC ratio: a high-ratio group (≥0.5) and a low-ratio group
(<0.5). The patient demographics, fl uid and transfusion quantities,
laboratory values, complications, and outcomes of both groups were
analyzed and compared. y
y
y
Results Concentrations of dabigatran prior to infl iction of trauma
was comparable between groups (590 ± 40 ng/ml). Anticoagulation
with dabigatran and trauma caused severe coagulopathy as shown
by prolonged TEM variables (CT, CFT), PT and aPTT. Following PCC
application these eff ects were partially reversed. P116
Eff ect of a fi xed dose of fresh frozen plasma on systemic infl ammation
and endothelial damage in nonbleeding critically ill patients
M Straat, M Muller, J Meijers, M Schultz, N Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P116 (doi: 10.1186/cc13306) Methods We describe a fatal TRALI in a patient with infl uenza A (H1N1),
suggesting a relationship between a fi rst-hit lung injury followed by
the second lung impairment after blood transfusions. Results We report a 57-year-old female, without a previous medical
record. She had an acute onset of fever, cough, muscle pain and
progressive dyspnea leading to acute respiratory distress syndrome. The test for infl uenza A H1N1 was positive. She was recovering, but on
day 12 of admission, after 1 hour of platelet transfusion, she started
with intensive tachycardia, dyspnea and hypoxemia. Her mechanical
ventilation parameters increased dramatically. She was in plan for
extubation with FiO2 of 30% and positive end-expiratory pressure of
8, which became 100% and 14 respectively. The P:F ratio dropped to
62. Her leukocytes were 10.6×109/l a few hours earlier and went down
to 1.5×109/l after the onset. Previous lactate was normal, but jumped
to 42 mg/dl. She was free of vasopressors and after the off ending
transfusion went through refractory shock and died approximately
24 hours after the blood transfusion. Introduction Fresh frozen plasma (FFP) is associated with onset of
acute lung injury [1], the mechanism of which is largely unknown. On the other hand, FFP may be benefi cial, as a higher ratio of FFP to
red blood cells decreases mortality in bleeding trauma patients [2]
and is associated with an endothelial stabilizing eff ect in vitro [3]. We
investigated the eff ect of transfusion with FFP on host response and
markers of endothelial damage in nonbleeding critically ill patients. Methods This was a substudy of a multicenter trial in which nonbleeding
critically ill patients with an increased International Normalized Ratio
(1.5 to 3.0) were randomized to omitting or administering a prophylactic
transfusion of FFP (12 ml/kg) prior to an invasive procedure. In 38
patients randomized to receive FFP transfusion, we measured levels
of factor VIII, von Willebrand factor, and markers of proinfl ammatory
response before and after transfusion. Data are presented as medians. Results FFP transfusion resulted in a signifi cant decrease of TNFα (from
12.3 to 3.1 pg/ml, P = 0.01), von Willebrand factor (from 475 to 424%,
P <0.01) and factor VIII (from 246 to 244%, P <0.01). FFP did not alter
levels of IL-1β, IL1-RA, IL-8, IL-10, MCP1, MIP1A or sCD40L. References 1. Toy P, et al.: Transfusion-related acute lung injury: defi nition and review. Crit Care Med 2005, 33:721-726. 1. Toy P, et al.: Transfusion-related acute lung injury: defi nition and review. Crit Care Med 2005, 33:721-726. 2. Kleinman S, et al.: Toward an understanding of transfusion-related acute lung
injury: statement of a consensus panel. Transfusion 2004, 44:1774-1789. 2. Kleinman S, et al.: Toward an understanding of transfusion-related acute lung
injury: statement of a consensus panel. Transfusion 2004, 44:1774-1789. Conclusion FFP transfusion is not associated with a proinfl ammatory
response in the critically ill. Rather, FFP seemed to have an endothelial
stabilizing eff ect. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion The use of high doses of PCC reversed the anticoagulant
eff ects of dabigatran, which was associated with a signifi cant reduction
of blood loss. However, the results of this study show that suffi cient
concentrations of PCC are necessary to overcome thrombin inhibition. in capillary leakage and subsequent pulmonary edema [2]. TRALI is a
clinical diagnosis with the following criteria: acute onset within 6 hours
of blood transfusion, PaO2/FIO2 ratio <300 mmHg, or worsening of the
P:F ratio, bilateral infi ltrative changes on chest radiograph, no sign of
hydrostatic pulmonary edema (pulmonary arterial occlusion pressure
≤18 mmHg or central venous pressure ≤15 mmHg) and no other risk
factor for acute lung injury [2].l in capillary leakage and subsequent pulmonary edema [2]. TRALI is a
clinical diagnosis with the following criteria: acute onset within 6 hours
of blood transfusion, PaO2/FIO2 ratio <300 mmHg, or worsening of the
P:F ratio, bilateral infi ltrative changes on chest radiograph, no sign of
hydrostatic pulmonary edema (pulmonary arterial occlusion pressure
≤18 mmHg or central venous pressure ≤15 mmHg) and no other risk
factor for acute lung injury [2]. Conclusion The use of high doses of PCC reversed the anticoagulant
eff ects of dabigatran, which was associated with a signifi cant reduction
of blood loss. However, the results of this study show that suffi cient
concentrations of PCC are necessary to overcome thrombin inhibition. P116
Eff ect of a fi xed dose of fresh frozen plasma on systemic infl ammation
and endothelial damage in nonbleeding critically ill patients
M Straat, M Muller, J Meijers, M Schultz, N Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P116 (doi: 10.1186/cc13306) f
References 1. Vlaar AP, et al.: Crit Care Med 2010, 38:771-778. 2. Holcomb JB, et al.: Ann Surg 2008, 248:447-458. 3. Peng Z, et al.: Shock 2013, 40:195-202. 1. Vlaar AP, et al.: Crit Care Med 2010, 38:771-778. 1. Vlaar AP, et al.: Crit Care Med 2010, 38:771-778. 2. Holcomb JB, et al.: Ann Surg 2008, 248:447-458. 3. Peng Z, et al.: Shock 2013, 40:195-202. 2. Holcomb JB, et al.: Ann Surg 2008, 248:447-458. 3. Peng Z, et al.: Shock 2013, 40:195-202. 1RWTH Aachen University Hospital, Aachen, Germany; 2CardioMetabolic
Diseases Research, Boehringer Ingelheim GmbH & Co. KG, Biberach, Germany;
3Maastricht University Medical Center, Maastricht, the Netherlands
Critical Care 2014, 18(Suppl 1):P115 (doi: 10.1186/cc13305) P116
Eff ect of a fi xed dose of fresh frozen plasma on systemic infl ammation
and endothelial damage in nonbleeding critically ill patients
M Straat, M Muller, J Meijers, M Schultz, N Juff ermans
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P116 (doi: 10.1186/cc13306) Patients had
some degree of lung injury at baseline as refl ected by a lung injury
score of 2 (0.8 to 2.5), which did not change following transfusion. None
of the patients developed TRALI.l Conclusion For our knowledge this is the fi rst case reported of TRALI in
an infl uenza A (H1N1) patient. Although blood transfusion can be life
saving, it also can be a life-threatening intervention. Prevention is still
the best hit. Infl uenza A (H1N1): the fi rst hit for transfusion-related acute lung
injury? ju y? F Piza1, F Carvalho1, H Li2, T Crochemore1, R Rodrigues1
1Hospital Israelita Albert Einstein, São Paulo, Brazil; 2Hospital das Clinicas da
Faculdade de Medicina da USP, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P114 (doi: 10.1186/cc13304) j
y
F Piza1, F Carvalho1, H Li2, T Crochemore1, R Rodrigues1
1Hospital Israelita Albert Einstein, São Paulo, Brazil; 2Hospital das Clinicas da
Faculdade de Medicina da USP, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P114 (doi: 10.1186/cc13304) This is a randomized controlled parallel-group trial, which included
300 patients admitted to a cancer ICU with diagnosis of septic
shock. Patients were randomly assigned to a liberal strategy of blood
transfusion (to maintain hemoglobin >9 g/dl) or to a restrictive
strategy (hemoglobin >7 g/dl). Mortality in 28 days was the main
outcome. Secondary outcomes were clinical complications days free of
organ dysfunction, ICU and hospital length of stay, adverse eff ects of
transfusion and 60-day mortality.i Introduction Transfusion-related acute lung injury (TRALI) is the
leading cause of transfusion-related fatalities [1]. A two-hit hypothesis
has been proposed for TRALI. The fi rst hit is underlying patient factors,
resulting in adherence of primed neutrophils to the pulmonary
endothelium, such as severe pneumonia due to infl uenza A H1N1. The second hit is caused by mediators in the blood transfusion that
activate the endothelial cells and pulmonary neutrophils, resulting Introduction Transfusion-related acute lung injury (TRALI) is the
leading cause of transfusion-related fatalities [1]. A two-hit hypothesis
has been proposed for TRALI. The fi rst hit is underlying patient factors,
resulting in adherence of primed neutrophils to the pulmonary
endothelium, such as severe pneumonia due to infl uenza A H1N1. The second hit is caused by mediators in the blood transfusion that
activate the endothelial cells and pulmonary neutrophils, resulting Results A total of 136 patients were included in the fi rst part of the
trial. Mean age was 62 ± 14 years, SAPS 3 at admission was 65 ± 15 and
all patients had the diagnosis of solid neoplasm. Sixty-three patients S40 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Application of damage control resuscitation strategies to patients
with severe traumatic hemorrhage: review of plasma to packed red
blood cell ratios at a single institution Due to ongoing blood
loss both PT and TEM variables prolonged over time in PCC 25 IU/kg
substituted animals. Accordingly, no-PCC (38.5 ± 4.7 ml/minute) and
PCC 25 IU/kg (22.6 ± 5.5 ml/minute) animals showed highest blood loss
(P <0.05 vs. PCC 50 IU/kg and PCC 100 IU/kg) with a mean survival time
of 106 minutes (no-PCC animals) and 204 minutes for PCC 25 IU/kg
animals, respectively. All animals of the PCC 50 IU/kg and PCC 100 IU/kg
group survived. Blood loss in both groups was comparable (PCC 50 IU/
kg: 5.9 ± 0.2 ml/minute; PCC 100 IU/kg 6.0 ± 0.3 ml/minute). y
Results There were 68 patients in the high-ratio group and 32 in the
low-ratio group. There were statistically signifi cant diff erences between
groups in the quantities of FFP, FFP:PRBC, platelets, and crystalloids
administered, as well as the initial diastolic blood pressure. When
comparing the incidence of complications, bloodstream infections
were noted only in the high-ratio group, and the diff erence was
statistically signifi cant (P = 0.028). Kaplan–Meier plots revealed that the
24-hour survival rate was signifi cantly higher in the high-ratio group
(71.9% vs. 97.1%, P <0.001). The 30-day survival rate was also higher
in the high-ratio group (56.2% vs. 67.6%), but the diff erence was not
statistically signifi cant (P = 0.117). S41 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 ,
pp
http://ccforum.com/supplements/18/S1 Conclusion For treating patients with severe hemorrhagic trauma,
raising the FFP:PRBC ratio to 0.5 or higher may increase the chances
of survival (especially the 24-hour survival rate). Eff orts to minimize
bloodstream infections during the resuscitation process must be
increased. References Studies suggest that low doses of both nitrite and carbon monoxide
may protect tissues and organs from this reperfusion injury by limiting
mitochondrial free radical production. We explored the eff ects of very
small doses of nitrite and carbon monoxide on tissue injury in a porcine
model of hemorrhagic shock. Studies suggest that low doses of both nitrite and carbon monoxide
may protect tissues and organs from this reperfusion injury by limiting
mitochondrial free radical production. We explored the eff ects of very
small doses of nitrite and carbon monoxide on tissue injury in a porcine
model of hemorrhagic shock. g
Methods Fluid resuscitation of hemorrhagic shock is frequently
associated with reperfusion injury and secondary organ damage. Validation of infl ationary non-invasive blood pressure monitoring
in emergency room patients y
p
Results Oral DE prolonged clot formation (CFT: 159 ± 39 seconds) and
PT (27 ± 9 seconds). Following the 90-minute infusion of dabigatran,
the mean plasma levels of dabigatran increased to 1,423 ± 432 ng/
ml. This supra-therapeutic level was associated with a further
prolongation of PT, aPTT, and the EXTEM variables CT and CFT. These
changes in coagulation parameters were compounded by blood loss
following trauma (total blood loss at 60 minutes: 1,978 ± 265 ml). Sixty
minutes after trauma, four out of fi ve animals had no measurable clot
formation (EXTEM CFT ≥4,000 seconds) and clot strength (EXTEM
MCF) had reduced to 11 ± 7 mm. Both PCCs and aDabi-Fab, but not
rFVIIa, reversed the eff ects of dabigatran on thromboelastometry
parameters (clotting time and clot formation time) and PT at all time
points. In contrast, aPTT was only normalised by idarucizumab. Plasma
concentrations of dabigatran remained elevated after PCC therapy, but
were not measureable after idarucizumab.f Introduction Currently, most non-invasive blood pressure (NIBP)
monitoring is based on the oscillometric method and determines
the blood pressure during cuff defl ation [1]. On the other hand, a
measurement during cuff infl ation may be advantageous, as cuff
infl ation requires lower cuff pressure and shorter duration than
defl ation. In surgical patients during anesthesia, the infl ationary NIBP
has reasonable accuracy compared with conventional defl ationary NIBP
[2]. Few studies have reported NIBP monitoring using the infl ationary
NIBP in ER patients with various unstable conditions. A purpose of this
study is to verify the usefulness of the infl ationary NIBP monitoring in
the emergency department. g
y
p
Methods A total of 2,981 NIBP data were collected from 174 patients
(age; 56.5 ± 22.2 (7 to 92) years) who have been accommodated in the
resuscitation area of the ER at Keio University Hospital, using alternately
two algorithms with a standard monitor (BSM-6000; Nihon Kohden
Inc., Tokyo, Japan). One algorithm consists of continuous infl ationary
and defl ationary measurement in a single cycle (dual algorithm, 1,502
data) performed in order to verify a success rate and a precision of data. The defl ationary algorithm (1,479 data) consists of only conventional
defl ationary measurement performed in order to verify the duration of
the measurement cycle. Conclusion Both PCC and aPCC are eff ective in reducing coagulopathy
in a porcine trauma model with dabigatran anticoagulation. P119
Attenuation of ischemia–reperfusion injury in swine resuscitated
for hemorrhagic shock by low-dose inhaled nitrite or carbon
monoxide P119
Attenuation of ischemia–reperfusion injury in swine resuscitated
for hemorrhagic shock by low-dose inhaled nitrite or carbon
monoxide
H Haugaa1, H Gomez2, D Maberry2, A Holder2, O Ogundele2, A Botero2,
D Escobar2, L Gordon2, S Shiva2, C Dezfulian2, B Kenney2, TI Tønnessen1,
B Zuckerbraun2, MR Pinsky2
1Oslo University Hospital, Oslo, Norway; 2University of Pittsburgh Medical
Center, Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P119 (doi: 10.1186/cc13309) H Haugaa1, H Gomez2, D Maberry2, A Holder2, O Ogundele2, A Botero2,
D Escobar2, L Gordon2, S Shiva2, C Dezfulian2, B Kenney2, TI Tønnessen1,
B Zuckerbraun2, MR Pinsky2
1Oslo University Hospital, Oslo, Norway; 2University of Pittsburgh Medical
Center, Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P119 (doi: 10.1186/cc13309) H Haugaa1, H Gomez2, D Maberry2, A Holder2, O Ogundele2, A Botero2,
D Escobar2, L Gordon2, S Shiva2, C Dezfulian2, B Kenney2, TI Tønnessen1,
B Zuckerbraun2, MR Pinsky2
1Oslo University Hospital, Oslo, Norway; 2University of Pittsburgh Medical
Center, Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P119 (doi: 10.1186/cc13309) Conclusion These data suggest that infl ationary NIBP has reasonable
accuracy and suffi cient rapidity compared with defl ationary NIBP in
emergency room patients. P119 y
Results The success rate of the infl ationary NIBP (completed only by
infl ationary method) was 69.0%. The bias and precision of systolic
pressure and diastolic pressure (diff erence of systolic and diastolic
pressure between infl ationary and defl ationary NIBP) were –0.6 ± 8.8
and 3.5 ± 7.5 mmHg, respectively (Figure 1). Infl ationary NIBP could
also determine NIBP more quickly compared with defl ationary NIBP
(16.8 vs. 29.1 seconds, median) (Figure 2).l Application of damage control resuscitation strategies to patients
with severe traumatic hemorrhage: review of plasma to packed red
blood cell ratios at a single institution Studies suggest that low doses of both nitrite and carbon monoxide
may protect tissues and organs from this reperfusion injury by limiting
mitochondrial free radical production. We explored the eff ects of very
small doses of nitrite and carbon monoxide on tissue injury in a porcine
model of hemorrhagic shock. 1. Duchesne JC, Hunt JP, Wahl G, et al.: Review of current blood transfusions
strategies in a mature level I trauma center: were we wrong for the last 60
years? J Trauma 2008, 65:272-276. 1. Duchesne JC, Hunt JP, Wahl G, et al.: Review of current blood transfusions
strategies in a mature level I trauma center: were we wrong for the last 60
years? J Trauma 2008, 65:272-276. 2. Duchesne JC, McSwain NE Jr, Cotton BA, et al.: Damage control
resuscitation: the new face of damage control. J Trauma 2010, 69:976-990. 2. Duchesne JC, McSwain NE Jr, Cotton BA, et al.: Damage control
resuscitation: the new face of damage control. J Trauma 2010, 69:976-990. Validation of infl ationary non-invasive blood pressure monitoring
in emergency room patients The ex
vivo addition of idarucizumab fully corrected all coagulation measures
and signifi cantly decreased plasma concentrations of dabigatran. No
signifi cant eff ects on haemostasis were observed after the application
of rFVIIa. 1.
van Montfrans GA: Blood Press Monit 2001, 6:287-290.
2.
Onodera J, et al.: J Anesth 2011, 25:127-130. P120
Validation of infl ationary non-invasive blood pressure monitoring
in emergency room patients
J Sasaki, S Hori
Keio University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P120 (doi: 10.1186/cc13310) Validation of infl ationary non-invasive blood pressure monitoring
in emergency room patients
J Sasaki, S Hori
Keio University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P120 (doi: 10.1186/cc13310) P118 Results Although no increase in blood nitrite concentrations was
observed after inhalation, nitrite was associated with signifi cant
decreases in blood, muscle, and peritoneal fl uid lactate concentrations
(P <0.05), whereas both nitrite and carbon monoxide were associated
with signifi cant decreases in glycerol in peritoneal fl uid (P <0.05). Following resuscitation, the muscle mitochondrial respiratory control
ratio was preserved in the nitrite and carbon monoxide groups and
reduced in the control group. Adjuvant drugs had no eff ects on any
gross hemodynamic parameters. In a trauma experimental pig model prothrombin complex
concentrates and a specifi c antidote (idarucizumab) are eff ective to
reverse the anticoagulant eff ects of dabigatran In a trauma experimental pig model prothrombin complex
concentrates and a specifi c antidote (idarucizumab) are eff ective to
reverse the anticoagulant eff ects of dabigatran
O Grottke1, J Van Ryn2, R Rossaint1
1RWTH Aachen, Germany; 2Boehringer Ingelheim, Biberach, Germany
Critical Care 2014, 18(Suppl 1):P118 (doi: 10.1186/cc13308) gf
O Grottke1, J Van Ryn2, R Rossaint1 f
O Grottke1, J Van Ryn2, R Rossaint1
1RWTH Aachen, Germany; 2Boehringer Ingelheim, Biberach, Germany
Critical Care 2014, 18(Suppl 1):P118 (doi: 10.1186/cc13308) Introduction Strategies to reverse the anticoagulant eff ects of the new
oral anticoagulants in severely bleeding patients remain challenging
and confl icting results have been presented regarding the effi cacy
of PCCs to alter dabigatran-induced coagulopathy. Thus, this study
assessed the ability of PCC, activated PCC (aPCC), recombinant FVII
(rFVIIa) and idarucizumab to reverse the anticoagulant eff ects of
dabigatran in a porcine model of trauma. g
y
Conclusion We conclude that at low doses, nebulized sodium nitrite
and inhaled carbon monoxide are associated with tissue protection
during resuscitation from severe hemorrhagic shock. g
g
Acknowledgement This work was supported in part by DoD grant
W81XWH-11-2-0049, NHLBI HL07820, and 2013121 from The South-
Eastern Norwegian Health Authorities. Methods Studies were performed in fi ve pigs. Dabigatran etexilate (DE) was
given orally for 3 days (30 mg/kg bid) and on the 4th day dabigatran was
infused 90 minutes (30 minutes: 0.77 mg/kg/hour; 60 minutes 0.52 mg/kg/
minute) prior to blunt liver injury. Blood samples were taken before and
after dabigatran infusion and 60 minutes post injury. Two doses of PCC (30,
60 IU/kg), aPCC (30, 60 IU/kg), rVIIa (90, 180 μg/kg) and idarucizumab (30,
60 mg/kg) were added to blood samples ex vivo. Coagulation was assessed
by thromboelastometry, PT and diluted TT. One-way analysis of variance
with the Dunnett post-hoc test for multiple comparisons was used for
statistical analysis. Data are presented as mean ± SD. P121l Infl uence of the oscillometric calibration method on accuracy
and precision of continuous non-invasive arterial pressure
measurements using the CNAP™ device
JY Wagner1, I Negulescu2, M Schöfthaler2, A Hapfelmaier2, AS Meidert2,
W Huber2, RM Schmid2, B Saugel1
1University Medical Center Hamburg–Eppendorf, Hamburg, Germany;
2Klinikum rechts der Isar, Technical University Munich, Germany
Critical Care 2014, 18(Suppl 1):P121 (doi: 10.1186/cc13311) Infl uence of the oscillometric calibration method on accuracy
and precision of continuous non-invasive arterial pressure
measurements using the CNAP™ device
JY Wagner1, I Negulescu2, M Schöfthaler2, A Hapfelmaier2, AS Meidert2,
W Huber2, RM Schmid2, B Saugel1
1University Medical Center Hamburg–Eppendorf, Hamburg, Germany;
2Klinikum rechts der Isar, Technical University Munich, Germany
Critical Care 2014, 18(Suppl 1):P121 (doi: 10.1186/cc13311) Division of Anaesthesia, University of Cambridge, UK
Critical Care 2014, 18(Suppl 1):P122 (doi: 10.1186/cc13312) Introduction The time profi le of the arterial pulse is known to have
features such as the dicrotic notch and subsidiary peaks. Such features
may provide useful information about the vascular system and are
traditionally explained in terms of aortic valve closure or multiple
refl ections from impedance mismatches within the arterial system. However, experimental evidence of such refl ections has been elusive. It has been proposed that arterial dynamics may obey a nonlinear
equation [1]. This model predicts the existence of multipeaked solitons
which can travel long distances without dissipation. We demonstrate
that within the soliton model it is not necessary to model valve closure
or wave refl ection: single or multiple notches arise de novo even from
featureless theoretical LV pressure pulse profi les. We show that a
number of clinically relevant features of the invasive blood pressure
are reproduced by the soliton model and examine the role of LV pulse
energy on pulse wave shape and progression. Introduction The CNAP™ system (CNSystems Medizintechnik AG,
Graz, Austria) provides continuous non-invasive arterial pressure (AP)
measurements based on the volume clamp method using a fi nger
cuff . Finger AP values are calibrated to oscillometric upper-arm AP
measurements. In the present study we investigated the infl uence
of the calibration approach based on oscillometric upper-arm cuff
measurements on the accuracy and precision of the CNAP™ device in
comparison with invasively obtained AP measurements. p
y
Methods The datasets of simultaneously recorded invasive (via arterial
catheter) and non-invasive (using the CNAP™ system) AP measurements
in 43 patients treated in the medical ICU of a university hospital were
analyzed in this study. P122 P122
Arterial pulse waveform as an n-soliton evolution of the left
ventricular pressure pulse
B Feix, A Ercole
Division of Anaesthesia, University of Cambridge, UK
Critical Care 2014, 18(Suppl 1):P122 (doi: 10.1186/cc13312) g
y
References Introduction Fluid resuscitation of hemorrhagic shock is frequently
associated with reperfusion injury and secondary organ damage. 1. van Montfrans GA: Blood Press Monit 2001, 6:287-290. 2. Onodera J, et al.: J Anesth 2011, 25:127-130. 1. van Montfrans GA: Blood Press Monit 2001, 6:287-290. 2. Onodera J, et al.: J Anesth 2011, 25:127-130. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S42 Figure 1 (abstract P120). Precision of measurements between infl ationary and defl ationary NIBP. igure 1 (abstract P120). Precision of measurements between infl ationary and defl ationary NIBP. calibration of the CNAP™ device and the corresponding IAP values
resulted in a mean diff erence (± standard deviation) of –0.8 mmHg
(±8 mmHg), –5 mmHg (±14 mmHg), and +10 mmHg (±9 mmHg),
respectively. (3) CAC of the CNAP™ fi nger AP values to IAP values
instead of calibration to oscillometric upper-arm AP measurements
resulted in a mean diff erence (± standard deviation) of +4 mmHg
(±8 mmHg), +5.5 mmHg (±14 mmHg), and +3 mmHg (±7 mmHg),
respectively. The accuracy of CAC-CNAP™-derived systolic and diastolic
AP compared with the CNAP™-derived AP calibrated to oscillometric
AP was signifi cantly higher (P = 0.004 and P <0.001, respectively). Conclusion When using the CNAP™ system, calibration to oscillometric
upper-arm AP values integrated into the CNAP™ system is a relevant
source of diff erence between CNAP™-derived continuous non-invasive
AP measurements and invasively assessed AP values. calibration of the CNAP™ device and the corresponding IAP values
resulted in a mean diff erence (± standard deviation) of –0.8 mmHg
(±8 mmHg), –5 mmHg (±14 mmHg), and +10 mmHg (±9 mmHg),
respectively. (3) CAC of the CNAP™ fi nger AP values to IAP values
instead of calibration to oscillometric upper-arm AP measurements
resulted in a mean diff erence (± standard deviation) of +4 mmHg
(±8 mmHg), +5.5 mmHg (±14 mmHg), and +3 mmHg (±7 mmHg),
respectively. The accuracy of CAC-CNAP™-derived systolic and diastolic
AP compared with the CNAP™-derived AP calibrated to oscillometric
AP was signifi cantly higher (P = 0.004 and P <0.001, respectively). Figure 2 (abstract P120). Frequency histogram of measurement time. P121l To confi rm this, we use the direct view of
the tip by transesophageal echocardiography (TEE), a method which
has the most recognized high sensitivity and specifi city [1]. antero-posterior radiograph of the chest (RX). New techniques have
been developed to control the seat of the CVC, to avoid complications
during the procedure and the RX control post insertion. The aim of this
study is to demonstrate the ECG’s P-wave amplitude (PWA) increases
as we approach the atrio-caval junction (ACJ) by recording the intra-
cavity and show that this method is more sensitive and specifi c
compared with RX control. To confi rm this, we use the direct view of
the tip by transesophageal echocardiography (TEE), a method which
has the most recognized high sensitivity and specifi city [1]. Figure 1 (abstract P122). i
Methods In 55 adult patients, hospitalized in the ICU, a CVC was placed. We excluded patients with cardiac arrhythmias or pacemaker wearers. All CVCs were placed with an ultrasound-guided puncture technique
of the internal jugular vein (IJV) or subclavian vein (SV). The CVC was
introduced by the Seldinger technique. Introducing the CVC along the
Seldinger guide links to the same terminal on the cable connection
as the intra-cavity derivation ECG (set CVC Certofi x B; Braun), in turn
connected to the adapter for ECG (Certodyn Universaladapter B; Braun). Then the detection mode of the adapter is converted by the ECG trace
outside (through surface electrodes) to the ECG mode intra-cavity
and an increase of PWA confi rmed the CVC in the vicinity of the ACJ. Through the TEE with esophageal average scan at 120° we measured
the distance between the tip and the ACJ. The results were expressed
as mean with standard deviation. Results Forty-fi ve CVCs were placed in the IJV while 10 were in the SV. No complications or arrhythmias were detected during the procedure. All CVCs produced an increase in PWA. Where the PWA increased by
25% compared with normal, the TEE scanning tip was 2.5 ± 1.3 cm
from the ACJ. Where the PWA increased by 33%, the TEE scanning tip
was 1.9 ± 1.1 cm from the ACJ. Where the PWA increased by 50%, the
TEE scanning tip was 1.3 ± 0.6 cm from the ACJ. P121l The RX reports have
described briefl y the presence of the catheter in the superior vena cava
without making explicit the exact position relative to the ACJ. P121l The following comparative analyses between
the two AP measurement techniques were performed: (1) comparison
of CNAP™-derived AP values with invasive AP (IAP) measurements;
(2) comparison of the CNAP™ oscillometric AP values used for the
calibration of fi nger AP with IAP measurements; and (3) computer-
aided calibration (CAC) of the CNAP™ fi nger AP values to IAP values
instead of calibration to oscillometric upper-arm AP measurements
with IAP measurements. gy
p
p
p
g
Methods A model for the arterial pressure is given by solutions to a
KdV equation with constants depending on the properties of the
artery [1]. This can be solved with the initial condition of a parabolic left
ventricular pressure pulse. Results The evolution of the arterial pulse along the arterial tree is
shown in Figure 1. We also predict arterial pulses for increasing left
ventricular ejection energies. Conclusion Our simple model explains many features of the arterial
pulse observed in clinical practice such as the development of the
dicrotic notch, the change in shape along the arterial tree and the
steepening and acceleration with hypertension. Some phenomena
that have traditionally been attributed to arterial wave refl ections or
resonance of the invasive arterial pressure measurement can instead
be explained by intrinsic properties of the arterial pulse. Results (1) The comparison of CNAP™-derived AP values with IAP
measurements revealed a mean diff erence (± standard deviation) for
mean AP, systolic AP, and diastolic AP of +0.6 mmHg (±10 mmHg),
+11 mmHg (±17 mmHg), and –6 mmHg (±9 mmHg), respectively. (2) The comparison between the oscillometric AP values used for Critical Care 2014, Volume 18 Suppl 1 S43 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Reference
1. Laleg TM, et al.: Biomed Signal Process 2007, 2:163-170. P123
Tackling the burden of postsurgical complications in the USA:
would perioperative goal-directed therapy help? G Manecke, A Asemota, F Michard
UCSD Medical Center, San Diego, CA, USA
Critical Care 2014, 18(Suppl 1):P123 (doi: 10.1186/cc13313)
Figure 1 (abstract P122). antero-posterior radiograph of the chest (RX). New techniques have
been developed to control the seat of the CVC, to avoid complications
during the procedure and the RX control post insertion. The aim of this
study is to demonstrate the ECG’s P-wave amplitude (PWA) increases
as we approach the atrio-caval junction (ACJ) by recording the intra-
cavity and show that this method is more sensitive and specifi c
compared with RX control. Reference Laleg TM, et al.: Biomed Signal Process 2007, 2:163-170. 1. Laleg TM, et al.: Biomed Signal Process 2007, 2:163-170. P123
Tackling the burden of postsurgical complications in the USA:
would perioperative goal-directed therapy help? G Manecke, A Asemota, F Michard
UCSD Medical Center, San Diego, CA, USA
Critical Care 2014, 18(Suppl 1):P123 (doi: 10.1186/cc13313) P123 Conclusion We have shown the increase in PWA by detecting that the
endo-cavity, as we proceed with the insertion of the CVC, corresponds
to higher proximity to the ACJ. These results canceled the need for RX
control in the future. Introduction Pay-for-performance programs and economic constraints
call for solutions improving the quality of healthcare without increasing
costs. Many studies have shown decreased morbidity in major surgery
when perioperative goal-directed therapy (PGDT) is used. We assessed
the clinical and economic burden of postsurgical complications in
the University HealthSystem Consortium (UHC) in order to predict
potential savings with PGDT. P125 Impact of the neutral position and rotation of the head in
ultrasound-guided internal jugular vein catheterization on duration
of procedure and complications
M Kurt, A Ozgultekin, G Turan, F Ormancı, S Batan, O Ekinci
Haydarpasa Numune Teaching and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P125 (doi: 10.1186/cc13315) y
Results A total of 75,140 patients met the search criteria. In total,
8,421 patients developed one or more postsurgical complications
(morbidity rate 11.2%). In-hospital mortality was 12.42% and 1.39%
(P <0.001), mean hospital length of stay was 20.48 ± 20.09 days and
8.05 ± 7.11 days (P <0.001), and mean direct cost was $47,284 ± 49,170
and $17,408 ± 15,612 (P <0.001) in patients with and without
complications, respectively. With PGDT, morbidity rate was projected
to decrease to 6.5 to 9.0%, yielding gross costs savings of $50 million
to 151 million for the study population or $670 to $1,406 per patient. Introduction In internal jugular vein (IJV) catheterization, neck
rotation may enhance the visibility of anatomical landmarks; however,
it may increase the risk of carotid artery (CA) puncture by replacing
the position of the IJV in relation to the CA. In our study, during US-
guided IJV catheterizations, we investigated the eff ects of changing the
position of the IJV by the CA depending on the neutral position and
45° rotation of the head on duration of procedure and complications. Methods After obtaining hospital ethics committee approval, 100
intensive care patients aged >18 years were included in the study. Patients were randomly selected and catheterization was performed in
a neutral position of the head (n = 50) and by turning the head 45° to
the opposite side (n = 50). The US-guided catheterization procedure
was performed in accordance with general principles. Once the needle
entered the IJV and blood was aspirated, the US probe was released
from the hand, and the catheter was placed and fi xed according to the
Seldinger technique. The data of the intervention side for each process,
the count number of successful catheter insertion, whether there is
arterial access or not and the duration of procedure (from skin contact
of the needle to catheter insertion) were recorded. Conclusion Postsurgical complications have a dramatic impact on
mortality, hospital length of stay and costs. Potential cost savings
resulting from PGDT are substantial. PGDT may be recommended to
improve quality of care and decrease costs. Reference 1. Pelegatti C, et al.: Endovascular ECG to guide placement of CVC. J Vasc Acces
2011, 12:348-353. Methods Data from adults who had 10 major surgical procedures
in 2011 were screened in the UHC database. Thirteen postsurgical
complications were tabulated. In-hospital mortality, hospital length
of stay and costs from patients with and without complications were
compared. The risk ratios reported by the most recent meta-analysis
were used to estimate the potential reduction in postsurgical morbidity
with PGDT. Potential cost savings were calculated from the actual and
anticipated morbidity rates. P125 P124 P124
Radiological control of central venous catheter (CVC) versus
electrocardiogram-guided control inserted CVC: confi rm with
transesophageal echocardiography
F Righetti, G Castellano
St Boniface Hospital Verona, Italy
Critical Care 2014, 18(Suppl 1):P124 (doi: 10.1186/cc13314) Radiological control of central venous catheter (CVC) versus
electrocardiogram-guided control inserted CVC: confi rm with
transesophageal echocardiography
F Righetti, G Castellano
St Boniface Hospital Verona, Italy
Critical Care 2014, 18(Suppl 1):P124 (doi: 10.1186/cc13314) Development of a standardized method of peripherally inserted
central catheter (PICC-line) bedside installation
J Hobeika, K Serri, M Albert
Hôpital Sacré-Coeur de Montréal, Montreal, Canada
Critical Care 2014, 18(Suppl 1):P128 (doi: 10.1186/cc13318) Development of a standardized method of peripherally inserted
central catheter (PICC-line) bedside installation
J Hobeika, K Serri, M Albert
Hôpital Sacré-Coeur de Montréal, Montreal, Canada
Critical Care 2014, 18(Suppl 1):P128 (doi: 10.1186/cc13318) Introduction Bedside insertion of peripherally inserted central
catheters (PICCs) results in tip malposition in up to 48% [1], with
catheters frequently terminating in the internal jugular vein (IJV) or
in peripheral veins [2]. In an attempt to reduce tip malposition, we
developed a standardized approach to PICC installation. This study
aims to validate that method. Results Sixty-fi ve CVCs were placed: 51 in the right internal jugular vein
(IJV), 14 in the left IJV. The mean catheter length by intracavitary ECG
was signifi cantly deeper than predicted by Lum’s formulas (18.2 ± 1.9
vs. 16.7 ± 1.7 cm, P <0.001) and not diff erent from Peres’ formulas
(18.2 ± 1.9 vs. 18.2 ± 1.7 cm, P = 0.8). Methods From a 34-bed adult ICU, we retrospectively reviewed PICC
insertions over a 6-month period before the intervention program
(control group). We designed a prospective interventional pilot study
on 40 consecutive patients (intervention group). Patients in the
intervention group were positioned in a standardized fashion and the
PICC length was measured from easily identifi ed anatomic landmarks. During PICC insertion, the patient’s head was either rotated ipsilaterally
to the site of PICC insertion or the ipsilateral IJV was manually
compressed, depending on the patient’s capacity to collaborate. Once
the PICC was inserted, an ultrasound survey was conducted to identify
the catheter in the subclavian vein (SC) and ensure its absence in the
ipsilateral IJV. The primary endpoint was defi ned as PICC tip position,
obtained from the post-procedural chest X-ray. A catheter was
considered to be in an optimal position if the tip resided in the distal
third of the superior vena cava (SVC), adequate if it resided between
the subclavian vein (SC) and the distal third of the SVC, and aberrant if
in any other location. At post-procedural CXR, 88% of the tips were in the target zone. In
three cases (5%) the catheter went in the wrong direction but was
immediately corrected during the procedure since the intracavitary P
wave did not change its amplitude. Compared with the intracavitary
ECG, the incidence of malposition would have been signifi cantly higher
with Lum’s formulas (48% vs. 12%, P <0.001) and Peres’ formulas (51%
vs. 12%, P <0.001). Development of a standardized method of peripherally inserted
central catheter (PICC-line) bedside installation
J Hobeika, K Serri, M Albert
Hôpital Sacré-Coeur de Montréal, Montreal, Canada
Critical Care 2014, 18(Suppl 1):P128 (doi: 10.1186/cc13318) Conclusion The intracavitary ECG was associated with a lower incidence
of tip malposition than Peres’ and Lum’s formulas. It is also the only
technique allowing one to immediately correct a primary malposition
during catheter insertion. g
References References
1. Peres PW: Anaesth Intensive Care 1990, 18:536-539. 2. Lum P: J Vasc Access 2004, 9:80-85. 3. Pittiruti M, et al.: J Vasc Access 2011, 12:280-291. 4. Schuster M, et al.: Br J Anaesth 2000, 85:192-194. 1. Peres PW: Anaesth Intensive Care 1990, 18:536-539. Results In the retrospective control arm, 105 PICCs were reviewed for
tip position. Optimal, adequate, and aberrant positions were found in
22 (21%), 49 (47%), and 34 (32%) respectively, in comparison with 17
(43%), 15 (38%), and eight (20%) in the intervention group (P <0.05
between both groups). In the control arm, 11 (10%) PICCs terminated
outside the central venous system, whereas none failed to achieve
central venous access in the intervention arm. 2. Lum P: J Vasc Access 2004, 9:80-85. 3. Pittiruti M, et al.: J Vasc Access 2011, 12:280-291. 4. Schuster M, et al.: Br J Anaesth 2000, 85:192-194. Minkovich et al.: Can J Anaesth 2011, 58:709-713.
Trerotola et al.: J Vasc Interv Radiol 2007, 18:513e8. Radiological control of central venous catheter (CVC) versus
electrocardiogram-guided control inserted CVC: confi rm with
transesophageal echocardiography g
F Righetti, G Castellano Results The localization of the IJV in relation to the CA is 66%
anterolateral, 4% anterior and 30% lateral in a neutral position, and
62% anterolateral, 28% anterior, 10% lateral position in 45° rotation. So while there is no change in a signifi cant proportion of patients in Introduction The placement of a central venous catheter (CVC) is now
common practice. Control of the seat of the tip occurs through the S44 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P126 Anthropometric formulas versus intracavitary ECG for optimal tip
position of central venous catheters
MS Vallecoccia, M Biancone, F Cavallaro, D Settanni, C Marano,
MG Annetta, M Pittiruti, M Antonelli
Catholic University, Rome, Italy
Critical Care 2014, 18(Suppl 1):P126 (doi: 10.1186/cc13316) Conclusion Residents who only learn the UG technique will not be
immediately able to perform the LM technique, but require specifi c
training based on at least 10 LM procedures. Whether the LM technique
should still be taught when an ultrasound device is not available must
therefore be addressed. Introduction Peres [1] and more recently Lum [2] developed some
anthropometric formulas to correlate patient’s height (H) and ideal
length of central venous catheter (CVC) in order to identify optimal
tip position. The aim of this study is to compare the reliability of the
anthropometric formulas with the method based on intracavitary ECG. Methods We enrolled patients admitted to our ICU candidate to
elective CVC insertion, who had a detectable P wave on surface ECG. Intracavitary ECG was used to identify the optimum tip location since
a maximal P wave indicates the cavo-atrial junction [3]. Post-insertion
chest X-ray (CXR) was performed in all patients to verify the tip position. Assuming that the cavo-atrial junction is about 3 cm from the carina [4],
the tip position was considered correct between 1 and 5 cm from the
carina (between the lower 1/3 of the superior vena cava and the upper
1/3 of the right atrium). For each patient we retrospectively evaluated
whether the catheter length calculated with Lum’s and Peres’ formulas
on an estimated height would have been acceptable.i P127 Residents learning ultrasound-guided catheterization are not
suffi ciently skilled to use landmarks
J Maizel, L Guyomarc’h, P Henon, S Samy Modeliar, B De Cagny,
G Choukroun, M Slama
CHU Amiens, France
Critical Care 2014, 18(Suppl 1):P127 (doi: 10.1186/cc13317) Residents learning ultrasound-guided catheterization are not
suffi ciently skilled to use landmarks
J Maizel, L Guyomarc’h, P Henon, S Samy Modeliar, B De Cagny,
G Choukroun, M Slama
CHU Amiens, France
Critical Care 2014, 18(Suppl 1):P127 (doi: 10.1186/cc13317) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 the localization of the IJV in relation to the CA, the anterior placement
rate increasing the risk of CA puncture was signifi cantly higher in a
position of rotation compared with the neutral position (P = 0.001). No signifi cant diff erence was found between procedure durations. Complications were recorded when observed. may not be available in emergency situations, and therefore guidelines
also propose that physicians remained skilled in landmark (LM)
placement. We conducted this prospective observational study to
determine the learning curve of the LM technique in residents only
learning the UG technique. g
q
Methods During the fi rst 3 months of their rotation in our ICU, residents
inexperienced in CVC used only the real-time UG technique. During the
following 3 months, residents were allowed to place CVC by means of
the LM technique when authorized by the attending physician. Conclusion In our study, it has been shown that anterior placement
of the IJV in the neutral position is less but this has no advantage in
avoiding arterial puncture. The smaller area of procedure in a neutral
position can cause diffi culties in practice. However, the processing
times between each head position were not diff erent. Nevertheless,
further studies evaluating whether there are comparable complication
rates and the same duration of procedure in emergency and trauma
patients in whom head rotation cannot be possible are needed. q
y
g p y
Results A total of 172 procedures (84 UG and 88 LM) were performed
by the inexperienced residents during the study. The success rate
was lower (72% vs. 84%; P = 0.05) and the complication rate was
higher (22% vs. 10%; P = 0.04) for LM compared with UG procedures. Comparison between the fi ve last UG procedures and the fi rst fi ve LM
procedures performed demonstrated that the transition between the
two techniques was associated with a marked decrease of the success
rate (65% vs. 93%; P = 0.01) and an increase of the complication rate
(33% vs. 8%; P = 0.01). After 10 LM procedures, residents achieved a
success rate and a complication rate of 81% and 6%, respectively. Residents learning ultrasound-guided catheterization are not
suffi ciently skilled to use landmarks Conclusion Using the standardized method described above, PICC
tip positioning can be greatly improved. In our results, 100% of
catheters placed using the standardized method allowed for central
venous access. This pilot study paves the way for a larger, multicentric
evaluation of the bedside installation method of PICC. R f fi
y
J Maizel, L Guyomarc’h, P Henon, S Samy Modeliar, B De Cagny,
G Choukroun, M Slama
CHU Amiens, France
Critical Care 2014, 18(Suppl 1):P127 (doi: 10.1186/cc13317) evaluation o
References Hendrikse KA, et al.: Low value of routine chest radiographs in a mixed
medical–surgical ICU. Chest 2007, 132:823-828. 2. Oba Y, Zaza T: Abandoning daily routine chest radiography in the intensive
care unit: meta-analysis. Radiology 2010, 255:386-395. 2. Oba Y, Zaza T: Abandoning daily routine chest radiography in the intensive
care unit: meta-analysis. Radiology 2010, 255:386-395. 2. Oba Y, Zaza T: Abandoning daily routine chest radiography in the intensive
care unit: meta-analysis. Radiology 2010, 255:386-395. p
Results Eighty CVCs were placed in 78 patients, either by residents in
training or by attending doctors. The vein was selected by US scan: right
internal jugular (IJ) 64%, left IJ 17%, right axillary 11%, left axillary 4%,
right innominate 4%. One pre-existing PNX was identifi ed by US before
the procedure. Accidental arterial puncture occurred in three cases
(two by residents). In fi ve cases, the wrong direction of the wire was
detected by US and corrected during the procedure. The mean number
of attempts was 1.65 (1.35 for attending vs. 1.95 for residents, P <0.02)
and mean insertion time was 10.4 minutes (8.72 for attending vs. 12.11
for residents, P <0.005). Pleural US scan ruled out puncture-related PNX
in all patients. At post-procedural CXR: no PNX was detected, 90% of
tips were in the target zone, 5% were in the middle 1/3 of SVC and 5%
were in the middle 1/3 of RA (all CVC with tips out of the target zone
were inserted by residents).f evaluation o
References Introduction An ultrasound-guided (UG) technique is the recom men-
ded procedure for central venous catheterization (CVC). But ultrasound Minkovich et al.: Can J Anaesth 2011, 58:709-713. Trerotola et al.: J Vasc Interv Radiol 2007, 18:513e8. S45 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P129 and pericardial eff usion with or without cardiac tamponade. Positions
of the endotracheal tube and central venous catheter were also
checked. P129
Is chest X-ray necessary after central venous catheter insertion? MS Vallecoccia, F Cavallaro, M Biancone, D Settanni, C Marano,
MG Annetta, M Pittiruti, M Antonelli
Catholic University, Rome, Italy
Critical Care 2014, 18(Suppl 1):P129 (doi: 10.1186/cc13319) Results Ninety-four of the 151 patients included (62%) showed
abnormalities on chest X-ray (AC 9%, AIS 25%, PLAPS 42%, PE 3.3%, PTX
2%). Compared with chest X-ray, chest ultrasound had a sensitivity of
86% and a specifi city of 99% for AC, a sensitivity of 95% and a specifi city
of 100% for AIS, a sensitivity of 97% and a specifi city of 98% for PLAPS,
a sensitivity of 99% and a specifi city of 100% for PE, and a sensitivity
and specifi city of 100% for PTX. Furthermore, chest ultrasound
detected all pericardial eff usions while neither chest X-ray nor chest
auscultation were able to identify them. Chest ultrasound identifi ed all
cases of endotracheal tube (two patients) and central venous catheter
(two patients). There was a highly signifi cant correlation between
abnormalities detected by chest ultrasound and X-ray (k = 0.90), but a
poor correlation between chest auscultation and X-ray abnormalities
(k = 0.15). Introduction According to the European Society of Parenteral and
Enteral Nutrition guidelines [1], post-insertion chest X-ray (CXR) is
not necessary if the location of the tip has been verifi ed during the
procedure and if pleura-pulmonary damage has been ruled out by
other methods. The aim of this study is to assess feasibility and safety
of an echo-ECG-guided method of central venous catheter (CVC)
insertion and to evaluate whether post-insertion CXR can be avoided. Methods We enrolled only patients admitted to our ICU and candidate
to elective CVC insertion, who had a detectable P wave on surface ECG. evaluation o
References Our insertion protocol included: preliminary ultrasound (US) scan of
central veins and pleural space; US-guided puncture and US control
of the correct direction of the guidewire; intracavitary ECG method for
tip location (cavo-atrial junction (CAJ) = maximal P wave); and US scan
of pleural space to rule out pneumothorax (PNX). Post-insertion CXR
was performed in all patients to rule out PNX and verify tip location
close to the CAJ (CAJ = 3 cm below the carina [2]). Tip location between
1 and 5 cm below the carina – in the lower 1/3 of the superior vena
cava (SVC) or in the higher 1/3 of the right atrium (RA) – was considered
acceptable [1]. Introduction According to the European Society of Parenteral and
Enteral Nutrition guidelines [1], post-insertion chest X-ray (CXR) is
not necessary if the location of the tip has been verifi ed during the
procedure and if pleura-pulmonary damage has been ruled out by
other methods. The aim of this study is to assess feasibility and safety
of an echo-ECG-guided method of central venous catheter (CVC)
insertion and to evaluate whether post-insertion CXR can be avoided. Methods We enrolled only patients admitted to our ICU and candidate
to elective CVC insertion, who had a detectable P wave on surface ECG. Our insertion protocol included: preliminary ultrasound (US) scan of
central veins and pleural space; US-guided puncture and US control
of the correct direction of the guidewire; intracavitary ECG method for
tip location (cavo-atrial junction (CAJ) = maximal P wave); and US scan
of pleural space to rule out pneumothorax (PNX). Post-insertion CXR
was performed in all patients to rule out PNX and verify tip location
close to the CAJ (CAJ = 3 cm below the carina [2]). Tip location between
1 and 5 cm below the carina – in the lower 1/3 of the superior vena
cava (SVC) or in the higher 1/3 of the right atrium (RA) – was considered
acceptable [1]. Conclusion Chest auscultation may help identify endotracheal
misplacement and tension pneumothorax but it may miss most of major
abnormalities. Chest ultrasound represents a valid alternative to chest
X-ray to detect all postoperative abnormalities and misplacements. References 1. Hendrikse KA, et al.: Low value of routine chest radiographs in a mixed
medical–surgical ICU. Chest 2007, 132:823-828. 1. Hendrikse KA, et al.: Low value of routine chest radiographs in a mixed
medical–surgical ICU. Chest 2007, 132:823-828. 1. Ultrasound measurement of carotid fl ow time changes with volume
status DC Mackenzie1, NA Khan2, D Blehar3, CP Stowell2, VE Noble2, AS Liteplo2
1Maine Medical Center, Portland, ME, USA; 2Massachusetts General Hospital,
Boston, MA, USA; 3University of Massachusetts, Worcester, MA, USA
Critical Care 2014, 18(Suppl 1):P131 (doi: 10.1186/cc13321) Introduction Assessment of volume status and responsiveness guides
resuscitation strategy. Non-invasive techniques are desirable. Changes
in carotid fl ow time have been proposed as a marker of volume status,
but few data support their use. We sought to determine whether carotid
fl ow time decreased in the volume-depleted state of acute blood loss,
and whether volume-depleted individuals would demonstrate an
increase in carotid fl ow time after a passive leg raise (PLR) maneuver. Methods Volunteers aged 18 to 55 presenting to the hospital’s blood
donor center for whole blood donation were eligible to participate. Individuals with a history of aortic or carotid artery disease, atrial
fi brillation, or a contraindication to blood donation were excluded. Prior to blood donation, an investigator performed an ultrasound of the
right common carotid artery with a high-frequency linear transducer,
obtaining a Doppler tracing of carotid artery fl ow. Measurements of
peak velocity, systole time, and carotid fl ow time were obtained. A
PLR was performed for 30 seconds, followed by repeat measurements
of carotid velocity and fl ow time. Whole blood was then collected
according to the blood donor center’s protocol. Immediately after
blood donation, repeat measurements of carotid fl ow and velocity
were obtained in the supine position and after a PLR. Carotid fl ow times
corrected for heart rate (FTc) were analyzed with Student’s t test. The
institutional review board approved the study. Conclusion Our insertion protocol was safe and eff ective, with minor
diff erences between experienced versus nonexperienced operators. Our data suggest that immediate CXR is not necessary soon after CVC
insertion, since PNX can be ruled out by US and since the intracavitary
ECG method allows tip location in the SVC and RA in all cases. P131 Ultrasound measurement of carotid fl ow time changes with volume
status
DC Mackenzie1, NA Khan2, D Blehar3, CP Stowell2, VE Noble2, AS Liteplo2
1Maine Medical Center, Portland, ME, USA; 2Massachusetts General Hospital,
Boston, MA, USA; 3University of Massachusetts, Worcester, MA, USA
Critical Care 2014, 18(Suppl 1):P131 (doi: 10.1186/cc13321) References 1. Pittiruti M, et al.: Clin Nutr 2009, 28:365-377. 2. Schuster M, et al.: Br J Anaesth 2000, 85:192-194. P130 Diagnostic value of chest ultrasound after cardiac surgery: a
comparison with chest X-ray and auscultation
A Vezzani1, T Manca1, F Benassi1, A Gallingani1, I Spaggiari1, C Brusasco2,
F Corradi3, T Gherli1
1Azienda Ospedaliero Universitaria di Parma, Italy; 2Università degli studi di
Genova, Italy; 3E.O. Ospedali Galiera, Genova, Italy
Critical Care 2014, 18(Suppl 1):P130 (doi: 10.1186/cc13320) Transthoracic echocardiography used in conjunction with passive
leg raising for assessment of fl uid responsiveness in severe sepsis or
septic shock patients
K Jaikriengkrai, K Chittawatanarat, A Limsukon
Chiang Mai University, Chiang Mai, Thailand
Critical Care 2014, 18(Suppl 1):P133 (doi: 10.1186/cc13323) p
p
K Jaikriengkrai, K Chittawatanarat, A Limsukon g
Chiang Mai University, Chiang Mai, Thailand lower specifi city of 60% and AUC of 0.64 (95% CI: 0.35 to 0.93) (Figure 1). The Bland–Altman plot showed 95% limits of agreement from –8.96 to
+8.83% and mean diff erence (bias) of –0.07% (Figure 2). g
y
g
Critical Care 2014, 18(Suppl 1):P133 (doi: 10.1186/cc13323) Introduction During passive leg raising (PLR), we need a real-time
device to demonstrate the hemodynamic change [1-3]. This study
investigates the ability of transthoracic echocardiography (TTE) to
predict fl uid responsiveness (FR) in terms of detecting change of
stroke volume (ΔSV) after PLR compared with the transpulmonary
thermodilution technique (TPTD) ΔSV after volume expansion (VE). f
Conclusion We may use %ΔSV measured by TTE after PLR to predict
FR, which is noninvasive and less time-consuming than other invasive
techniques. Diagnostic value of chest ultrasound after cardiac surgery: a
comparison with chest X-ray and auscultation ΔSV-TTE after PLR≥13.6% may predict fl uid
responsiveness with sensitivity of 83.33%, specifi city of 70% and AUC of
0.78 (95% CI: 0.54 to 1.00). Initial PPV ≥11% predicted fl uid responsiveness
with sensitivity of 83.33%, lower specifi city of 60% and AUC of 0.64 (95%
CI: 0.35 to 0.93). Results The subclavian vein was successfully cannulated by ultrasound-
guided techniques in all patients. Central venous cannulation failed
in two and 10 cases respectively with short-axis and long-axis view
and the other view was used successfully. The fi rst-pass success rate
was signifi cantly higher in the short-axis group (73%) compared with
the long-axis group (40%) (P = 0.005). The procedure time, number
of attempts, needle redirection, and skin and vessel punctures were
signifi cantly lower in the short-axis than long-axis group (P <0.05). The
overall number of complications did not diff er signifi cantly between
groups even if artery puncture and hematoma occurred more frequently
in the long-axis group. Moreover, the need to change the ultrasound-
guided insertion technique was more frequent in the long-axis group. Figure 2 (abstract P133). Bland–Altman plot, comparing two methods,
showing 95% limits of agreement from –8.96 to +8.83%ΔSV and the mean
diff erence (bias) of measurement is –0.07%ΔSV. Dashed lines, upper and
lower limits of agreement (95% CI for repeated measurements). Figure 2 (abstract P133). Bland–Altman plot, comparing two methods,
showing 95% limits of agreement from –8.96 to +8.83%ΔSV and the mean
diff erence (bias) of measurement is –0.07%ΔSV. Dashed lines, upper and
lower limits of agreement (95% CI for repeated measurements). Conclusion Ultrasound-guided subclavian vein cannulation by an
experienced operator has a higher fi rst-pass success rate and lower
access time using the short-axis than long-axis approach. q
References References
1. Monnet X, et al.: Crit Care 2013, 17:217. 2. Lafanechere A, et al.: Crit Care 2006, 10:R132. 3. Biais M, et al.: Crit Care 2009, 13:R195. Methods A prospective study was carried out in a medical ICU. Eligible
patients were age ≥18 years without necessarily full adaptation to the
ventilator with hemodynamic instability who were considered for VE. SV assessment using the subaortic velocity–time measurement was
obtained by TTE simultaneously with other hemodynamic parameters
derived from TPTD at baseline, within 2 minutes of PLR and following
VE (250 ml fl uid in 10 minutes). A fl uid responder was defi ned by ΔSV
≥15% after VE by TPTD. Diagnostic value of chest ultrasound after cardiac surgery: a
comparison with chest X-ray and auscultation y
A Vezzani1, T Manca1, F Benassi1, A Gallingani1, I Spaggiari1, C Brusasco2,
F Corradi3, T Gherli1
1Azienda Ospedaliero Universitaria di Parma, Italy; 2Università degli studi di
Genova, Italy; 3E.O. Ospedali Galiera, Genova, Italy
Critical Care 2014, 18(Suppl 1):P130 (doi: 10.1186/cc13320) Results Eighty donors were screened for participation by two
investigators; 68 consented and completed donation (60.3% female,
mean age 31). Donors had mean blood loss of 450 ml. The mean FTc
supine after blood donation was 296 ms; this was signifi cantly diff erent
from the FTc prior to donation (supine = 320 ms, PLR = 323 ms;
P <0.0001). The mean FTc following blood donation and PLR was
321 ms, signifi cantly diff erent from the supine position after donation
(P <0.0001), but not pre-donation measurements. Introduction Chest auscultation and chest X-ray are commonly used
to detect postoperative abnormalities and complications in patients
admitted to intensive care after cardiac surgery [1,2]. The aim of the
study was to evaluate whether chest ultrasound represents an eff ective
alternative to bedside chest X-ray to identify early postoperative
abnormalities. Methods A total of 151 consecutive patients (103 male and 47 female)
were studied by chest auscultation, ultrasound and X-ray upon
admission to intensive care after cardiac surgery. Six pathologic entities
were explored by each method: postero-lateral pleural eff usion and/
or alveolar consolidation (PLAPS), alveolar-interstitial syndrome (AIS),
alveolar consolidation (AC), pneumothorax (PTX), pleural eff usion (PE), Conclusion Ultrasound measurement of carotid fl ow time was
signifi cantly decreased in the setting of acute blood loss. An auto-
bolus by PLR after blood loss restored FTc to pre-donation levels. Further investigation of FTc as a non-invasive predictor of volume
responsiveness is warranted. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S46 lower specifi city of 60% and AUC of 0.64 (95% CI: 0.35 to 0.93) (Figure 1). The Bland–Altman plot showed 95% limits of agreement from –8 96 to
Figure 1 (abstract P133). ΔSV-TTE after PLR≥13.6% may predict fl uid
responsiveness with sensitivity of 83.33%, specifi city of 70% and AUC of
0.78 (95% CI: 0.54 to 1.00). Initial PPV ≥11% predicted fl uid responsiveness
with sensitivity of 83.33%, lower specifi city of 60% and AUC of 0.64 (95%
CI: 0.35 to 0.93). Figure 2 (abstract P133). P133 Figure 2 (abstract P133). Bland–Altman plot, comparing two methods,
showing 95% limits of agreement from –8.96 to +8.83%ΔSV and the mean
diff erence (bias) of measurement is –0.07%ΔSV. Dashed lines, upper and
lower limits of agreement (95% CI for repeated measurements). Figure 2 (abstract P133). Bland–Altman plot, comparing two methods,
showing 95% limits of agreement from –8.96 to +8.83%ΔSV and the mean
diff erence (bias) of measurement is –0.07%ΔSV. Dashed lines, upper and
lower limits of agreement (95% CI for repeated measurements). Transthoracic echocardiography used in conjunction with passive
leg raising for assessment of fl uid responsiveness in severe sepsis or
septic shock patients
K Jaikriengkrai, K Chittawatanarat, A Limsukon
Chiang Mai University, Chiang Mai, Thailand
Critical Care 2014, 18(Suppl 1):P133 (doi: 10.1186/cc13323) Transthoracic echocardiography used in conjunction with passive
leg raising for assessment of fl uid responsiveness in severe sepsis or
septic shock patients
K Jaikriengkrai, K Chittawatanarat, A Limsukon
Chiang Mai University, Chiang Mai, Thailand
Critical Care 2014, 18(Suppl 1):P133 (doi: 10.1186/cc13323) Reference 1. Fragou M, Gravvanis A, Dimitriou V, Papalois A, Kouraklis G, Karabinis A,
Saranteas T, Poularas J, Papanikolaou J, Davlouros P, Labropoulos N, Karakitsos
D: Real-time ultrasound-guided subclavian vein cannulation versus the
landmark method in critical care patients: a prospective randomized
study. Crit Care Med 2011, 39:1607-1612. Diagnostic value of chest ultrasound after cardiac surgery: a
comparison with chest X-ray and auscultation Bland–Altman plot, comparing two methods,
showing 95% limits of agreement from –8.96 to +8.83%ΔSV and the mean
diff erence (bias) of measurement is –0.07%ΔSV. Dashed lines, upper and
lower limits of agreement (95% CI for repeated measurements). Figure 1 (abstract P133). ΔSV-TTE after PLR≥13.6% may predict fl uid
responsiveness with sensitivity of 83.33%, specifi city of 70% and AUC of
0.78 (95% CI: 0.54 to 1.00). Initial PPV ≥11% predicted fl uid responsiveness
with sensitivity of 83.33%, lower specifi city of 60% and AUC of 0.64 (95%
CI: 0.35 to 0.93). P132 P132
Real-time ultrasound-guided subclavian vein cannulation in cardiac
surgery: comparison between short-axis and long-axis techniques
F Corradi1, T Manca2, C Brusasco3, F Cocconcelli2, A Agostinelli2, F Benassi2,
T Gherli2, A Vezzani2
1Ente Ospedaliero Ospedali Galliera Genova, Italy; 2Azienda Ospedaliero-
Universitaria di Parma, Italy; 3Università degli Studi di Genova, Italy
Critical Care 2014, 18(Suppl 1):P132 (doi: 10.1186/cc13322) Introduction Central venous catheters play an important role in patient
care; however, their use is associated with various complications and
more frequently through the subclavian vein (SCV) route. A previous
study showed that ultrasound-guided cannulation of the SCV in critical
care patients is superior to the landmark method and should be the
method of choice in these patients [1]. The aim of this study was to
compare short-axis and long-axis approaches for ultrasound-guided
subclavian vein cannulation with respect to indicators of success. Methods Eighty-three patients undergoing cardiac surgery and
requiring central venous cannulation were randomized to receive long-
axis or short-axis ultrasound-guided cannulation of the subclavian
vein by a skilled anesthesiologist. First-pass success, unsuccessful
placement, number of attempts, number of needle passes, skin and
vessel puncture, time to successful catheterization and complications
were considered as outcomes. Figure 1 (abstract P133). ΔSV-TTE after PLR≥13.6% may predict fl uid
responsiveness with sensitivity of 83.33%, specifi city of 70% and AUC of
0.78 (95% CI: 0.54 to 1.00). Initial PPV ≥11% predicted fl uid responsiveness
with sensitivity of 83.33%, lower specifi city of 60% and AUC of 0.64 (95%
CI: 0.35 to 0.93). Figure 1 (abstract P133). ΔSV-TTE after PLR≥13.6% may predict fl uid
responsiveness with sensitivity of 83.33%, specifi city of 70% and AUC of
0.78 (95% CI: 0.54 to 1.00). Initial PPV ≥11% predicted fl uid responsiveness
with sensitivity of 83.33%, lower specifi city of 60% and AUC of 0.64 (95%
CI: 0.35 to 0.93). Figure 1 (abstract P133). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods Standard 12-lead and actual V3R to V5R, V7 to V9 lead ECGs
at Tokyo Medical University Hospital were successfully recorded and
compared with synthesized ECGs at the J point, M point that was
defi ned for the point after 1/16 RR interval and T wave amplitude. ECGs
of the complete right branch block, complete left branch block and
pacing rhythm were excluded. (ECMO). In many circumstances, transoesophageal echocardiography
(TOE) is the preferred monitoring tool. It can aid in cannula positioning,
especially during double-lumen cannula placement for V-V ECMO,
weaning of V-A ECMO and diagnose causes of high-access pressures
and circuit fl ow problems. We use TOE as our preferred monitoring
equipment before, during and after establishing ECMO. We sought
to investigate how often information gained from TOE imaging had a
major impact on management decisions. p
g
y
Results A total of 1,216 ECGs were correctly recorded. The diff erences
of actual and synthesized at the J point, M point and T wave amplitude
were very small. Means of the diff erence ± 2SD were V3R/V4R/V5R/V7/
V8/V9: J point, 17 ± 1/14 ± 1/13 ± 1/12 ± 1/15 ± 1/18 ± 1 μV; M point,
15 ± 1/13 ± 1/12 ± 1/12 ± 1/12 ± 1/13 ± 1 μV; and T wave amplitude,
20 ± 3/32 ± 2/16 ± 2/37 ± 2/39 ± 2/43 ± 3 μV. There were positive
correlations between all actual and synthesized ECGs of J point, M
point and T wave amplitude (Figure 1). j
p
g
Methods A single-centre observational study at a tertiary referral
institution. All patients supported with V-A or V-V ECMO during an
18-month period were included. Routine procedures such as wire
position checks during cannulation or information gained to assist
weaning from V-A support were not included. g
pp
Results Twenty patients were supported with either V-A (all peripheral)
or V-V ECMO during the observation period. In 12 patients (60%) TOE
was instrumental in diagnosing potentially fatal complications or
altered clinical management. In three patients on V-A support, afterload
reduction and modulation of inotropic support was necessary due to
extensive spontaneous echo contrast formation in the left ventricle
and stagnant pulmonary blood fl ow; two out of these three patients,
immediately after establishing support, required intra-aortic balloon
counterpulsation to reverse clot formation around the aortic valve
and root. Accuracy of synthesized right-sided/posterior chest lead
electrocardiograms e ect oca d og a
s
Y Saitoh1, Y Goseki2, A Yamashina2
1Universitair Ziekenhuis Brussel, Vrije Universiteit Brussel, Brussels, Belgium;
2Tokyo Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P135 (doi: 10.1186/cc13325) Introduction Right-sided precordial leads (V3R to V5R) and posterior
chest leads (V7 to V9) provide important information for the right
ventricle and posterior wall. These additional lead electrocardiograms
(ECGs) improve diagnostic value in acute coronary syndrome patients
[1]. However, these additional electrocardiograms are not routinely
recorded due to the time-consuming procedure involved. Recently
these synthesized six additional lead ECGs using the standard 12-lead
ECG system (Nihonkoden Co. Ltd) have been developed [2,3]. But the
accuracy is not clear. The purpose of the present study was to evaluate
the accuracy of synthesized ECGs at the ST part. Methods We recruited patients meeting criteria for severe sepsis and
septic shock within 24 hours of admission to ICU. After haemodynamic
stabilisation, PWV was recorded at inclusion and after 48 hours using
dual-channel plethysmography. Severity of illness was assessed with
APACHE II and serial SOFA scores, haemodynamic and infl ammatory
parameters (CRP, procalcitonin and fi brinogen) recorded. A 28-day
follow-up was performed to distinguish between survivors and
nonsurvivors. Results Twenty consecutive general ICU patients (six with severe sepsis
and 14 with septic shock) were enrolled in the study; median age
59 years (IQR 56.5 to 72), APACHE II score 17 (13 to 20.5), SOFA score 5
(IQR 4 to 9). At 28 days, six patients had died. Median initial PWV was
10.4 (IQR 6.9 to 12.1) m/second in patients with severe sepsis, and 6.8
(IQR 5.3 to 7.5) m/second in patients with septic shock (P = 0.13). After
48 hours, PWV in the severe sepsis and septic shock groups had become
similar, 9.3 (IQR 7.3 to 11.1) m/second and 9.2 (IQR 7.8 to 13) m/second
respectively (P = 0.96). PWV had signifi cantly increased in survivors (7.8
to 12.3 m/second) (P = 0.04) versus nonsurvivors (6 to 7.8 m/second)
(P = 0.69). Higher PWV correlated with increasing systolic pressure and
lower CRP levels (r = 0.73, P = 0.01).f Figure 1 (abstract P135). Correlation between actual and synthesized
ECG at V7. Conclusion In early sepsis, aortic stiff ness is decreased in patients
with greater disease severity, and in survivors increases to median
levels within 48 hours. References 1. Zalenski RJ, et al.: Am J Cardiol 1997, 79:1579-1585. 2. Katoh T, et al.: J Nihon Med Sch 2011, 78:22-29. 3. Nakayama M, et al.: J Electrocardiol 2012, 32:221-228. 1. Zalenski RJ, et al.: Am J Cardiol 1997, 79:1579-1585. 1. Zalenski RJ, et al.: Am J Cardiol 1997, 79:1579-1585. 2. Katoh T, et al.: J Nihon Med Sch 2011, 78:22-29. 1. Zalenski RJ, et al.: Am J Cardiol 1997, 79:1579 158
2. Katoh T, et al.: J Nihon Med Sch 2011, 78:22-29. 2. Katoh T, et al.: J Nihon Med Sch 2011, 78:22-29. 3. Nakayama M, et al.: J Electrocardiol 2012, 32:221-228. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Further diagnosis were Avalon cannula misplacement in the
blind end of a piggyback cava following liver transplant, collapsing
right atrial free wall with ‘sucking down’ into the access cannula (n = 3),
pericardial clot formation and tamponade (n = 1), persistent left
superior vena cava making planned cannula placement into the right
atrium impossible or potentially fatal, diagnosis of patent foraminae
ovale providing left atrial decompression and appropriate drainage
cannula positioning during liver transplantation on ECMO. Conclusion The ST part of synthesized V3R to V5R and V7 to V9 lead
ECGs appears to be highly reliable. Synthesized additional lead ECGs
might be useful to diagnose ischemic heart disease. References .
Vlachopoulos C, et al.: Circulation 2005, 112:2193-2200. Aortic stiff ness in patients with early sepsis Aortic stiff ness in patients with early sepsis S a u e ,
abo s s ,
St ķe ,
a ags
1Hospital of Traumatology and Orthopaedics, Riga, Latvia; 2Institute of
Atomic Physics and Spectroscopy, University of Latvia, Riga, Latvia; 3Riga
Stradins University, Riga, Latvia Conclusion In our practice, TOE is an indispensable tool for safe ECMO
practice, both during V-A and V-V support. y
g
Critical Care 2014, 18(Suppl 1):P136 (doi: 10.1186/cc13326) Introduction Acute and chronic systemic infl ammatory conditions
are associated with aortic stiff ening. Carotid–femoral pulse wave
velocity (PWV), a marker of aortic stiff ness, increases in patients with
infl ammatory diseases and independently correlates to levels of
C-reactive protein (CRP). The eff ects of massive infl ammatory response
in early sepsis on mechanical properties of the aorta have not been
investigated. The objective of the current study was to prospectively
assess aortic stiff ness in patients with early severe sepsis and septic
shock and relate it to infl ammatory and haemodynamic variables and
outcome. P134 y
xygenation: fancy for enthusiasts or indispensable tool? g
g
p
,
Critical Care 2014, 18(Suppl 1):P134 (doi: 10.1186/cc13324) y
Results Preliminary reports on 16 patients with satisfactory cardiac
windows were analyzed. ΔSV-TTE after PLR ≥13.6% predicts FR with
sensitivity of 83.33%, specifi city of 70% and AUC of 0.78 (95% CI: 0.54
to 1.00). Initial PPV ≥11% predicted FR with sensitivity of 83.33% with Introduction Echocardiography is commonly used during both veno-
arterial (V-A) and venovenous extracorporeal membrane oxygenation S47 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Accuracy of synthesized right-sided/posterior chest lead
electrocardiograms The main factors associated with lower pulse
wave velocity are lower systolic pressure and higher CRP levels. The
association of high serum CRP levels with low aortic stiff ness in patients
with sepsis does not match data described in the literature [1]. Reference Figure 1 (abstract P135). Correlation between actual and synthesized
ECG at V7. P135 P135
Accuracy of synthesized right-sided/posterior chest lead
electrocardiograms
Y Saitoh1, Y Goseki2, A Yamashina2
1Universitair Ziekenhuis Brussel, Vrije Universiteit Brussel, Brussels, Belgium;
2Tokyo Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P135 (doi: 10.1186/cc13325) P136 Aortic stiff ness in patients with early sepsis
S Kazune1, A Grabovskis2, E Strīķe3, I Vanags3
1Hospital of Traumatology and Orthopaedics, Riga, Latvia; 2Institute of
Atomic Physics and Spectroscopy, University of Latvia, Riga, Latvia; 3Riga
Stradins University, Riga, Latvia
Critical Care 2014, 18(Suppl 1):P136 (doi: 10.1186/cc13326) Novel technology for non-invasive thoracic fl uid measurement: an
animal model comparative study Methods Acute pulmonary edema was induced by intravenous infusion
of noradrenaline and dextrane, with stepwise increased dosage. KYMA
measurements of LWI were compared with PiCCO extravascular lung
volume as the reference gold standard. The experiment continued until
maximum increase of EVLW and complete heart failure were reached. Methods Acute pulmonary edema was induced by intravenous infusion
of noradrenaline and dextrane, with stepwise increased dosage. KYMA
measurements of LWI were compared with PiCCO extravascular lung
volume as the reference gold standard. The experiment continued until
maximum increase of EVLW and complete heart failure were reached. Results All seven sheep developed pulmonary edema, which was
validated by increased LVEDP and EVLW. A linear correlation was found
between invasive measurements of EVLW (PiCCO) and non-invasive
KLWI. Results All seven sheep developed pulmonary edema, which was
validated by increased LVEDP and EVLW. A linear correlation was found
between invasive measurements of EVLW (PiCCO) and non-invasive
KLWI.l Conclusion KYMA’s fl uid index demonstrated excellent correlation with
invasive lung water measurement (R2 = 0.96; P <0.0001) and was able
to detect dynamic accumulation of EVLW in a range of 40 to 50 cm3
increments (Figure 1). Since the change in fl uid content between a
normal and congested lung ranges between 250 and 500 cm3, the
demonstrated sensitivity as refl ected in this study, supports its use for
high-resolution and accurate thoracic fl uid monitoring. Novel technology for non-invasive thoracic fl uid measurement: an
animal model comparative study p
y
G Karp1, M Jonas1, T Mandelbaum2, E Kishinevsky1, N Adi1
1Kaplan Medical Center, Rehovot, Israel; 2Sheba Medical Center, Tel Aviv, Israel
Critical Care 2014, 18(Suppl 1):P137 (doi: 10.1186/cc13327) Introduction Approximately 15 million people worldwide suff er from
congestive heart failure (CHF). The most severe symptom of CHF is
pulmonary congestion – an acute increase in extravascular lung fl uid
due to acute decompensation of heart failure. To date, no direct,
reliable, simple and non-invasive method is available for assessment
of thoracic fl uids. Continuous dependable monitoring of pulmonary
edema for hospital patients can improve management and reduce
duration of hospitalization. KYMA’s solution is based on a matchbox-
sized monitoring device, which monitors thoracic fl uid content and
trends. The μCor monitor transmits and receives electromagnetic
signals that are propagated through tissue layers. Conduction is
highly related to the amount of accumulated fl uids in tissues. This trial
investigated the correlation between KYMA’s lung water index (LWI)
and directly assessed extravascular lung water (EVLW) in the scenario
of acute pulmonary edema induced in seven sheep. p
p
Results A total 649 hours of hemodynamic record were analyzed in
40 patients chosen at random from 121 patients monitored in the last
2 years. We found 22 drops in nCI that were noticed by the nursing staff
and led to volume challenge in accordance with the protocol. One-half
of these interventions was carried out outside the 2-hour interval of
protocol-required monitoring and documentation entry. We identifi ed
nine drops in nCI that were not reacted to. None of them happened
within the fi rst 4 hours postoperatively and all of them were outside
the 2-hour interval of protocol-required monitoring. In fi ve of these
episodes the pulse pressure also dropped, suggesting impairment of
the reading of the waveform from the arterial line. Conclusion The need for hemodynamic intervention in postoperative
care was quite rare in our patients. The drop in nCI was noticed in most
of the cases and the patient was treated according to the protocol. However, isolated episodes of nCI drop were missed during the night
after the operation. The results were pointed out to the nursing staff
and a comparative survey will be conducted. As with any monitoring
modality, (non)adherence to the protocol may become the limiting
issue to the benefi t for the patient. Pulse wave transit time technique for perioperative non-invasive
hemodynamic monitoring J Hruda, M Chobola, M Lukes, P Suk, J Klimes, V Sramek
St Anna University Hospital and International Clinical Research Center, Brno,
Czech Republic Figure 1 (abstract P137). Pooled correlation between EVLW and KYMA
LWI. Figure 1 (abstract P137). Pooled correlation between EVLW and KYMA
LWI. p
Critical Care 2014, 18(Suppl 1):P139 (doi: 10.1186/cc13329) Critical Care 2014, 18(Suppl 1):P139 (doi: 10.1186/cc13329) Introduction The aim of this work is to evaluate perioperative
hemodynamic monitoring for major abdominal surgery using the
estimated continuous cardiac output (esCCO) technique available with
the NIHON KOHDEN Vismo monitor as compared with the LiDCOrapid
hemodynamic monitoring system. y
g y
Methods The esCCO technique is a novel noncalibrated non-invasive
method of cardiac output monitoring. It is based on the estimation
of pulse pressure from the speed of pulse wave propagation, which
is measured as a time delay between the ECG R-wave and the
corresponding peripheral pulse wave detected by pulse oximetry – the
delay being called the pulse wave transit time (PWTT) [1]. LiDCOrapid
estimates noncalibrated cardiac output (nCO) by pulse wave contour
analysis from an arterial line and is a well-established monitoring
modality in our department. The patients planned for elective major
abdominal surgery with ASA score of III and expected operation
duration over 90 minutes are routinely monitored by LiDCOrapid with
a perioperative hemodynamic optimalization protocol. In accordance
with the protocol, an arterial line was inserted and LiDCOrapid
monitoring was started before the induction of anesthesia. At the same
time, non-invasive esCCO monitoring was started. Figure 1 (abstract P137). Pooled correlation between EVLW and KYMA
LWI. P138
Adherence to the nurse-driven hemodynamic protocol during
postoperative care
J Klimes, J Hruda, M Lukes, P Suk, V Sramek
St Anna University Hospital and International Clinical Research Center, Brno,
Czech Republic
Critical Care 2014, 18(Suppl 1):P138 (doi: 10.1186/cc13328) Reference Vlachopoulos C, et al.: Circulation 2005, 112:2193-2200. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S48 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P137
Novel technology for non-invasive thoracic fl uid measurement: an
animal model comparative study
G Karp1, M Jonas1, T Mandelbaum2, E Kishinevsky1, N Adi1
1Kaplan Medical Center, Rehovot, Israel; 2Sheba Medical Center, Tel Aviv, Israel
Critical Care 2014, 18(Suppl 1):P137 (doi: 10.1186/cc13327) P137 Methods High-risk patients planned to undergo elective major
abdominal surgery were routinely monitored with LiDCOrapid; the
monitoring continues overnight after surgery. The target nCI for the
postoperative monitoring, as well as hemodynamic interventions in
case of its drop, were prescribed by the anesthetist in the protocol upon
handover of the patient to the postoperative ICU. The hemodynamic
protocol in the ICU was then nurse driven with compulsory recording
of patient’s hemodynamic data into the patient’s documentation every
2 hours and at the time of each intervention. Data from the memory of
the LiDCOrapid monitor were analyzed using LiDCOview software and
compared with patients’ documentation. P140
Validation of cardiac output from Mostcare compared with a
pulmonary artery catheter in septic patients
S Gopal1, J Pooni1, T Do2, A Karimi1, G Martinelli1
1New Cross Hospital, Wolverhampton, UK; 2University Hopsital of North
Staff ordshire NHS Trust, Stoke-on-Trent, UK
Critical Care 2014, 18(Suppl 1):P140 (doi: 10.1186/cc13330) p
p
Methods Five pigs weighing 25 to 29 kg were used in the study
approved by the local animal use and care committee. The animals
were anesthetized, medically paralyzed, intubated and mechanically
ventilated. Central venous and arterial catheters were placed for
injection of the indicator and connection to the PiCCO system. The
PA-S was placed in contact with the skin over the saphenous artery
on the animal and adjusted to receive the maximum acoustic signal. The adjustment included the depth of ultrasonic penetration and the
exact location on top of the blood vessel. Each indicator dilution was
accomplished using three central venous injections of 15 ml normal
saline at room temperature. Variation in CO was accomplished by
removing up to 50% of the blood volume after splenectomy. The PA-S
results were obtained using the empirical regression method. The
resulting cardiac output readings from the PA-S were compared with
the PiCCO readings. Introduction The Mostcare monitor is a non-invasive cardiac output
monitor. It has been well validated in cardiac surgical patients but there
is limited evidence on its use in patients with severe sepsis and septic
shock [1].i Methods The fi rst 22 consecutive patients with severe sepsis and
septic shock in whom the fl oatation of a pulmonary artery catheter
was deemed necessary to guide clinical management were included. Cardiac output measurements were simultaneously calculated and
recorded from a thermodilution pulmonary artery catheter and from
the Mostcare monitor respectively. The two methods of measuring
cardiac output were compared by Bland–Altman statistics and linear
regression analysis. A percentage error less than 30% was defi ned as
acceptable for this study. Results The correlation between the PA-S and the PiCCO system was
(R2 = 0.746) over a range of CO from 1 to 6 l/minute. The Bland–Altman
analysis demonstrated a bias of –0.05 l/minute and precision of 0.50 l/
minute. y
Results Bland–Altman analysis for cardiac output showed a bias of
0.31 l/minute, precision (=SD) of 1.97 l/minute and a percentage error
of 62.54%. Linear regression produced a correlation coeffi cient r2 for
cardiac output of 0.403. See Figure 1. Conclusion This animal study demonstrated the feasibility of the new
PA-S for determination of indicator dilution CO in a limited range. The
system showed good correlation with the PiCCO system even in the
case of vasoconstriction as a result of blood loss. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P140 P140
Validation of cardiac output from Mostcare compared with a
pulmonary artery catheter in septic patients
S Gopal1, J Pooni1, T Do2, A Karimi1, G Martinelli1
1New Cross Hospital, Wolverhampton, UK; 2University Hopsital of North
Staff ordshire NHS Trust, Stoke-on-Trent, UK
Critical Care 2014, 18(Suppl 1):P140 (doi: 10.1186/cc13330) P140
Validation of cardiac output from Mostcare compared with a
pulmonary artery catheter in septic patients
S Gopal1, J Pooni1, T Do2, A Karimi1, G Martinelli1
1New Cross Hospital, Wolverhampton, UK; 2University Hopsital of North
Staff ordshire NHS Trust, Stoke-on-Trent, UK
Critical Care 2014, 18(Suppl 1):P140 (doi: 10.1186/cc13330) Since the PA-S utilizes
transpulmonary indicator dilution, other variables such as intrathoracic
blood volume, global end-diastolic volume and extravascular lung
water can be calculated. Additionally, continuous CO can be obtained
from the optical sensor signal utilizing arterial waveform analysis. References p
g
Conclusion Compared with thermodilution cardiac output, cardiac
output studies obtained from the Mostcare monitor have an
unacceptably high error rate. The Mostcare monitor is not a reliable
monitoring device to measure cardiac output in patients with severe
sepsis and septic shock on an ICU. P141 changes (as with any other noncalibrated cardiac output monitor), but
it can still trace the trends of CO changes. Due to its non-invasiveness,
esCCO might be the monitoring of choice for high-risk patients
undergoing low-risk surgery. Reference Novel non-invasive technology for cardiac output determination
U Borg, D Iyer, Q Huang, Y Li, C Baker
Covidien, Longmont, CO, USA
Critical Care 2014, 18(Suppl 1):P141 (doi: 10.1186/cc13331) 1. Sugo Y, Ukawa T, Takeda S, Ishihara H, Kazama T, Takeda J: A novel continuous
cardiac output monitor based on pulse wave transit time. Conf Proc IEEE
Eng Med Biol Soc 2010, 2010:2853-2856. Introduction The aim of this animal study was to determine the
feasibility and accuracy of a new non-invasive system for determination
of cardiac output (CO) compared with a known device (PiCCO; Pulsion
Medical). In ICUs and ORs, hemodynamic management using goal-
directed therapy has been shown to improve patient outcomes
[1,2]. The invasiveness of current technology may prevent clinicians
from obtaining hemodynamic information. We developed a non-
invasive system for detection of hemodynamic variables utilizing a
photo-acoustic sensor (PA-S) and indicator dilution. The PA-S utilizes
a combination of a miniature ultrasound sensor, a laser diode and an
optical detector to accomplish the measurement. P138
Adherence to the nurse-driven hemodynamic protocol during
postoperative care Adherence to the nurse-driven hemodynamic protocol during
postoperative care g
Results Ten patients were monitored with a total of 141 esCCO–nCO
measurement pairs. The correlation coeffi cient between esCCO and
nCO was 0.65 and in the Bland–Altman diff erence analysis bias was
+1.2 l/minute and 95% limits of agreement were ± 2.6 l/minute. The
change of cardiac output between two consecutive measurements
detected by LiDCOrapid was detected by esCCO in 80% of cases. Conclusion Hemodynamic monitoring with esCCO yields cardiac
output values diff erent from those measured by LiDCOrapid. The
reliability of PWTT is questionable when systemic vascular resistance Results Ten patients were monitored with a total of 141 esCCO–nCO
measurement pairs. The correlation coeffi cient between esCCO and
nCO was 0.65 and in the Bland–Altman diff erence analysis bias was
+1.2 l/minute and 95% limits of agreement were ± 2.6 l/minute. The
change of cardiac output between two consecutive measurements
detected by LiDCOrapid was detected by esCCO in 80% of cases. Introduction The aim of this work is to verify that low incidence of
hemodynamic interventions in hemodynamically monitored patients
in our postoperative ICU is not caused by insuffi cient attention being
paid to the drop of noncalibrated cardiac index (nCI). In the last
2 years there was a need for hemodynamic intervention in 92% of
patients with perioperative cardiac output monitoring, while only
31% of these patients needed at least one hemodynamic intervention
postoperatively in the ICU. Conclusion Hemodynamic monitoring with esCCO yields cardiac
output values diff erent from those measured by LiDCOrapid. The
reliability of PWTT is questionable when systemic vascular resistance S49 Critical Care 2014, Volume 18 Suppl 1
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Comparison of PiCCO and VolumeView: simultaneous measurement
in sepsis pig models
H Imahase1, S Inoue1, Y Sakamoto1, T Miyasho2, K Yamashita2
1Saga University Hospital, Saga City, Japan; 2Rakuno Gakuen University,
Ebetsu City, Japan
Critical Care 2014, 18(Suppl 1):P143 (doi: 10.1186/cc13333) Introduction The aim was to evaluate the performance of arterial
pressure-based cardiac output (APCO) [1] and pulse wave transit time-
based cardiac output (esCCO) [2] monitors in Thai patients undergoing
coronary artery bypass graft surgery (CABG) with cardiopulmonary
bypass. Introduction Transpulmonary thermodilution is useful in the critical
care. Following PiCCO, VolumeView is now available. Although previous
studies concluded that signifi cant correlation was found between
VolumeView and PiCCO [1,2], all experiments and data analysis were
done by Edwards Lifescience. The aim of the present study was to
compare the new VolumeView with PiCCO to clarify their compatibility
and to give a neutral answer. y
Methods We studied 50 Thai surgical patients undergoing CABG with
cardiopulmonary bypass and requiring pulmonary artery catheter
and radial artery catheter placement as a standard of clinical care. All
patients were measured for APCO using the Vigileo/FloTrac and for
esCCO using the esCCO monitoring system. The data were compared
with thermodilution cardiac output (TDCO) monitoring as a reference
method, simultaneously at pre-induction, post-induction, and every
30 minutes thereafter until the completion of the surgery. The bias and
precision were assessed using Bland–Altman analysis. g
Methods Six pigs (about 10 kg) were used and we made sepsis models
by LPS administration. All pigs were instrumented with a right (Pulsio-
Cath) and a left (VolumeView) thermomistor-tipped femoral arterial
catheter. The central venous catheter was inserted through the right
jugular vein. CO, GEDV and EVLW were measured by the two systems. Results We performed measurements at 57 points. There was a good
correlation between the two devices regarding CO and GEDV, but
VolumeView showed higher GEDV than PiCCO. Regarding EVLW, there
was no signifi cant correlation between two systems. VolumeView
showed signifi cantly higher EVLW than PiCCO (Figure 1 and Table 1). Methods Six pigs (about 10 kg) were used and we made sepsis models
by LPS administration. All pigs were instrumented with a right (Pulsio-
Cath) and a left (VolumeView) thermomistor-tipped femoral arterial
catheter. The central venous catheter was inserted through the right
jugular vein. CO, GEDV and EVLW were measured by the two systems. Results In total, 310 pairs of simultaneous measurements of APCO
versus TDCO and 303 pairs of esCCO versus TDCO were obtained from
50 patients. Both APCO (R = 0.53, P <0.0001) and esCCO values (R = 0.56,
P <0.0001) were correlated with TDCO values. p
Reference 1. Franchi F, Silvestri R, Cubattoli L, et al.: Comparison between an uncalibrated
pulse contour method and thermodilution technique for cardiac output
estimation in septic patients. Br J Anaesth 2011, 107:202-208. 1. Franchi F, Silvestri R, Cubattoli L, et al.: Comparison between an uncalibrated
pulse contour method and thermodilution technique for cardiac output
estimation in septic patients. Br J Anaesth 2011, 107:202-208. 1. Goepfert MS, et al.: Anesthesiology 2013, 119:824-936. 2. Marik PE, et al.: Curr Pharm Des 2012, 18:6215-6224. 1. Goepfert MS, et al.: Anesthesiology 2013, 119:824-936. 2. Marik PE, et al.: Curr Pharm Des 2012, 18:6215-6224. Figure 1 (abstract P140). Cardiac output Bland–Altman analysis. Figure 1 (abstract P140). Cardiac output Bland–Altman analysis. S50 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P142 Referencesi References
1. Biancofi ore G, et al.: Br J Anaesth 2009, 102:47-54. 2. Ishihara H, et al.: J Clin Monit Comput 2004, 18:313-320. P142
Performance of pulse contour and pulse wave transit time-based
continuous cardiac output analyses: clinical validation of two
methods in Thai patients undergoing cardiac surgery
P Wacharasint, P Kunakorn, P Pankongsap
Phramongkutklao Hospital, Bangkok, Thailand
Critical Care 2014, 18(Suppl 1):P142 (doi: 10.1186/cc13332) P143 P143
Comparison of PiCCO and VolumeView: simultaneous measurement
in sepsis pig models
H Imahase1, S Inoue1, Y Sakamoto1, T Miyasho2, K Yamashita2
1Saga University Hospital, Saga City, Japan; 2Rakuno Gakuen University,
Ebetsu City, Japan
Critical Care 2014, 18(Suppl 1):P143 (doi: 10.1186/cc13333) P144f P144
Eff ects of the restrictive fl uid strategy on postoperative pulmonary
and renal function following pulmonary resection surgery
M Arslantas1, H Batirel2, B Bilgili1, H Kara2, B Yıldızeli2, M Yuksel2, K Bostanci2,
A Kararmaz1, I Cinel1
1Marmara University Pendik Education and Research Hospital, Istanbul,
Turkey; 2Marmara University School of Medicine, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P144 (doi: 10.1186/cc13334) Introduction Goal-directed therapy used in the perioperative period
of patients undergoing cardiac surgery shortens the length of ICU
stay [1]. We aimed to compare the postoperative results of the liberal
and restrictive fl uid strategy used in patients undergoing pulmonary
resection surgery (PRC).l y
Methods We have been using the restrictive fl uid strategy since March
2013 in our institute. Patients who were on the liberal fl uid regime were
analyzed retrospectively. From March 2013 until today, patients who
were on restrictive fl uid strategy were analyzed prospectively. A total
of 125 patients were included in the study. Age, duration of anesthesia,
type of fl uids given intraoperatively, fl uid index (ml/kg/hour), fl uid
intake/output balance, creatinine and lactate levels were compared
with pulmonary and renal morbidity, and length of stay in ICU, using
multivariate analysis.i Methods We conducted a prospective audit of FB and renal function
in patients undergoing major elective surgery admitted to critical care
over a 28-day period. Fluid overload was defi ned as: (positive FB) /
(weight × 0.6) × 100%. Results Thirty-two patients (56% female, median age 64) were studied
over a median of 3 critical care days (range 1 to 7). Total FB was +3.9 l
at discharge; however, 75% of this occurred intraoperatively so that
positive FB in critical care was only +390 ml/day. Patients had median
9% fl uid overload at discharge. Two patients had transient AKI stage
1. Overall SCr decreased signifi cantly from preoperatively to discharge
(P = 0.003), median 73 to 55 μmol/l, with decreases occurring both
postoperatively and during critical care stay (Figure 1).l Results A signifi cant correlation (P <0.05) was established between
the amount of crystalloid given intraoperatively, fl uid index and fl uid
balance with pulmonary morbidity (n = 52). The fl uid index and inotropes
usage were correlated with the postoperative creatinine levels (P <0.05). There was no correlation between perioperative lactate levels with fl uid
balance and fl uid index. Reference Reference 1. Goepfert MS, et al.: Anesthesiology 2013, 119:824-836. 1. Goepfert MS, et al.: Anesthesiology 2013, 119:824-836. P144f Intraoperative blood loss, the amount of given
crystalloid, colloid, blood and FFP, fl uid balance, duration of anesthesia
and postoperative blood transfusion were found to be related (P <0.05)
with the length of ICU stay. Four percent of the patients required renal
replacement therapy and the overall mortality was 0.8%. y
g
y
g
Conclusion We achieved near-neutral fl uid balances after admission,
but did not resolve intraoperative fl uid accumulation. SCr fell
signifi cantly, even after there was no further net fl uid accumulation. This suggests a decrease in creatinine generation after major surgery,
rather than fl uid expansion, may largely account for sCr decreases in
these patients. Conclusion To reduce the morbidity of patients undergoing major
surgery, the protocols of using the restrictive fl uid strategy in the
perioperative period and simultaneous protection of end organs,
especially the kidneys, is currently the subject of this discussion. We
observed that the restrictive fl uid strategy did not lead to global organ
hypoperfusion, which was monitored by lactate. Even though there was
a negative correlation between the fl uid index with creatinine levels and
renal failure, the need for renal replacement therapy was observed only
in one case. As a conclusion, the postoperative pulmonary morbidity and
length of ICU stay can be reduced in patients who undergo PRC by using
the restrictive fl uid strategy (4.2 ± 0.3 ml/kg/hour), without causing any
vital organ dysfunction. References 1. Bendjelid K, et al.: Crit Care 2010, 14:R209. 2. Kiefer N, et al.: Crit Care 2012, 16:R98. P143
Comparison of PiCCO and VolumeView: simultaneous measurement
in sepsis pig models
H Imahase1, S Inoue1, Y Sakamoto1, T Miyasho2, K Yamashita2
1Saga University Hospital, Saga City, Japan; 2Rakuno Gakuen University,
Ebetsu City, Japan
Critical Care 2014, 18(Suppl 1):P143 (doi: 10.1186/cc13333) Either of the changes in
APCO (R = 0.63, P <0.0001) or any changes in esCCO (R = 0.60, P <0.0001)
were correlated with changes in TDCO. For APCO relative to TDCO, the
bias, precision, and the limits of agreement were 0.70, 1.63, and –2.5
to 3.9 l/minute, while those of esCCO were 1.20, 1.59, and –1.9 to 4.3 l/
minute, respectively. Comparisons of the bias of APCO and esCCO
revealed a level of signifi cance of P <0.001. j g
y
y
Results We performed measurements at 57 points. There was a good
correlation between the two devices regarding CO and GEDV, but
VolumeView showed higher GEDV than PiCCO. Regarding EVLW, there
was no signifi cant correlation between two systems. VolumeView
showed signifi cantly higher EVLW than PiCCO (Figure 1 and Table 1). Table 1 (abstract P143). Explanation of abbreviations Table 1 (abstract P143). Explanation of abbreviations
CO
GEDV
EVLW
PiCCO
PCO
PGEDV
PEVLW
VolumeView
ECO
EGEDV
EEVLW Table 1 (abstract P143). Explanation of abbreviations i
Conclusion Despite the overestimation of cardiac output measure-
ments, APCO and esCCO calibrated with patient information has
shown an acceptable trend as compared with TDCO in Thai patients
undergoing CABG with cardiopulmonary bypass. Compared with
esCCO, APCO demonstrated no signifi cant diff erences of precision;
however, a lower mean bias was exhibited. Figure 1 (abstract P143). CO, GEDV, EVLW correlation and Bland–Altman analysis. Figure 1 (abstract P143). CO, GEDV, EVLW correlation and Bland–Altman analysis. S51 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P145). Serum creatinine changes after major surgery. Conclusion Our data analysis showed that PiCCO and VolumeView were
not the same. Neither the normal values of two devices nor the rates of
change were same. Careful attention should be paid to interpret the
data obtained from two systems. P145 Perioperative fl uid balance and postoperative changes in serum
creatinine in patients admitted to critical care after elective major
surgery Perioperative fl uid balance and postoperative changes in serum
creatinine in patients admitted to critical care after elective major
surgery
R Rajendram, JR Prowle
Barts Health NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P145 (doi: 10.1186/cc13335) P146 Very limited usefulness of pulse pressure variation as a predictor of
volume responsiveness in critically ill septic patients
GG Gavriilidis, IK Kostakou, VT Tsagari, AK Kyriakoudi, NK Koulouris,
AK Koutsoukou
University of Athens, Sotiria Chest Hospital, Athens, Greece
Critical Care 2014, 18(Suppl 1):P146 (doi: 10.1186/cc13336) Introduction The aims of the study are to assess the usefulness of pulse
pressure variation (PPV) as a predictive marker of fl uid responsiveness
and to estimate the value of central venous–arterial diff erence of
carbon dioxide (PCO2cv-a) to predict the outcome of critically ill
septic patients. The question of whether a septic patient needs fl uids
or not is crucial. Although PPV is a very reliable predictor of volume
responsiveness, there are many limitations for its application. Cardiac
arrhythmia, spontaneous breathing and low tidal volume ventilation
prevent the extended use of this index. Perioperative fl uid balance and postoperative changes in serum
creatinine in patients admitted to critical care after elective major
surgery Methods This is a post-hoc analysis of data from a prospective
observational study [1], which included a population of patients with
severe sepsis or septic shock as the main reason for ICU admittance. After an echo for the assessment of the cardiac systolic performance,
we measured PPV, central venous oxygen saturation, blood gases from
arterial and central venous lines, central venous pressure, systolic,
diastolic, mean and pulse pressures, before and after volume challenge. We calculated changes in pulse pressure before and after volume
challenge, and an increase of 9% was used as criterion to defi ne volume
responsiveness [2]. R Rajendram, JR Prowle Barts Health NHS Trust, London, UK Introduction The rationale for perioperative fl uid therapy has been
to preserve organ perfusion. However, conservative postoperative
fl uid balance (FB) is now encouraged to avoid the eff ects of iatrogenic
fl uid overload. In addition, fl uid expansion has been described as a
confounder of acute kidney injury (AKI) diagnosis by dilution serum
creatinine (SCr). S52 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 increased the RI in the right and left kidneys, from 0.6 ± 0.04 and
0.6 ± 0.05 to 0.7 ± 0.1 and 0.68 ± 0.15 (P <0.05), respectively. Results Among 72 patients (71% men, APACHE II score 23.2) included
in this study, 41 (57%) were responders. Due to spontaneous breathing
and cardiac arrhythmia we were able to calculate PPV only in 18
patients (25%). Moreover, only eight (11%) calculations of PPV proved
useful because of the application of low tidal ventilation (4 to 6 ml/kg
ideal body weight) in the remaining 10 patients. We did not fi nd any
value of the PCO2cv-a to predict the outcome of the patients (mortality
26.3%), since the diff erence between survivors and nonsurvivors was
not statistically signifi cant (7.7 vs. 7.9, P >0.05). Conclusion These preliminary results showed that Doppler renal RI was
aff ected equally in both kidneys during HUT, suggesting an eff ect of
hemodynamic alterations during our model of central hypovolemia. References 1. Schnell D, et al.: Renal perfusion assessment by renal Doppler during fl uid
challenge in sepsis. Crit Care Med 2013, 41:1214. g
p
2. Lerolle N, et al.: Renal failure in septic shock: predictive value of Doppler-
based renal arterial resistive index. Intensive Care Med 2006, 32:1553. g
p
2. Eff ects of central hypovolemia induced by tilt table on the Doppler-
based renal resistive index in healthy volunteers
A Sommese, A Lima, J Van Bommel, J Bakker
Erasmus MC, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P147 (doi: 10.1186/cc13337) Methods We randomised 50 high-risk patients who underwent
major abdominal surgery. Tissue oxygenation was monitored at the
thenar eminence using near-infrared spectroscopy. All patients were
treated according to a standard care algorithm. In addition, patients
in the intervention group received dobutamine if necessary to keep
tissue oxygenation ≥80%. Data were recorded continuously and
complications were recorded during the hospital stay with a maximum
of 28 days. A Sommese, A Lima, J Van Bommel, J Bakker Erasmus MC, Rotterdam, the Netherlands Critical Care 2014, 18(Suppl 1):P147 (doi: 10.1186/cc13337) Introduction The renal resistive index (RI) determined by Doppler
ultrasonography allows a semiquantitative evaluation of kidney
vasculature at the bedside. Interpretation of the RI in clinical practice
is diffi cult due to interaction with cardiac output, heart rate (HR) and
blood pressure [1,2]. The impact of global hemodynamics on the RI
remains to be evaluated. This study aims to investigate the relationship
between the RI and changes in central hemodynamic during a central
hypovolemia model in healthy volunteers (HV). Results The number of complications tended to be lower in the
intervention group (11 vs. 20). Eleven patients in the intervention
group had no complication, versus seven in the control group. There
was no signifi cant diff erence between groups in length of stay in
ICU or in hospital. Administration resulted in a 5% increase of tissue
oxygenation. The cardiac index increased 0.3 (0.0 to 0.6) l/minute/m2
(Figure 1). The overall protocol adherence was 94%. yp
y
Methods Eleven healthy volunteers (27 ± 8 years; eight male)
participated in this study. Two diff erent models were performed: the
fi rst model was performed by applying the head-up tilt (HUT) test. The complete maneuver was done by a 10-minute step that consisted
of tilting the table from a supine position (Sup) to an angle of 70°
(HUT) and back to supine (Sup’). The second model was performed by
applying three consecutive valsalva maneuvers. Global hemodynamics
included stroke volume (SV), HR, and mean arterial pressure, which
were continuously measured non-invasively with a Finometer. At least
three RI readings were obtained and averaged from the right and left
kidneys in all HV. g
p
Conclusion Intraoperative optimisation of tissue oxygenation will
potentially result in better outcome after high-risk abdominal surgery. The protocol used may be considered feasible for clinical practice. Reference 8
Tissue oxygenation as a target for goal-directed therapy in high-risk
surgery
l
h 1. Gavriilidis G, et al.: Central venous oxygen saturation does not predict fl uid
responsiveness in critically ill septic patients Intensive Care Med 2013,
S2:0949. PA Van Beest, JJ Vos, M Poterman, AF Kalmar, TW Scheeren
University Medical Center Groningen, the Netherlands PA Van Beest, JJ Vos, M Poterman, AF Kalmar, TW Scheeren
University Medical Center Groningen, the Netherlands
Critical Care 2014, 18(Suppl 1):P148 (doi: 10.1186/cc13338) University Medical Center Groningen, the Netherlands 2. Preau S, et al.: Passive leg raising is predictive of fl uid responsiveness in
spontaneously breathing patients with severe sepsis or acute pancreatitis
Crit Care Med 2010, 38:819-825. 2. Preau S, et al.: Passive leg raising is predictive of fl uid responsiveness in
spontaneously breathing patients with severe sepsis or acute pancreatitis
Crit Care Med 2010, 38:819-825. y
g
Critical Care 2014, 18(Suppl 1):P148 (doi: 10.1186/cc13338) Introduction Tissue hypoxia occurs frequently during surgery and may
contribute to postoperative organ dysfunction [1]. We hypothesised
that intraoperative optimisation of tissue oxygenation reduces
postoperative complications and evaluated the feasibility of the
optimisation protocol used. Perioperative fl uid balance and postoperative changes in serum
creatinine in patients admitted to critical care after elective major
surgery Lerolle N, et al.: Renal failure in septic shock: predictive value of Doppler-
based renal arterial resistive index. Intensive Care Med 2006, 32:1553. i
Conclusion The usefulness of PPV, the marker with the best
performance in the prediction of volume responsiveness, due to its
limitations, is very limited. Eff ects of central hypovolemia induced by tilt table on the Doppler-
based renal resistive index in healthy volunteers Eff ects of central hypovolemia induced by tilt table on the Doppler-
based renal resistive index in healthy volunteers
A Sommese, A Lima, J Van Bommel, J Bakker
Erasmus MC, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P147 (doi: 10.1186/cc13337) p
Reference 1. Scheeren TW, et al.: Goal-directed intraoperative fl uid therapy guided by
stroke volume and its variation in high-risk surgical patients: a prospective
multicentre study. J Clin Monit Comput 2013, 27:225-233. y
Results All HV had a signifi cant decrease of SV from 83 ± 17 ml to
63 ± 14 ml and an increase in HR from 67 ± 10 bpm to 88 ± 13 bpm
during the HUT. Figure 1 shows the temporal changes of mean RI in
both kidneys. A signifi cant decrease in the RI in both kidneys was seen
during HUT. After the move back to supine, RI returned to baseline
values, with a signifi cant variation of RI in the early measurements on
the right kidney compared with late measurements on the left kidney
(0.67 ± 0.05 vs. 0.61 ± 0.05, P <0.05). Valsalva maneuvers signifi cantly Figure 1 (abstract P148). Evolution of individual patient values (thin
lines) and the average values (thick lines) of the tissue oxygenation
(StO2) and the relative change of cardiac index (CI), delta CI. All graphs
are synchronised at the moment of the fi rst dobutamine administration
(time = 0; arrow). Values are shown from 10 minutes before dobutamine
administration until 45 minutes after. Figure 1 (abstract P147). Doppler-based renal resistive index in both
kidneys during HUT. Figure 1 (abstract P147). Doppler-based renal resistive index in both
kidneys during HUT. Figure 1 (abstract P148). Evolution of individual patient values (thin
lines) and the average values (thick lines) of the tissue oxygenation
(StO2) and the relative change of cardiac index (CI), delta CI. All graphs
are synchronised at the moment of the fi rst dobutamine administration
(time = 0; arrow). Values are shown from 10 minutes before dobutamine
administration until 45 minutes after. Figure 1 (abstract P147). Doppler-based renal resistive index in both
kidneys during HUT. Figure 1 (abstract P147). Doppler-based renal resistive index in both
kidneys during HUT. S53 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P149 Methods In a period of 1 year, 42 adult patients were admitted to
the ICU in septic shock. All patients were treated according to the
guidelines of the Surviving Sepsis Campaign International Guidelines
for Management of Severe Sepsis and Septic Shock 2012 [2]. p
Reference p
p
g
Results Sixteen patients (38%) had a change in DIIVC <18%, on average
11 ± 5%, and when subjected to fl uid challenge did not have an increase
in CI >15%, average 8 ± 3%, not proving to be a fl uid responder. Twenty-
six patients (62%) had a change in DIIVC >18%, on average 45 ± 22%,
and when subjected to fl uid challenge had an increase of the CI >15%,
on average 31 ± 8%, proving to be a fl uid responder. g
p
gl
p
Conclusion We have shown that the DIIVC can predict the response
of patients to fl uid challenge regardless of the values of CVP and then
distinguish fl uid responders from nonresponder patients. This can help
us in the choice of treatment for patients in septic shock. Referencesf y
Results We included 21 patients in each group. There was no signifi cant
diff erences in the fl uid balance between the control and study group
after 24 hours (5.0 ± 2.9 l vs. 3.6 ± 2.7 l, P = 0.11) and 48 hours (5.7 ± 3.5 l
vs. 4.8 ± 3.7 l, P = 0.39). However, compliance with the protocol was
poor (56%). After 2/11 positive tests, fl uid was not administered; and
after 21/39 tests, fl uid was administered despite a negative test result
(Figure 1). 1. Griff ee J et al.: The role of echocardiography in hemodynamic assessment
of septic shock. Crit Care Clin 2010, 26:365-382. 1. Griff ee J et al.: The role of echocardiography in hemodynamic assessment
of septic shock. Crit Care Clin 2010, 26:365-382. 2. Dellinger RP et al.: Surviving Sepsis Campaign: international guidelines for
management of severe sepsis and septic shock: 2012. Crit Care Med 2013,
41:580-637. 2. Dellinger RP et al.: Surviving Sepsis Campaign: international guidelines for
management of severe sepsis and septic shock: 2012. Crit Care Med 2013,
41:580-637. Figure 1 (abstract P149). SVI, stroke volume index; –, negative PLR;
+, positive PLR; fl uid 250 cm3 RL solution. Use of pulse pressure variation and stroke volume variation in
spontaneously breathing patients to assess dynamic arterial
elastance and to predict arterial pressure response to fl uid
administration M Cecconi1, MI Monge García2, M Gracia Romero2, J Mellinghoff 2,
F Caliandro2, RM Grounds2, A Rhodes2
1St George’s Hospital, London, UK; 2St George’s Healthcare NHS Trust and St
George’s University of London, UK
Critical Care 2014, 18(Suppl 1):P151 (doi: 10.1186/cc13341) M Cecconi1, MI Monge García2, M Gracia Romero2, J Mellinghoff 2,
F Caliandro2, RM Grounds2, A Rhodes2
1St George’s Hospital, London, UK; 2St George’s Healthcare NHS Trust and St
George’s University of London, UK
Critical Care 2014, 18(Suppl 1):P151 (doi: 10.1186/cc13341) Figure 1 (abstract P149). SVI, stroke volume index; –, negative PLR;
+, positive PLR; fl uid 250 cm3 RL solution. Introduction Dynamic arterial elastance (Eadyn), defi ned as the pulse
pressure variation (PPV) to stroke volume variation (SVV) ratio, has
been suggested as a predictor of the arterial pressure response to
fl uid administration. Rather than a steady-state assessment, Eadyn
depicts the actual slope of the pressure–volume relationship providing
a dynamic evaluation of the arterial load. So the higher the Eadyn
value, the more likely arterial blood pressure is to improve after fl uid
challenge (FC). The aim of this study was to assess the eff ectiveness of
Eadyn, measured non-invasively in preload-dependent, spontaneously
breathing patients. Conclusion The implementation of a PLR-driven protocol of fl uid
administration did not change mean fl uid balances after the fi rst
48 hours. Noncompliance with the protocol was an important
confounder. Reference 1. Michard F, et al.: Predicting fl uid responsiveness in ICU patients. A critical
analysis of the evidence. Chest 2000, 121:2000-2008. Methods Patients admitted postoperatively and monitored with the
Nexfi n monitor were enrolled in the study. Patients were included
if they were spontaneously breathing and had an increase in cardiac
output ≥10% after a FC. They were classifi ed according to the increase
in mean arterial pressure (MAP) after FC into MAP-responders (MAP
increase ≥10%) and MAP-nonresponders (MAP increase <10%). Eadyn
was calculated from the PPV and SVV values obtained from the monitor. Results A total of 34 FCs from 26 patients were studied. Seventeen
FCs (50%) induced a positive MAP response. Preinfusion Eadyn was
signifi cantly higher in MAP-responders (1.39 ± 0.41 vs. 0.85 ± 0.23;
P = 0.0001) (Figure 1). Preinfusion Eadyn predicted a positive MAP
response to FC with an area under the ROC curve of 0.92 ± 0.04 of SE
(95% CI: 0.78 to 0.99; P <0.0001). A preinfusion Eadyn value ≥1.06 (grey
zone: 0.9 to 1.15) discriminated MAP-responders with a sensitivity and
specifi city of 88.2% (95% CI: 64 to 99%).i P151 Use of pulse pressure variation and stroke volume variation in
spontaneously breathing patients to assess dynamic arterial
elastance and to predict arterial pressure response to fl uid
administrationf p
Reference All patients
were mechanically ventilated and subjected to transesophageal
echocardiography in bicavale projection, calculating the DIIVC through
the M-mode by measuring the change in diameter with the acts of
positive pressure ventilation and using the formula: (100 × (maximum
diameter – minimum diameter)) / minimum diameter. A value >18% was
considered a predictor of an increase in CI >15%. The CI was measured
continuously through use of the pressure recording analytical method
on a Mostcare Vytech monitor. All patients were subjected to a bolus of
500 ml crystalloid through a central venous catheter only after reaching
central venous pressure (CVP) ≥10 mmHg during treatment. The results
were expressed as the mean with standard deviation and percentage. Results Sixteen patients (38%) had a change in DIIVC <18%, on average
11 ± 5%, and when subjected to fl uid challenge did not have an increase
in CI >15%, average 8 ± 3%, not proving to be a fl uid responder. Twenty-
six patients (62%) had a change in DIIVC >18%, on average 45 ± 22%,
and when subjected to fl uid challenge had an increase of the CI >15%,
on average 31 ± 8%, proving to be a fl uid responder. Why measurements do (not) work: the human factor
A Rameau, NA Bruins, P Egbers, MA Kuiper, EC Boerma
Medical Center Leeuwarden, the Netherlands
Critical Care 2014, 18(Suppl 1):P149 (doi: 10.1186/cc13339) Introduction Passive leg raising (PLR) has been suggested as a simple
diagnostic tool to guide fl uid administration in critically ill patients [1]. Although the basic principles of PLR have been well studied, little is
known about the impact of the introduction of this technique in daily
clinical practice. The aim of the study was to describe the changes in
fl uid balance of ICU patients before and after the introduction of PLR,
and to determine the compliance of medical personnel with a PLR-
driven protocol of fl uid administration. pl
Methods In this single-centre prospective study, mixed ICU patients
equipped with a PiCCO system received fl uid therapy on the basis of PLR
test results in the fi rst 48 hours of treatment, after careful introduction of
a new PLR-driven protocol. Exclusion criteria were increased abdominal
pressure, fracture of leg or pelvis, deep vein thrombosis, head trauma
and pregnancy. The control group existed of patients admitted to the
ICU 1 year prior to the introduction of the protocol. P152
Accuracy of the plethysmographic variation index as a predictor of
fl uid responsiveness after cardiac surgery
2
2 P153
Kinetics of volume expansion during a fl uid challenge
H Aya, A Rhodes, M Grounds, M Cecconi
St George’s Healthcare NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P153 (doi: 10.1186/cc13343) Accuracy of the plethysmographic variation index as a predictor of
fl uid responsiveness after cardiac surgery
H Merdji1, P Biston2, M Piagnerelli2
1CHU de Reims, France; 2CHU de Charleroi, Belgium
Critical Care 2014, 18(Suppl 1):P152 (doi: 10.1186/cc13342) l
p
H Merdji1, P Biston2, M Piagnerelli2 j ,
,
g
1CHU de Reims, France; 2CHU de Charleroi, Belgium g
Critical Care 2014, 18(Suppl 1):P152 (doi: 10.1186/cc13342) Introduction According to Guyton and colleagues [1], expansion of
blood volume can increase cardiac output (CO) in so far as the change
in volume aff ects the mean systemic fi lling pressure (Pmsf). However,
rapid stress relaxation occurs after acute intravascular volume
expansion so that the eff ect of volume on Pmsf and CO may disappear
after a few minutes. The objective of the present study is to describe the
extent of the haemodynamic changes generated by a fl uid challenge
during 10 minutes on critically ill patients. Introduction Recent studies showed that the plethysmographic
variability index (PVI), a dynamic index resulting from cardiopulmonary
interactions, could predict fl uid responsiveness (FR) in mechanically
ventilated patients during general anesthesia and in the ICU [1,2]. In
this study, we aimed to compare, in patients after cardiac surgery, the
clinical utility of the PVI versus traditional statics and dynamics indices
to predict FR. p
Methods We prospectively enrolled 52 consecutive adult patients
in sinus rhythm and mechanically ventilated (tidal volume of 8
(7.5 to 8.5) ml/kg ideal body weight) admitted to the ICU of CHU de
Charleroi (Belgium) after scheduled cardiac surgery. Before and after
fl uid challenge (FC), we measured: heart rate (HR), BP, PVI (Masimo
Corporation, Irvine, CA, USA) and PPV. PAOP and cardiac index (CI)
were estimated by Swan–Ganz catheter (Edwards Lifesciences LLC,
Irvine, CA, USA). Patients with an increase in CI of at least 15% after
FC and subsequently were considered responders (R). Continuous
variables were analyzed with Mann–Whitney U tests. Categoric
variables were analyzed with the Fisher’s exact test. Correlations were
assessed by Spearman’s correlation. The discriminatory ability of each
haemodynamic parameter to determine FR was assessed by area
under the receiver operating characteristic curve (AUC), between R and
nonresponders (NR). P152
Accuracy of the plethysmographic variation index as a predictor of
fl uid responsiveness after cardiac surgery
2
2 P <0.05 was considered statistically signifi cant.ii g
y
Methods Patients admitted to the ICU were monitored with a calibrated
LiDCOplus (LiDCO, UK) and Navigator (Applied Physiology, Australia) to
estimate Pmsf analogue (Pmsa). Then 250 ml Hartmann’s solution or
Volplex was infused over 5 minutes. Data were recorded automatically
from baseline to 10 minutes after the end of fl uid infusion. The time to
maximum response and percentage change between baseline and last
value of diff erent haemodynamic parameters are also reported. f
Results Sixty fl uid challenges were studied in 34 patients, with a mean
duration of 5.3 minutes (± 2.5). In 22 events (37%), CO increased more
than 10% (responders). The change between baseline and last value
was greater in nonresponders for heart effi ciency (Eh) (–9.2% ± 9.7 vs. –3.1% ± 13.9, P = 0.05) but not in other haemodynamic variables. Time
to maximal response on CO was 2 minutes after the end of the infusion
(Figure 1).fl g
Conclusion Stress relaxation damps down the eff ect of a fl uid challenge
after 10 minutes except in terms of heart effi ciency. The eff ect of a fl uid
challenge should be assessed up to 2 minutes after the end of fl uid
infusion. Failure to do so may mislead clinicians about the patient’s
fl uid responsiveness. i
Results Twenty-fi ve (48%) patients were classifi ed as R. Before FC, R and
NR patients were comparable except for HR (91 (83 to 108) for R vs. 80 beats/minute (72 to 89) for NR; P = 0.009), PVI (18 (12 to 26) for R
vs. 12% (9 to 15) for NR; P = 0.003), PAOP (8 (6 to 9) for R vs. 11 mmHg
(8 to 12) for NR; P = 0.001), and PPV (13 (8 to 19) for R vs. 10% (4 to
13) for NR; P = 0.086). PVI and delta PP before FC were correlated (r =
0.53, P <0.0001). AUC showed a better prediction of FR for PVI (AUC =
0.74, P <0.001) than for PPV (AUC = 0.64, P = 0.05). Nevertheless, the
sensitivity (Se) and specifi city (Sp) of both indices were low: for a PPV
over 13%, Se = 48% (0.301 to 0.665),and Sp = 82% (0.627 to 0.921); for a
PVI over 12%, Se = 68% (0.482 to 0.828) and Sp = 69% (0.498 to 0.835). 1.
Cannesson et al.: Br J Anaesth 2008, 101:200-206. 2.
Loupec et al.: Crit Care Med 2011, 39:294-299. 1.
Cannesson et al.: Br J Anaesth 2008, 101:200-206.
2.
Loupec et al.: Crit Care Med 2011, 39:294-299. Fluid responsiveness in septic shock
F Righetti, G Castellano St Boniface Hospital Verona, Italy p
,
y
Critical Care 2014, 18(Suppl 1):P150 (doi: 10.1186/cc13340) y
Critical Care 2014, 18(Suppl 1):P150 (doi: 10.1186/cc13340) Introduction The correct assessment of volume status and prediction
of response to fi lling fl uid challenge is of crucial importance in the
patient with septic shock. A patient is a fl uid responder if there is an
increase in cardiac index (CI) >15% in response to the fl uid challenge. Identifying which patient will be a fl uid responder is crucial. The aim of
this prospective study is to evaluate which patient is a fl uid responder in
septic shock using dynamics echocardiography with the distensibility
index of the inferior vena cava (DIIVC), which has been shown to be
predictive of an increase in CI [1]. i
Conclusion Non-invasive dynamic arterial elastance, defi ned as the
PPV to SVV ratio, predicted the arterial pressure increase to fl uid
administration in spontaneously, preload-dependent patients. S54 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P151). Distribution of individual arterial load parameters at preinfusion time. Figure 1 (abstract P151). Distribution of individual arterial load parameters at preinfusion time. 1.
Cannesson et al.: Br J Anaesth 2008, 101:200-206.
2.
Loupec et al.: Crit Care Med 2011, 39:294-299. P152
Accuracy of the plethysmographic variation index as a predictor of
fl uid responsiveness after cardiac surgery
2
2 As for PAOP, increasing values are associated with NR (AUC = 0.22,
P <0.0001). Figure 1 (abstract P153). Change of CO during and after a fl uid
challenge. BL, baseline; end, end of fl uid infusion. Figure 1 (abstract P153). Change of CO during and after a fl uid
challenge. BL, baseline; end, end of fl uid infusion. Conclusion The PVI appears to be useful to predict FR in mechanically
ventilated patients after cardiac surgery. However, Se and Sp remain low
in the type of patients with relative euvolemia and cardiac dysfunction. References Conclusion The PVI appears to be useful to predict FR in mechanically
ventilated patients after cardiac surgery. However, Se and Sp remain low
in the type of patients with relative euvolemia and cardiac dysfunction. References Figure 1 (abstract P153). Change of CO during and after a fl uid
challenge. BL, baseline; end, end of fl uid infusion. S55 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P156 P156
BXL 628 ameliorates toxicity of lactated Ringer in HK-2 human renal
proximal tubule cells in a hypovolemia mimicking model
YT Huang, CC Cheng, TC Lin, PC Lai
Buddhist Tzu Chi General Hospital, Hualien, Taiwan
Critical Care 2014, 18(Suppl 1):P156 (doi: 10.1186/cc13346) p
Methods Patient records (APACHE II, length of stay (LOS), CVP, DFB,
vasopressor and ventilator needs) were retrospectively collaborated,
and a randomly-assigned 100 (63 men and 37 women, age
64.2 ± 15.5 years) were statistically analyzed for survival function. Methods Patient records (APACHE II, length of stay (LOS), CVP, DFB,
vasopressor and ventilator needs) were retrospectively collaborated,
and a randomly-assigned 100 (63 men and 37 women, age
64.2 ± 15.5 years) were statistically analyzed for survival function. Results The mean APACHE II score was 23.6 ± 7.7, LOS was
9.7 ± 10.0 days, intubated period was 6.4 ± 8.6 days, vasopressor period
was 4.7 ± 5.5 days, CVP was 10.5 ± 5.5 mmHg, DFB was 1,147.9 ± 1,157.6
ml, and 42 survived. Kaplan–Meier survival and COX regression analysis
showed that CVP levels of 6 to 9 mmHg and DFB +800 to +900 ml,
but not above, signifi cantly predicted survival, and also shorter LOS,
intubated days and lower vasopressor needs with earlier discharge
possibility. On the other hand, over-increased DFB and CVP levels
strictly correlated with longer LOS and higher mortality rates, and the
fi rst 24-hour mean fl uid balance alone was surprisingly not predictive. Conclusion Fluid resuscitation therapy is a double-edge-sword. (1)
Despite lower volumes, higher volumes also increase mortality. (2)
Overall, DFB seemed more important than the fi rst 24-hour DFB. References Results The mean APACHE II score was 23.6 ± 7.7, LOS was
9.7 ± 10.0 days, intubated period was 6.4 ± 8.6 days, vasopressor period
was 4.7 ± 5.5 days, CVP was 10.5 ± 5.5 mmHg, DFB was 1,147.9 ± 1,157.6
ml, and 42 survived. Kaplan–Meier survival and COX regression analysis
showed that CVP levels of 6 to 9 mmHg and DFB +800 to +900 ml,
but not above, signifi cantly predicted survival, and also shorter LOS,
intubated days and lower vasopressor needs with earlier discharge
possibility. On the other hand, over-increased DFB and CVP levels
strictly correlated with longer LOS and higher mortality rates, and the
fi rst 24-hour mean fl uid balance alone was surprisingly not predictive. Fluid challenge with shock
V I
l O M itical Care 2014, 18(Suppl 1):P154 (doi: 10.1186/cc13344) Introduction The latest sepsis guideline has emphasized early
resuscitative fl uid management [1]. Early goal-directed therapy (EGDT)
has been shown to improve 28-day mortality in recent studies [2,3]. This
strategy was based on improving tissue perfusion and oxygenation in
spite of other supportive and therapeutic measures. Technically and
historically, central venous pressure (CVP) measurement is one of
the most dependent methods to estimate fl uid responsiveness and
intravascular volume status on resuscitation. The Surviving Sepsis
Campaign (SSC) guidelines recommended goal levels of CVP 8 to
12 mmHg in order to obtain appropriate tissue perfusion [1]. In this
study, we objected to re-evaluate eff ectiveness of a fl uid resuscitation
strategy in sepsis, comparing the eff ect of patients’ daily fl uid balances
(DFB) and CVP on patients’ survival. may lead to undercorrection of fi brinogen in critical bleeding situations. The aggravated response on the FibTEM-MCF may better refl ect HES
eff ects on clot structure. P156 Concl sion Fl id res scitation therap
is a do ble edge s ord (1) Introduction Lactated Ringer (L/R) for resuscitation of hemorrhagic
shock is suggested by the ATLS program. However, prior studies
showed that resuscitation with L/R was associated with more kidney
damage in rats with severe hemorrhagic shock. The direct eff ects of L/R
on human renal tubule cells have not been reported. p
Methods Human proximal renal tubular cell line HK-2 was used. Viability
was examined by MTT assay. An additional equal volume of phosphate-
buff ered saline (PBS) served as control. Addition of 200 nM dipyridyl
and 1 mM H2O2 served as conditions of hypoxia and oxidative stress,
respectively. Patterns of cell death were observed by fl ow cytometry. Results To imitate early resuscitation in hypovolemic shock, medium
was replaced with 40% v/v of L/R with dipyridyl plus H2O2 for 4 hours,
followed by replacing with complete medium for 44 hours. In such Methods Human proximal renal tubular cell line HK-2 was used. Viability
was examined by MTT assay. An additional equal volume of phosphate-
buff ered saline (PBS) served as control. Addition of 200 nM dipyridyl
and 1 mM H2O2 served as conditions of hypoxia and oxidative stress,
respectively. Patterns of cell death were observed by fl ow cytometry. R
lt T i
it t
l
it ti
i
h
l
i
h
k
di il
Conclusion Fluid resuscitation therapy is a double-edge-sword. (1)
Despite lower volumes, higher volumes also increase mortality. (2)
Overall, DFB seemed more important than the fi rst 24-hour DFB. References 1. Dellinger RP, Levy MM, et al.: Surviving sepsis campaign: international
guidelines for management of severe sepsis and septic shock: 2012. Crit
Care Med 2013, 41:580-637. Figure 1 (abstract P156). Cell death of HK-2 cells after lactated Ringer
administration in a hypovolemia mimic model. 2. Cannon CM, Holthaus CV, et al.: The GENESIS Project. J Intensive Care Med
2013, 28:355-368. 3. Early Goal-Directed Therapy Collaborative Group of Zhejiang P: Chin Crit Care
Med 2010, 22:331-334. 3. Early Goal-Directed Therapy Collaborative Group of Zhejiang P: Chin Crit Care
Med 2010, 22:331-334. P154
Fluid challenge with shock
V Inal, O Mert
Trakya University Medical Faculty, Edirne, Turkey
Critical Care 2014, 18(Suppl 1):P154 (doi: 10.1186/cc13344) P154
Fluid challenge with shock
V Inal, O Mert
Trakya University Medical Faculty, Edirne, Turkey
Critical Care 2014, 18(Suppl 1):P154 (doi: 10.1186/cc13344) Reference Reference
1. Prather JW, et al.: Eff ect of blood volume, mean circulatory pressure, and
stress relaxation on cardiac output. Am J Physiol 1969, 216:467-472. may lead to undercorrection of fi brinogen in critical bleeding situations. The aggravated response on the FibTEM-MCF may better refl ect HES
eff ects on clot structure. Figure 1 (abstract P155). Relative change of P-fi brinogen compared with
preoperative values. P154
Fluid challenge with shock
V Inal, O Mert
Trakya University Medical Faculty, Edirne, Turkey
Critical Care 2014, 18(Suppl 1):P154 (doi: 10.1186/cc13344) P155 P155
In vivo eff ect of hydroxyethyl starch solution (HES 130/0.4) on
diff erent fi brinogen assays
U Schött, DW Winstedt, AH Hillarp
Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P155 (doi: 10.1186/cc13345) P157 P157
Hypotonic fl uids after liver transplantation may be associated with
prolonged ICU stay
A Nadeem, N Salahuddin, A ElHazmi, M Joseph, B Bohlega, H Sallam,
Y Elsheikh, D Broering
King Faisal Specialist Hospital & Research Centre, Riyadh, Saudi Arabia
Critical Care 2014, 18(Suppl 1):P157 (doi: 10.1186/cc13347) Introduction Morbidity after liver transplantation has been linked
with preoperative MELD scores and transfusion volumes [1]. We
hypothesized that in the immediate post-transplant period there may
be modifi able risk factors associated with prolonged ICU stays. y
y
p
y
Conclusion Early application of vasopressin reduced the time of
vasopressor use, progression to multiple organ dysfunction, length
of stay in the ICU, and mortality rates at 14 and 28 days as compared
with norepinephrine only. This observed diff erence can be attributed
to early restoration of tissue perfusion in the control group making the
state of septic shock shorter and reducing the potential for multiple
organ dysfunction, which directly infl uenced patient survival. Reference i
Methods In a retrospective, case–control study, we reviewed all liver
transplant adult recipients over a 33-month period, January 2010
to September 2013. Recipients were divided into two groups based
on a priori determined cutoff value of 8 days after transplantation. Signifi cant associations for prolonged ICU admission were identifi ed
using chi-square analysis for categorical and ANOVA for continuous
variables. P <0.05 was considered signifi cant. SPSS version 22.0 was
used for all analyses. 1. Dellinger RP, Levy MM,Carlet JM, et al.: Surviving Sepsis Campaign:
International guidelines for management of severe sepsis and septic
shock. Crit Care Med 2008, 36:296-327. Results Total numbers of transplants performed were 162. Mean pre-
transplant MELD score was 19.5 ± 7.7; viral hepatitis was the most
common indication for transplant, 44 (27%). Living-related donor
transplants were carried out in 87 (54%) cases. Median ICU length of
stay was 4 ± 11.9 days and ICU mortality was 15 (9%). Acute kidney
injury developed in 30 (19%) with 5% needing renal replacement
therapy. Early complications developed in 33%. Prolonged ICU stay
was related to: a higher pre-transplant INR (P = 0.000), larger volumes of
RBC (2,064 ± 1,701 vs. 1,176 ± 1,454 ml, P = 0.000), platelets (453 ± 271
vs. 365 ± 276 ml, P = 0.046) and cryoprecipitate transfusions (47 ± 98
vs. Reference 1. Bennett-Guerrero E., et al.: Preoperative and intraoperative predictors of
postoperative morbidity, poor graft function, and early rejection in 190
patients undergoing liver transplantation. Arch Surg 2001, 136:1177-1183. 1. Bennett-Guerrero E., et al.: Preoperative and intraoperative predictors of
postoperative morbidity, poor graft function, and early rejection in 190
patients undergoing liver transplantation. Arch Surg 2001, 136:1177-1183. Early Vasopressin Application in Shock study
S Oliveira, F Dessa, C Rocha, F Oliveira
Hospital Bangu, Rio de Janeiro, Brazil
Critical Care 2014, 18(Suppl 1):P158 (doi: 10.1186/cc13348) Introduction Vasopressin is frequently used to maintain blood pressure
in refractory septic shock [1]. This study is looking into the hypothesis
that vasopressin compared with norepinephrine would decrease the
severity of septic status, evolution to multiple organ dysfunction,
length of hospitalization, and mortality among patients with septic
shock. Methods In this randomized, double-blind study, we assigned patients
who still needed vasopressor to restore tissue perfusion after fl uid
resuscitation to receive norepinephrine (0.05 to 2.0 μg/kg/minute) or
vasopressin (0.01 to 0.03 U/minute) with low doses of norepinephrine. Both groups had the vasoactive drug infusions titrated and tapered
to maintain a target mean blood pressure. The analysis included the
total time of use and dosage of vasopressors every 6 hours, the move
to single organ dysfunction and multiple organ failure, length of ICU
stay and hospitalization, and mortality 7, 14 and 28 days after the start
of infusions. Figure 2 (abstract P156). Elocalcitol (BXL 628) ameliorates toxicity of
lactated Ringer in HK-2 human renal tubule cells. conditions, L/R augmented cytotoxicity, and more annexin V (+) cells
were observed. Co-treatment or post-treatment with BXL 628, a novel
VDR agonist, reversed L/R-induced cytotoxicity. See Figures 1 and 2. Conclusion BXL 628 rescued L/R-induced apoptosis in human renal
proximal tubule cells in a hypovolemia mimicking model. Results A total of 407 patients underwent randomization but 387
patients were included in this study (191 patients received vasopressin,
and 196 received norepinephrine only). The total time for vasopressors
was 37 hours and 68 hours in the vasopressin and norepinephrine
groups with P = 0.02. Single organ dysfunction and multiple organ
dysfunction using vasopressin and norepinephrine were respectively:
37.7% vs. 49.2%, P = 0.02; and 17.8% vs. 26%; P = 0.05. Length of stay
in the ICU was 14 and 17 days (P = 0.29) and the time of hospitalization
was 23 and 28 days (P = 0.11) respectively. There was a signifi cant
diff erence between the vasopressin and norepinephrine groups in the
mortality rate at 14 and 28 days (29.3% vs. 36.7%, P = 0.05; 34% and
42.3%, P = 0.03), but there were no signifi cant diff erences in the overall
rates for 7-day mortality (21.2% vs. 23.9%, respectively; P = 1.1). P157 23 ± 85 ml, P = 0.037) received in the OR and mean volumes of
hypotonic crystalloids administered in the fi rst 24 hours (P = 0.002),
48 hours (P = 0.010) and 72 hours (P = 0.007) of ICU admission. Serum P159 1.
Dellinger RP, Levy MM,Carlet JM, et al.: Surviving Sepsis Campaign:
International guidelines for management of severe sepsis and septic
shock. Crit Care Med 2008, 36:296-327. Early Vasopressin Application in Shock study Early Vasopressin Application in Shock study
S Oliveira, F Dessa, C Rocha, F Oliveira
Hospital Bangu, Rio de Janeiro, Brazil
Critical Care 2014, 18(Suppl 1):P158 (doi: 10.1186/cc13348) P155
In vivo eff ect of hydroxyethyl starch solution (HES 130/0.4) on
diff erent fi brinogen assays
U Schött, DW Winstedt, AH Hillarp
Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P155 (doi: 10.1186/cc13345) In vivo eff ect of hydroxyethyl starch solution (HES 130/0.4) on
diff erent fi brinogen assays
U Schött, DW Winstedt, AH Hillarp
Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P155 (doi: 10.1186/cc13345) fi
y
U Schött, DW Winstedt, AH Hillarp Lund University, Lund, Sweden y
Critical Care 2014, 18(Suppl 1):P155 (doi: 10.1186/cc13345) Introduction Previous in vitro studies have shown that photometric
assays may overestimate fi brinogen levels after hemodilution with HES. The in vivo eff ect of HES on fi brinogen assays was therefore studied. fi
Methods Forty patients with intracranial tumor gave their consent
to participate in this ethical approved study. Plasma fi brinogen
levels were analyzed with ELISA, two photometric assays (Dade and
Multifi bren) and one mechanical (Hook). In addition, ROTEM FibTEM-
MCF was analyzed.i y
Results Twenty-fi ve of the 40 patients received 1 l HES. Mean reduction
of hematocrit was 17%. ELISA was lower than Hook and Multifi bren. The FibTEM relative decrease of 43% diff ered signifi cantly from the
other assays. See Figure 1. Figure 1 (abstract P156). Cell death of HK-2 cells after lactated Ringer
administration in a hypovolemia mimic model. y
g
Conclusion After in vivo hemodilution with HES, some assays
overestimated fi brinogen levels. An overestimation of around 0.3 g/l Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S56 Figure 2 (abstract P156). Elocalcitol (BXL 628) ameliorates toxicity of
lactated Ringer in HK-2 human renal tubule cells. sodium, chloride, lactate or creatinine levels were not signifi cantly
diff erent between the two groups.li f
Conclusion The administration of hypotonic fl uids in the fi rst 72 hours
of liver transplantation may be a risk factor for prolonged ICU
admission. This eff ect appears independent of serum electrolyte levels
or renal dysfunction. P160 Angiotensin II may be useful for the treatment of hypotension in
distributive shock, but a safe and effi cacious dose is unknown
LW Busse1, E Brasha2, DL Davison2, MG Seneff 2, J Honig2, ZK Alotaibi3,
LS Chawla2
1Inova Fairfax Health System, Falls Church, VA, USA; 2George Washington
University, Washington, DC, USA; 3Prince Sultan Medical Military City, Riyadh,
Saudi Arabia
Critical Care 2014, 18(Suppl 1):P160 (doi: 10.1186/cc13350) Conclusion Vasopressin did not reduce mortality rates as compared
with norepinephrine among patients with cancer and septic shock who
were treated with catecholamine vasopressors. Critical Care 2014, 18(Suppl 1):P160 (doi: 10.1186/cc13350) Introduction Patients with distributive shock who require high-dose
vasopressors have a high mortality. Vasopressors belong to two classes:
catecholamines and vasopressin analogs. Each class has limitations. Patients receiving catecholamines often develop tachyphylaxis and
metabolic complications (for example, lactic acidosis). Vasopressin
analogs can cause mesenteric or myocardial ischemia and oliguria. Angiotensin II (ATII) is an endogenous peptide that increases blood
pressure and aldosterone production. Preclinical data suggest a role
for ATII in the treatment of sepsis-associated acute kidney injury. ATII may prove useful in patients who remain hypotensive despite
catecholamine and vasopressin therapy. This is the fi rst randomized
clinical trial to date which seeks to evaluate ATII for use in distributive
shock. Acknowledgement Clinical Trials number: NCT 01718613. Heart rate reduction with esmolol in septic shock: eff ects on
myocardial performance
A Morelli1, A D’Egidio1, A Orecchioni1, E Maraff a1, S Romano2
1University of Rome La Sapienza, Rome, Italy; 2University of Florence, Italy
Critical Care 2014, 18(Suppl 1):P162 (doi: 10.1186/cc13352) Introduction Clinical study suggests that beta-blockers, by decreasing
the heart rate (HR) together with an increase in stroke volume (SV), do
not negatively aff ect cardiac output (CO), allowing an economization
of cardiac work and oxygen consumption in patients with septic shock
[1]. Whether this hemodynamic profi le leads to an amelioration of
myocardial performance is still unclear. The objective of the present
study was therefore to elucidate whether a reduction in HR with esmolol
is associated with an improvement of cardiac effi ciency in patients
with septic shock who remained tachycardic after hemodynamic
optimization. Methods Twenty patients with distributive shock and a cardiovascular
Sequential Organ Failure Assessment score ≥4 were randomized
to either ATII infusion (n = 10) or placebo (n = 10) plus standard of
care. Vasopressin versus norepinephrine for the management of septic
shock in cancer patients Conclusion There are few case reports of terlipressin-induced
hyponatraemia [1]. Hyponatraemia is considered a rare side eff ect
brought about by the partial agonist eff ect of terlipressin on renal
vasopressin V2 receptors. Sola and colleagues monitored serum sodium
concentrations in patients with acute variceal bleeding. They found that
rapid reduction in serum sodium was common (up to 36%) and one
patient developed osmotic demyelination syndrome. Hyponatraemia
resolved on cessation of terlipressin [2]. Close monitoring of serum
sodium levels is essential in patients on terlipressin therapy so rapid
drops in sodium can be identifi ed and managed to stop associated
neurological complications. Introduction Patients with septic shock die mainly due to refractory
shock. Vasopressin is commonly used as an adjunct to catecholamines
to support blood pressure in refractory septic shock, but its eff ect on
mortality is unknown. We hypothesized that vasopressin as compared
with norepinephrine would decrease mortality among cancer patients
with septic shock. g
References References p
Methods In this, randomized, double-blind trial, we assigned patients
who had cancer and septic shock and needed a vasopressor to receive
norepinephrine or vasopressin in addition to open-label vasopressors. All vasopressor infusions were titrated and tapered according to
protocols to maintain a target blood pressure. The primary endpoint
was the mortality rate 28 days after the start of infusions.i 1. Hyun J, et al.: Terlipressin induced hyponatremic seizure. Scand J
Gastroenterol 2010, 45:501-504. 1. Hyun J, et al.: Terlipressin induced hyponatremic seizure. Scand J
Gastroenterol 2010, 45:501-504. 2. Sola E, et al.: Hyponatremia in patients treated for severe gastrointestinal
bleeding due to portal hypertension. Hepatology 2010, 52:1783-1790. Results A total of 107 patients underwent randomization in this fi rst
part of trial, and were infused with the study drug (53 patients received
vasopressin, and 54 norepinephrine), and were included in the analysis. There was no signifi cant diff erence between the vasopressin and
norepinephrine groups in the 28-day mortality rate (67.9 and 58.5%,
respectively; P = 0.31). There were no signifi cant diff erences in the
overall rates of serious adverse events (5.3% and 5.5%, respectively;
P = 1.00). Terlipressin-induced hyponatraemia Introduction Terlipressin is a vasopressin (V1 receptor) agonist that
causes splanchnic constriction and is used in the management
of variceal bleeding. This case report demonstrates the profound
hyponatraemia, suffi cient to cause a fall in conscious level, developing
following terlipressin administration for variceal gastrointestinal
bleeding. S57 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A 28-year-old man was admitted to the ICU following
intubation and sedation for seizures due to acute alcohol withdrawal. A CT scan of the brain was normal. In the ICU the patient became
haemodynamically unstable and fresh blood was aspirated from the
nasogastric tube. Gastroscopy showed bleeding oesphageal varicies
and hypertensive portal gastropathy. The patient was treated with
variceal banding, tazobactam/pipacillin (4.5 g three times daily) and
terlipressin (2 g four times daily) as per protocol for variceal bleeding. He was successfully extubated 48 hours later. Results The mean age was 62.9 ± 15.8 years. Of the patients, 75%
were male, 45% were Caucasian and 40% were African American. The 30-day mortality for the two groups were similar for the ATII
cohort and the placebo cohort (50% vs. 60%, P = 1.00). ATII resulted
in marked reduction in norepinephrine dosing in all patients. The
mean norepinephrine dose for the placebo cohort was 20.1 ± 16.8 μg/
minute vs. 7.3 ± 11.9 μg/minute for the ATII cohort (P = 0.022). The most
common adverse event was hypertension, which occurred in 20% of
patients receiving ATII.f Conclusion ATII is an eff ective vasopressor agent in patients with
distributive shock requiring multiple vasopressors. The initial dose
range of ATII that appears to be appropriate for patients with
distributive shock is 2 to 10 ng/kg/minute. Further studies to assess the
use of ATII in patients with distributive shock are warranted. Results On admission the patient’s serum sodium was 139 mmol/l. The
patient received terlipressin for 4 days in the following regimen: 2 g
four times daily for 48 hours, then 1 mg four times daily for 24 hours
and then 0.5 mg four times daily for a further 24 hours before stopping. On the last day of his terlipressin therapy, the patient’s GCS dropped
from 15 to 11. Serum sodium had fallen acutely to 116 mmol/l. The
last two doses of terlipressin were cancelled and no other treatment
for hyponatraemia was administered. His serum sodium and GCS
returned to normal limits within 13 hours of terlipressin cessation with
no neurological consequences. P161 P161 Vasopressin versus norepinephrine for the management of septic
shock in cancer patients
C Zambolim, D Nagaoka, J Fukushima, C Park, J Carneiro, E Osawa,
J Almeida, S Zeff erino, F Galas, L Hajjar
Instituto do Cancer do Estado de São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P161 (doi: 10.1186/cc13351) Haemodynamic eff ects of phenylephrine commenced prior to
induction of anaesthesia in older patients undergoing high-risk
vascular surgery Haemodynamic eff ects of phenylephrine commenced prior to
induction of anaesthesia in older patients undergoing high-risk
vascular surgery g
y
H Araujo1, R Campbell2, D Green2, E Mills3
1King’s College London, UK; 2King’s College Hospital NHS Foundation Trust,
London, UK; 3LiDCO Ltd, London, UK
Critical Care 2014, 18(Suppl 1):P164 (doi: 10.1186/cc13354) g
y
H Araujo1, R Campbell2, D Green2, E Mills3
1King’s College London, UK; 2King’s College Hospital NHS Foundation Trust,
London, UK; 3LiDCO Ltd, London, UK
Critical Care 2014, 18(Suppl 1):P164 (doi: 10.1186/cc13354) g
pi
Results For a MAP between 65 and 75 mmHg, esmolol administration
signifi cantly decreased HR (115 ± 10 to 91 ± 7 bpm), NE (0.7 ± 0.4 to
0.5 ± 0.3 μg/kg/minute), and dP/dt MAX (1.1 ± 0.3 to 0.8 ± 0.3 ms/
mmHg). Conversely, TAPSE (15 ± 3 to 20 ± 3 mm), CCE (–0.2 ± 0.4 to
–0.03 ± 0.4 units) and SV (37 ± 8 to 42 ± 10 ml) signifi cantly increased
at the end of the study period (all P <0.05). CO (4.1 ± 0.8 to 3.9 ± 0.8 l/
minute) and LVEF (46 ± 10 to 48 ± 10%) did not change. Introduction Fall in mean arterial blood pressure (MAP) during
anaesthetic induction is common and may result in profound hypo-
tension. Using the LiDCORapid (LiDCO Ltd, UK), we previously
demonstrated that the fall in MAP is usually driven by a reduction in
stroke volume (SV) that was presumed due to venodilation. Low-
dose phenylephrine (PE), a venoconstrictor, commenced immediately
prior to induction ameliorated these eff ects to a signifi cant degree
[1]. However, it is important that the pre-induction administration
of PE should not cause any marked changes in MAP and CO. We
retrospectively studied a group of 40 high-risk patients about to
undergo major peripheral vascular surgery where PE was commenced
immediately pre-induction. The haemodynamic eff ects of this dose of
PE on MAP, SV and CO were analysed. g
Conclusion In patients with established septic shock who remained
tachycardic after hemodynamic optimization, titration of esmolol to
reduce the HR to a predefi ned threshold economized cardiac function,
resulting in a maintained CO with a lower HR and a higher stroke
volume. Such a hemodynamic profi le was characterized by an improved
cardiac effi ciency, as indicated by the decrease in dP/dt MAX associated
with an increase in CCE. P163 Presented at American Society of
Anesthesiologists 2012 Annual Meeting; October 13-17 2012; Washington, DC. [http://www.asaabstracts.com/strands/asaabstracts/search.htm] 1. Bidd H, Tan A, Mills E, Araujo H, Green D, O’Brien T: Phenylephrine
commenced prior to anaesthesia reduced the haemodynamic changes
associated with induction of anaesthesia in patients undergoing high risk
vascular surgery [Abstract A378]. Presented at American Society of
Anesthesiologists 2012 Annual Meeting; October 13-17 2012; Washington, DC. [http://www.asaabstracts.com/strands/asaabstracts/search.htm] g
Reference 1. Morelli A, Ertmer C, Westphal M, et al.: Eff ect of heart rate control with
esmolol on hemodynamic and clinical outcomes in patients with septic
shock: a randomized clinical trial. JAMA 2013, 310:1683-1691. P164 despite adequate volume resuscitation received a continuous esmolol
infusion to maintain the HR between 94 and 80 bpm. NE was titrated
to achieve a MAP between 65 and 75 mmHg. To investigate myocardial
performance, we simultaneously assessed LV ejection fraction (LVEF),
tricuspidal annular plane solid excursion (TAPSE) by echocardiography,
the dP/dt MAX and the cardiac cycle effi ciency (CCE) both estimated
from the arterial pressure waveform. Data were obtained at baseline
and after achieving the predefi ned HR threshold (T1). Haemodynamic eff ects of phenylephrine commenced prior to
induction of anaesthesia in older patients undergoing high-risk
vascular surgery
H Araujo1, R Campbell2, D Green2, E Mills3
1King’s College London, UK; 2King’s College Hospital NHS Foundation Trust,
London, UK; 3LiDCO Ltd, London, UK
Critical Care 2014, 18(Suppl 1):P164 (doi: 10.1186/cc13354) Haemodynamic eff ects of phenylephrine commenced prior to
induction of anaesthesia in older patients undergoing high-risk
vascular surgery Finally, echocardiographic data suggest that
reducing HR with esmolol positively aff ects right ventricular function. Reference Methods A radial artery line was inserted prior to induction of
anaesthesia, and baseline MAP, CO and SV were obtained using the
LiDCORapid. The PE infusion was commenced at a rate of 1 to 2 mg/
hour. Remifentanil was then administered using a target-controlled
infusion pump until a 2 ng/ml predicted eff ect site concentration (Ceff )
was reached. Propofol was then administered to induce anaesthesia. Haemodynamic changes from the pre-PE baseline to commencement
of propofol were recorded at 5-second intervals. The changes in MAP,
SV and CO were assessed as the percent change in values obtained
immediately prior to PE and followed for at least 5 minutes until
commencement of propofol. Hennepin County Medical Center, Minneapolis, MN, USA
Critical Care 2014, 18(Suppl 1):P165 (doi: 10.1186/cc13355) P160 ATII was started at a dose of 20 ng/kg/minute, and titrated per
a protocolized schedule for a goal of maintaining a mean arterial
pressure (MAP) of 65 mmHg. The infusion (either ATII or placebo) was
continued for 6 hours and then titrated off . The primary endpoint was
the eff ect of ATII on the standing dose of norepinephrine required to
maintain a MAP of 65 mmHg. Secondary endpoints included the eff ect
of ATII on urine output, serum lactate and creatinine clearance, as well
as 30-day mortality. Methods After 24 to 36 hours of initial hemodynamic stabilization, 24
septic shock patients with HR >95 bpm and requiring norepinephrine
(NE) to maintain mean arterial pressure (MAP) between 65 and 75 mmHg S58 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P163 A new automatic urinometer shows lower bias, no loss of precision
due to temporal deviation and higher user evaluation when
compared with a manual standard urinometer in an ICU setting
A Eklund, J Van der Linden
Karolinska University Hospital, Stockholm, Sweden
Critical Care 2014, 18(Suppl 1):P163 (doi: 10.1186/cc13353) Results Patient demographics, mean (range): age 71 (46 to 89) years,
31 male, weight 80 (55 to 115) kg, ASA 3 (2 to 4). The changes in MAP
and CO were not clinically or statistically signifi cant. MAP increased by
an average of only 2%, range –25 to +12; CO by 0%, range –23 to +16
(P = 0.35 and P = 0.36 respectively). Karolinska University Hospital, Stockholm, Sweden y
p
Critical Care 2014, 18(Suppl 1):P163 (doi: 10.1186/cc13353) y
Conclusion In a previous study [1], PE administered prospectively prior
to induction markedly reduced the haemodynamic changes following
induction of anaesthesia in high-risk patients using remifentanil and
propofol. This eff ect was achieved without signifi cant changes in MAP
and CO in the 5-minute to 10-minute period between commencement
of PE and induction of anaesthesia. Introduction In the intensive care setting, most physiologic
parameters are monitored automatically. However, urine output (UO)
is still monitored hourly by manually handled urinometers. This study
evaluated an automatic urinometer (AU) and compared it with a
manual urinometer (MU). Methods This was a prospective study in the ICU of a cardio-thoracic
surgical clinic. In postoperative patients (n = 36) with indwelling
urinary catheters and an expected stay of 24 hours or more, hourly
UO samples were measured with an AU (n = 220, Sippi®; Observe
Medical, Gothenburg, Sweden) or a MU (n = 188, UnoMeter™ 500;
Unomedical a/s, Birkeroed, Denmark), and thereafter validated
by cylinder measurements. Malposition of instrument at reading
excluded measurement. Data were analyzed with the Bland–Altman
method. The performance of the MU was used as minimum criteria of
acceptance when the AU was evaluated. The loss of precision with the
MU due to temporal deviation from fi xed hourly measurements was
recorded (n = 108). A questionnaire, fi lled out by the ward staff (n = 28),
evaluated the ease of use of the AU compared with the MU. . Bidd H, Tan A, Mills E, Araujo H, Green D, O’Brien T: Phenylephrine
commenced prior to anaesthesia reduced the haemodynamic changes
associated with induction of anaesthesia in patients undergoing high risk
vascular surgery [Abstract A378]. 6
Potential use of veno-arterial extracorporeal membrane
oxygenation for cardiogenic shock refractory to mechanical assist
devices: baseline physiology and mortality data
C Vimalanathan, N Barrett, N Ioannou, C Langrish, C Meadows, G Salt,
G Glover
Guy’s & St Thomas’ NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P167 (doi: 10.1186/cc13357) Potential use of veno-arterial extracorporeal membrane
oxygenation for cardiogenic shock refractory to mechanical assist
devices: baseline physiology and mortality data
C Vimalanathan, N Barrett, N Ioannou, C Langrish, C Meadows, G Salt,
G Glover
Guy’s & St Thomas’ NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P167 (doi: 10.1186/cc13357) g
Results Of the 11 patients included, six had spontaneous intracranial
hemorrhage (ICH), four had traumatic ICH and one was free of
neurologic injury. Following administration of 393 doses of APAP, the
average change in MAP for all patients was –7.52 mmHg and SBP was
–12.04 mmHg. When evaluated on an individual basis, patients with
ICH had an average change in MAP of –10.64 (–5.2 to –19.08) and SBP
of –17.81 (–7.54 to –35.75). The patient without neurologic injury had
an average change in MAP and SBP of –3.01 and –2.42. The average
change in MAP and SBP following administration of oral APAP solution
(n = 357) was –7.84 and –12.39 while the change following rectal
administration (n = 3) was –4.22 and –8 and tablet administration
(n = 33) was –4.4 and –8.61. Introduction Mortality from cardiogenic shock remains high [1] and,
despite a physiological rationale, intra-aortic balloon counterpulsation
(IABP) has recently been shown to be ineff ective in reducing mortality
[2,3]. Veno-arterial extracorporeal membrane oxygenation (V-A ECMO)
may off er a survival advantage over IABP. The objective of this study
was to describe the characteristics and outcomes of patients supported
with IABP or Impella and to identify the characteristics of patients who
die, despite mechanical assistance, for whom a proposed V-A ECMO
programme may be benefi cial. p
g
yi
Methods A retrospective cohort study in a 30-bed, medical–surgical
ICU. All adult patients supported with IABP or Impella over 2 years
to March 2013 were identifi ed and data were extracted by case-note
review. Subgroup analysis was carried out for patients aged ≤65 and
for those who fulfi lled the modifi ed Melbourne criteria for V-A ECMO
[4]. Data collected included demographic data, physiology and organ
support at baseline and at 6, 12, and 24 hours, ICU and hospital
outcomes and cause of death. Comparisons between survivors and
nonsurvivors were made with t test/chi-squared tests as appropriate. Results A total of 129 patients were identifi ed: 78% were male, mean
age was 70 years (SD ±11.8), mean APACHE II score was 20 (±5) and ICU
mortality was 44%. 6
Potential use of veno-arterial extracorporeal membrane
oxygenation for cardiogenic shock refractory to mechanical assist
devices: baseline physiology and mortality data
C Vimalanathan, N Barrett, N Ioannou, C Langrish, C Meadows, G Salt,
G Glover
Guy’s & St Thomas’ NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P167 (doi: 10.1186/cc13357) Comparing survivors with nonsurvivors the only
statistically signifi cant diff erence was metabolic acidosis (–6.8 ± 5.3 vs. –10.9 ± 7.0 mEq/l; P <0.05). Heart rate, mean arterial pressure, lactate,
central venous oxygen saturation, cardiac index, arterial blood pH and
mechanical ventilation failed to show a signifi cant diff erence. Eleven of
these patients would have fulfi lled the proposed criteria for V-A ECMO,
with an ICU mortality of 36%. i
Methods A retrospective cohort study in a 30-bed, medical–surgical
ICU. All adult patients supported with IABP or Impella over 2 years
to March 2013 were identifi ed and data were extracted by case-note
review. Subgroup analysis was carried out for patients aged ≤65 and
for those who fulfi lled the modifi ed Melbourne criteria for V-A ECMO
[4]. Data collected included demographic data, physiology and organ
support at baseline and at 6, 12, and 24 hours, ICU and hospital
outcomes and cause of death. Comparisons between survivors and
nonsurvivors were made with t test/chi-squared tests as appropriate.i Conclusion It appears from this small case series that patients with ICH
may experience more isolated hypotension following administration
of APAP when compared with others. These changes seemed to be
greater than previously reported for intravenous administration. It may
also be possible that APAP solution exudes hypotensive eff ects more
commonly when compared with tablet or rectal formulations. References 1. Brown G: Acetaminophen-induced hypotension. Heart Lung 1996,
25:137-140. q
pp
p
Results A total of 129 patients were identifi ed: 78% were male, mean
age was 70 years (SD ±11.8), mean APACHE II score was 20 (±5) and ICU
mortality was 44%. Comparing survivors with nonsurvivors the only
statistically signifi cant diff erence was metabolic acidosis (–6.8 ± 5.3 vs. –10.9 ± 7.0 mEq/l; P <0.05). Heart rate, mean arterial pressure, lactate,
central venous oxygen saturation, cardiac index, arterial blood pH and
mechanical ventilation failed to show a signifi cant diff erence. Eleven of
these patients would have fulfi lled the proposed criteria for V-A ECMO,
with an ICU mortality of 36%. 2. Mrozek, S, et al.: [Acetaminophene-induced hypotension in intensive care
unit: a prospective study]. Ann Fr Anesth Reanim 2009, 28:448-453. P167 Methods Patients admitted to the SICU over a 7-month time frame who
were reported by the nursing staff to have experienced hypotension
following the oral or rectal administration of APAP were included. Their
electronic medical records were retrospectively reviewed to describe
the change in systolic blood pressure (SBP) and mean arterial pressure
(MAP) within the fi rst hour following all administrations of APAP. Additional data collected consisted of patient age, sex, admission
diagnoses and formulation/route of APAP administration. i
References 1. Jeger RV, et al.: Ann Intern Med 2008, 149:618-626. 2. Thiele H, et al.: N Engl J Med 2012, 367:1287-1296. 3. Werdan K, et al.: Eur Heart J 2013. [Epub ahead of print]
4. Aubron C, et al.: Crit Care 2013, 17:R73. 1. Jeger RV, et al.: Ann Intern Med 2008, 149:618-626. 2. Thiele H, et al.: N Engl J Med 2012, 367:1287-1296. 3. Werdan K, et al.: Eur Heart J 2013. [Epub ahead of print]
4. Aubron C, et al.: Crit Care 2013, 17:R73. 2. Thiele H, et al.: N Engl J Med 2012, 367:1287 1296. 3. Werdan K, et al.: Eur Heart J 2013. [Epub ahead of print]
4. Aubron C, et al.: Crit Care 2013, 17:R73. Introduction Profound myocardial depression can occur after cardiac
surgery. Use of ventricular assist support through venoarterial
extracorporeal membrane oxygenation (ECMO) has been positively
reported. This study will focus on the outcomes of patients who, upon
suff ering hemodynamic failure after cardiac surgery, were supported
by the use of ECMO during their stay in the surgical ICU of Incor FMUSP. Methods This was a retrospective, single-center and observational
study. The records of 48 patients who underwent cardiac surgery
and, subsequently, needed percutaneous or surgical implantation of
ventricular assist devices were evaluated. The evaluation considered
the following criteria: basal characteristics, indications for ventricular
assistance, duration, length of ICU and hospital stay, and hospital
mortality, through data collection forms. P166 y
Conclusion Only metabolic acidosis was associated with mortality in
patients supported with mechanical assist devices. Our data do not
allow discrimination of survivors from nonsurvivors. Patients who
fulfi lled the proposed criteria for V-A ECMO showed a similar mortality
to a recent series treated with V-A ECMO [4]. The proposed criteria do
not identify a cohort, in this population, that would expect a mortality
benefi t from V-A ECMO. R f P166
Experiences of a tertiary center with use of extracorporeal
membrane oxygenation support in patients with cardiogenic shock
after cardiac surgery
L Galas1, V Guimaraes2, M Sundin2, L Caneo2, M Jatene2, F Jatene2, L Hajjar2,
J Almeida1, F Galas2
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Heart Institute, São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P166 (doi: 10.1186/cc13356) P166
Experiences of a tertiary center with use of extracorporeal
membrane oxygenation support in patients with cardiogenic shock
after cardiac surgery
L Galas1, V Guimaraes2, M Sundin2, L Caneo2, M Jatene2, F Jatene2, L Hajjar2,
J Almeida1, F Galas2
1Instituto do Cancer do Estado de São Paulo, Brazil; 2Heart Institute, São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P166 (doi: 10.1186/cc13356) Acetaminophen-induced hypotension in the surgical ICU
Z Stoecker Acetaminophen-induced hypotension in the surgical ICU
Z Stoecker
Hennepin County Medical Center, Minneapolis, MN, USA
Critical Care 2014, 18(Suppl 1):P165 (doi: 10.1186/cc13355) Results Analysis according to Bland–Altman showed a smaller mean
bias for the AU, +1.9 ml, compared with the MU, +5.3 ml (P <0.001). There was no statistical diff erence in measurement precision between
the two urinometers, defi ned by their limits of agreement (±15.2 ml
vs. ±16.6 ml, P = 0.11). The mean temporal variation with the MU was
±7.4 minutes (±12.4%), limits of agreement ±23.9 minutes (±39.8%),
compared with no temporal variation with the AU (P <0.001). A total
86% of the ward staff considered the AU superior to the MU (P <0.001). Conclusion The AU had a signifi cantly lower bias than the MU and the
loss of precision of hourly UO due to temporal deviations using the MU
was avoided with the AU. The AU was also evaluated higher by the ward
staff , refl ecting perception of higher reliability, easier use, less contact
with urine bags and less time usage for measurements. The features of
the AU may also indicate a favorable clinical impact in the normal ward,
when staffi ng does not allow hourly measurements with a MU. Hennepin County Medical Center, Minneapolis, MN, USA
Critical Care 2014, 18(Suppl 1):P165 (doi: 10.1186/cc13355) Introduction Acetaminophen (APAP) is commonly administered in the
surgical ICU (SICU) for its analgesic and antipyretic eff ects. Case reports
have described the potential for APAP to cause allergic reactions with
and without hypotension. Furthermore, there have been case reports
of APAP causing isolated hypotension in the absence of other allergic
responses [1]. This has been well described following intravenous
administration [2]. However, other routes of administration causing
hypotension and associated diagnoses remain to be elucidated. The present case series describes 11 patients with APAP-induced
hypotension in the SICU at a Level I trauma center. S59 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P168 Normobaric oxygen paradox and the microcirculation in the
critically ill patient: a prospective observational study
A Donati, E Damiani, AT Colesnicenco, E Montesi, S Ciucani, A Carsetti,
P Pelaia
Università Politecnica delle Marche, Ancona, Italy
Critical Care 2014, 18(Suppl 1):P168 (doi: 10.1186/cc13358) Normobaric oxygen paradox and the microcirculation in the
critically ill patient: a prospective observational study
A Donati, E Damiani, AT Colesnicenco, E Montesi, S Ciucani, A Carsetti,
P Pelaia
Università Politecnica delle Marche, Ancona, Italy
Critical Care 2014, 18(Suppl 1):P168 (doi: 10.1186/cc13358) Università Politecnica delle Marche, Ancona, Italy y
Critical Care 2014, 18(Suppl 1):P168 (doi: 10.1186/cc13358) Introduction The normobaric oxygen paradox (NOP) is a recent
concept that postulates the use of intermittent hyperoxia to stimulate
erythropoietin (EPO) production [1]. Hyperoxia increases oxygen free
radicals and may lead to endothelial damage and vasoconstriction [2]. We evaluated the microvascular response to transient hyperoxia and its
eff ects on EPO production. y
g
Results Of the 48 patients included on the study, 26 (54%) were
males, and 31 (64%) were younger than 18 years old. These patients
developed cardiogenic shock during 72 hours after cardiac surgery. In
all cases, ECMO was inserted after cardiac surgery. Of all patients, 32
(66%) were central ECMO, inserted in the operative room, and 16 were
percutaneous, inserted in the ICU. The median duration of ventricular
assistance was 6 days (IQR 0 to 41), the length of ICU stay was 16 days
(IQR 1 to 111), and hospital stay was 29 days (IQR 1 to 198). Twenty
patients survived (41%) and were discharged from our hospital. f
Methods Six patients with hemodynamic stability and mechanically
ventilated with FiO2 <50% were included in this prospective
observational study. Patients underwent a 2-hour period of hyperoxia
(FiO2 100%). The sublingual microcirculation (sidestream dark-fi eld
imaging (SDF)) was evaluated at baseline (t0), 2 hours after hyperoxia
(t1), and 2 hours after return to basal FiO2 (t2). SDF monitoring was
continuously performed also during the variation of FiO2 for 2 minutes. EPO levels were assayed at baseline and for 2 days. Conclusion The use of mechanical circulatory assists devices is an
effi cient tool to manage seriously ill patients after cardiac surgery. This
tool should be considered early in the diagnosis of cardiogenic shock
after cardiac surgery. Predictive criteria for the development of intra-abdominal
hypertension and abdominal compartment syndrome
D Lyer, P Rastogi, A Aneman, S D’Amours
Liverpool Hospital, Sydney, Australia
Critical Care 2014, 18(Suppl 1):P169 (doi: 10.1186/cc13359) Predictive criteria for the development of intra-abdominal
hypertension and abdominal compartment syndrome
D Lyer, P Rastogi, A Aneman, S D’Amours
Liverpool Hospital, Sydney, Australia
Critical Care 2014, 18(Suppl 1):P169 (doi: 10.1186/cc13359) Conclusion In patients with hyperlactatemia on ICU admission,
lactate-guided therapy did not reduce complications and was related
to a longer ICU length of stay. This study suggests that goal-directed
therapy aiming to decrease initial lactate levels does not result in
clinical benefi t. Introduction This study aims to develop predictive criteria to identify
which patients are at risk of developing intra-abdominal hypertension
(IAH) and abdominal compartment syndrome (ACS) upon admission to
the ICU. Early lactate-guided therapy in cardiac surgery patients:
a randomized controlled trial
M Sundin1, J Almeida2, E Osawa1, F Galas1, M Gaiane1, S Zeff erino1,
L Camara1, LG Galas1, L Hajjar1
1Heart Institute, São Paulo, Brazil; 2Instituto do Cancer do Estado de São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P170 (doi: 10.1186/cc13360) Figure 1 (abstract P168). TVD and NOP. Results An early vasoconstriction and a trend towards total vessel
density (TVD) reduction were observed at t1 (Figure 1). The TVD tended
to increase without returning to baseline levels at t2. EPO increased
in four patients out of 6 (P = NS). A negative correlation was found
between the change in TVD after hyperoxia (t1 – t0) and the change in
EPO (r = –0.88, P = 0.03). Results An early vasoconstriction and a trend towards total vessel
density (TVD) reduction were observed at t1 (Figure 1). The TVD tended
to increase without returning to baseline levels at t2. EPO increased
in four patients out of 6 (P = NS). A negative correlation was found
between the change in TVD after hyperoxia (t1 – t0) and the change in
EPO (r = –0.88, P = 0.03). Introduction It is unknown whether lactate monitoring aimed to
decrease levels during the fi rst hours in patients undergoing cardiac
surgery improves outcome. The aim of this study was to evaluate the
eff ect of lactate monitoring and resuscitation directed at decreasing
lactate levels in patients admitted to the ICU in the fi rst 8 hours with
lactate level ≥3.0 mEq/l. Conclusion Hyperoxia leads to vasoconstriction that seems to be
reversible at hyperoxia cessation. Further data are needed to verify
the effi cacy of the NOP in stimulating erythropoiesis in the critically
ill. There might be a relation between hyperoxia-induced reduction in
vessel density and the EPO increase. P168 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S60 Results An early vasoconstriction and a trend towards total vessel
density (TVD) reduction were observed at t1 (Figure 1). The TVD tended
to increase without returning to baseline levels at t2. EPO increased
Figure 1 (abstract P168). TVD and NOP. Figure 1 (abstract P168). TVD and NOP. (odds ratio, 4.95; 95% CI, 1.19 to 7.24; P <0.001), hemoperitoneum/
pneumoperitoneum/intraperitoneal fl uid collection (odds ratio, 3.61;
95% CI, 1.29 to 10.12; P = 0.014), obesity (odds ratio, 3.41; 95% CI 1.97
to 5.90; P <0.001), fl uid received >2.3 l (odds ratio, 2.68; 95% CI, 1.48 to
4.84; P = 0.001), abbreviated SOFA score >4 points (odds ratio, 2.49; 95%
CI, 1.49 to 4.15; P <0.001) and lactate >1.4 mmol/l (odds ratio, 2.28; 95%
CI, 1.33 to 3.91; P <0.001) were identifi ed as independent predictors of
IAH upon admission to ICU. The presence of three or more of these risk
factors at admission predicted the onset of IAH with sensitivity of 75%
and a specifi city of 76%, and the onset of grade II, III and IV IAH with a
sensitivity of 91% and a specifi city of 62%. (odds ratio, 4.95; 95% CI, 1.19 to 7.24; P <0.001), hemoperitoneum/
pneumoperitoneum/intraperitoneal fl uid collection (odds ratio, 3.61;
95% CI, 1.29 to 10.12; P = 0.014), obesity (odds ratio, 3.41; 95% CI 1.97
to 5.90; P <0.001), fl uid received >2.3 l (odds ratio, 2.68; 95% CI, 1.48 to
4.84; P = 0.001), abbreviated SOFA score >4 points (odds ratio, 2.49; 95%
CI, 1.49 to 4.15; P <0.001) and lactate >1.4 mmol/l (odds ratio, 2.28; 95%
CI, 1.33 to 3.91; P <0.001) were identifi ed as independent predictors of
IAH upon admission to ICU. The presence of three or more of these risk
factors at admission predicted the onset of IAH with sensitivity of 75%
and a specifi city of 76%, and the onset of grade II, III and IV IAH with a
sensitivity of 91% and a specifi city of 62%. yi
y
Conclusion IAH is a common clinical entity in the intensive care setting. Predictive criteria, based on data readily available upon a patient’s
admission to ICU, were developed and eff ectively predicted the risk of
developing IAH. Lactate as a predictor of deterioration in emergency department
patients with and without infection K Oedorf1, D Day1, Y Lior2, V Novack2, N Shapiro1, D Henning1
1Beth Israel Deaconess Medical Center, Boston, MA, USA; 2Soroka University
Medical Center, Beersheba, Israel
Critical Care 2014, 18(Suppl 1):P171 (doi: 10.1186/cc13361) y
Results Thirty-nine and 2% of patients developed IAH and ACS as per
consensus defi nitions. Upon ICU admission, patients that would go on
to develop IAH had a signifi cantly higher APACHE III score (62 (44 to
81) vs. 50 (37 to 68); P <0.001), abbreviated SOFA score (6 (4 to 8) vs. 4
(2 to 6); P <0.001), CVP (17 (13 to 20) vs. 15 (12 to 17) mmHg; P <0.001),
lactate (2.2 (1.4 to 3.8) vs. 1.5 (1.1 to 2.4) mmol/l; P <0.001), INR (1.3 (1.1
to 1.5) vs. 1.2 (1.1 to 1.3); P <0.001), bilirubin (11 (7 to 19) vs. 10 (6 to 15)
μmol/l; P = 0.027), creatinine (108 (76.8 to 175) vs. 84.0 (66.0 to 118)
μmol/l; P <0.001), 24-hour fl uid balance (2.47 (0.95 to 4.05) vs. 1.23 (0.29
to 2.27) l; P <0.001), vasopressor requirement (60 vs. 39%; P <0.001),
mechanical ventilation requirement (71 vs. 58%; P = 0.011), PEEP (8.00
(5.00 to 10.00) vs. 5.50 (5.00 to 8.00) cmH2O; P <0.001), and peak airway
pressure (24 (21 to 30) vs. 22 (19 to 24) cmH2O; P <0.001). These patients
also had a signifi cantly lower abdominal perfusion pressure (61 (55 to
71) vs. 69 (60 to 77) mmHg; P <0.001), pH (7.29 (7.22 to 7.35) vs. 7.33
(7.28 to 7.37); P <0.001) and PaO2:FiO2 ratio (182 (100 to 263) vs. (264
(168 to 371); P <0.001) upon ICU admission. Abdominal distension Introduction The use of serum lactate level to risk-stratify emergency
department (ED) patients with sepsis is widely used. Studies in
nonsepsis populations also suggest its utility in predicting adverse
outcomes. Whether lactate prognosticates equally across disease
states is not clearly defi ned. This study compares the ability of
lactate to identify patients at risk for deterioration (intubation, acute
renal dysfunction, vasopressor use, or death) and mortality during
hospitalization in infected and non-infected populations. Introduction The use of serum lactate level to risk-stratify emergency
department (ED) patients with sepsis is widely used. Studies in
nonsepsis populations also suggest its utility in predicting adverse
outcomes. Whether lactate prognosticates equally across disease
states is not clearly defi ned. P170 Early lactate-guided therapy in cardiac surgery patients:
a randomized controlled trial
M Sundin1, J Almeida2, E Osawa1, F Galas1, M Gaiane1, S Zeff erino1,
L Camara1, LG Galas1, L Hajjar1
1Heart Institute, São Paulo, Brazil; 2Instituto do Cancer do Estado de São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P170 (doi: 10.1186/cc13360) References Methods Patients were randomly allocated to two groups. In the lactate
group, treatment was guided by lactate levels with the objective to
decrease lactate by 20% or more per 2 hours for the initial 8 hours of
ICU stay. In the control group, the treatment team had no knowledge
of lactate levels (except for the admission value) during this period. The primary outcome measure was the incidence of complications in
28 days. 1. Balestra C, Germonpré P, Poortmans JR, Marroni A: J Appl Physiol 2006,
100:512 518 1. Balestra C, Germonpré P, Poortmans JR, Marroni A: J Appl Physiol 2006,
100:512-518. 2. Tsai AG, Cabrales P, Winslow RM, Intaglietta M: Am J Physiol Heart Circ Physiol
2003, 285:H1537-H1545. 2. Tsai AG, Cabrales P, Winslow RM, Intaglietta M: Am J Physiol Heart Circ Physiol
2003, 285:H1537-H1545. Results The lactate group received more fl uids and dobutamine. However, there were no signifi cant diff erences in lactate levels between
the groups. The rate of complications was similar between groups (11%
vs. 7%, P = 0.087). Length of ICU stay was higher in the lactate group
(3.5 vs. 2.4 days, P = 0.047) when compared with the control group. Results The lactate group received more fl uids and dobutamine. However, there were no signifi cant diff erences in lactate levels between
the groups. The rate of complications was similar between groups (11%
vs. 7%, P = 0.087). Length of ICU stay was higher in the lactate group
(3.5 vs. 2.4 days, P = 0.047) when compared with the control group. Conclusion In patients with hyperlactatemia on ICU admission,
lactate-guided therapy did not reduce complications and was related
to a longer ICU length of stay. This study suggests that goal-directed
therapy aiming to decrease initial lactate levels does not result in
clinical benefi t. P171 Methods This is a prospective, observational study of 403 consecutively
admitted ICU patients in a 3-month period, requiring the insertion of an
indwelling urinary catheter. Intra-abdominal pressure was measured at
least twice daily in all patients. Lactate as a predictor of deterioration in emergency department
patients with and without infection
K Oedorf1, D Day1, Y Lior2, V Novack2, N Shapiro1, D Henning1
1Beth Israel Deaconess Medical Center, Boston, MA, USA; 2Soroka University
Medical Center, Beersheba, Israel
Critical Care 2014, 18(Suppl 1):P171 (doi: 10.1186/cc13361) 1.
Balestra C, Germonpré P, Poortmans JR, Marroni A: J Appl Physiol 2006,
100:512-518. Lactate as a predictor of deterioration in emergency department
patients with and without infection This study compares the ability of
lactate to identify patients at risk for deterioration (intubation, acute
renal dysfunction, vasopressor use, or death) and mortality during
hospitalization in infected and non-infected populations. Methods A prospective, observational cohort study of ED adult patients
presenting from 11 November 2012 to 1 February 2013 who had lactate
measured and abnormal vital signs (hearth rate ≥130, respiratory rate
≥24, shock index ≥1, systolic blood pressure <90 mmHg). Patients with
isolated atrial tachycardia, seizure, intoxication, or psychiatric agitation S61 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 lactate (initial)) × 100%. Lactate (initial) is blood or tissue lactate within
the fi rst 24 hours after ICU admission (H0). Lactate (delayed) is blood or
tissue lactate at H4, H8, H12, H16, H20, H24 and H48 (H = hours). were excluded. Patients were stratifi ed into three groups by lactate
<2.5 (low), 2.5 to 4 (intermediate), and >4 mmol/l (high). Chi-square test
for trend was used to compare outcome rates between lactate levels
for each diagnostic category.i were excluded. Patients were stratifi ed into three groups by lactate
<2.5 (low), 2.5 to 4 (intermediate), and >4 mmol/l (high). Chi-square test
for trend was used to compare outcome rates between lactate levels
for each diagnostic category.i Results A total of 112 patients having septic shock (n = 79) or severe
sepsis (n = 33) were examined. Tissue lactate clearance was higher
compared with blood lactate clearance at H0 to H8 (P = 0.02), H0 to
H12 (P = 008), H0 to H16 (P = 0.01), H0 to H20 (P = 0.01), and H0 to H24
(P = 0.02). Tissue lactate clearance was higher in survivors compared
with nonsurvivors at H0 to H12, H0 to H20 and H0 to H24 (P = 0.02,
for all). Multivariate analysis showed that ARACHE II along with
tissue clearances at H0 to H12, H0 to H20 and H0 to H24 <30% were
independent outcome predictors. Blood lactate clearance was not
related to survival. g
g
y
Results Of 1,152 patients identifi ed, 366 were excluded and 298 did
not have lactate measurements, leaving 488 for the analysis: 289 sepsis
patients and 202 nonsepsis patients. Of these, 168 (34.4%) met the
deterioration outcome, and there were 61 (12.5%) deaths. Lactate as a predictor of deterioration in emergency department
patients with and without infection For infected
patients, 46/342 (13.5%; 95% CI 10.2 to 17.5) low, 34/100 (34.0%; 95% CI
25.4 to 43.7) intermediate, and 20/46 (43.5%; 95% CI 30.2 to 57.8) high
lactate patients suff ered deterioration (P <0.01). Likewise, 6/342 (1.6%;
95% CI 0.7 to 3.9) low, 19/100 (19.0%; 95% CI 12.4 to 27.9) intermediate,
and 11/46 (23.9%; 95% CI 13.8 to 38.0) high lactate patients died during
hospitalization (P <0.01). For non-infected patients, 42/342 (12.3%; 95%
CI 9.2 to 16.2) low, 13/100 (15.1%; 95% CI 7.6 to 21.1) intermediate,
and 13/46 (28.2%; 95% CI 17.2 to 42.7) high lactate patients suff ered
deterioration (P = 0.01). In the regression models, lactate was strongly
associated with deterioration for both infected (odds ratio (OR) =
1.94; 95% CI 1.4 to 2.3) and non-infected (OR = 1.48; 95% CI 1.14 to
1.91) groups. In regression models for mortality, lactate had better
discrimination ability in infected (OR = 1.8; 95% CI 1.4 to 2.3) patients
than in the non-infected (OR = 1.11; 95% CI 0.85 to 1.47) patients. Conclusion In critically ill septic patients, after the initial resuscitation
phase, adipose tissue clears lactate earlier than blood. High tissue
lactate clearance, but not blood lactate clearance, is associated with a
favorable clinical outcome. P173 P172 Introduction The aim of this study was to determine the correlation
between levels of serum lactate (SL) and conventional hemodynamic
parameters (HPs) (mean arterial pressure (MAP), heart rate (HR), central
venous pressure (CVP), urinary output (UP)) in patients with severe
sepsis. In a subgroup, advanced HPs (central venous saturation (SvO2),
peripheral temperature (PT), cardiac index (CI), global end-diastolic
volume index (GEDI) and extravascular lung water (ELWI)) were
compared with levels of SL. Adipose tissue lactate clearance but not blood lactate clearance is
associated with clinical outcome in severe sepsis or septic shock
during the post-resuscitation period
M Theodorakopoulou, S Orfanos, N Nikitas, D Vasilliadi, S Apolonatou,
A Diamantakis, G Karkouli, C Diakaki, A Armaganidis, I Dimopoulou
University Hospital of Athens Greece ‘ATTIKON’, Attiki, Greece
Critical Care 2014, 18(Suppl 1):P172 (doi: 10.1186/cc13362) P173 P173
Correlation between conventional and advanced hemodynamic
parameters versus serum lactate in patients with severe sepsis
M Kok1, A Oei2, A Karakus3, H Endeman4
1UMC Utrecht, the Netherlands; 2AMC, Amsterdam, the Netherlands;
3Diakonessenhuis, Utrecht, the Netherlands; 4OLVG, Amsterdam, the
Netherlands
Critical Care 2014, 18(Suppl 1):P173 (doi: 10.1186/cc13363) Conclusion Lactate levels can be used to identify patients who are at
increased risk of deterioration regardless of infection status. Lactate
identifi es high-risk patients for mortality in infected patients more
strongly than in non-infected patients. Critical Care 2014, 18(Suppl 1):P173 (doi: 10.1186/cc13363) Delayed assessment of serum lactate in sepsis is associated with an
increased mortality rate Delayed assessment of serum lactate in sepsis is associated with an
increased mortality rate
R Arnold1, Z Zhang1, S Patel2, S Smola1, J Isserman1, E Jackson1
1Christiana Care Health System, Newark, DE, USA; 2Cooper University Hospital,
Camden, NJ, USA
Critical Care 2014, 18(Suppl 1):P174 (doi: 10.1186/cc13364) Results Of the 61 patients identifi ed, fi ve were excluded as their ICU
stay was <24 hours. The overall mortality in the remaining 56 patients
(mean age of 76.7 ± 10.4 (SD) years) was 21.4%. In univariate analysis,
mSOFA and several other variables correlated signifi cantly (P <0.05)
with mortality. The area under the ROC curve for LC at 6, 12, and
24 hours was 0.601, 0.719, and 0.731, respectively. LC at 24 hours was
the most accurate, and its optimum cutoff value was 37.5%. LC, lactate
level, and BE at 24 hours, as well as the signifi cant factors in univariate
analysis, were entered into a stepwise logistic regression model, which
revealed 24-hour LC ≤37.5% (odds ratio (OR), 23.0) and mSOFA score
(OR, 2.1) as independent predictive values of mortality. Introduction Lactate assessment early in the resuscitation of sepsis has
been recommended as a diagnostic biomarker. An abnormal lactate,
independent of blood pressure, is an indication for aggressive fl uid
resuscitation and its normalization is a recommended endpoint of
resuscitation. The objective of this study was to evaluate the eff ect of
the timing of lactate assessment on patient outcomes in sepsis. Conclusion In patients with colorectal perforation, 24-hour LC is more
accurate than LC measured at earlier time points. Patients with 24-
hour LC ≤37.5% and a high mSOFA score have a high risk of in-hospital
mortality. R f g
p
p
Methods Data were compiled using the Clinical Vigilance for Sepsis
electronic health record (EHR) screening tool, which identifi ed
consecutive patients from two hospital systems over 12 months at a
300-bed community hospital and over 24 months from a 500-bed
academic tertiary care center. CV Sepsis alert screens the EHR to identify
the presence of infection based on a multifactor alert system including
labs, vital signs, and treatment team documentation. A physician order
for intravenous antibiotics was used as a surrogate for suspected
infection. The database identifi ed 37,160 consecutive patients treated
for infection from a total of 216,550. Lactate quartile concentration and prognosis in severe sepsis and
septic shock M De La Torre-Prados1, A Garcia-de la Torre2, C Trujillano-Fernández1,
J Perez-Vacas1, A Puerto-Morlan1, E Camara-Sola1, A Garcia-Alcantara1,
A Garcia-Alcantara1 M De La Torre-Prados1, A Garcia-de la Torre2, C Trujillano-Fernández1,
J Perez-Vacas1, A Puerto-Morlan1, E Camara-Sola1, A Garcia-Alcantara1,
A Garcia-Alcantara1 1Hospital Virgen de la Victoria, Málaga, Spain; 2Puerto Real University
Hospital, Cadiz, Spain
Critical Care 2014 18(Suppl 1):P176 (doi: 10 1186/cc13366) p
y
p
y
Results A total 5,072 of 37,160 consecutive patients (13%) had
a measured lactate. Sepsis patients experienced an overall 3%
(1,186/37,160) mortality rate. In total, 4,153 (82%) patients had
measured lactate within 3 hours, and 919 (18%) were delayed, with a
decreased morality rate (eLac 6.8 vs. dLac 24.7, P <0.0001). There was no
diff erence in average lactate levels between the groups (eLac: 2.1 ± 2.6,
dLac: 2.3 ± 3.0, P = NS). A larger ratio of delayed-lactate patients had a
lactate ≥4 mmol/l (dLac 12.6% vs. eLac 8.7%). Introduction The Surviving Sepsis Campaign (SSC) indicates that
a lactate (LT) concentration greater than 4 mmol/l indicates early
resuscitation bundles. However, several recent studies have suggested
that LT values lower than 4 mmol/l may be a prognostic marker of
adverse outcome. The aim of this study was to identify clinical and
analytical prognostic parameters in severe sepsis (SS) or septic shock
(ShS) according to quartiles of blood LT concentration. Conclusion The delay in lactate assessment relative to clinical evidence
of infection was associated with an increased mortality rate. The average
lactate level in each group did not account for this eff ect. The timing of
the assessment, not the lactate level, was prognostic of outcome. The
mortality benefi t associated with lactate assessment within the 3-hour
guideline suggests that an increased clinical awareness may lead
to early initiation of time-sensitive interventions known to improve
outcomes. Methods A cohort study was designed in a polyvalent ICU. We studied
demographic, clinical and analytical parameters in 148 critically ill
adults, within 24 hours from SS or ShS onset according to SSC criteria. We tested for diff erences in baseline characteristics by lactate interval
using a Kruskal–Wallis test for continuous data or a chi-square test for
categorical data and reported the median and interquartile ranges;
SPSS version 15.0 (SPSS Inc., Chicago, IL, USA). Results We analyzed 148 consecutive episodes of SS (16%) or ShS
(84%). The median age was 64 (interquartile range, 48.7 to 71) years;
male: 60%. y
Reference 1. Nates JL, et al.: Automating and simplifying the SOFA score in critically ill
patients with cancer. Health Informatics J 2010, 16:35-47. P176 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 MAP 73 mmHg (13, 37 to 120), HR 101 beats/minute (22, 51 to 172), CVP
12 mmHg (5, 1 to 29), UP 55 ml/hour (62, 0 to 500), SL 3.2 mmol/l (3, 1
to 18.6), CI 4.1 ml/kg/minute (1.1, 1.6 to 6.7), GEDI 871 ml/m2 (210, 500
to 1,691), ELWI 11 ml/kg (5, 4 to 23), PT 32.1 C (2.8, 26.4 to 38), and SvO2
75% (8, 39 to 93). Relevant and signifi cant (P <0.005) PCCs between HPs
and SL were respectively: MAP –0.417, HR 0.195, UP –0.237, SvO2 –0.204
and PT –0.569. Figure 1 shows the relation between two HPs with the
highest correlation with SL. Methods We retrospectively analyzed the clinical data of patients who
underwent emergency surgery for colorectal perforation and were
admitted to the ICU of our hospital from January 2003 to August 2013. Patients with traumatic, iatrogenic, and appendicitis perforations were
excluded. The primary endpoint was survival to hospital discharge. The modifi ed Sequential Organ Failure Assessment (mSOFA) score,
a customized SOFA score excluding the central nervous system
component [1], was used for prognostic scoring. The mSOFA score and
several clinical factors were analyzed by univariate analysis as possible
predictors of survival. We collected lactate levels and base excess (BE)
measured during surgery and at 6, 12, and 24 hours after the fi rst
measurement and calculated the respective LC values. The associations
of initial blood lactate level, LC, and BE with mortality were assessed by
receiver operating characteristics (ROC) curve and logistic regression
analyses. g
Conclusion The conventional HPs MAP, HR, UP and SvO2 are signifi cantly
correlated to levels of SL, but clinical value might be limited due to the
relatively low correlation coeffi cients. In a small subgroup, PT is better
correlated to the level of SL. Lactate quartile concentration and prognosis in severe sepsis and
septic shock The main sources of infection were respiratory tract 38%
and intra-abdomen 45%; 70.7% had medical pathology. Mortality at
28 days was 22.7%. Quartiles of blood LT concentration were quartile
1 (Q1): 1.87 mmol/l or less, quartile 2 (Q2): 1.88 to 2.69 mmol/l, quartile
3 (Q3): 2.7 to 4.06 mmol/l, and quartile 4 (Q4): 4.07 mmol/l or greater
(Table 1). The median LT concentrations of each quartile were 1.43
(Q1), 2.2 (Q2), 3.34 (Q3), and 5.1 (Q4) mmol/l (P <0.001). The diff erences
between these quartiles were that the patients in Q1 had signifi cantly
lower APACHE II scores (P = 0.04), SOFA score (P = 0.024), number of
organ failures (NOF) (P <0.001) and ICU mortality (P = 0.028), compared
with patients in Q2, Q3 and Q4. Patients in Q1 had signifi cantly higher Delayed assessment of serum lactate in sepsis is associated with an
increased mortality rate Patients with a measured lactate
were divided relative to its measurement within 3 hours (eLac) or
greater than 3 hours (dLac) of sepsis identifi cation as recommended by
the Surviving Sepsis Campaign. The CV Sepsis alert was the reference
standard for time zero. Patients were compared in each group for the
occurrence of the primary outcome of in-hospital mortality. y
Reference Adipose tissue lactate clearance but not blood lactate clearance is
associated with clinical outcome in severe sepsis or septic shock
during the post-resuscitation period g
p
p
M Theodorakopoulou, S Orfanos, N Nikitas, D Vasilliadi, S Apolonatou,
A Diamantakis, G Karkouli, C Diakaki, A Armaganidis, I Dimopoulou
University Hospital of Athens Greece ‘ATTIKON’, Attiki, Greece
Critical Care 2014, 18(Suppl 1):P172 (doi: 10.1186/cc13362) Methods An observational prospective, single-center, pilot study
was performed in intensive care (IC) of a medium-sized teaching
hospital. Adult patients with severe sepsis were included and received
standard goal-directed therapy (Surviving Sepsis Guidelines). Every
patient received an arterial line and a central venous line in the upper
diaphragm position. A subgroup received pulse contour cardiac
output (PiCCO)-guided resuscitation and PT measurements. Pearson
correlation coeffi cients (PCCs) were calculated between HPs and SL,
which were measured every 4 hours for the fi rst 48 hours after inclusion. P <0.05 was considered statistically signifi cant.i Introduction Blood lactate clearance, a surrogate of tissue hypoxia,
is associated with increased mortality in septic patients. However, no
study has directly measured lactate clearance at the tissue level in
the post-resuscitation period of sepsis. This study aimed to examine
the relative kinetics of blood and tissue lactate clearances and to
investigate whether these are associated with outcome in ICU patients
having severe sepsis or septic shock during the post-resuscitation
phase. p
Methods A microdialysis catheter was inserted in the subcutaneous
adipose tissue of the upper thigh and interstitial fl uid samples were
collected. Serial measurements of blood and interstitial fl uid lactate
levels were performed over a 48-hour period. Lactate clearance was
calculated according to the formula: (lactate (initial) – lactate (delayed) / y
gi
Results Twenty-fi ve patients (12 men) were included. Mean age was
68 years (30 to 93), mean APACHE II score 31 (20 to 42). The most
frequent reasons for IC admission were abdominal sepsis (n = 11) and
pneumosepsis (n = 7). Mean HPs (with SD and range) were respectively: Figure 1 (abstract P173). Scatterplot of (a) MAP and SL and (b) PT and SL. Figure 1 (abstract P173). Scatterplot of (a) MAP and SL and (b) PT and SL. S62 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P175 It may be useful to revise the cutoff value
of lactate according to the SSC (4 mmol/l). P177
Correlation between arterial lactate and venous lactate in patients
with sepsis and septic shock
P Theerawit, C Na Petvicharn
Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
Critical Care 2014, 18(Suppl 1):P177 (doi: 10.1186/cc13367)
Introduction Measurement of arterial lactate (A-LACT) levels has
been used to monitor poor tissue perfusion, predicting mortality and
guiding resuscitation. Peripheral venous lactate (V-LACT) has been
regarded as an unreliable test, but a less invasive approach. We aimed
to determine correlation between A-LACT and V-LACT and agreement
of both in order to determine the usefulness of V-LACT as a biomarker
for assessment in sepsis. Methods We conduct a prospective, cross-sectional study during June
Table 1 (abstract P176). Baseline characteristics in SS and ShS patients by quartiles of blood LT
Lactate <1.87 (n = 33)
Lactate 1.88 to 2.69 (n = 41)
Lactate 2.7 to 4.06 (n = 34)
Lactate>4.07 (n = 37)
P
value
Age (years)
57 (45 to 71)
64 (51.5 to 74.5)
65 (48 to 69)
60 (48.5 to 71)
NS
APACHE II
25 (18.5 to 30)
25 (19.5 to 27)
25 (21.5 to 29.5)
27 (22 to 33)
0.04
SOFA
9 (7 to 10.5)
9 (7 to 11)
9 (8 to 11)
11(8 to 13)
0.024
NOF
3 (3 to 4)
3 (3 to 4)
4 (3 to 5)
5 (3.5 to 5)
<0.001
LT (mmol/l)
1.43 (1.16 to 1.56)
2.2 (1.99 to 2.47)
3.34 (3 to 3.72)
5.1 (4.4 to 7.34)
<0.001
Procalcitonin (ng/ml)
2.81 (0.76 to 20.7)
11.5 (2.88 to 37.15)
13.47 (1.91 to 42.1)
21.6 (5.2 to 5.8)
0.05
Cholesterol (mg/dl)
127 (97.5 to 165)
130 (95.5 to 152.5)
100 (72 to 128)
91 (79 to 116.7)
0.06
28-day mortality (%)
10.8
21.2
24.4
35.1
0.029
ShS (%)
83.8
85.4
81.1
87.9
NS
Figure 1 (abstract P177). Conclusion The arterial lactate and venous lactate levels were strongly
correlated in the condition of sepsis or septic shock. Consequently,
V-LACT may be used in substitution for A-LACT particularly in lactate
levels not higher than 4 mmol/l. However, trending should be generally
applied instead of the absolute value. P175 Lactate clearance as a predictor of mortality in colonic perforation
R Egashira, T Kobayashi
Osaki Citizen Hospital, Miyagi, Japan
Critical Care 2014, 18(Suppl 1):P175 (doi: 10.1186/cc13365) Introduction The objective of this study was to determine whether
lactate clearance (LC) is a signifi cant indicator of mortality in patients
with colorectal perforation. LC has been associated with mortality in
heterogeneous critically ill patients, but its role as a predictor of mortality
in homogeneous patients with colorectal perforation is unclear. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S63 Table 1 (abstract P176). Baseline characteristics in SS and ShS patients by quartiles of blood LT
Lactate <1.87 (n = 33)
Lactate 1.88 to 2.69 (n = 41)
Lactate 2.7 to 4.06 (n = 34)
Lactate>4.07 (n = 37)
P
value
Age (years)
57 (45 to 71)
64 (51.5 to 74.5)
65 (48 to 69)
60 (48.5 to 71)
NS
APACHE II
25 (18.5 to 30)
25 (19.5 to 27)
25 (21.5 to 29.5)
27 (22 to 33)
0.04
SOFA
9 (7 to 10.5)
9 (7 to 11)
9 (8 to 11)
11(8 to 13)
0.024
NOF
3 (3 to 4)
3 (3 to 4)
4 (3 to 5)
5 (3.5 to 5)
<0.001
LT (mmol/l)
1.43 (1.16 to 1.56)
2.2 (1.99 to 2.47)
3.34 (3 to 3.72)
5.1 (4.4 to 7.34)
<0.001
Procalcitonin (ng/ml)
2.81 (0.76 to 20.7)
11.5 (2.88 to 37.15)
13.47 (1.91 to 42.1)
21.6 (5.2 to 5.8)
0.05
Cholesterol (mg/dl)
127 (97.5 to 165)
130 (95.5 to 152.5)
100 (72 to 128)
91 (79 to 116.7)
0.06
28-day mortality (%)
10.8
21.2
24.4
35.1
0.029
ShS (%)
83.8
85.4
81.1
87.9
NS Table 1 (abstract P176). Baseline characteristics in SS and ShS patients by quartiles of blood LT cholesterol (P = 0.06) and lower procalcitonin (P = 0.05) at enrolment. At
the extremes, patients in Q1 had decreased 28-day mortality (P = 0.023)
and, patients in Q4 had increased 28-day mortality, compared with
the other quartiles of patients (P = 0.009). Interestingly, patients in
Q2 had signifi cant increased mortality compared with patients in Q1
(P = 0.043), whereas the patients in Q2 had no signifi cant diff erence in
28-day mortality compared with patients in Q3. Conclusion Adverse outcomes and several potential risk factors,
including organ failure, are signifi cantly associated with higher
quartiles of LT concentrations. P175 41)
Lactate 2.7 to 4.06 (n = 34)
Lactate>4.07 (n = 37)
P
65 (48 to 69)
60 (48.5 to 71)
NS
25 (21.5 to 29.5)
27 (22 to 33)
0.04
9 (8 to 11)
11(8 to 13)
0.024
4 (3 to 5)
5 (3.5 to 5)
<0.001
3.34 (3 to 3.72)
5.1 (4.4 to 7.34)
<0.001
13.47 (1.91 to 42.1)
21.6 (5.2 to 5.8)
0.05
100 (72 to 128)
91 (79 to 116.7)
0.06
24.4
35.1
0.029
81.1
87.9
NS
Figure 1 (abstract P177). Figure 2 (abstract P177). cholesterol (P = 0.06) and lower procalcitonin (P = 0.05) at enrolment. At
the extremes, patients in Q1 had decreased 28-day mortality (P = 0.023)
and, patients in Q4 had increased 28-day mortality, compared with
the other quartiles of patients (P = 0.009). Interestingly, patients in
Q2 had signifi cant increased mortality compared with patients in Q1
(P = 0.043), whereas the patients in Q2 had no signifi cant diff erence in
28-day mortality compared with patients in Q3. Figure 1 (abstract P177). Conclusion Adverse outcomes and several potential risk factors,
including organ failure, are signifi cantly associated with higher
quartiles of LT concentrations. It may be useful to revise the cutoff value
of lactate according to the SSC (4 mmol/l). P180
Impact of nitric oxide on pulmonary regurgitation and cardiac
function in the acute stage after right ventricular outfl ow surgery
Y Ko, K Morita, R Nagahori, T Abe, K Hashimoto
Jikei University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P180 (doi: 10.1186/cc13370) y
,
y ,
p
Critical Care 2014, 18(Suppl 1):P180 (doi: 10.1186/cc13370) Hyperdynamic ejection fraction in the critically ill patient
JR Paonessa1, TP Brennan2, LA Celi1
1Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA,
USA; 2Massachusetts Institute of Technology, Cambridge, MA, USA
Critical Care 2014, 18(Suppl 1):P179 (doi: 10.1186/cc13369) Introduction Pulmonary regurgitation (PR) that develops after
right ventricular (RV) outfl ow reconstruction including the Rastelli
and Norwood procedure may often result in serious cardiac events
early after surgery. We hypothesized that PR may be associated with
pulmonary vascular resistance (PVR) and RV contraction. Accordingly,
we assessed the impact of PVR on PR and RV function using a swine
model. 1Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA,
USA; 2Massachusetts Institute of Technology, Cambridge, MA, USA
Critical Care 2014, 18(Suppl 1):P179 (doi: 10.1186/cc13369) Introduction The hyperdynamic left ventricular ejection fraction
(HDLVEF) in the ICU is a common fi nding thought to be associated with
critical illness and possibly sepsis. The exact etiology of hyperdynamic
ejection fraction has yet to be determined, and the prognosis of these
patients has not been well defi ned. Methods Eight pigs (14 ± 2 kg) underwent total resection of the
pulmonary valve cusps under cardiopulmonary bypass (PR group). This was compared with a control group (n = 6) that underwent only
bypass. In both groups, the pulmonary regurgitant fraction (PRF) and
cardiac output were measured by a pulsed Doppler fl ow meter, and
the percent segmental shortening of RV (%RVSS) and RV end-diastolic
dimension (RVDd) were measured by sonomicrometry. We also
performed dobutamine stress evaluation as well as changing the PVR
by carbon dioxide (PaCO2) and inhaled nitric oxide (NO). pi
Methods The cohort consisted of 2,632 adults admitted to the ICU with
echocardiogram reports using the MIMIC-II database, and was divided
into those with HDLVEF and those with normal left ventricular ejection
fraction (NLVEF). Those with impaired ejection fraction were excluded
from the analysis. Baseline comparisons were performed using chi-
squared tests for equal proportion with results reported as numbers,
percentages, and 95% CIs. Continuous variables were compared
using t tests and reported as means with 95% CIs, while non-normally
distributed data were compared using Wilcoxon rank-sum tests and
reported as medians. 2
Results All bypass time was 18 ± 3 minutes. In the PR group, the PRF was
40 ± 4% and the RVDd was 53 ± 9 mm* (vs. P177 S64 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Table 1 (abstract P179) P178 P178
Comparison of the eff ects of histidine–triptophan–ketoglutarate
solution and crystalloid cardioplegia on myocardial protection
during pediatric cardiac surgery
S Kuslu, P Zeyneloglu, A Pirat, A Camkiran, M Ozkan, G Arslan
Baskent University Faculty of Medicine, Ankara, Turkey
Critical Care 2014, 18(Suppl 1):P178 (doi: 10.1186/cc13368) (
)
Normal
Hyperdynamic
(n = 2,373, 90%) (n = 259, 10%)
P value
Male
1,159 (49)
98 (38)
<0.001
Service type
MICU
1,234 (52)
138 (53)
0.695
CCU
364 (15)
28 (11)
0.052
SICU
572 (24)
69 (27)
0.367
CSRU
188 (8)
23 (9)
0.590
Primary outcome
Twenty-eight-day mortality
458 (19)
79 (31)
<0.001
One-year mortality
892 (38)
129 (50)
<0.001
ICU mortality
296 (12)
60 (23)
<0.001
Hospital mortality
433 (18)
80 (31)
<0.001
Treatment
RRT
363 (15)
55 (21)
0.013
Vasopressor
1,063 (45)
139 (54)
0.006
Ventilated
1,453 (61)
186 (72)
<0.001 Introduction The major components of myocardial protection during
cardiac surgery are the combination of cardioplegia solutions with
hypothermia. The primary endpoint of this study is to compare the
eff ects of histidine–triptophan–ketoglutarate (HTK) solution and
crystalloid cardioplegia on release of cardiac troponin-I (cTn-I) and
creatine kinase-myocardial band (CK-MB), which are perioperative
determinants of myocardial protection; the secondary endpoint is to
evaluate the intraoperative and postoperative hemodynamic variables
and clinical outcome parameters. p
Methods A total of 66 children aged 1 month to 6 years undergoing
elective congenital heart surgery were randomly allocated to HTK
solution (Group H, n = 32) or crystalloid cardioplegia (Group C, n = 34)
after aortic cross-clamping. Blood samples for cTn-I and CK-MB levels
were measured before the surgical incision, at the end of surgery and
at 4, 16, 24 and 48 hours postoperatively. Results Demographic features were similar in both groups. Duration
of surgery, aortic clamp and cardiopulmonary bypass times, amounts
of intraoperative fl uids used and urine outputs were similar between
the groups. The groups were not signifi cantly diff erent in terms
of cTn-I and CK-MB levels at the intraoperative and postoperative
period (P >0.05 for all). The dose of positive inotropic drug at the
end of surgery was signifi cantly high in Group H (P = 0.01). The
requirements for defi brillation were similar in both groups. P177 There were
no signifi cant diff erences between the groups regarding postoperative
hemodynamic parameters, positive inotropic requirements, amounts
of fl uids and blood given and pacemaker requirements (P >0.05 for all). Duration of mechanical ventilation, lengths of ICU and hospital stay
were similar in both groups. Conclusion Patients with hyperdynamic LVEF in the ICU clearly
have increased mortality. Hyperdynamic LVEF may be a result of
increased catecholamines during cytokine storm. It is unclear whether
hyperdynamic LVEF itself worsens outcomes. Further investigation is
needed. g
p
Conclusion The present study demonstrated that there is no
superiority of HTK solution and crystalloid cardioplegia to each other
for myocardial protection during pediatric cardiac surgery. P177 P177
Correlation between arterial lactate and venous lactate in patients
with sepsis and septic shock
P Theerawit, C Na Petvicharn
Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
Critical Care 2014, 18(Suppl 1):P177 (doi: 10.1186/cc13367) Figure 1 (abstract P177). Figure 2 (abstract P177). Introduction Measurement of arterial lactate (A-LACT) levels has
been used to monitor poor tissue perfusion, predicting mortality and
guiding resuscitation. Peripheral venous lactate (V-LACT) has been
regarded as an unreliable test, but a less invasive approach. We aimed
to determine correlation between A-LACT and V-LACT and agreement
of both in order to determine the usefulness of V-LACT as a biomarker
for assessment in sepsis. p
Methods We conduct a prospective, cross-sectional study during June
to December 2011 at a university hospital. Septic patients in the ICU
were enrolled in this research. Sepsis was defi ned according to the
Surviving Sepsis Campaign: International Guidelines for Management
of Severe Sepsis and Septic Shock: 2008. The exclusion criteria were:
contraindication for arterial puncture; and denying inform consent. The
venous lactate would be sampled at the same point in time as arterial
lactate measurement. The correlation and agreement between arterial
and venous lactate was the primary outcome. p
y
Results A total of 73 pair-samples in 45 intensive care patients
were collected. Mean age was 68.33 ± 14.5 years. Fifty percent of all
patients received the vasopressors to stabilize hemodynamics. The
mean serum creatinine level was 2.78 mg/dl and the mean anion
gap was 13.55 mmol/l. The mean arterial lactate (A-LACT) level was
3.73 ± 4.0 mmol/l, and the mean venous lactate (V-LACT) level was
4.6 ± 4.2 mmol/l. The A-LACT and V-LACT were strongly correlated as
shown in Figure 1 (r = 0.927, P <0.0001, r2 = 0.859). The mean diff erence
between V-LACT and A-LACT was 0.889 mmol/l. The 95% limits of
the V-A diff erence in the individual patients were between –2.3 and
4.1 mmol/l. However, the agreement looks very good at lactate levels
not higher than 4 mmol/l (Figure 2). The regression equation was:
A-LACT = (0.877 × V-LACT) – 0.320. Figure 2 (abstract P177). Figure 2 (abstract P177). Conclusion The arterial lactate and venous lactate levels were strongly
correlated in the condition of sepsis or septic shock. Consequently,
V-LACT may be used in substitution for A-LACT particularly in lactate
levels not higher than 4 mmol/l. However, trending should be generally
applied instead of the absolute value. P180
Impact of nitric oxide on pulmonary regurgitation and cardiac
function in the acute stage after right ventricular outfl ow surgery
Y Ko, K Morita, R Nagahori, T Abe, K Hashimoto
Jikei University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P180 (doi: 10.1186/cc13370) The infl ammatory response due to
surgery and cardiopulmonary bypass (CPB) may contribute to PNAF by
inducing atrial dysfunction [1]. Corticosteroids reduce the infl ammatory
response and may thus reduce atrial dysfunction and PNAF [2]. The aim
of this study was to determine whether dexamethasone protects from
left atrial dysfunction and PNAF in cardiac surgical patients. same as catecholamine during the acute stage after RV outfl ow surgery
with PR. P181
Cardiogenic oscillation in pediatric patients after cardiac surgery
H Imanaka, N Okuda, T Itagaki, M Onodera, M Nishimura
Tokushima University Hospital, Tokushima, Japan
Critical Care 2014, 18(Suppl 1):P181 (doi: 10.1186/cc13371) Methods Patients undergoing cardiac surgery were randomized to a
single dose of dexamethasone (1 mg/kg) or placebo after inducing
anesthesia. Transesophageal echocardiography was performed in
patients after CPB. The primary outcome was left atrial total ejection
fraction (LA-TEF) after sternal closure; secondary outcomes included
left atrial diameter and PNAF, detected by Holter monitoring. Introduction Cardiogenic oscillation is the fl uctuation in fl ow tracing
in mechanically ventilated patients. Large cardiogenic oscillation
may cause autotriggering in adult patients after cardiac surgery [1]
and inaccurate volume monitoring [2]. However, it is unknown how
cardiogenic oscillation is problematic in pediatric patients. Therefore,
we prospectively surveyed cardiogenic oscillation in pediatric patients
after cardiac surgery. y
g
Results Sixty-two patients were included. Baseline characteristics were
well balanced. Postoperative LA-TEF was 36.4% in the dexamethasone
group and 40.2% in the placebo group (P = 0.15) (Figure 1). Secondary
echocardiographic outcomes were also insignifi cant (Table 1). The
incidence of PNAF was 30% in the dexamethasone group and 39% in
the placebo group (P = 0.47). g
y
Methods We enrolled 17 pediatric patients who underwent cardiac
surgery using cardiopulmonary bypass. They were mechanically
ventilated with pressure-controlled ventilation. We measured the
amplitude in cardiogenic oscillation and compared them between their
admission to the ICU and before extubation. We performed statistical
analysis with the t test and considered P <0.05 signifi cant. Table 1 (abstract P182). Secondary postoperative echocardiographic
parameters in both groups Parameter
Dexamethasone
Placebo
P value
LA-TEF
36.4
40.2
0.15
LA diameter
4.6
4.3
0.19
LA area
16.0
16.4
0.81 y
gi
Results Cardiogenic oscillation was 2.1 ± 0.6 l/minute just after the
surgery (Figure 1). Autotriggering occurred in seven of 17 patients
when triggering sensitivity was set at 1 l/minute. P180
Impact of nitric oxide on pulmonary regurgitation and cardiac
function in the acute stage after right ventricular outfl ow surgery
Y Ko, K Morita, R Nagahori, T Abe, K Hashimoto
Jikei University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P180 (doi: 10.1186/cc13370) control 34 ± 6 mm). *P <0.05. A signifi cant reduction in the %RVSS (18 ± 1%* vs. control 22 ± 1%) and
the cardiac output (2.1 ± 0.2 l/minute* vs. control 2.5 ± 0.3 l/minute)
were observed. The PRFs were 60 ± 5% (PaCO2 >80 mmHg), 37 ± 2%
(PaCO2 <20 mmHg), 24 ± 2% (NO 20 ppm; PaCO2 40 mmHg), and were
positively correlated with the PVR (Figure 1A). During the dobutamine
stress, the %RVSS was increased (baseline 18 ± 1%, 5γ 21 ± 2%, 10γ
26 ± 3%), and was negatively correlated with the PRFs (Figure 1B). Results Patients with HDLVEF had increased mortality in hospital,
at 28 days and at 1 year when compared with patients with NLVEF. HDLVEF patients more frequently required renal replacement therapy
(RRT), vasopressors and mechanical ventilation. Of the 2,632 patients,
1,220 were septic. There was an increased proportion of HDLVEF in the
septic compared with the nonseptic groups (11.2% vs. 8.6%, P = 0.026). Interestingly, other statistically signifi cant associated comorbidities
were cancer, CHF, arrhythmias, and hypertension, which were more
commonly seen in the HDLVEF group. See Table 1. Conclusion These results indicated that massive PR resulted in marked
deterioration of RV performance; however, low PVR and high RV
contractility may contribute to reduce the severity of PR and improve
cardiac function. Nitric oxide may be a useful treatment modality the S65 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 l
Figure 1 (abstract P180). of inotropes and intravascular volume might have contributed to the
decrease in cardiogenic oscillation. of inotropes and intravascular volume might have contributed to the
decrease in cardiogenic oscillation. Figure 1 (abstract P180). Conclusion In pediatric patients after cardiac surgery, cardiogenic
oscillation was initially large but was decreasing at the extubation. References e e e ces
1. Crit Care Med 2000, 28:402. 2. Crit Care Med 2004, 32:1546. P182
Intraoperative dexamethasone on left atrial function and
postoperative atrial fi brillation in cardiac surgical patients
K Jacob, S Dieleman, H Nathoe, D Van Osch, E De Waal, M Cramer, J Kluin,
D Van Dijk
Utrecht University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P182 (doi: 10.1186/cc13372) Figure 1 (abstract P180). same as catecholamine during the acute stage after RV outfl ow surgery
with PR. Introduction Postoperative new-onset atrial fi brillation (PNAF) is very
common after cardiac surgery. P183
White blood cell count and new-onset atrial fi brillation after cardiac
surgery
S Dieleman, K Jacob, H Nathoe, M Ten Berg, D Van Osch, J Frencken,
D Van Dijk
Utrecht University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P183 (doi: 10.1186/cc13373) Introduction Ranolazine, a piperazine derivative, is used as an anti-
anginal drug to treat patients with chronic angina in clinical practice [1]
and may improve coronary blood fl ow by reducing compression eff ects
of ischemic contracture, and by improving endothelial function [2,3]. In the present study we investigate the vascular eff ects of ranolazine
on the endothelium, adrenergic system and Ca2+ in isolated rat aorta. Introduction Postoperative new-onset atrial fi brillation (PNAF) is the
most common complication after cardiac surgery. Infl ammation as
an underlying mechanism has been studied by various infl ammatory
markers, and white blood cell count (WBC) is the only present consequent
infl ammatory marker predicting PNAF [1]. This study aimed to determine
the association between perioperative WBC and PNAF. Methods Rat aortic segments (3 mm long) with and without
endothelium were mounted for isometric tension recording in organ
baths containing Krebs–Henseleit solution. Electrical fi eld stimulation
(2, 4 and 8 Hz, 20 V, 0.25 ms duration for 30 seconds) was provided
by a Grass S88 stimulator via two platinum electrodes positioned on
each side and parallel to the axis of the aortic segment. Concentration–
response curves of ranolazine (10–7 to 10–4 M) were obtained in a
cumulative manner using endothelin-1, noradrenaline, thromboxane
A2 and KCl as constrictor agents. Methods Patients >18 years undergoing elective cardiac surgery with
a sinus rhythm preoperatively were recruited from the Dexamethasone
for Cardiac Surgery-PNAF trial for this post-hoc cohort study. The
WBC was prospectively measured preoperatively and once during
each of the fi rst four postoperative days. Development of PNAF was
evaluated with continuous 12-lead ECG monitoring the fi rst 5 days
postoperatively. Results The contractile responses to electrical fi eld stimulation were
abolished by tetrodotoxin, guanethidine and prazosin, indicating
that the contractile eff ect is due to the action of noradrenaline on
alpha adrenoreceptors. Ranolazine diminished (P <0.05) neurogenic
adrenergic contractions induced by electrical fi eld stimulation in
aortic rings with and without endothelium. Ranolazine produced
concentration-dependent relaxation in rings precontracted with
noradrenaline (Emax 86 ± 6%, n = 10; P <0.05) but not in rings
precontracted with endothelin-1, thromboxane A2 and KCl. Neither
L-NAME (10–4 M), an inhibitor of nitric oxide synthase, nor indomethacin
(10–5 M), an inhibitor of cyclooxygenase, modifi ed the relaxation
induced by ranolazine. The calcium antagonist nifedipine (10–6 M)
reduced the relaxation induced by ranolazine. P184 References
1. Haff ajee et al.: JACC Cardiovasc Imaging 2011, 4:833-840. 2. Chaney et al.: Chest 2002, 121:921-923. P184
Anti-adrenergic eff ects of ranolazine in isolated rat aorta
P Marchio, MD Mauricio, FB El Amrani, S Guerra, D Aguirre-Rueda,
SL Vallés, JM Vila, M Aldasoro
University of Valencia, Spain
Critical Care 2014, 18(Suppl 1):P184 (doi: 10.1186/cc13374) P180
Impact of nitric oxide on pulmonary regurgitation and cardiac
function in the acute stage after right ventricular outfl ow surgery
Y Ko, K Morita, R Nagahori, T Abe, K Hashimoto
Jikei University School of Medicine, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P180 (doi: 10.1186/cc13370) Before the extubation,
cardiogenic oscillation signifi cantly decreased to 1.4 ± 0.4 l/minute
when autotriggering disappeared. Intensive care including adjustment Conclusion Intraoperative high-dose dexamethasone did not have any
protective eff ect on postoperative LA-TEF or dimension and did not
reduce the risk of PNAF in cardiac surgical patients. Conclusion Intraoperative high-dose dexamethasone did not have any
protective eff ect on postoperative LA-TEF or dimension and did not
reduce the risk of PNAF in cardiac surgical patients. Figure 1 (abstract P181). Cardiogenic oscillation. Figure 1 (abstract P182). Primary outcome preoperatively and
postoperatively in dexamethasone and placebo groups. S66 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References
1. Haff ajee et al.: JACC Cardiovasc Imaging 2011, 4:833-840. 2. Chaney et al.: Chest 2002, 121:921-923. P183
White blood cell count and new-onset atrial fi brillation after cardiac
surgery
S Dieleman, K Jacob, H Nathoe, M Ten Berg, D Van Osch, J Frencken,
D Van Dijk
Utrecht University Medical Center, Utrecht, the Netherlands
Critical Care 2014, 18(Suppl 1):P183 (doi: 10.1186/cc13373) Results A total of 657 patients were included in this trial, 277 developed
PNAF. The WBC was signifi cantly higher in the PNAF group on day 2
and day 4 (Figure 1). However, multivariate analysis showed that
preoperative and postoperative WBC, days 1 to 3, were not associated
with PNAF (Table 1). Older age (OR: 1.05; CI: 1.03 to 1.07; P <0.001),
CABG plus valve surgery (OR: 2.95; CI: 1.78 to 4.88), single valve surgery
(OR: 3.09; CI: 2.03 to 4.69; P <0.001) and other surgery (OR: 2.21; CI: 1.23
to 3.97; P <0.001) were correlated with the occurrence of PNAF. Table 1 (abstract P183). Multiple regression analysis of association between
high WBC and developing PNAF
Time point
OR
95% CI
Baseline
1.04
0.96 to 1.13
Day 1
1.03
0.98 to 1.08
Day 2
1.03
0.99 to 1.08
Day 3
1.03
0.96 to 1.11
Day 4
1.09
1.01 to 1.16 Table 1 (abstract P183). Multiple regression analysis of association between
high WBC and developing PNAF Conclusion These results indicate that ranolazine diminished the
contractile response induced by adrenergic stimulation, suggesting an
eff ect as an adrenergic blocker. The relaxant eff ects of ranolazine on
rat aortic vessels is not dependent on the endothelium-derived factors
(nitric oxide or dilator prostanoids) but involves an interference with
the entry of calcium through dihydropyridine calcium channels. References 1. Chaitman BR.: Circulation 2006, 113:2462-2472. 2. Stone PH, et al.: J Am Coll Cardiol 2010, 56:934-942. 3. Deshmukh SH, et al.: Coron Artery Dis 2009, 20:343-347. 1. Chaitman BR.: Circulation 2006, 113:2462-2472. 2. Stone PH, et al.: J Am Coll Cardiol 2010, 56:934-942. 3. Deshmukh SH, et al.: Coron Artery Dis 2009, 20:343-347. Conclusion Preoperative and postoperative WBC were not associated
with development of PNAF. Reference Eff ects of perfusion pressure on the splanchnic circulation after
cardiopulmonary bypass: a randomized double cross-over study Conclusion Isofl urane prevents experimental TCM and preserves LV
function, an eff ect not mediated via opening of K-ATP channels. The
eff ect cannot be explained entirely by attenuation of myocardial
stress. Isofl urane sedation in the ICU might be an interesting approach
for patients suff ering from hyperadrenergic conditions at risk of
developing TCM. Introduction No randomized trial has assessed the eff ects of diff erent
mean arterial pressure (MAP) targets in postcardiac surgery intensive
care. We investigated the short-term eff ects of MAP of 65 or 85 mmHg
on splanchnic oxygen fl ux, metabolic function, mucosal perfusion and
cytokine regulation. P185 Patient demographics aff ecting the apex causing apical ballooning. TCM is frequent in
patients with adrenergic overstimulation and is probably common in
ICU patients [1]. In a TCM rat model we evaluated whether diff erent
anesthetic agents could attenuate LV akinesia in TCM. g
Methods Isoprenaline was intraperitoneal (i.p.) injected, which
induces LV akinesia and apical ballooning within 90 minutes [2]. We
performed the study in two diff erent settings. In the fi rst setting,
spontaneously breathing rats (n = 12 in each group) were sedated with
either pentobarbital, ketamine, isofl urane or no anesthetic before i.p. isoprenaline. One additional group received the K-ATP blocker glyburide
before sedation with isofl urane. In the second setting, rats were
anaesthetized with ketamine + midazolam, mechanically ventilated
and the carotid artery was cannulated. Before i.p. isoprenaline, animals
were randomized to either no isofl urane (0 MAC), isofl urane 0.5 MAC
or isofl urane 1.0 MAC (n = 12 in each group). Arterial blood gas was
obtained before isoprenaline and 60 minutes after isoprenaline. The
heart rate (HR), systolic blood pressure (SBP) and body temperature
(BT) were recorded continuously. After 90 minutes, echocardiography
was performed. Extent of akinesia was expressed as the percentage of
total LV endocardial length. End-diastolic and end-systolic LV volumes
were measured, and stroke volume (SV) and cardiac output (CO) were
calculated. Conclusion Administering morphine prior to extubation causes
signifi cant delays in weaning from mechanical ventilation. We plan
to introduce intraoperative and postoperative protocols to facilitate
rapid weaning from mechanical ventilation for elective cardiac surgical
patients. Results In spontaneously breathing rats, the degree of akinesia was
signifi cantly lower with pentobarbital and isofl urane (± glyburide) but
not with ketamine compared with controls. The degree of akinesia was
lowest with isofl urane. In ventilated rats, the degree of apical akinesia
(%) was signifi cantly lower at 0.5 MAC (8.7 ± 7.3) and 1 MAC (5.7 ± 7.4)
versus 0 MAC (17.7 ± 8.0). This was accompanied by a higher CO and
SV. HR was lower at 1 MAC (6%) and SBP was lower at 0.5 MAC (106 ± 7)
and 1 MAC (98 ± 7) versus 0 MAC (126 ± 8). BT and pH was lower in
both isofl urane groups. In a multivariate model, isofl urane was the
only variable that was independently associated with the degree of LV
akinesia. P188 P188
Preoperative therapy with angiotensin-converting enzyme
inhibitors in cardiac surgery patients: is there any impact on
postoperative renal function? F Ampatzidou, M Sileli, K Diplaris, C Koutsogiannidis, T Karaiskos,
G Drossos
General Hospital ‘G. Papanikolaou’, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P188 (doi: 10.1186/cc13378) Preoperative therapy with angiotensin-converting enzyme
inhibitors in cardiac surgery patients: is there any impact on
postoperative renal function? P185 Reference
1. Abdelahdi et al.: Am J Cardiol 2004, 93:1176-1178. Reference
1. Abdelahdi et al.: Am J Cardiol 2004, 93:1176-1178. ,
,
,
,
g
Glenfi eld Hospital, University Hospitals of Leicester, UK Glenfi eld Hospital, University Hospitals of Leicester, UK
Critical Care 2014, 18(Suppl 1):P185 (doi: 10.1186/cc13375) i
p
,
y
p
,
Critical Care 2014, 18(Suppl 1):P185 (doi: 10.1186/cc13375) Figure 1 (abstract P183). WBC at baseline (t = 0) and in the four
postoperative days (t = 1 to 4), PNAF versus no PNAF. Introduction Early extubation post coronary artery bypass grafting
does not increase perioperative morbidity and reduces the length
of stay (LOS) in the ICU and in hospital [1]. Use of low-dose opioid-
based general anaesthesia and time-directed protocols for fast-
track interventions does not increase mortality or postoperative
complications in low–moderate-risk patients and has been found to
have a reduced time to extubation and shortened ICU stay [2]. Our mean
time to extubation is 6 hours, although patients are assessed to be safe
to be weaned from mechanical ventilation at 2 hours following arrival
in the ICU. This study aims to identify factors that delay extubation in
patients undergoing routine cardiac surgery at our institution. g
g
g
y
Methods A prospective analysis was performed on all patients post
adult cardiac surgery from 14 May 2013 to 10 July 2013. Emergency
surgical patients and those with intraoperative complications were
excluded. Results A two-sample t test was used to analyse the data. Patient
demographics are presented in Table 1. There were signifi cant delays in
time of extubation in those who received morphine prior to extubation
compared with those that did not (P = 0.0184) (Table 2). There were no Figure 1 (abstract P183). WBC at baseline (t = 0) and in the four
postoperative days (t = 1 to 4), PNAF versus no PNAF. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S67 signifi cant diff erences in LOS in ICU or hospital. Factors such as age,
EUROSCORE and type of operation did not have an infl uence on time
Table 1 (abstract P185). Patient demographics
Age (years)
66 (10.1)
EUROSCORE (%)
2.90 (1.84)
Table 2 (abstract P185). Morphine versus no morphine
Morphine
No morphine
Patient number
51
20
Time to extubation (hours)
7:48 (4:42)
4:48 (2:19)
LOS ICU (hours)
51:21 (55:16)
40:06 (28:47)
LOS hospital (days)
9.83 (5.01)
10.8 (13.5) Table 1 (abstract P185). g
References References
1. Park JH, et al.: Chest 2005, 128:296-302. 2. ShaoY, et al.: Int J Cardiol 2013, 168:1943-1950. 1. Park JH, et al.: Chest 2005, 128:296-302. 2. ShaoY, et al.: Int J Cardiol 2013, 168:1943-1950. Methods A single-center, randomized controlled, double cross-over
trial was performed. Patients were randomized to: HLH (high–low–
high) where MAP targets were 85–65–85 mmHg in sequence, with each
lasting 2 hours, or LHL (low–high–low) where MAP targets were 65–
85–65 mmHg. Blood pressure was adjusted with noradrenalin infusion. Results Six + six patients were included in the study. MAP targets were
achieved in all patients at all time points (64 ± 3, 84 ± 4; 65 ± 5 mmHg
in the LHL group and 84 ± 3; 66 ± 2; 85 ± 5 mmHg in the HLH group at
the fi rst, second and third time points), with corresponding changes
in fi lling pressures. Cardiac output did not change over time. Hepatic
venous saturation was 41 ± 15; 58 ± 24; 56 ± 21% in the LHL group and
50 ± 19; 43 ± 20; 41 ± 18% in the HLH group at the fi rst, second and
third time points, with a signifi cant time group interaction (P <0.05). No
changes were observed in global or trans-splanchnic lactate levels and
cytokine levels or in gastric tonometry CO2.f Preoperative therapy with angiotensin-converting enzyme
inhibitors in cardiac surgery patients: is there any impact on
postoperative renal function? p
p
F Ampatzidou, M Sileli, K Diplaris, C Koutsogiannidis, T Karaiskos,
G Drossos General Hospital ‘G. Papanikolaou’, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P188 (doi: 10.1186/cc13378) Introduction Preoperative therapy with angiotensin-converting
enzyme inhibitors (ACEI) is common in patients undergoing cardiac
surgery. The aim of this study was to evaluate the still-debated impact
of preoperative use of ACEI on postoperative renal function in cardiac
surgery patients [1,2]. y
g
y
2
Conclusion Increasing MAP with norepinephrine has some eff ects
splanchnic oxygenation, but has no impact on metabolic or
biochemical function and key cytokine removal or release. MAP targets
of 60 to 65 mmHg or 80 to 85 mmHg appear physiologically equivalent
for the splanchnic circulation. y
Methods A total of 624 consecutive patients, who underwent cardiac
surgery from July 2012 to October 2013, were evaluated. Data were
prospectively collected in our clinic’s electronic database and were
retrospectively analyzed as to preoperative ACEI therapy. The chi-
square test was used for correlations. Endpoints of the study were
the development of postoperative acute kidney injury (AKI) and the
diff erence between hospital admission and discharge glomerular
fi ltration rate (GFR). The AKI defi nition was based on modifi ed RIFLE
classifi cation. GFR values were estimated by the MDRD formula. References 1. Cheng DC, et al.: J Thorac Cardiovasc Surg 1996, 112:755-764. 2. Zhu F, et al.: Cochrane Database 2012, 10:CD003587. 1. Cheng DC, et al.: J Thorac Cardiovasc Surg 1996, 112:755-764. 2
Zhu F et al : Cochrane Database 2012 10:CD003587 Tissue-aggressive infl ammatory response defi nes the tissue
aggressiveness of the post-infarction milieu y
Methods To conduct the study we analyzed the database of a CICU
of a medium-sized hospital in the city of Presidente Prudente, Brazil. Admissions that occurred during the period 1 September 2010 to 31
August 2013 were analyzed. The information was collected from the
EPIMED MONITOR system and statistically analyzed using EPI INFO,
version 3.5.2 software. P <0.05 two-tailed was considered signifi cant,
and confi dence intervals at 95% (95% CI) were used for the logistic
regression multivariate estimated in the sample. Introduction A potential measure of post-ischemic milieu in
myocardium subject to acute ischemic injury is to assess the so-
called myocardial salvage index (SI) by relating the fi nal infarct size
to the initial myocardium at risk (MaR). Cardiac magnetic resonance
(CMR) has previously been shown to enable determination of both
infarct size using late gadolinium enhancement and MaR using T2-
weighted imaging. This technique could thus potentially be used to
identify infl ammatory responses that could be targeted to accomplish
cardioprotection. The aim of this study was to relate SI, as determined
by CMR, to the infl ammatory response in patients with acute myocardial
infarction.i Results A total of 2,098 admissions were recorded, of which 42.1% were
female and 57.9% male. The average age was 66.99 ± 13.30 years. The
prognosis for SAPS 3 admission score averaged 40.8 ± 15.48 points and
the mean unit length of stay was 3.5 ± 5.01 days. The main admission
diagnoses were unstable angina (13.06%), non-ST-segment elevation
myocardial infarction (8.29%), ST-segment elevation myocardial
infarction (8.10%) and supraventricular cardiac tachyarrhythmia
(6.91%). We observed a higher risk of death among patients who had,
at admission, congestive heart failure NYHA 2, 3 or 4 (odds ratio (OR) =
2.81, 95% CI: 2.07 to 3.83, P = 0.001), chronic renal failure (OR = 2.48,
95% CI: 1.68 to 3.67, P = 0.001), peripheral artery disease (OR = 1.93,
95% CI: 1.04 to 3.58, P = 0.033), severe chronic obstructive pulmonary
disease (OR = 3.17, 95% CI: 1.82 to 5.51, P = 0.002), and infection at
admission (OR = 7.88, 95% CI: 5.27 to 11.78, P = 0.001). Methods Fifteen patients with fi rst-time ST-elevation myocardial
infarction were included in the study. All patients underwent primary
PCI due to an acute occlusion in one branch of the left coronary artery. Isofl urane attenuates left ventricular akinesia and preserves cardiac
output in the Tako-tsubo rat model Isofl urane attenuates left ventricular akinesia and preserves cardiac
output in the Tako-tsubo rat model
J Oras1, B Redfors2, Y Shao2, H Seeman-Lodding1, SE Ricksten1, E Omerovic2
1Institute of Clinical Sciences, Gothenburg, Sweden; 2The Wallenberg
Laboratory, Gothenburg, Sweden
Critical Care 2014, 18(Suppl 1):P187 (doi: 10.1186/cc13377) Isofl urane attenuates left ventricular akinesia and preserves cardiac
output in the Tako-tsubo rat model
J Oras1, B Redfors2, Y Shao2, H Seeman-Lodding1, SE Ricksten1, E Omerovic2
1Institute of Clinical Sciences, Gothenburg, Sweden; 2The Wallenberg
Laboratory, Gothenburg, Sweden
Critical Care 2014, 18(Suppl 1):P187 (doi: 10.1186/cc13377) p
J Oras1, B Redfors2, Y Shao2, H Seeman-Lodding1, SE Ricksten1, E Omerovic2
1Institute of Clinical Sciences, Gothenburg, Sweden; 2The Wallenberg
Laboratory, Gothenburg, Sweden
Critical Care 2014, 18(Suppl 1):P187 (doi: 10.1186/cc13377) p
J Oras1, B Redfors2, Y Shao2, H Seeman-Lodding1, SE Ricksten1, E Omerovic2
1Institute of Clinical Sciences, Gothenburg, Sweden; 2The Wallenberg
Laboratory, Gothenburg, Sweden
Critical Care 2014, 18(Suppl 1):P187 (doi: 10.1186/cc13377) p
J Oras1, B Redfors2, Y Shao2, H Seeman-Lodding1, SE Ricksten1, E Omerovic2
1Institute of Clinical Sciences, Gothenburg, Sweden; 2The Wallenberg
Laboratory, Gothenburg, Sweden
Critical Care 2014, 18(Suppl 1):P187 (doi: 10.1186/cc13377) i
Results A total of 354 patients (56.7%) were treated with ACEI
preoperatively. Overall, 95 patients (15.3%) developed postoperative
AKI. Preoperative use of ACEI was not associated with the development Introduction Tako-tsubo cardiomyopathy (TCM) is an acute cardiac
syndrome with regional hypokinesia in the left ventricle (LV), often Introduction Tako-tsubo cardiomyopathy (TCM) is an acute cardiac
syndrome with regional hypokinesia in the left ventricle (LV), often Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S68 of postoperative AKI (P = 0.981). Mean GFR values on admission day
were 65.23 ± 16.89 for ACEI users, and 65.06 ± 19.62 for the rest of the
cohort. Mean GFR values on discharge day were 66.77 ± 21.25 and
67.35 ± 25.64 respectively. The diff erence in GFR at the time of hospital
admission and on discharge day had no statistical diff erence, P = 0.511
(Table 1). Overall, 25 patients (4%) needed dialysis. Conclusion The impact of preoperative ACEI treatment on
postoperative renal function after cardiac surgery is still debated. We found no association, neither protective nor harmful, between
preoperative ACEI therapy and renal function impairment. References
1. Arora P, et al.: Clin J Am Soc Nephrol 2008, 3:1266-1273. 2. Ouzounian M, et al.: Ann Thorac Surg 2012, 93:559-564. Table 1 (abstract P188). 2.
Polanczyk CA, et al.: Fatores de Risco Cardiovascular no Brasil: os próximos
50 Anos. Arq Bras Cardiol 2005, 84:199-201. 1.
Roger VL: Heart disease and stroke statistics – 2013 update. Circulation
2013, 127:e6-e245. Hospital visit pattern and its eff ect on reperfusion time and clinical
outcomes in ST-segment elevation acute myocardial infarction Introduction The reperfusion time is critical in ST-segment elevation
myocardial infarction (STEMI), and it makes a diff erence to clinical
outcomes. This study was designed to investigate the hospital visit
pattern and its eff ect on reperfusion time and clinical outcomes of
STEMI patients. Methods A total of 199 STEMI patients were registered in this study
from three university hospitals in Kyungsang-do area, Korea, and were
divided into two groups; group 1 (n = 69) who directly visited the
hospitals capable of percutaneous coronary intervention (PCI), and
group 2 (n = 130) who fi rst visited local hospitals and then transferred
to PCI-capable hospitals. We analyzed the estimated distance and time
to the hospitals using a driving navigation system, elapsed time from
chest pain to primary PCI hospitals, chest pain to reperfusion time, and
in-hospital outcomes. 1. Arora P, et al.: Clin J Am Soc Nephrol 2008, 3:1266-1273. 2. Ouzounian M, et al.: Ann Thorac Surg 2012, 93:559-564. Results There was no diff erence in fi rst medical contact time between
groups 1 and 2. But the time from chest pain to PCI hospital was shorter
in group 1 (206.2 ± 268.5 vs. 370.3 ± 415.2 minutes, P = 0.001). Sixty
patients in group 1 and 108 patients in group 2 underwent reperfusion
therapy (P = 0.473). The chest pain to reperfusion time was shorter in
group 1 (294.6 ± 255 vs. 397.2 ± 341.9 minutes, P = 0.045). The diff erence
in estimated time by navigator and actual hospital visit time was also
shorter in group 1 (194.2 ± 269.9 vs. 321.6 ± 411.0 minutes, P = 0.009). In-hospital mortality was higher in group 2 (0 vs. 4.6%, P = 0.094). Characterization of the profi le and clinical variables associated with
mortality in a Brazilian coronary ICU Characterization of the profi le and clinical variables associated with
mortality in a Brazilian coronary ICU
CE Bosso1, VF Paula1, OA Souza2, GE Valerio2, SV Ferreira2
1Instituto do Coração de Presidente Prudente, Brazil; 2UNOESTE – Universidade
do Oeste Paulista, Presidente Prudente, Brazil
Critical Care 2014, 18(Suppl 1):P189 (doi: 10.1186/cc13379) y
Conclusion A primary visit to a local hospital was associated with
longer reperfusion time and was associated with higher mortality. Therefore, the reperfusion time could be reduced by patient education
and management of the community healthcare system. Introduction Cardiovascular disease is the leading cause of death
worldwide and the outlook for 2020 data is even more alarming [1,2]. In this context, the coronary ICUs (CICUs) have become increasingly
numerous. However, data concerning this are still very limited in the
literature. This study aims to characterize the profi le of CICU admissions
in Brazil and the main clinical variables associated with increased
mortality. Isofl urane attenuates left ventricular akinesia and preserves cardiac
output in the Tako-tsubo rat model AKI and GFR diff erence
ACEI users (n = 354)
ACEI nonusers (n = 270)
P value
AKI
54 (15.3%)
41 (15.2%)
0.981
GFR diff erence (mean)
+1.43
+2.3
0.511 Table 1 (abstract P188). AKI and GFR diff erence
ACEI users (n = 354)
ACEI nonusers (n = 270)
P value
AKI
54 (15.3%)
41 (15.2%)
0.981
GFR diff erence (mean)
+1.43
+2.3
0.511 Table 1 (abstract P188). AKI and GFR diff erence
ACEI users (n = 354)
ACEI nonusers (n = 270)
P value P191 Tissue-aggressive infl ammatory response defi nes the tissue
aggressiveness of the post-infarction milieu
E Grins, L Algotsson, H Engblom, M Carlsson, H Arheden, S Jovinge
Scania University Hospital, Lund University, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P191 (doi: 10.1186/cc13381) P190
Hospital visit pattern and its eff ect on reperfusion time and clinical
outcomes in ST-segment elevation acute myocardial infarction
J Park, Y Kim, D Shin, W Kim, S Lee, J Son
Yeungnam University Hospital, Daegu, South Korea
Critical Care 2014, 18(Suppl 1):P190 (doi: 10.1186/cc13380) P190
Hospital visit pattern and its eff ect on reperfusion time and clinical
outcomes in ST-segment elevation acute myocardial infarction
J Park, Y Kim, D Shin, W Kim, S Lee, J Son
Yeungnam University Hospital, Daegu, South Korea
Critical Care 2014, 18(Suppl 1):P190 (doi: 10.1186/cc13380) Rhabdomyolysis following cardiac surgery: from prevalence to
prevention y
g
y
Methods TTE was performed before anesthesia induction and upon
ICU arrival in 15 patients with preoperative diagnosis of LV dysfunction
defi ned as an EF <35%. In-ICU measurements of Ees, Ea and VAc were
taken at diff erent steps of PEEP application lasting 3 minutes as follows:
0 cmH2O PEEP (ZEEP), 5 cmH2O PEEP, 10 cmH2O PEEP and 15 cmH2O
PEEP. TTE and hemodynamic parameters were recorded and analyzed. Results All patients were uncoupled preoperatively (VAc >1.31, average
VAc (AVAc) = 1.56) before anesthesia induction and showed worsened
uncoupling postoperatively at ZEEP. PEEP application altered VAc by
modifying both Ees and Ea at all steps and all patients showed further
uncoupling at any level of PEEP application (AVAc at ZEEP = 1.97, at
5 cmH2O PEEP = 1.61, at 10 cmH2O PEEP = 1.87, at 15 cmH2O PEEP =
2.23) A PEEP of 5 cmH2O provided the more favorable VAc. p
AS Omar1,2, HA Ewila1,3, SR Aboulnaga1,4, AK Tuli1
1Hamad Medical Corporation, Doha, Qatar; 2Beni Suef University, Egypt;
3Suez Canal University, Egypt; 4Ain Shams University, Egypt
Critical Care 2014, 18(Suppl 1):P194 (doi: 10.1186/cc13384) AS Omar1,2, HA Ewila1,3, SR Aboulnaga1,4, AK Tuli1
1Hamad Medical Corporation, Doha, Qatar; 2Beni Suef University, Egypt;
3Suez Canal University, Egypt; 4Ain Shams University, Egypt
Critical Care 2014, 18(Suppl 1):P194 (doi: 10.1186/cc13384) Introduction In the view of robust consequences following
cardiac surgery, acute kidney injury (AKI) remains a major concern. Rhabdomyolysis (RML) following cardiac surgery and its relation to
AKI need to be investigated. We aim to study the prevalence of RML
development following cardiac surgery and the perioperative risk
factors that may expedite the occurrence of RML. 2
p
Conclusion Sb evaluation of Ea/Ees shows that following CABG the
patients with depressed LV remain uncoupled, and that in such patients
the application of PEEP leads to further decoupling. In this preliminary
experience, 5 cmH2O PEEP seems to be the most appropriate in
preventing further worsening of the VAc. A large RCT is needed to draw
conclusions on the PEEP eff ect on VAc following CABG in a depressed
heart. Methods All patients undergoing cardiac surgeries in our hospital
were enrolled in the study during the period of 1 year in a prospective
descriptive study measuring the occurrence of RML and its association
with AKI, where all patients in the study underwent serial assessment
of serum creatinine kinase (CK) and serum myoglobin. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P = 0.5742) response. However, the proportion of TH1 (CD4+ IFNγ+)
cells was higher in the group with the lowest SI (57.47 ± 4.805 vs. 38.10 ± 6.514, P = 0.0349). P = 0.5742) response. However, the proportion of TH1 (CD4+ IFNγ+)
cells was higher in the group with the lowest SI (57.47 ± 4.805 vs. 38.10 ± 6.514, P = 0.0349). predictive of mortality. The recently introduced high-sensitivity cardiac
troponin T (HS cTnT) assay has resulted in an increased detection of
elevated cTnT in ICU patients [1]. The aim of this study was to determine
the prevalence of elevated cTnT using the HS assay and its relationship
with mortality. Conclusion This is the fi rst study that identifi es infl ammatory cell
patterns which infl uence the hostility of the infarction milieu in
vivo. The study indicates that SI can be used as an evaluator of post-
ischemic milieu and that TH1 response is associated with unfavorable
post-infarction injury and could therefore be a possible target for
future studies to limit infarction size. The current study is, by its size
and observational character, important; an argument for rather than a
substitute for future interventional studies in this area. y
Methods A retrospective observational study was performed on all
ICU admissions over a 12-month period. Data were obtained from the
clinical information system (ICIP; Philips) and the ICU audit databases
(AcuBase). Data collected included patient demographics, peak cTnT
value, APACHE II score, requirement for organ support and mortality. The primary outcome measure was hospital mortality. Data were
analysed using SPSS v.17.0. cTnT levels were divided into categories
for analysis: normal (<14 ng/l) and elevated. The elevated category was
further subdivided into quartiles. Univariate analysis was performed
between potential risk factors and mortality followed by multivariate
regression analysis to ascertain independent predictors of mortality. Results There were 417 admissions to the ICU during the study period,
89 of whom were excluded because of an absent cTnT value, leaving 328
patients included in the analysis. cTnT was elevated in 85% of patients. ICU mortality was 19% and hospital mortality was 28%. Hospital
mortality (%) per cTnT category was: <14 ng/l = 2%; 14 to 38 ng/l =
19%; 39 to 90 ng/l = 26%; 91 to 252 ng/l = 39%; >252 ng/l = 43%. On
univariate analysis, cTnT levels, age, ventilation and APACHE II score
were signifi cantly associated with mortality. 1.
Hajjar L, Grande S, Galas F, Roquim A, Sampaio L, Auler J: Risk factors and
outcome of rhabdomyolysis after cardiac surgery. Crit Care 2008, 12(Suppl
2):P470. Rhabdomyolysis following cardiac surgery: from prevalence to
prevention Serial renal
function, prior statin treatment, cardiac injury, lengths of ventilation,
and lengths of stay in the ICU and hospital were monitored. References Results We recruited 202 patients in our study, 185 males and 17 females
with mean age 52 ± 12.4 years. According to the existence of RML (CK
2,500 U/ml or more) [1], patients were divided into group 1 where
RML was identifi ed in 17 patients (8.4%), which was associated with
AKI in seven patients (41%), and group 2 without RML (185 patients),
where AKI occurred in 34 patients (18.4%) (P = 0.025). We observed a
signifi cantly longer duration of ventilation and lengths of stay in the
ICU and in hospital in the RML group (P <0.01 for all observations). 1. Guarracino F, et al.: Crit Care 2013, 17:213. 2. Chen CH, et al.: JACC 2001, 38:2028-2034. 3. Franchi F, et al.: Biomed Res Int 2013, 2013:918548. Prevalence of elevated cardiac troponin T in ICU patients using the
high-sensitivity assay and the relationship with mortality p
g
p
Conclusion Early increase in the serum CK and myoglobin in
postoperative high-risk cardiac surgeries may predict the concomitance
of early AKI, where proper intervention may prevent the sequelae of
logistic organ dysfunction. g
y
y
S O’Sullivan1, M Sutton2, G Fitzpatrick1 1Tallaght Hospital & Trinity College Dublin, Ireland; 2Health Research Board,
Dublin, Ireland Critical Care 2014, 18(Suppl 1):P193 (doi: 10.1186/cc13383) P193 Prevalence of elevated cardiac troponin T in ICU patients using the
high-sensitivity assay and the relationship with mortality
S O’Sullivan1, M Sutton2, G Fitzpatrick1
1Tallaght Hospital & Trinity College Dublin, Ireland; 2Health Research Board,
Dublin, Ireland
Critical Care 2014, 18(Suppl 1):P193 (doi: 10.1186/cc13383) Tissue-aggressive infl ammatory response defi nes the tissue
aggressiveness of the post-infarction milieu Final infarct size and MaR was determined by CMR performed 1 week
after the acute event. The ischemic time was defi ned as the time from
pain onset to opening of the occluded vessel. Blood samples were
taken for assessment of infl ammatory response. Infl ammatory cells
were analyzed by fl ow cytometry in a BD FACS Aria. Parameters were
gated against control antibody and fl uorescence minus one strategy. Cytokine patterns were analyzed by BioRad BioPlex multiplex protein
analysis technology. Conclusion The results reported may direct healthcare professionals to
profi le the patient hospitalized in a CICU, paying attention to the most
disturbing and lethal comorbidities present on admission. References Conclusion The results reported may direct healthcare professionals to
profi le the patient hospitalized in a CICU, paying attention to the most
disturbing and lethal comorbidities present on admission. References Results The SI did not correlate with MaR (P = 0.2720, R2 = 0.09191). The population was divided into the lowest half of the SI (representing
the most hostile milieu; SI: 23 to 57%) and the upper half of the SI
(representing the friendliest post-infarction milieu; SI: 71 to 95%). The
patients’ profi le of adaptive infl ammatory response was characterized
by fl ow cytometry. The two groups did not diff er with regard to their
T-regulatory response (CD25+FoxP3+, P = 0.7203) or NK-cell (CD3–CD56+, 1. Roger VL: Heart disease and stroke statistics – 2013 update. Circulation
2013, 127:e6-e245. 2. Polanczyk CA, et al.: Fatores de Risco Cardiovascular no Brasil: os próximos
50 Anos. Arq Bras Cardiol 2005, 84:199-201. S69 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 cTnT levels were signifi cant
in multivariate regression independent of age and ventilation but did
not reach signifi cance (P = 0.06) in a multivariate analysis that included
the APACHE II score. y
Methods A retrospective observational study was performed on all
ICU admissions over a 12-month period. Data were obtained from the
clinical information system (ICIP; Philips) and the ICU audit databases
(AcuBase). Data collected included patient demographics, peak cTnT
value, APACHE II score, requirement for organ support and mortality. The primary outcome measure was hospital mortality. Data were
analysed using SPSS v.17.0. cTnT levels were divided into categories
for analysis: normal (<14 ng/l) and elevated. The elevated category was
further subdivided into quartiles. Univariate analysis was performed
between potential risk factors and mortality followed by multivariate
regression analysis to ascertain independent predictors of mortality. Impact of positive end-expiratory pressure application on
ventriculo-arterial coupling in decompensated left ventricles after
cardiac surgery: a non-invasive echocardiographic study
P Bertini, V Simone, R Baldassarri, L Doroni, F Guarracino
University Hospital, Pisa, Italy
Critical Care 2014, 18(Suppl 1):P192 (doi: 10.1186/cc13382) Impact of positive end-expiratory pressure application on
ventriculo-arterial coupling in decompensated left ventricles after
cardiac surgery: a non-invasive echocardiographic study
P Bertini, V Simone, R Baldassarri, L Doroni, F Guarracino
University Hospital, Pisa, Italy
Critical Care 2014, 18(Suppl 1):P192 (doi: 10.1186/cc13382) y
y
Results There were 417 admissions to the ICU during the study period,
89 of whom were excluded because of an absent cTnT value, leaving 328
patients included in the analysis. cTnT was elevated in 85% of patients. ICU mortality was 19% and hospital mortality was 28%. Hospital
mortality (%) per cTnT category was: <14 ng/l = 2%; 14 to 38 ng/l =
19%; 39 to 90 ng/l = 26%; 91 to 252 ng/l = 39%; >252 ng/l = 43%. On
univariate analysis, cTnT levels, age, ventilation and APACHE II score
were signifi cantly associated with mortality. cTnT levels were signifi cant
in multivariate regression independent of age and ventilation but did
not reach signifi cance (P = 0.06) in a multivariate analysis that included
the APACHE II score. Introduction The management of ICU patients following heart
surgery can be hustling when coping with severe left ventricular
(LV) dysfunction. Single beat (Sb) measurements of ventriculo-
arterial coupling (VAc) can be used by the intensivist when dealing
with altered hemodynamic states [1]. LV elastance (Ees) and arterial
elastance (Ea) can be measured by trasthoracic echocardiography
(TTE) in a Sb fashion [2], so allowing quick assessment of VAc. PEEP
application is common practice in the ICU but can have hemodynamic
consequences and lead to instability. Speckle tracking analysis by TTE
has been recently reported to help titrating PEEP in critically ill patients
[3]. However, this can be demanding and require specifi c ultrasound
tools. In this study we aimed to assess whether standard TTE can be
useful in evaluating the eff ect of respiratory treatment with PEEP on
cardiovascular effi ciency by measuring VAc after coronary artery
bypass surgery (CABG). Conclusion In 85% of general ICU patients, troponin measured by
HS cTnT assay was elevated. cTnT levels were signifi cantly associated
with mortality and are predictive of mortality independent of age and
mechanical ventilation, but not independently of APACHE II score. There
was a high correlation between troponin levels and APACHE II scores. Reference 1. Abubaker et al.: Intensive Care Med 2013, 39(Suppl 2):0531. P194 95
Open cavity abdominal surgery in octogenarians and
nonagenarians admitted to a university teaching hospital ICU:
a retrospective review
A Roberts, P Hampshire
Royal Liverpool University Hospital, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P195 (doi: 10.1186/cc13385) Intensive care mortality
increases progressively with age [1] and as the population changes
we are likely to see increasing numbers of patients over the age of 80
admitted to critical care units. Methods We searched the ICNARC database from 2006 to 2013 for
patients aged 80 years or over, admitted from theatre or after surgery. Data were referenced against the electronic theatre management
system, and patients not undergoing abdominal cavity surgery
were excluded. The data were analysed using an Excel spreadsheet
(Microsoft) and Medcalc software. Results Eighty-fi ve patients were included, with ages ranging from 80
to 99 years. Fifty-one (60%) patients were male and 79 (93%) patients
were categorized as having an emergency operation. ICU mortality was
34/85 (40%) and hospital mortality was 48/85 (56%). Variables assessed
for association with hospital mortality can be seen in Table 1. Only
invasive ventilation and time (days) from hospital admission to ICU
admission were signifi cant predictors of hospital mortality. Table 1 (abstract P195). Survivors versus nonsurvivors
Survivors
Nonsurvivors
P value Table 1 (abstract P195). Survivors versus nonsurvivors
Survivors
Nonsurvivors
P value
Age
83
83
0.82
Time
1, 1 to 8
4.5, 1 to 8
0.004
APACHE II
17, 14 to 20
17, 14 to 21
0.96
Sex (%)
M57, F43
M63, F37
0.65
Ventilation (n, %)
31, 83
48, 100
0.005
RRT (n, %)
6, 16
11, 23
0.58
Data presented as median, IQR or n, %. Table 1 (abstract P195). Survivors versus nonsurvivors Table 1 (abstract P195). Survivors versus nonsurvivors Conclusion The development of ARI in SAP was associated with
hemodynamic instability, whereas excessive volume expansion does
not prevent ARI. Severe acute pancreatitis in ICU: a 5-year audit Introduction Severe acute pancreatitis (SAP) is associated with
signifi cant mortality and morbidity. The objective of this study is to
examine the profi le, outcome and resource utilization for patients with
SAP admitted to the ICU in a university teaching hospital over a 5-year
period. Conclusion ICU and hospital mortality rates were high at 40% and 56%
respectively. Increasing age did not correlate with mortality. However,
invasive ventilation and time between hospital and ICU admission
were associated with a higher mortality. This may be due to a delay in
diagnosis or surgical intervention. We suggest that one considers early
intervention in patients aged over 80. A functional outcome measure at
discharge may be a more clinically relevant endpoint. 95
Open cavity abdominal surgery in octogenarians and
nonagenarians admitted to a university teaching hospital ICU:
a retrospective review
A Roberts, P Hampshire
Royal Liverpool University Hospital, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P195 (doi: 10.1186/cc13385) p
Results Of 145 patients, 24 patients who developed ARI at any time
during hospitalization (ARI group) were contrasted with 24 patients
without ARI (control group). The patients were older in the ARI group:
age 57 ± 13 versus 49 ± 16, P = 0.046. Although none of the patients
in the ARI group had creatinine values ≥1.5-fold from the estimated
baseline, the creatinine values on admission were higher in this group:
100 ± 38 versus 68 ± 16, P = 0.001. The severity of pancreatitis was
similar. On admission, the APACHE II and SOFA scores were higher in the
ARI group (12.7 ± 3.7 vs. 8.6 ± 3.4, P = 0.001 and 5.6 ± 3.4 vs. 2.8 ± 1.9,
P = 0.002, respectively). The patients in the ARI group had higher intra-
abdominal pressure and SOFA respiratory score on admission and after
72 hours (P <0.01). Although on admission the cardiovascular SOFA
score was similar in both groups, it increased signifi cantly after 72 hours
in the ARI group from 1.1 ± 1.7 to 2.1 ± 1.8, P = 0.012 and became higher
compared with the control group: 2.1 ± 1.8 versus 0.6 ± 1.2, P = 0.001. Lactate was higher in the ARI group on admission and after 72 hours
(P <0.05). The percentage of patients requiring vasopressors over
72 hours was greater in the ARI group: 66.7% versus 29.2%, P = 0.01. Positive fl uid balance after 72 hours in ICU was higher in the ARI group:
8,594 ± 7,044 ml versus 4,192 ± 4,467 ml, P = 0.004; however, the
infused volume of crystalloids did not diff er between groups. Central
venous pressure was higher on admission (P = 0.036) and after 72 hours
(P = 0.001) in the ARI group. Multivariable logistic regression analysis
revealed that development of ARI was independently associated with
cardiovascular SOFA score after 72 hours: odds ratio = 1.475, 95% CI
1.049 to 2.073, P = 0.025. A Roberts, P Hampshire
Royal Liverpool University Hospital, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P195 (doi: 10.1186/cc13385) Introduction This review was undertaken to establish the ICU and
hospital mortality rates in patients aged 80 and over admitted to
our ICU following abdominal cavity surgery. g
g
Reference 1. Hajjar L, Grande S, Galas F, Roquim A, Sampaio L, Auler J: Risk factors and
outcome of rhabdomyolysis after cardiac surgery. Crit Care 2008, 12(Suppl
2):P470. Introduction Elevated cardiac troponin levels are common in ICU
patients even in the absence of acute coronary syndromes and may be Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S70 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P195 was composed of randomly selected patients with SAP who did not
develop ARI. P195
Open cavity abdominal surgery in octogenarians and
nonagenarians admitted to a university teaching hospital ICU:
a retrospective review
A Roberts, P Hampshire
Royal Liverpool University Hospital, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P195 (doi: 10.1186/cc13385) 95
Open cavity abdominal surgery in octogenarians and
nonagenarians admitted to a university teaching hospital ICU:
a retrospective review
A Roberts, P Hampshire
Royal Liverpool University Hospital, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P195 (doi: 10.1186/cc13385) p
Methods A retrospective observational study was carried out of all
patients admitted to the ICU from 1 January 2008 to 31 December
2012 with SAP. Data were collected from the ICU database (AcuBase),
the medical records and the ICU clinical information system. Data
collected included patient demographics, etiology of SAP, data for
APACHE II, Imrie, Ranson and Acute Kidney Injury Network (AKIN)
scores, and requirement for organ support. Outcomes recorded were
length of stay, ICU mortality and hospital mortality. Cost of ICU care was
calculated based on previously reported methodology.i 1. Paul E, et al.: Management of the critically ill geriatric patient. Crit Care Med
2006, 34:S176-S182. p
y
p
gy
Results Thirty-eight eligible patients were identifi ed. Mean age was
51.4 years (range 24 to 86), 68% were male. The commonest etiologies
were alcohol (53%) and gallstone pancreatitis (24%). The mean APACHE
II score was 18.5 (IQR 14 to 23). Twenty-eight patients (74%) required
mechanical ventilation, three of whom required high-frequency
oscillation (all three survived). Twenty-two patients (58%) had evidence
of an acute kidney injury on admission (AKIN criteria). Eighteen (47%)
required renal replacement therapy and 60% required inotropes. The ICU mortality and the hospital mortality were 26%. There was
no signifi cant diff erence in age, APACHE II, Imrie, or Ranson scores
between survivors and nonsurvivors. The median length of stay in the
ICU was 11 days (IQR 5.25 to 28.5) and the median hospital stay was
45.4 days (IQR 22.25 to 104.5). Nine patients (24%) required multiple
ICU admissions and the mortality was signifi cantly higher in this group
(P <0.05, chi-square test). In total, 834 ICU bed-days were taken up by
38 patients. Based on a median cost for an ICU bed-day of €2,205 [1],
the total cost of ICU care for these patients is estimated at €1,838,970 or
almost €50,000 per patient. Bacterial infection in severe acute pancreatitis patients admitted to
the ICU Results Of the 803 APAP-ALF patients, the median age was 37 (29 to
47) years and 76% were female. A total of 238 (30%) patients were listed
for and 87 (11%) received LT. A total of 531 (66%) patients recovered
without LT at 21 days. Using standard logistic regression methods for
all patients with complete data (n = 679), KCC (INR, creatinine, coma
grade 3/4, pH) yielded an AC of 69% (Sn 90%, Sp 27%) at admission. For late-stage data (n = 341), KCC provided similar AC (70%) and Sn
(97%), but suff ered poor Sp (15%). CART analysis using the KCC
variables on admission off ered predictive AC (66%) and Sn (65%), with
increased Sp (67%). Using day 3 to 7 data, the KCC-CART model had
increased AC (82%) and Sn (86%), with improved Sp (46%) compared
with logistic KCC. New CART models were developed with 18 variables
based on previous literature. A new CART model on admission (MELD,
lactate and MV: test AC 72%, Sn 71%, Sp 77%) performed better than
KCC-CART. For days 3 to 7, a CART model (MELD, lactate, coma grade)
off ered superior prediction (test AC 86%, Sn 91%, Sp 46%) compared
with days 3 to 7 KCC-CART. Introduction Controversy surrounds the empirical use of antibiotics in
severe acute pancreatitis (SAP). There are concerns that the widespread
use of antibiotic therapy in the absence of documented infection may
lead to selection of drug-resistant organisms [1]. The aim of this study
was to review the profi le of pancreatic fl uid isolates in patients with
SAP admitted to the ICU. Methods Data were reviewed for 38 patients admitted to the ICU over
a 5-year period. We evaluated organisms cultured from pancreatic
specimens, as well as the prevalence of drug-resistant organisms in this
group of patients. Results Aspirate of pancreatic material for culture was obtained in
55% of patients (n = 21). The mean time to acquisition of samples for
culture from admission to ICU was 15.5 days. Fluid was sterile in 67%
(n = 14) of initial samples. Gram-positive organisms were cultured from
43% (n = 9) of samples, Gram-negative organisms from 5% (n = 1) and
yeasts from 5% (n = 1). Antibiotic therapy was administered in 95% of
patients prior to samples being obtained for culture. A multicenter retrospective cohort analysis of therapeutic
hypothermia in acute liver failure y
C Karvellas1, R Stravitz2, H Battenhouse3, V Durkalski3, W Lee4, ML Schilsky5
1University of Alberta, Edmonton, Canada; 2Virginia Commonwealth
University, Richmond, VA, USA; 3Medical University of South Carolina,
Charlston, SC, USA; 4University of Texas Southwestern, Dallas, TX, USA; 5Yale
University, New Haven, CT, USA y
C Karvellas1, R Stravitz2, H Battenhouse3, V Durkalski3, W Lee4, ML Schilsky5
1University of Alberta, Edmonton, Canada; 2Virginia Commonwealth
University, Richmond, VA, USA; 3Medical University of South Carolina,
Charlston, SC, USA; 4University of Texas Southwestern, Dallas, TX, USA; 5Yale
University, New Haven, CT, USA C Karvellas1, R Stravitz2, H Battenhouse3, V Durkalski3, W Lee4, ML Schilsky5
1University of Alberta, Edmonton, Canada; 2Virginia Commonwealth
University, Richmond, VA, USA; 3Medical University of South Carolina,
Charlston, SC, USA; 4University of Texas Southwestern, Dallas, TX, USA; 5Yale
University, New Haven, CT, USA y
Conclusion In the majority of patients, initial aspirates of pancreatic
material were sterile. This may be a result of prior antibiotic usage. Where organisms were cultured from initial aspirates, Gram-positive
organisms predominated, possibly as a result of prior anti-Gram-
negative antibiotic use. Therefore, in patients with ongoing sepsis who
are receiving broad-spectrum antibiotic therapy, consideration needs
to be given to the empiric treatment of Gram-positive infection, and
in particular drug-resistant organisms such as VRE. Local epidemiology
should be taken into account. Rationale use of antibiotics, in
accordance with best-practice guidelines, may limit development of
drug resistance; however, other risk factors for resistance may exist in
this group and this would need to be further evaluated. Reference y
Critical Care 2014, 18(Suppl 1):P200 (doi: 10.1186/cc13390) Introduction Cerebral edema is a severe and life-threatening
complication in acute liver failure (ALF). Concerns exist that therapeutic
hypothermia (TH) may increase the risk of infection, worsen
coagulopathy and inhibit hepatic regeneration. We therefore reviewed
the experience in use of TH in participating US Acute Liver Failure Study
Group (ALFSG) centers. The aims were to determine utilization of TH
in ALF patients at high risk for cerebral edema (grade III or IV hepatic
encephalopathy (HE)) and to determine its eff ect on survival and
complication rates. Introduction Cerebral edema is a severe and life-threatening
complication in acute liver failure (ALF). Concerns exist that therapeutic
hypothermia (TH) may increase the risk of infection, worsen
coagulopathy and inhibit hepatic regeneration. We therefore reviewed
the experience in use of TH in participating US Acute Liver Failure Study
Group (ALFSG) centers. P200 P200
A multicenter retrospective cohort analysis of therapeutic
hypothermia in acute liver failure
C Karvellas1, R Stravitz2, H Battenhouse3, V Durkalski3, W Lee4, ML Schilsky5
1University of Alberta, Edmonton, Canada; 2Virginia Commonwealth
University, Richmond, VA, USA; 3Medical University of South Carolina,
Charlston, SC, USA; 4University of Texas Southwestern, Dallas, TX, USA; 5Yale
University, New Haven, CT, USA
Critical Care 2014, 18(Suppl 1):P200 (doi: 10.1186/cc13390) A multicenter retrospective cohort analysis of therapeutic
hypothermia in acute liver failure The aims were to determine utilization of TH
in ALF patients at high risk for cerebral edema (grade III or IV hepatic
encephalopathy (HE)) and to determine its eff ect on survival and
complication rates. 1. Tenner S, Baillie J, DeWitt J, Vege SS; American College of Gastroenterology:
Am J Gastroenterol 2013, 108:1400-1415. 1. Tenner S, Baillie J, DeWitt J, Vege SS; American College of Gastroenterology:
Am J Gastroenterol 2013, 108:1400-1415. Methods A retrospective cohort study of all ALF patients enrolled in
the US ALFSG registry between January 1998 and September 2013 with
grade III or IV HE. TH using an external cooling device was used in 97
(8%) patients while in 1,135 (92%) patients it was not (controls). Results TH ALF patients were younger (36 vs. 40, P = 0.03) and had
acetaminophen etiology (63 vs. 47%, P = 0.04). Admission MELD (32
vs. 34) and lactate (5.4 vs. 5.0 mmol/l, P >0.2 for all) were similar. More
TH ALF patients received renal replacement therapy (63 vs. 40%),
vasopressors (61 vs. 43%) and ICP monitoring (40 vs. 22%, P <0.0002 for
all). Overall (38% vs. 40%, P = 0.7) and 21-day transplant survival (45 vs. 49%, P = 0.5) were similar. There were no diff erences in bleeding (12%
vs. 12%) or bloodstream infections (17 vs. 18%, P >0.7 for both). More
TH ALF patients had arrhythmias (38 vs. 27%, P = 0.03). There were no
diff erences in listing (43 vs. 40%, P = 0.5) or receipt of transplant (18
vs. 25%, P = 0.1). After controlling for MELD, requirement for organ
support on multivariable analysis, hypothermia was not independently Methods A retrospective cohort study of all ALF patients enrolled in
the US ALFSG registry between January 1998 and September 2013 with
grade III or IV HE. TH using an external cooling device was used in 97
(8%) patients while in 1,135 (92%) patients it was not (controls). i
References 1. Harrison et al.: Crit Care 2007, 11(Suppl 1):S1. 1. Harrison et al.: Crit Care 2007, 11(Suppl 1):S1. 2. Pavlidis et al.: Crit Care Res Pract 2013, 2013:897107. 2. Pavlidis et al.: Crit Care Res Pract 2013, 2013:897107. P196
Risk factors for acute renal impairment in patients with severe acute
pancreatitis M Serpytis, N Scupakova, J Sabliauskas, A Sileikis, J Sipylaite, K Strupas
Vilnius University, Vilnius, Lithuania
Critical Care 2014, 18(Suppl 1):P196 (doi: 10.1186/cc13386) Introduction The aim of this study was to clarify the risk factors for
acute renal impairment (ARI) in patients with severe acute pancreatitis
(SAP). Methods We conducted a retrospective observational case–control
study. The data of all patients admitted to the ICU at a university
hospital with the diagnosis of SAP from January 2008 to December
2012 were abstracted from the hospital database. ARI was defi ned
according to RIFLE criteria. Patients with any signs of renal impairment
(serum creatinine value ≥1.5-fold from the estimated baseline) on
admission or history of kidney disease were excluded. A control group S71 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion A hospital mortality rate of 26% is similar to that reported
recently from a specialist unit in the UK [2] but less than the 42%
reported in the UK in 2007 [1], suggesting some improvement in recent
years. SAP is associated with prolonged ICU and hospital stay and
signifi cant resource utilization. admission but not in later phases of illness. The aim was to improve
determinations of prognosis on and after admission in APAP-
ALF patients using the classifi cation and regression tree (CART)
methodology to construct optimal binary splits on independent
variables to predict outcome. Methods CART models were applied to US ALFSG registry data for
prediction of 21-day spontaneous survival on admission and late stage
(days 3 to 7). Analyses were carried out using R software (package rpart)
for all (n = 803) APAP-ALF patients enrolled between January 1998 and
September 2013 with complete outcome data. Training data were used
to build CART trees and test data were used to evaluate prediction
accuracy (AC), sensitivity (Sn) and specifi city (Sp). Bacterial infection in severe acute pancreatitis patients admitted to
the ICU On review of all
samples received from patients (including nonpancreatic specimens),
vancomycin-resistant enterococci (VRE) were isolated in 13 patients. Linezolid-resistant enterococci (LRE) were isolated in six patients,
fi ve of whom had VRE isolated prior to the culture of LRE. Extended-
spectrum beta-lactamase organisms were isolated in two patients,
and carbapenem nonsusceptible Gram-negative organisms in three
patients. The mean APACHE II score was 18.5 and overall hospital
mortality was 26%. Conclusion CART analysis increased predictive performance compared
with traditional KCC. KCC-CART trees have higher Sp and similar
predictive AC compared with traditional KCC, with newer CART trees
providing marginal improvement over KCC-CART models. Acknowledgment Supported in part by a U-01 58369-014 from NIDDK
to the US Acute Liver Failure Study Group. P200 P198 98
Bacterial infection in severe acute pancreatitis patients admitted to
the ICU
AR Prior, S Egan, R Durani, PG Murphy, J Febbell, G Fitzpatrick
Tallaght Hospital, Dublin, Ireland
Critical Care 2014, 18(Suppl 1):P198 (doi: 10.1186/cc13388) References 1. Choi NK, et al.: Hepatogastroenterology 2012, 59:1189-1193. 2. Monsel A, et al.: Crit Care 2011, 15:R234. 1. Choi NK, et al.: Hepatogastroenterology 2012, 59:1189-1193. 2. Monsel A, et al.: Crit Care 2011, 15:R234. pp
p
Critical Care 2014, 18(Suppl 1):P202 (doi: 10.1186/cc13392) g
References gi
References 1. Shawcross DL, Austin MJ, Abeles RD, et al.: The impact of organ dysfunction
in cirrhosis: survival at a cost? J Hepatol 2012, 56:1054-1062. 1. Shawcross DL, Austin MJ, Abeles RD, et al.: The impact of organ dysfunction
in cirrhosis: survival at a cost? J Hepatol 2012, 56:1054-1062. 2. Alexopoulos S, Matsuoka L, Cho Y, et al.: Outcomes after liver
transplantation in patients achieving a model for end-stage liver disease
score of 40 or higher. Transplantation 2013, 95:507-512. 3. Oberkofl er CE, Dutkowski P, Stocker R, et al.: Model of end stage liver disease
(MELD) score greater than 23 predicts length of stay in the ICU but not
mortality in liver transplant recipients. Crit Care 2010, 14:R117. Extracorporeal membrane oxygenation before and after adult liver
transplantation: worth the eff ort? Results On the day of LT, 5% (28/519) of patients had a MELD score ≥40. These patients had longer fi rst ICU stay after LT (14 vs. 2 days; P <0.001). MELD score ≥40 at transplant was independently associated with fi rst
ICU stay after transplant ≥10 days (OR, 3.21). These patients had longer
fi rst hospital stay after LT (45 vs. 18 days; P <0.001); however, there was
no signifi cant diff erence in the rate of ICU readmission (18% vs. 22%;
P = 0.58) or re-transplant rate (4% vs. 4%; P = 1.00). Cumulative survival
at 1 month, 3 months, 1 year, 3 years, and 5 years was 98%, 96%,
90%, 79%, and 72%, respectively. There was no signifi cant diff erence
in cumulative survival stratifi ed by MELD score ≥40 versus <40 at
transplant (P = 0.59). Introduction Extracorporeal membrane oxygenation (ECMO) is
increasingly used for the treatment of refractory but potentially
reversible respiratory and/or cardiac failure. Data on perioperative
support with veno-arterial (V-A) and veno-venous (V-V) ECMO for adult
liver transplant recipients are scarce [1,2]. We report our experience of
ECMO support in patients with acute liver failure (ALF) as a bridge to
transplant and postoperative ECMO use following complications after
surgery. Methods A retrospective study in a specialist tertiary referral ICU. Patients supported with V-V or V-A ECMO before, during, or after
orthotopic liver transplant (OLT) were identifi ed. Conclusion Cirrhotic patients with MELD score ≥40 at transplant utilize
greater postoperative health resources; however, they derive similar
long-term survival benefi t with LT. Results In total, four patients were supported during a 12-month
period. Two patients required V-V and two patients V-A support. Two
patients with ALF were bridged to OLT, one patient V-V ECMO for
refractory respiratory failure and the other patient required emergency
V-A support for treatment of intraoperative arrest. Both patients
were successfully transplanted but died subsequently on ECMO:
disseminated aspergillosis and haemophagocytic syndrome, and
anoxic brain injury respectively. Two patients received postoperative
ECMO support. The fi rst was treated with V-V ECMO for refractory
persistent hypoxaemia following OLT for hepato-pulmonary syndrome,
the second received emergency V-A support (eCPR) following cardiac
tamponade and arrest on postoperative day 2. Both patients made a
full recovery. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 associated with 21-day spontaneous survival (P = 0.93) while MELD
(P <0.0001) and vasopressors (P <0.02) were. Results Twenty patients (27.1%) developed 33 episodes of infection. Among them 35% suff ered from liver dysfunction, 40% took large
doses of immunosuppression and 50% were re-operated. Five out
of them showed signs of infection promptly after transplantation. Medium duration of mechanical ventilation was 16.5 ± 12.75 days (vs. 3.24 ± 5.5 of those without an infection) and medium length of stay was
22.14 ± 18.35 days (vs. 6.79 ± 8.86). The medium APACHE II score was
17.8 ± 5.5 (vs. 16.4 ± 4.37, P = 0.256) and medium SOFA was 11.32 ± 2.62
(vs. 9.9 ± 2.62, P = 0.054). The majority of patients was transfused with
many blood units, FFP and cryoprecipitates and was hemodynamically
unstable (56.3%). MELD score and MELD-Na were higher (22.57 and
27.5 relatively vs. 19.02 and 22.5). Eight cases had VAP from Gram-
negative bacteria, 15 had bacteraemia (mainly Gram-negative, but
also fungaemia), 10 had intraabdominal infection (most of them
with two or three re-operations) and urine infection. The majority of
pathogens were multidrug resistant. Regarding Klebsiella pneumoniae
Carbapenemase, 60% was sensitive to colimycine, 20% to tobramycin,
70% to gentamycin and 40% to tygecycline. In four cases the donors
had an infection that was transmitted to the recipient as much as 75%. Fourteen patients died (10 in ICU and four in the transplantation clinic)
soon after with multiorgan failure. associated with 21-day spontaneous survival (P = 0.93) while MELD
(P <0.0001) and vasopressors (P <0.02) were. p
Conclusion TH was not associated with increased bleeding/infection
rates nor diff erences in survival in ALF patients with high-grade HE. ICP
monitoring was not universally used in TH ALF patients (~40%). There is
a need for a prospective trial to clarify the use of TH in patients with ALF. Acknowledgement Supported in part by a U-01 58369-014 from
NIDDK to the US ALFSG. Determining late predictors of outcome for acetaminophen-
induced acute liver failure using classifi cation and regression tree
modeling analysis C Karvellas1, J Speiser2, W Lee3
1University of Alberta, Edmonton, Canada; 2Medical University of South
Carolina, Charlston, SC, USA; 3University of Texas Southwestern, Dallas, TX,
USA C Karvellas1, J Speiser2, W Lee3
1University of Alberta, Edmonton, Canada; 2Medical University of South
Carolina, Charlston, SC, USA; 3University of Texas Southwestern, Dallas, TX,
USA Critical Care 2014, 18(Suppl 1):P199 (doi: 10.1186/cc13389) Introduction Liver transplantation (LT) in acetaminophen-induced
acute liver failure (APAP-ALF) patients often presents signifi cant
challenges. The King’s College Criteria (KCC) have been validated on S72 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P204 Introduction Patients with liver transplantation suff er a major
risk of infections immediately after the surgery due to heavy
immunosuppression, severe stress and underlying pathology. The aim
of this study is to fi nd their causes and consequences in our ICU. Introduction Patients with liver transplantation suff er a major
risk of infections immediately after the surgery due to heavy
immunosuppression, severe stress and underlying pathology. The aim
of this study is to fi nd their causes and consequences in our ICU. Causes and consequences of infections in patients after liver
transplantation: 2-year study in the only ICU that hospitalizes these
cases in Greece Conclusion Emergency ECMO support before and after liver transplant
is feasible. Despite the poor outcome in patients with ALF, we consider
ECMO a valuable option to bridge selected patients to transplant. References A Karapanagiotou, C Kydona, S Papadopoulos, T Theodoridou, A Karapanagiotou, C Kydona, S Papadopoulos, T Theodoridou,
E Mouloudi, C Dimitriadis, G Imbrios, N Gritsi-Gerogianni
Hippokrateion Hospital of Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P202 (doi: 10.1186/cc13392) Postoperative resource utilization and survival among liver
transplant recipients with Model for End-stage Liver Disease score
≥40: a retrospective cohort study Introduction Cirrhotic patients with Model for End-stage Liver Disease
(MELD) score ≥40 have high risk of death without liver transplant
(LT) [1]. This study aimed to evaluate these patients’ outcomes after
transplant. Conclusion Patients after liver transplantation with organ dysfunction
and multiple transfusions, due to surgical complications, have a major
risk of developing an infection inside the ICU that aff ects their survival. Methods The retrospective cohort included 519 adult cirrhotic patients
who underwent LT at one Canadian center between 2002 and 2012. Primary exposure was severity of end-stage liver disease measured by
MELD score at transplant (≥40 vs. <40) [2]. The primary outcome was
duration of fi rst ICU stay after LT [3]. Secondary outcomes were duration
of fi rst hospital stay after LT, rate of ICU readmission, re-transplant rate,
and survival rates. P203 p
References p
References Results In our study the criteria used to defi ne post-reperfusion
syndrome relied on the hemodynamic changes that occurred at
reperfusion. Preoperative echocardiography showed normal systolic
and diastolic function at rest in all of the patients. For the identifi cation
of patients at risk for CCM we used two of the supportive criteria from
the recent defi nition of CCM: prolonged QTc interval and increased
BNP levels. The study group included 28 men (53.8%) and 24 women. Mean (± SD) age was 50.5 (± 11.4). Mean MELD and MELD Na scores
were respectively 15.51 (± 5.43) and 18.9(± 6.22). The value of BNP
correlated well with the length of the QTc interval (P = 0.005), and
with MELD and MELD Na scores (P = 0.025 and P = 0.001). In our study,
post-reperfusion syndrome occurred in 63.4% of the patients. We
could not fi nd a correlation between post-reperfusion syndrome and
the BNP levels (P = 0.85) or the prolonged QTc interval (P = 0.38). The
post-reperfusion syndrome did not correlate with the severity of the
liver disease as assessed by MELD and MELD Na scores. The severity of
post-reperfusion syndrome did not correlate with QTc prolongation or
BNP levels. 1. Cannon RM, et al.: Transpl Int 2012, 25:1223-1228. 2. Daly RC, et al.: Transplantation 2013, 95:e2-e4. Impaired balance between coagulation and fi brinolysis plays a
prominent role in patients with sepsis Introduction The balance between coagulation and fi brinolysis was a
prominent factor in the pathophysiology of sepsis, but this mechanism
has been poorly understood. We aimed to determine whether
collapsing this balance during the fi rst day of sepsis correlates with
progression of organ dysfunction and subsequent death. Methods This study included all patients with sepsis admitted to
a tertiary referral hospital in Japan. Global coagulation tests and
hemostatic molecular markers such as fi brin/fi brinogen degradation
products (FDP), D-dimer, thrombin–antithrombin complex (TAT) and
plasmin-alpha 2 plasmin inhibitor complex (PIC) were measured within
12 hours after admission, and then SOFA and APACHE II scores and
in-hospital mortality were evaluated. Patients were divided into three
groups based on the levels of TAT/PIC and FDP/D-dimer and diff erences
of clinical outcome between groups were assessed by chi-square
analysis and ANOVA. Conclusion Reperfusion is a critical time during liver transplantation. The clinical predictors of post-reperfusion syndrome are still under
debate [1]. Our study showed that the post-reperfusion syndrome is
not correlated with the severity of the liver disease or with the presence
of risk factors indicating CCM. Reference 1. Paugham-Burtz C, et al.: Liver Transpl 2009, 15:522-529. 1. Paugham-Burtz C, et al.: Liver Transpl 2009, 15:522-529. y
Results We enrolled 101 patients; 87 patients survived, and 14 died. Mortality was signifi cantly higher in the high TAT/PIC group (0%,
19% and 24% for low, middle and high TAT/PIC groups, respectively;
P = 0.011). In addition, SOFA and APACHE II scores were signifi cantly
higher in the low FDP/D-dimer group (APACHE II = 22.3, 18.9 and 15.3;
P <0.01, SOFA = 8.6, 6.5 and 5.1; P <0.01, for low, middle and high FDP/
D-dimer groups, respectively). See Figure 1. P206 P206
Impaired balance between coagulation and fi brinolysis plays a
prominent role in patients with sepsis
Y Umemura1, K Yamakawa2, T Kiguchi1, H Ogura2, T Shimazu2, S Fujimi1
1Osaka General Medical Center, Osaka, Japan; 2 Osaka University Graduate
School of Medicine, Osaka, Japan
Critical Care 2014, 18(Suppl 1):P206 (doi: 10.1186/cc13396) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion CHLT is a life-saving operation that is performed with
relatively low mortality and can be successfully performed in select
patients with congenital heart disease. Patients undergoing CHLT at our
institution had relatively preserved hepatic function but limited cardiac
function often requiring inotropic support. Cardiac transplantation
typically precedes liver transplantation during CHLT given the
decreased ischemic tolerance of the cardiac graft [2]. However, liver
transplantation prior to cardiac transplantation may serve to mitigate
high-titer donor-specifi c antibodies. Various aforementioned operative
approaches may be successfully utilized for the liver transplantation
portion of these procedures. We attribute the favorable outcomes and
perioperative courses to the multidisciplinary approach to care that
CHLT patients receive at our institution. frequently observed and is termed post-reperfusion syndrome. Recent
studies showed the existence of a specifi c heart disease associated
with cirrhosis termed cirrhotic cardiomyopathy (CCM). The aim of this
study was to investigate whether the CCM has an infl uence on the
development or the severity of post-reperfusion syndrome. Methods Fifty-two consecutive liver transplant patients were included
in a retrospective observational study. The variables recorded were:
age, etiology of the liver disease, MELD and MELD Na scores, the
associated pathologies, the length of the QT interval, and plasma
levels of brain natriuretic peptide (BNP). The patients with known renal
or heart disease and the recipients of organs from extended criteria
donors were excluded from the study. The QT interval was corrected
for the heart rate using Bazett’s formula (QTc). Statistical analysis was
performed using SPSS Statistics v.19.1.i Is cirrhotic cardiomyopathy a risk factor for post-reperfusion
syndrome during liver transplantation? y
E Scarlatescu, G Droc, D Tomescu Fundeni Clinical Institute, Bucharest, Romania Methods We studied 72 cirrhotic patients who were transplanted
in our hospital during the years 2011 and 2012. The cases that
developed intrahospital infection, its source and microbiology, the
surgical complications, the function of the transplant, the duration of
mechanical ventilation and their outcome were fully examined. Fundeni Clinical Institute, Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P204 (doi: 10 1 ,
,
Critical Care 2014, 18(Suppl 1):P204 (doi: 10.1186/cc13394) Introduction A period of hemodynamic instability following
revascularization of the liver graft during liver transplantation is S73 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Perioperative management of patients undergoing combined
heart–liver transplantation Bacterial load is usually associated with
bacteremia, LPS, high level of IL-6, PCT and also with aromatic microbial
metabolites [1-3], and so forth. In our opinion, microbial metabolites can
participate in hemodynamic disorders in critically ill patients, particularly
due to their infl uence on NO production [4] and intestinal permeability. Methods In a prospective study we observed critically ill patients on
the day of admission to a polyvalent ICU, severe cardiac pathology
was excluded. The level of phenylpropionic, phenyllactic, p-OH-
phenyllactic, p-OH-phenylacetic acids and total phenylcarboxylic acids
(PhCAs) were measured in blood serum using gas chromatography
(GC-FID). The level of PCT and NT-proBNP were measured using Elecsys
2010. Comparison between patients with hypotension (on vasopressor
support) (group A) and without (group B) was performed.f Results The SF values in the DIC and the Subclinical DIC groups were
signifi cantly higher than in the No DIC group. We created the receiver
operating characteristic curve of SF value for DIC onset (JAAM-DIC score
≥4) and the SF value of 35 μg/ml was set as the cutoff SF value. The high Methods In a prospective study we observed critically ill patients on
the day of admission to a polyvalent ICU, severe cardiac pathology
was excluded. The level of phenylpropionic, phenyllactic, p-OH-
phenyllactic, p-OH-phenylacetic acids and total phenylcarboxylic acids
(PhCAs) were measured in blood serum using gas chromatography
(GC-FID). The level of PCT and NT-proBNP were measured using Elecsys
2010. Comparison between patients with hypotension (on vasopressor
support) (group A) and without (group B) was performed.f Figure 1 (abstract P207). SF values of the DIC, Subclinical DIC and No
DIC groups. Figure 2 (abstract P207). ROC curve of the SF value for DIC. Figure 1 (abstract P207). SF values of the DIC, Subclinical DIC and No
DIC groups. Figure 1 (abstract P207). SF values of the DIC, Subclinical DIC and No
DIC groups. pp
g
p
g
p
p
Results We studied 50 ICU patients with diff erent diseases: pneumonia
(n = 15), severe kidney failure (n = 13), abdominal surgical pathology
(n = 10), alcoholic cirrhosis (n = 5), soft-tissue infection (n = 7). In
group A (24/50) the median of PhCAs was 17.8 (IR 11.4 to 30.0) μmol/l,
and in group B (26/50) it was 7.2 (IR 3.7 to 13.2) μmol/l, P = 0.003 (t test). Perioperative management of patients undergoing combined
heart–liver transplantation p
DW Barbara, KH Rehfeldt, JK Heimbach, CB Rosen, RC Daly, JY Findlay
Mayo Clinic, Rochester, MN, USA DW Barbara, KH Rehfeldt, JK Heimbach, CB Rosen, RC Daly, JY Findlay
Mayo Clinic, Rochester, MN, USA Conclusion We demonstrated that the balance between coagulation
and fi brinolysis, assessed with FDP/D-dimer and TAT/PIC ratios, was
correlated with disease severity and clinical outcomes in sepsis,
suggesting that impaired balance of the hemostatic system might play
a pivotal role in progression of sepsis pathophysiology. Introduction Combined heart–liver transplantation (CHLT) is an
uncommonly performed procedure for patients with coexisting cardiac
and liver disease [1]. The purpose of this study was to examine and
describe the perioperative management of patients undergoing CHLT. Methods A retrospective review was performed of patients undergoing
CHLT at our institution from 1999 to 2013. Figure 1 (abstract P206). Comparison of the characteristics between the
three groups. Results Twenty-seven CHLTs were performed, with 4/27 including
simultaneous kidney transplantation. Familial amyloidosis was
the indication for 21 CHLTs (78%), and 12 of these explanted livers
were used for domino transplantations. Nineteen patients (70%)
were receiving inotropic infusions at the time of organ availability. The median preoperative MELD score was 12, and elevations in
preoperative international normalized ratio were due to warfarin in all
but one patient. Liver transplantation immediately preceded cardiac
transplantation in 2/27 cases to reduce high-titer donor-specifi c
antibodies. Venovenous bypass was utilized in 14 operations (52%)
performed with the caval interposition liver transplantation approach,
cardiopulmonary bypass during liver transplantation in two cases (7%),
and no bypass in 11 operations (41%) performed with a caval sparing
(piggyback) surgical technique. Postoperatively, the median duration
of mechanical ventilation, ICU stay, and hospital stay until discharge
were 1 day, 5.5 days, and 15 days, respectively. Transfusions in the
fi rst 48 hours following CHLT were not substantial in the majority of
patients. One patient died within 30 days of CHLT. Figure 1 (abstract P206). Comparison of the characteristics between the
three groups. S74 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P207 SF group (SF ≥35 μg/ml) had signifi cantly higher JAAM-DIC score, SOFA
score and APACHE II score than the low SF group (SF <35 μg/ml). Mainly
in the high SF group except DIC patients on admission, we found that
SF increased before the JAAM-DIC score changed. Perioperative management of patients undergoing combined
heart–liver transplantation See Figures 1 and 2. Conclusion We think measurement of the plasma SF level may be
clinically useful in evaluating the severity of critically ill patients such
as those with sepsis. P207
Clinical usefulness of measurement of plasma soluble fi brin levels in
critically ill patients
T Masuda, T Kobayashi, H Takahashi, K Yoshikawa, M Takahashi, E Isotani
Tokyo Women’s Medical University Medical Center East, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P207 (doi: 10.1186/cc13397) Introduction The soluble fi brin monomer fi brinogen complex (SF)
is a complex coupling fi brin monomer and fi brinogen molecules. As
the level of SF refl ects the thrombin generation activity in plasma, we
may estimate the early-activated state of blood coagulation by the
measurement of SF. The aim of this study is to evaluate the clinical
usefulness of SF for the hypercoagulated state. P208 P208
Value of microbial metabolites in blood serum as criteria for
bacterial load in the pathogenesis of hemodynamic disorders in
critically ill patients
Y Sarshor, N Beloborodova, V Moroz, A Osipov, A Bedova, E Chernevskaya,
M Getsina
Negovsky Research Institute of General Reanimatology, Moscow, Russia
Critical Care 2014, 18(Suppl 1):P208 (doi: 10.1186/cc13398) y
g
Methods We measured the plasma level of SF in 63 patients within
48 hours after admission and on the 1st, 3rd, 5th and 7th days after
admission. Underlying disease mainly includes sepsis, shock, and so
on. According to the disseminated intravascular coagulation diagnostic
criteria established by the Japanese Association of Acute Medicine, we
defi ned the DIC group as JAAM-DIC score more than 3 within 48 hours
after admission, the Subclinical DIC group as score more than 3 within
7 days beyond 48 hours after admission, and the No DIC group as score
less than 4 during the entire study period. The SF value of each group
was compared with the Mann–Whitney U test. Introduction Hemodynamic disorders in critically ill patients are often
connected with bacterial load. Bacterial load is usually associated with
bacteremia, LPS, high level of IL-6, PCT and also with aromatic microbial
metabolites [1-3], and so forth. In our opinion, microbial metabolites can
participate in hemodynamic disorders in critically ill patients, particularly
due to their infl uence on NO production [4] and intestinal permeability. Introduction Hemodynamic disorders in critically ill patients are often
connected with bacterial load. Perioperative management of patients undergoing combined
heart–liver transplantation In group A, all patients (with or without documented infections) had
symptoms of infection manifestation [5], 20/24 (83.3%) of them died. In group B, the symptoms of infection manifestation were revealed
in 12/26 (46%) cases, and the mortality was signifi cantly lower, 3/26
(11.5%) (P <0.05). General mortality was 23/50 (46%). The profi le of
PhCAs diff ered in groups A versus B. f
g
p
Conclusion The total level of PhCAs in critically ill patients with
hypotension was considerably higher than in hemodynamically stable
patients. The participation of microbial factor in pathogenesis of
hemodynamic disorders in the presence of systemic infl ammation may
be validated with the load of microbial metabolites (PhCAs). Figure 1 (abstract P207). SF values of the DIC, Subclinical DIC and No
DIC groups. Figure 1 (abstract P207). SF values of the DIC, Subclinical DIC and No
DIC groups. Acknowledgement This work was supported by the Russian
Foundation for Basic Research (project number 13-04-01758/13). References 1. Beloborodova N, et al.: Crit Care 2009, 13:41. Figure 2 (abstract P207). ROC curve of the SF value for DIC. Figure 2 (abstract P207). ROC curve of the SF value for DIC. 2. Sarshor Yu, et al.: Shock 2013, 40(Suppl 1):31. 3. Beloborodova N, et al.: Biochemistry 2009, 74:1350-1355. 4. Ogiwara T, et al.: Anticancer Res 2003, 23:1317-1323. 5. Dellinger RP, et al.: Crit Care Med 2013, 41:580-637. Plasma platelet-derived microparticles to platelet count ratio as a
marker of mortality in critically ill patients l
Results Upon ICU admission, levels of sRAGE, HMGB1, S100A12 and
CRP were higher as compared with healthy levels. HMGB1, S100A12
and CRP remained elevated throughout the ICU stay but sRAGE
decreased to levels lower than in healthy volunteers by day 7. sRAGE
and CRP showed distinct time profi les during the ICU stay in patients
undergoing cardiac versus other surgery and in patients with versus
without sepsis upon admission. Elevated sRAGE upon admission,
unlike CRP, was associated with need for renal replacement therapy,
liver dysfunction, circulatory failure and mortality. Except for mortality,
these associations remained in multivariate logistic regression analysis
correcting for baseline risk factors. Introduction While the crosstalk between coagulopathy and
infl ammation plays a key role in the development of multiple organ
dysfunction in critically ill patients, the mechanisms governing this
crosstalk have yet to be established. Microparticles (MPs) are submicron
vesicles shed from a variety of cells that are considered to have
proinfl ammatory and prothrombotic properties. Although platelet-
derived MPs (PDMPs) are the main form of MPs, the role of PDMPs in
critically ill patients remains unclear [1]. The aims of this study were
to investigate serum PDMP levels in critically ill patients and to assess
their prognostic value. Conclusion Critical illness alters several components of the RAGE axis. Elevated sRAGE levels upon admission to the ICU were associated with
adverse outcome, independent of baseline pathology. Conclusion Critical illness alters several components of the RAGE axis. Elevated sRAGE levels upon admission to the ICU were associated with
adverse outcome, independent of baseline pathology. Reference p
g
Methods This study comprised 119 critically ill patients who were
admitted to the ICU. PDMPs were measured by ELISA three times a
week, and 372 samples were obtained. We calculated both the mean
PDMP value and the mean PDMP/platelet (PDMP/PLT) ratio (converted
to plasma PDMP levels per 104 platelets) during the course of the ICU
stay. Baseline patient data, including APACHE II score, SOFA score,
Japanese Association for Acute Medicine DIC score, International
Society for Thrombosis and Haemostasis overt DIC score, blood
coagulation parameters, C-reactive protein and lactate, were collected
at the time of admission to the ICU. The primary outcome was in-
hospital mortality. Potential predictors were analyzed for possible
association with outcomes.if 1. Creagh-Brown BC, et al.: The RAGE axis in systemic infl ammation, acute
lung injury and myocardial dysfunction: an important target? P209 P209
Fibrinogen at admission is an independent predictor of mortality in
severe sepsis and septic shock
M Azfar, M Khan, M Khurshid
King Saud University, Riyadh, Saudi Arabia
Critical Care 2014, 18(Suppl 1):P209 (doi: 10.1186/cc13399) M Azfar, M Khan, M Khurshid g
y
y
Critical Care 2014, 18(Suppl 1):P209 (doi: 10.1186/cc13399) Introduction Coagulation abnormalities are common in severe sepsis
or septic shock [1]. Introduction Coagulation abnormalities are common in severe sepsis
or septic shock [1]. Methods A prospective observational cohort study of 100 patients
above 18 years of age diagnosed with severe sepsis or septic shock
on admission. The fi rst blood sample collected on admission was
analyzed. Data were collected through a predesigned pro forma. Those
with previous history of any coagulation disorders were excluded. Figure 2 (abstract P207). ROC curve of the SF value for DIC. S75 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results Univariate analysis showed signifi cant correlation of APACHE
II, platelet, PT, aPTT, fi brinogen and D-dimer with mortality in patients
with severe sepsis or septic shock. Multivariate analysis showed APACHE
II >20 (P = 0.001), fi brinogen <2 (P = 0.019) and D-dimer >1(P = 0.06) are
independent predictors of mortality in severe sepsis or septic shock. See Table 1. in-hospital mortality. The AUCs were calculated as 0.768 ± 0.073 for the
mean PDMP/PLT ratio (P = 0.00) and 0.811 ± 0.048 for the APACHE II
score (P = 0.00). in-hospital mortality. The AUCs were calculated as 0.768 ± 0.073 for the
mean PDMP/PLT ratio (P = 0.00) and 0.811 ± 0.048 for the APACHE II
score (P = 0.00). Conclusion The PDMP/PLT ratio is a good predictor of in-hospital
mortality in critically ill patients, especially in patients with DIC. Reference 1. Delabranche X, et al.: Intensive Care Med 2013, 39:1695-1703 Table 1 (abstract P209). Receptor for advanced glycation end products axis in critically ill
patients Introduction Systemic infl ammation caused by infection or trauma
often leads to adverse outcome in critically ill patients. Binding of ligands
to the receptor for advanced glycation end products (RAGE) activates
several pathways, including the nuclear factor-kappa B pathway, which
generates infl ammatory cytokines, proteases and oxidative stress. RAGE
activation has been suggested to link amplifi cation and perpetuation
of infl ammation to subsequent organ damage and adverse outcome
in sepsis, acute lung injury and myocardial dysfunction [1]. The soluble
receptor, sRAGE, is thought to act as a decoy, thus protecting against
further RAGE activation. High mobility group box 1 (HMGB1) is a nuclear
protein that is released during cellular stress and damage. S100A12 is
a neutrophil-derived protein that acts as a proinfl ammatory danger
signal. Both are ligands for RAGE. We hypothesized that excessive RAGE
activation is linked to adverse outcome in critically ill patients and
that a diff erent pattern of RAGE activation and infl ammation may be
present in patients according to underlying pathology. Conclusion The fi brinogen level at admission is an independent
predictor of mortality in patients with sepsis or septic shock. It also
confi rms correlation of other coagulation abnormalities with the
outcome. Reference 1. Levi M, et al.: Coagulation abnormalities in critically ill patients. Crit Care
2006, 10:222. P212 Usefulness of the endotoxin activity assay as a biomarker to assess
severity in ICU patients Plasma platelet-derived microparticles to platelet count ratio as a
marker of mortality in critically ill patients Intensive
Care Med 2010, 36:1644-1656. P210 y
y
Methods We measured sRAGE, HMGB1 and S100A12 serum levels
upon admission, day 7 and the last day in the ICU in 405 critically ill
surgical patients who needed intensive care for at least 7 days and
in 69 matched healthy controls. We assessed the relation of these
levels with clinical complications and outcome, in comparison with
C-reactive protein (CRP) as a routinely measured clinical parameter of
infl ammation. P210
Plasma platelet-derived microparticles to platelet count ratio as a
marker of mortality in critically ill patients
M Ohuchi, K Hashimoto, A Ushiba, T Kishimoto, T Yamane, T Hamamoto,
T Tabata, Y Tsujita, M Matsushiga, K Takahashi, K Matsumura, K Fujino,
Y Eguchi
Shiga University of Medical Science, Otsu-shi, Japan
Critical Care 2014, 18(Suppl 1):P210 (doi: 10.1186/cc13400) P209 Died
Survived
95% CI
Variable
(n = 65)
(n = 35)
ARR
of ARR
P value
Platelet <150
33 (50.8)
10 (28.6)
1.37
0.03, 1.84
0.03
PT >16
41 (63.1)
14 (40)
1.40
1.02, 1.91
0.027
aPTT >40
41 (63.1)
14 (40)
1.40
1.02, 1.91
0.027
Fibrinogen <2
40 (61.5)
15 (42.9)
1.31
0.96, 1.70
0.07
D-dimer >1
64 (98.5)
31 (88.6)
3.37
0.48, 19.5
0.03
APACHE II >20
53 (81.5)
18 (51.4)
1.80
1.15, 2.84
0.002
Age >65
27 (41.5)
8 (22.9)
1.60
1.04, 2.46
0.02
Conclusion The fi brinogen level at admission is an independent
predictor of mortality in patients with sepsis or septic shock. It also
confi rms correlation of other coagulation abnormalities with the
outcome. Reference
1. Levi M, et al.: Coagulation abnormalities in critically ill patients. Crit Care
2006, 10:222. Usefulness of presepsin and procalcitonin levels in the diagnosis of
sepsis in patients with acute kidney injury
Y Nakamura, H Ishikura, R Ichiki, K Hoshino, M Mizunuma, J Tanaka,
A Murai
Fukuoka University, Fukuoka, Japan
Critical Care 2014, 18(Suppl 1):P213 (doi: 10.1186/cc13403) Introduction The presepsin (PSEP) and procalcitonin (PCT) levels
are useful biomarkers for diff erentiating between sepsis and non-
infectious systemic infl ammatory response syndrome (SIRS). The PSEP
and PCT levels have been reported to be abnormally high in patients
with chronic renal failure. However, there have been no signifi cant
investigations regarding the relationships between these biomarkers
and the presence of acute kidney injury (AKI) in the diagnosis of sepsis. The purpose of this study was to clarify the diagnostic accuracy of PSEP
and PCT levels in patients with AKI. Conclusion We concluded that although serum leptin may not be
benefi cial in early diff erentiation between sepsis and non-infectious
SIRS on admission, it may be highly specifi c on the second day. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 analysis; the area under the curve (AUC) for the PSEP and PCT levels
was 0.883 and 0.870, respectively, in the non-AKI group. In addition,
the AUC values for the PSEP and PCT levels in the Risk, Injury and
Failure groups were 0.843 and 0.843, 0.818 and 0.922 and 0.669 and
0.804, respectively. In the Failure group, the AUC for the PSEP and
PCT levels was 0.828 and 0.852, respectively, after dividing the PSEP
and PCT levels by the creatinine (Cr) level. The optimal cutoff values
for the PSEP and PCT levels for diagnosing sepsis were 409 pg/ml/Cr
(sensitivity: 66.0%, specifi city: 91.7%) and 1.5 ng/ml/Cr (sensitivity:
63.6%, specifi city: 95.8%), respectively. the endotoxin activity assay (EAA), a newly developed rapid assay of
endotoxin. Blood endotoxin levels (EA levels) of 314 patients admitted
to our university hospital ICU were measured within 24 hours from
admission, and their correlation with disease severity and outcome
was examined. Methods The study is a single-center retrospective analysis of critically
ill patients admitted to our university hospital ICU from November
2006 to March 2012. All patients whose EA and procalcitonin levels
were measured and severity criteria of disease recorded were enrolled. A total of 314 patients were analyzed. i
y
y
Conclusion The diagnostic accuracy of PSEP and PCT levels for
detecting sepsis decreased in the Failure group; however, the value of
these parameters for diagnosing sepsis in patients meeting the Failure
criteria increased after dividing them by the Cr level. Results The mean ± SD of all ICU-admitted patients (n = 314) was
0.39 ± 0.25, and that of healthy volunteers (n = 61) was 0.10 ± 0.09. The
mean APACHE II score at admission increased in parallel with increased
EA levels. The mean (± SD) APACHE II score in the very low group of
patients (EA <0.2) was 17.3 ± 8.9, while that in the low group (0.2 ≤EA
<0.4) was 20.6 ± 9.2; it was 22.6 ± 8.1 in the intermediate group (0.4
≤EA <0.6) and 25.3 ± 8.5 in the high group (0.6 ≤EA). The diff erence
between the groups was statistically signifi cant. The diff erence
between the groups was statistically signifi cant. p
Reference 1. Ulevitch RJ, Tobias PS: Recognition of Gram-negative bacteria and
endotoxin by the innate immune system. Curr Opin Immunol 1999,
11:19-22. 1. Ulevitch RJ, Tobias PS: Recognition of Gram-negative bacteria and
endotoxin by the innate immune system. Curr Opin Immunol 1999,
11:19-22. y
y
Results Our patients had mean age of 52.3 ± 18.6 years, 10 males
(33.3%). There were no signifi cant diff erences regarding baseline
demographic and clinical data apart from blood pressures, which were
lower in sepsis group. Serum leptin on day 2 only was higher in the
sepsis group (44.2 ± 17.7 μg/l vs. 31.1 ± 2.1 μg/l, P = 0.008) with no
diff erence on days 0 and 4 of admission. We detected a serum leptin
level of 38.05 μg/l on day 2 to be 93% sensitive and 100% specifi c to
diagnose sepsis. The three serum CRP levels were higher in the sepsis
group compared with the SIRS group (61.2 ± 9 mg/l vs. 48.9 ± 7.1 mg/l,
P <0.001 on day 0, 71.5 ± 9.6 mg/l and 196.8 ± 39.8 mg/l in the sepsis
group vs. 56.9 ± 8 mg/l and 73.7 ± 32.5 mg/l in the SIRS group for days 2
and 4 respectively, P <0.001 for both). We found a CRP of 67.5 mg/l on
day 2 having 87% sensitivity and 93% specifi city for the diagnosis of
sepsis. Usefulness of the endotoxin activity assay as a biomarker to assess
severity in ICU patients Usefulness of the endotoxin activity assay as a biomarker to asses
severity in ICU patients
M Noguchi, T Ikeda, K Ikeda, S Suda, A Kodaira, T Ueno, A Ohmi
Tokyo Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P212 (doi: 10.1186/cc13402) y
p
M Noguchi, T Ikeda, K Ikeda, S Suda, A Kodaira, T Ueno, A Ohmi
okyo Medical University, Tokyo, Japan M Noguchi, T Ikeda, K Ikeda, S Suda, A Kodaira, T Ueno, A Ohmi
Tokyo Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P212 (doi: 10.1186/cc13402) Results The mean PDMP/PLT ratio was signifi cantly diff erent when
comparing hospital survivors (n = 98; median, 1.95) and nonsurvivors
(n = 21; median 8.40; P = 0.00). The mean PDMP/PLT ratio was
signifi cantly higher in patients with (median, 4.28) than in those
without DIC (median, 1.57; P = 0.00). In DIC patients, the mean PDMP/
PLT ratio was signifi cantly higher in nonsurvivors (median, 9.39) than
in survivors (median, 3.65; P = 0.02). Multivariate logistic regression
analysis revealed that both the mean PDMP/PLT ratio (P = 0.04)
and APACHE II score (P = 0.00) were independently associated with Introduction Endotoxin is a component of the membrane of Gram-
negative bacteria and plays a key role in the pathogenesis of sepsis
[1]. Measurement of endotoxin levels in patient blood is important
for the early diagnosis of and appropriate determination of the
treatment strategy for sepsis. The aim of this study was to investigate
the prevalence of endotoxemia in Japanese critically ill patients using Introduction Endotoxin is a component of the membrane of Gram-
negative bacteria and plays a key role in the pathogenesis of sepsis
[1]. Measurement of endotoxin levels in patient blood is important
for the early diagnosis of and appropriate determination of the
treatment strategy for sepsis. The aim of this study was to investigate
the prevalence of endotoxemia in Japanese critically ill patients using S76 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Diff erentiating sepsis from non-infective systemic infl ammatory
response syndrome: comparison between C-reactive protein and
leptin Conclusion Our patients’ EA levels were signifi cantly correlated with
disease severity criteria and 28-day mortality of the patients. When
the EA level and procalcitonin level were used concomitantly, disease
severity could be assessed more precisely than when either marker was
used alone. These results suggest that the EA level is a useful marker
for disease severity assessment and outcome prediction in critically ill
patients. Introduction Diff erentiation of sepsis from non-infectious SIRS is
important in improving sepsis outcome. We intended in this study
to evaluate the role of serum leptin and to compare it with CRP in
diff erentiating sepsis from non-infectious SIRS. Introduction Diff erentiation of sepsis from non-infectious SIRS is
important in improving sepsis outcome. We intended in this study
to evaluate the role of serum leptin and to compare it with CRP in
diff erentiating sepsis from non-infectious SIRS. f
g
Methods We included 30 patients with SIRS. According to the presence
or absence of infection, our patients were classifi ed into the SIRS group
and the sepsis group. Leptin and CRP were evaluated in all patients on
admission, day 2 and day 4. P213 Usefulness of presepsin and procalcitonin levels in the diagnosis of
sepsis in patients with acute kidney injury
Y Nakamura, H Ishikura, R Ichiki, K Hoshino, M Mizunuma, J Tanaka,
A Murai
Fukuoka University, Fukuoka, Japan
Critical Care 2014, 18(Suppl 1):P213 (doi: 10.1186/cc13403) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 The percentages of
patients diagnosed with severe sepsis or septic shock were 19.3%,
34.5%, 50.0% and 81.3% in the very low, low, intermediate and high
groups, respectively.i P214 Diff erentiating sepsis from non-infective systemic infl ammatory
response syndrome: comparison between C-reactive protein and
leptin
N Farag1, K Taema2, E Abdel-Latif2, G Hamed2
1Alsahel Teaching Hospital, Cairo, Egypt; 2Cairo University, Cairo, Egypt
Critical Care 2014, 18(Suppl 1):P214 (doi: 10.1186/cc13404) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods The observational study in ICU ventilated septic patients
with peritonitis (65%), pancreonecrosis (20%) and mediastinitis (15%)
was performed in 2010 and 2013. ARDS was diagnosed and staged
according to the V.A. Negovsky Research Institute criteria [1,2] and the
Berlin defi nition. Plasma SPA was measured on ARDS diagnosis (day
0) and days 3 and 5 by the immunoenzyme essay (BioVendor, USA). Patients were treated according to the international guidelines. Data
were statistically analyzed by STATISTICA 7.0, ANOVA method, and
presented as median and 25th to 75th percentiles, ng/ml; P <0.05 was
considered statistically signifi cant. Areas under the receiver operating
curves were calculated. Results The WBC and PCT median values were signifi cantly (P <0.05)
higher in infected than control patients, during 10 postoperative days
and on the third and fourth postoperative day, respectively, both
variables showing a peak at 3 days in infected patients. The number
of times that the WBC count surpassed its second postoperative
median value (13,000 cells/mm3) during the fi rst 3 postoperative
days plus the number of times that PCT surpassed its own (1.7 ng/
ml) was a parameter (ranging from 1 to 6) with three categories (R1=
surpassed zero to one time; R2 = two to three times; R3 = four to six
times) signifi cantly associated with risk of infection, which increased
with increasing number of times (R2: OR = 2.48 (1.32 to 4.65) and R3:
OR = 7.06 (3.17 to 15.71)).i Results Eighty-fi ve patients (out of 300 screened) were enrolled in
the study according to the inclusion/exclusion criteria. Patients were
assigned into groups: ARDS (n = 50, 48 ± 5.7 years old, M/F 35/15,
mortality 26%) and noARDS (n = 35, 46 ± 8.7 years old, M/F 30/5,
mortality 23%). Groups were comparable in APACHE II scores. In the
ARDS group SPA was higher at all points than in the noARDS group
(day 0: 32.6, 25 to 75 IQR 18.2 to 60.7 vs. 23.4, 25 to 75 IQR 17.8 to 28.6;
day 3: 31.5, 25 to 75 IQR 20.9 to 31.5 vs. 24.6, 25 to 75 IQR 19.7 to 24.6;
day 5: 32.5, 25 to 75 IQR 17.3 to 66.4 vs. 22.5, 25 to 75 IQR 13.4 to 29.5,
P <0.05). The plasma SPA was signifi cantly lower in surviving versus
dead patients with ARDS (day 0: 20.9, 25 to 75 IQR 13.0 to 35.7 vs. Reference 1. Sablotzki A, Friedrich I, Muhling J, Dehne MG, Spillner J, Silber RE, et al.: The
systemic infl ammatory response syndrome following cardiac surgery:
diff erent expression of proinfl ammatory cytokines and procalcitonin in
patients with and without multiorgan dysfunctions. Perfusion 2002,
17:103-109. Single pro-adrenomedullin determination in septic shock and
28-day mortality A Garcia-de la Torre1, M De La Torre-Prados2, J Parez-Vacas2,
C Trujillano-Fernandez2, A Puerto-Morlan2, E Camara Sola2,
A Garcia-Alcantara2
1University Hospital Puerto Real, Cadiz, Spain; 2Hospital Virgen de la Victoria,
Málaga, Spain
Critical Care 2014, 18(Suppl 1):P216 (doi: 10.1186/cc13406) Conclusion Plasma SPA level ≥38.8 ng/ml on the day of ARDS diagnosis
is a sensitive and specifi c candidate biomarker of mortality prediction
in ARDS septic patients. P218 Club Cell protein: a candidate diagnostic biomarker of Pseudomonas
aeruginosa nosocomial pneumonia
V Moroz1, A Kuzovlev1, S Polovnikov2
1V.A. Negovsky Scientifi c Research Insitute of General Reanimatology, RAMS,
Moscow, Russia; 2N.N. Burdenko Main Military Hospital, Moscow, Russia
Critical Care 2014, 18(Suppl 1):P218 (doi: 10.1186/cc13408) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 45.7,
25 to 75 IQR 23.5 to 67.9; day 3: 25.5, 25 to 75 IQR 11.8 to 35.5 vs. 45.0, 25
to 75 IQR 29.6 to 68.4; day 5: 24.5, 25 to 75 IQR 11.4 to 33.6 vs. 49.6, 25 to
75 IQR 31.3 to 79.0, P <0.05). Plasma SPA on day 0 had a good capacity
for prediction of mortality in ARDS patients: SPA on day 0 ≥38.8 ng/ml
yielded a sensitivity of 65% and specifi city of 80% (AUC 0.74; 95% CI
0.577 to 0.866; P = 0.0026). Conclusion Daily assessment of WBC and PCT during the fi rst 3
postoperative days may be of value to diagnose and predict infection
in cardiac surgery patients. f Club Cell protein: a candidate diagnostic biomarker of Pseudomonas
aeruginosa nosocomial pneumonia V Moroz1, A Kuzovlev1, S Polovnikov2
1V.A. Negovsky Scientifi c Research Insitute of General Reanimatology, RAMS,
Moscow, Russia; 2N.N. Burdenko Main Military Hospital, Moscow, Russia
Critical Care 2014, 18(Suppl 1):P218 (doi: 10.1186/cc13408) V Moroz1, A Kuzovlev1, S Polovnikov2
1V.A. Negovsky Scientifi c Research Insitute of General Reanimatology, RAMS,
Moscow, Russia; 2N.N. Burdenko Main Military Hospital, Moscow, Russia
Critical Care 2014, 18(Suppl 1):P218 (doi: 10.1186/cc13408) Introduction Early etiological diagnosis of nosocomial pneumonia (NP)
determines prompt targeted treatment. The aim of this study was to
investigate the role of Club Cell protein (CCP) as a candidate diagnostic
biomarker of Pseudomonas aeruginosa (PA) NP. Introduction Early etiological diagnosis of nosocomial pneumonia (NP)
determines prompt targeted treatment. The aim of this study was to
investigate the role of Club Cell protein (CCP) as a candidate diagnostic
biomarker of Pseudomonas aeruginosa (PA) NP. g
Methods The observational study in ICU ventilated septic patients with
peritonitis (65%), pancreonecrosis (20%) and mediastinitis (15%) was
performed in 2010 and 2013. Diagnosis of NP was made according
to the standard clinical criteria. Associations of multiresistant Gram-
negative bacteria were detected in sputum of all patients. PA was
detected in 75% of patients. Plasma CCP was measured on the day of
NP diagnosis (day 0) and days 3, 5 and 7 by the immunoenzyme essay
(BioVendor, USA). Data were statistically analyzed by STATISTICA 7.0,
ANOVA method, and presented as Me and 25 to 75 percentiles, ng/ml;
P <0.05 was considered signifi cant. Areas under the receiver operating
curves (ROC) were calculated. Conclusion Pro-adrenomedullin is an important prognostic biomarker
of survival when measured on admission of septic shock patients to
the ICU. Use of procalcitonin and white blood cells as combined predictors
of infection in cardiac surgery patients p
Methods This study was conducted as a single-center retrospective
study. Blood samples were collected from patients immediately after
admission to the Department of Emergency and Critical Care Medicine,
Fukuoka University Hospital between June 2010 and August 2013. We enrolled 629 patients in whom both the PSEP and PCT levels were
measured on admission. We classifi ed the patients into two groups
according to the RIFLE criteria (Risk, Injury, Failure, Loss of kidney
function and End-stage kidney disease: Loss and ESKD): the AKI group
and the non-AKI group. The patients in the AKI group were further
classifi ed into the sepsis group and the nonsepsis group according
to each stage of AKI. We subsequently investigated the diagnostic
accuracy of the PSEP and PCT levels for detecting sepsis in these groups. Results We evaluated 254 patients with AKI and 375 patients without
AKI. The AKI group included 103 patients who met the Risk criteria,
65 who met the Injury criteria, 66 who met the Failure criteria and 18
who met the Loss and ESKD criteria. The mean PSEP and PCT levels
were signifi cantly higher in the sepsis group than in the nonsepsis
group among the non-AKI patients and those meeting the Risk, Injury
and Failure criteria (P <0.01). The diagnostic accuracy of the PSEP and
PCT levels for detecting sepsis was determined according to a ROC Critical Care 2014, 18(Suppl 1):P215 (doi: 10.1186/cc13405 Introduction The aim of this study is to identify a marker able to
predict sepsis in cardiac surgery patients and to diff erentiate SIRS from
infectious and non-infectious origin. The occurrence of sepsis after
cardiac surgery increases the mortality risk. Sepsis may be mistaken
for the cardiac surgery-associated systemic infl ammatory response
syndrome (SIRS) [1]. Methods A prospective, observational study was carried out to
compare procalcitonin (PCT), C-reactive protein (CRP) and white
blood cells (WBCs) during the fi rst 10 postoperative days after cardiac
surgery with cardiopulmonary bypass (CPB) between 122 patients with
infection (Infection group) and 301 without (Control group) to identify
predictors of infection. S77 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References Critical Care 2014, 18(Suppl 1):P216 (doi: 10.1186/cc13406) 1. Kuzovlev A, et al.: Semin Cardiothorac Vasc Anesth 2010, 14:231-241. 2. Kuzovlev A, et al.: Crit Care 2013, 17(Suppl 2):P21800. Introduction The early phase of septic shock is dominated by severe
alterations of the cardiovascular system. The prognostic value of pro-
adrenomedullin (pADM), a vasoactive pro-hormone, measured within
24 hours from septic shock onset was assessed. Introduction The early phase of septic shock is dominated by severe
alterations of the cardiovascular system. The prognostic value of pro-
adrenomedullin (pADM), a vasoactive pro-hormone, measured within
24 hours from septic shock onset was assessed. p
Methods A prospective, observational study in 100 patients >18 years with
septic shock in a polyvalent ICU of a university hospital. Demographic,
clinical parameters and pADM, C-reactive protein (CRP) and procalcitonin
(PCT) were studied during the fi rst 24 hours after admission in 2011. Descriptive and comparative statistical analysis was performed using the
statistical software packages StatSoft STATISTICA 7.1 and MedCalc 9.2.1.0. Results We analyzed 100 consecutive episodes of septic shock in the
ICU. The median age of the study sample was 64 years, interquartile
range 16.8 years, 59% were men; the main sources of infection were
respiratory tract (48%) and intra-abdominal (24%). The 28-day mortality
was 36%. The profi le of dead patients showed signifi cantly higher
clinical severity scores, APACHE II (27 vs. 25; P <0.001) and SOFA (12 vs. 10; P <0.001). The area under the curve was 0.72 for pADM, signifi cantly
higher than those for CRP (0.62) and PCT (0.65), but similar to those
for APACHE II score (0.69) and SOFA score (0.78). Kaplan–Meier survival
analysis was signifi cant (P = 0.0012) for patients with pADM <1.2 nmol/l. Cox regression analysis also showed statistical signifi cance (P = 0.0004)
and a likelihood ratio =1.26 per each 1 nmol/l increase in pADM. P217
f Results Ninety patients (out of 350 screened) were enrolled in the study
according to the inclusion/exclusion criteria. Patients were assigned to
groups: NP (n = 50, 45 ± 4.3 years old, M/F 36/14) and noNP (n = 40,
48 ± 7.2 years old, M/F 30/10). Groups were comparable in APACHE
II and CPIS scores. In patients with PA NP (n = 30), plasma CCP was
signifi cantly lower at all points than in the patients with no PA detected
(n = 20; Figure 1). Plasma CCP on day 0 had a good capacity for the
diagnosis of PA NP: CCP on day 0 ≤17.5 ng/ml yielded a sensitivity
of 86.5% and specifi city of 66.7% (AUC 0.74; 95% CI 0.630 to 0.829;
P = 0.0001; Figure 2).i P217
Surfactant protein A: a candidate predictive biomarker of mortality
in acute respiratory distress syndrome in sepsis
V Moroz, A Kuzovlev, A Goloubev
V.A. Negovsky Scientifi c Research Insitute of General Reanimatology, RAMS,
Moscow, Russia
Critical Care 2014, 18(Suppl 1):P217 (doi: 10.1186/cc13407) Introduction Prediction of mortality in septic acute respiratory distress
syndrome (ARDS) is a problem of great signifi cance. The aim of this
study was to investigate the role of surfactant protein A (SPA) as a
candidate predictive biomarker of mortality in ARDS. Conclusion Plasma CCP level ≤17.5 ng/ml is a sensitive and specifi c
candidate diagnostic biomarker of PA NP. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S78 P219
Plasma cholinesterase activity as diagnostic marker for systemic
infl ammation
AR Zivkovic, K Schmidt, T Brenner, S Hofer
Universitätsklinikum Heidelberg, Germany
Critical Care 2014, 18(Suppl 1):P219 (doi: 10.1186/cc13409)
Introduction Systemic infl ammation is a generalized response to
internal or external infl ammatory stimuli often resulting in multiple
organ failure Therefore early diagnosis of systemic inflammation
Figure 1 (abstract P218). Club Cell protein concentration in patients
with Pseudomonas aeruginosa NP. Figure 2 (abstract P218). ROC curve for Club Cell protein (day 0) for the
diagnosis of Pseudomonas aeruginosa NP. Figure 1 (abstract P218). Club Cell protein concentration in patients
with Pseudomonas aeruginosa NP. practice, but a defi nitive diagnostic tool for an early detection of
systemic infl ammation remains to be identifi ed. The neurotransmitter
acetylcholine (Ach) has been shown to play an important role in the
infl ammatory response. Serum cholinesterase (butyrylcholinesterase
(BChE)) is synthesized in the liver and acts as the major Ach hydrolyzing
enzyme in plasma. P217
f Hence, BChE activity has been widely used as a
biomarker for liver function. However, the role of this enzyme in the
infl ammatory pathomechanism has not yet been fully understood. Here, we describe a strong correlation between the BChE activity and
the systemic infl ammatory response. yl
y
p
Methods In this study we measured BChE activity in healthy subjects
and in critically ill patients, clinically diagnosed with systemic
infl ammation or sepsis. Furthermore, we measured the levels of routine
infl ammation biomarkers and liver function parameters in blood of
critically ill patients. Data were statistically analyzed using unpaired
Student t test, Pearson correlation or ANOVA followed by Dunnett’s
post hoc analysis. P <0.05 was considered statistically signifi cant. y
yi
Results We found that the activity of BChE in patients with systemic
infl ammation was dramatically reduced in comparison with
healthy subjects and negatively correlated with the serum levels of
conventional infl ammatory biomarkers. BChE synthesis depends on
hepatic function. Surprisingly, the observed reduction in the BChE
activity during systemic infl ammation does not correlate with liver
failure. Conclusion Our results suggest that BchE activity might play an
important role in the diagnosis of systemic infl ammation independent
of overall hepatic function. Figure 1 (abstract P218). Club Cell protein concentration in patients
with Pseudomonas aeruginosa NP. P220 Figure 1 (abstract P218). Club Cell protein concentration in patients
with Pseudomonas aeruginosa NP. Lymphopenia as a predictor of bacteremia in the emergency
department p
R Lowsby1, C Gomes1, I Jarman2, P Nee1
1St Helens and Knowsley Teaching Hospital NHS Trust, Liverpool, UK;
2Liverpool John Moores University, Liverpool, UK
Critical Care 2014, 18(Suppl 1):P220 (doi: 10.1186/cc13410) Figure 2 (abstract P218) ROC curve for Club Cell protein (day 0) for the Introduction Bloodstream infection (BSI) is associated with a reduction
in circulating lymphocytes. Lymphopenia has been proposed as an
early marker of BSI in pyrexial adults in the emergency department
(ED) setting [1]. The aim of this study was to compare lymphocyte Figure 1 (abstract P220). ROC curve comparing blood test parameters in
predicting bacteremia. Figure 2 (abstract P218). ROC curve for Club Cell protein (day 0) for the
diagnosis of Pseudomonas aeruginosa NP. Figure 2 (abstract P218). ROC curve for Club Cell protein (day 0) for the
diagnosis of Pseudomonas aeruginosa NP. P219
Plasma cholinesterase activity as diagnostic marker for systemic
infl ammation
AR Zivkovic, K Schmidt, T Brenner, S Hofer
Universitätsklinikum Heidelberg, Germany
Critical Care 2014, 18(Suppl 1):P219 (doi: 10.1186/cc13409)
Introduction Systemic infl ammation is a generalized response to
internal or external infl ammatory stimuli often resulting in multiple
organ failure. Therefore, early diagnosis of systemic infl ammation
ld b
f
h
i
d
i
i
V i P219
Plasma cholinesterase activity as diagnostic marker for systemic
infl ammation
AR Zivkovic, K Schmidt, T Brenner, S Hofer
Universitätsklinikum Heidelberg, Germany
Critical Care 2014, 18(Suppl 1):P219 (doi: 10.1186/cc13409) Plasma cholinesterase activity as diagnostic marker for systemic
infl ammation l
AR Zivkovic, K Schmidt, T Brenner, S Hofer
Universitätsklinikum Heidelberg, Germany
Critical Care 2014, 18(Suppl 1):P219 (doi: 10.1186/cc13409) Introduction Systemic infl ammation is a generalized response to
internal or external infl ammatory stimuli often resulting in multiple
organ failure. Therefore, early diagnosis of systemic infl ammation
would be of great therapeutic and prognostic importance. Various
infl ammation biomarkers have been used in clinical and experimental Introduction Systemic infl ammation is a generalized response to
internal or external infl ammatory stimuli often resulting in multiple
organ failure. Therefore, early diagnosis of systemic infl ammation
would be of great therapeutic and prognostic importance. Various
infl ammation biomarkers have been used in clinical and experimental Introduction Systemic infl ammation is a generalized response to
internal or external infl ammatory stimuli often resulting in multiple
organ failure. Therefore, early diagnosis of systemic infl ammation
would be of great therapeutic and prognostic importance. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods In 183 patients, in a prospective observational study, serum
CRP and PCT values were collected every day starting on postoperative
day 1 through day 5. The defi nition of SIRS includes two or more of the
following: temperature >38 or <36°C; heart rate >90 beats/minute;
respiratory rate >20/minute; arterial carbon dioxide pressure <32 mmHg;
white blood cell count >12,000/mm3 and <4.00/mm3. The ability of PCT to
predict sepsis and other postoperative complications were determined
by performing receiver operative characteristic curve analysis. Methods In 183 patients, in a prospective observational study, serum
CRP and PCT values were collected every day starting on postoperative
day 1 through day 5. The defi nition of SIRS includes two or more of the
following: temperature >38 or <36°C; heart rate >90 beats/minute;
respiratory rate >20/minute; arterial carbon dioxide pressure <32 mmHg;
white blood cell count >12,000/mm3 and <4.00/mm3. The ability of PCT to
predict sepsis and other postoperative complications were determined
by performing receiver operative characteristic curve analysis. count with conventional markers in patients presenting to the ED of a
UK hospital with suspected sepsis. count with conventional markers in patients presenting to the ED of a
UK hospital with suspected sepsis. Methods A retrospective review was undertaken of adult patients
presenting to the ED (annual census 90,000) with pyrexial illness over a
12-month period, 2011 to 2012. Data included white cell count (WCC),
neutrophil count (NC), lymphocyte count (LC) and C-reactive protein
(CRP). The results were compared. Sensitivity and specifi city were
calculated for each parameter and receiver operating characteristic
(ROC) curves were constructed. y
y
Results All patients were divided post hoc into patients with SIRS
(Group 1, n = 83) and patients without SIRS (Group 2, n = 100). A PCT
threshold value of 2.79 ng/ml on postoperative day 1 was able to
discriminate postoperative complications in patients with or without
SIRS with a sensitivity of 82.5% and a specifi city of 70% (area under
curve: 0.76, P <0.01).i Results All patients were divided post hoc into patients with SIRS
(Group 1, n = 83) and patients without SIRS (Group 2, n = 100). A PCT
threshold value of 2.79 ng/ml on postoperative day 1 was able to
discriminate postoperative complications in patients with or without
SIRS with a sensitivity of 82.5% and a specifi city of 70% (area under
curve: 0.76, P <0.01). P222 1. Venet F, Filipe-Santos O, et al.: Decreased T-cell repertoire diversity in sepsis:
a preliminary study. Crit Care Med 2013; 41:111-119. Altered T-cell repertoire diversity in septic shock patients
2
2
2
2 Altered T-cell repertoire diversity in septic shock patients A Kutz, E Grolimund, B Mueller, P Schuetz
Kantonsspital Aarau, Switzerland
Critical Care 2014, 18(Suppl 1):P221 (doi: 10.1186/cc13411) A Kutz, E Grolimund, B Mueller, P Schuetz
Kantonsspital Aarau, Switzerland
Critical Care 2014, 18(Suppl 1):P221 (doi: 10.1186/cc13411) N Takeyama1, A Tomino2, M Hashiba2, A Hirakawa2, T Hattori2, H Miyabe2
1Fujita Health University, Aichi, Japan; 2Fuita Health University, Aichi, Japan
Critical Care 2014, 18(Suppl 1):P223 (doi: 10.1186/cc13413) N Takeyama1, A Tomino2, M Hashiba2, A Hirakawa2, T Hattori2, H Miyabe2
1Fujita Health University, Aichi, Japan; 2Fuita Health University, Aichi, Japan
Critical Care 2014, 18(Suppl 1):P223 (doi: 10.1186/cc13413) Introduction The occurrence of sepsis-induced immune suppression is
associated with multiple organ dysfunctions, although the exact role of
T-cell malfunction is obscure. We investigated the impact of sepsis on the
adaptive immune system and to monitor T-cell receptor (TCR) diversity. Methods TCR diversity was analyzed in peripheral blood mononuclear
cells (PBMCs) isolated from septic shock patients at three time points
(days 1, 3 and 7 after diagnosis of septic shock). TCR diversity was
measured in genomic DNA isolated from PBMCs using the Human
Immun TraCkeRb test (ImmunID Technologies, Grenoble, France)
[1]. Multi-N-plex PCR was performed using a primer specifi c to a V
gene family and several primers specifi c to J segments. The signal is
measured as a function of the fl uorescence intensity of the reference
marker. Rearrangement validation and map generation were detected
and analyzed using the Constel’ID software (ImmunID Technologies). HLA-DR expression on CD14 cells was measured by fl ow cytometry. Results TCR diversity was markedly decreased in septic patients at
day 1 compared with healthy volunteers. A recovery of TCR diversity
was observed at days 3 and 7 except for dead patients. HLA-DR
expression was signifi cantly decreased in septic patients at day 1. The
total lymphocyte count reduced in septic patients at day 1, but the
lymphocyte count recovered at days 3 and 7 except for dead patients. Conclusion We observed a lower TCR diversity and lymphopenia in
the early stages of septic shock. A quick recovery of TCR diversity and
lymphocyte count was observed in live patients. On the other hand,
dead patients stayed on the lower level over the course of the study. These results suggest that altered TCR diversity and lymphopenia
might participate in increased mortality and susceptibility to secondary
nosocomial infections. Altered T-cell repertoire diversity in septic shock patients
2
2
2
2 The
total lymphocyte count reduced in septic patients at day 1, but the
lymphocyte count recovered at days 3 and 7 except for dead patients. Results TCR diversity was markedly decreased in septic patients at
day 1 compared with healthy volunteers. A recovery of TCR diversity
was observed at days 3 and 7 except for dead patients. HLA-DR
expression was signifi cantly decreased in septic patients at day 1. The
total lymphocyte count reduced in septic patients at day 1, but the
lymphocyte count recovered at days 3 and 7 except for dead patients. Conclusion We observed a lower TCR diversity and lymphopenia in
the early stages of septic shock. A quick recovery of TCR diversity and
lymphocyte count was observed in live patients. On the other hand,
dead patients stayed on the lower level over the course of the study. These results suggest that altered TCR diversity and lymphopenia
might participate in increased mortality and susceptibility to secondary
nosocomial infections. Conclusion The infl uence of pre-analytic factors on the examined
biomarkers is marginal and not clinically relevant. Our observations
reinforce the concept of using biomarkers in algorithms with widely-
separated cutoff values and overruling criteria considering the entire
clinical picture, without adjustment for pre-analytic factors. Reference 1. Schuetz et al.: JAMA 2009, 302:1059-1066. Altered T-cell repertoire diversity in septic shock patients
2
2
2
2 Introduction The occurrence of sepsis-induced immune suppression is
associated with multiple organ dysfunctions, although the exact role of
T-cell malfunction is obscure. We investigated the impact of sepsis on the
adaptive immune system and to monitor T-cell receptor (TCR) diversity. Methods TCR diversity was analyzed in peripheral blood mononuclear
cells (PBMCs) isolated from septic shock patients at three time points
(days 1, 3 and 7 after diagnosis of septic shock). TCR diversity was
measured in genomic DNA isolated from PBMCs using the Human
Immun TraCkeRb test (ImmunID Technologies, Grenoble, France)
[1]. Multi-N-plex PCR was performed using a primer specifi c to a V
gene family and several primers specifi c to J segments. The signal is
measured as a function of the fl uorescence intensity of the reference
marker. Rearrangement validation and map generation were detected
and analyzed using the Constel’ID software (ImmunID Technologies). HLA-DR expression on CD14 cells was measured by fl ow cytometry. Introduction Blood biomarkers are increasingly used to diagnose,
guide therapy in, and risk-stratify community-acquired pneumonia
(CAP) patients in emergency departments (EDs). How pre-analytic
factors aff ect these markers’ initial levels in this population is unknown. Methods In this secondary analysis of consecutive ED patients
with CAP from a large multicentre antibiotic stewardship trial [1],
we used adjusted multivariate regression models to determine the
magnitude and statistical signifi cance of diff erences in mean baseline
concentrations of fi ve biomarkers (procalcitonin (PCT), C-reactive
protein (CRP), white blood cell count, proadrenomedullin (ProADM),
copeptin) associated with six pre-analytic factors (antibiotic or
corticosteroid pretreatment, age, gender, chronic renal failure or liver
insuffi ciency). fi
y
Results Of 925 CAP patients (median age 73 years, 58.8% male), 25.5%
had antibiotic pretreatment, 2.4%, corticosteroid pretreatment, 22.3%
chronic renal failure, and 2.4% chronic liver insuffi ciency. Diff erences
associated with pre-analytic factors averaged 6.1 ± 4.6%; the three
largest statistically signifi cant changes (95% CI) were: PCT, +14.2%
(+2.1 to +26.4%, P = 0.02) in patients with liver insuffi ciency; ProADM,
+13.2% (+10.2 to +16.1%, P <0.01) in patients with age above median;
and CRP, –12.8% (–25.4 to –0.2%, P = 0.05) with steroid pretreatment.l l
Results TCR diversity was markedly decreased in septic patients at
day 1 compared with healthy volunteers. A recovery of TCR diversity
was observed at days 3 and 7 except for dead patients. HLA-DR
expression was signifi cantly decreased in septic patients at day 1. Pre-analytic factors and initial biomarker levels in community-
acquired pneumonia patients P223 Altered T-cell repertoire diversity in septic shock patients
N Takeyama1, A Tomino2, M Hashiba2, A Hirakawa2, T Hattori2, H Miyabe2
1Fujita Health University, Aichi, Japan; 2Fuita Health University, Aichi, Japan
Critical Care 2014, 18(Suppl 1):P223 (doi: 10.1186/cc13413) Lymphopenia as a predictor of bacteremia in the emergency
department Various
infl ammation biomarkers have been used in clinical and experimental Figure 1 (abstract P220). ROC curve comparing blood test parameters in
predicting bacteremia. S79 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results A total of 2,515 patient records were screened. Patients on
chemotherapy were excluded, as were those under 18 years old. In
total, 1,954 patients (53% female, median age 66 years) were included
in the analysis. Blood cultures were positive in 13.7% of cases. There
were signifi cant diff erences between all variables measured, with the
exception of WCC, between bacteremic and nonbacteremic patients. The
area under the curve of 70.8 was best for lymphocyte count (Figure 1). Conclusion (1) Serum PCT values increased signifi cantly after
cardiopulmonary bypass in the SIRS group in comparison with patients
without SIRS on postoperative day 1 and remain elevated until
postoperative day 5. (2) Serum CRP values also follow a similar pattern,
but a CRP threshold value was not obtained to diff erentiate between
postoperative complications in patients with or without SIRS. A PCT
threshold value of 2.79 ng/ml on postoperative day 1 is a valuable
marker to discriminate between patients with or without SIRS. Conclusion In adult patients presenting to the ED with pyrexial illness,
lymphopenia predicts bacteremia better than the usual markers of
infection. Reference Reference 1. deJager et al.: Crit Care 2010, 14:R192. P224 P224
Association between DNA haplogroups and severe sepsis in
patients who underwent major surgery
E Gomez1, M Heredia1, S Resino2, M Jimenez-Sousa2, J Gomez-Herreras1,
E Tamayo1, P Jorge1, M Lorenzo3, P Ruiz1
1Hospital Clínico Universitario de Valladolid, Spain; 2Instituto de Salud Carlos
III, Madrid, Spain; 3Hospital Río Hortega, Valladolid, Spain
Critical Care 2014, 18(Suppl 1):P224 (doi: 10.1186/cc13414) Association between DNA haplogroups and severe sepsis in
patients who underwent major surgery
E Gomez1, M Heredia1, S Resino2, M Jimenez-Sousa2, J Gomez-Herreras1,
E Tamayo1, P Jorge1, M Lorenzo3, P Ruiz1
1Hospital Clínico Universitario de Valladolid, Spain; 2Instituto de Salud Carlos
III, Madrid, Spain; 3Hospital Río Hortega, Valladolid, Spain
Critical Care 2014, 18(Suppl 1):P224 (doi: 10.1186/cc13414) p
y yp
A Baysal1, M Doğukan2, H Toman3 Association between DNA haplogroups and severe sepsis in
patients who underwent major surgery
E Gomez1, M Heredia1, S Resino2, M Jimenez-Sousa2, J Gomez-Herreras1,
E Tamayo1, P Jorge1, M Lorenzo3, P Ruiz1
1Hospital Clínico Universitario de Valladolid, Spain; 2Instituto de Salud Carlos
III, Madrid, Spain; 3Hospital Río Hortega, Valladolid, Spain
Critical Care 2014, 18(Suppl 1):P224 (doi: 10.1186/cc13414) A Baysal1, M Doğukan2, H Toman3
1Kartal Kosuyolu High Speciality Research and Training Hospital, Istanbul,
Turkey; 2Adıyaman University Training and Research Hospital, Adıyaman,
Turkey; 3Çanakkale 18 Mart Research Hospital, Çanakkale, Turkey
Critical Care 2014, 18(Suppl 1):P222 (doi: 10.1186/cc13412) A Baysal , M Doğukan , H Toman
1Kartal Kosuyolu High Speciality Research and Training Hospital, Istanbul,
Turkey; 2Adıyaman University Training and Research Hospital, Adıyaman,
Turkey; 3Çanakkale 18 Mart Research Hospital, Çanakkale, Turkey
Critical Care 2014, 18(Suppl 1):P222 (doi: 10.1186/cc13412) Introduction The values of C-reactive protein (CRP) and procalcitonin
(PCT) were investigated to determine their eff ects on postoperative
complications in patients with or without systemic infl ammatory
response syndrome (SIRS). Introduction The aim of this study was to analyze whether
mitochondrial DNA haplogroups are associated with severe sepsis and S80 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 were measured in supernatant from peripheral blood mononuclear
cells stimulated with anti-CD3 and anti-CD3+anti-CD28, incubated
for 4 days. Cytokine concentrations of IL-1β, IL-5, IL-6, IL-8, IL-10, IL-13,
IL-17A, IFNγ and TNFα were determined by multiplex cytometric bead
array. mortality after major surgery in European populations. Mitochondrial
DNA (mtDNA) variants may play an important role for predicting
clinical outcome in sepsis [1]. P224 Methods We carried out a case–control study on 240 septic patients
(severe sepsis or septic shock; Case group) and 267 patients with
systemic infl ammatory response syndrome (SIRS; Control group). Furthermore, a longitudinal substudy for analyzing survival was
performed in septic patients. mtDNA genotyping was performed by
Sequenom’s MassARRAY platform. y
Results Plasma levels of IFNγ and IL-13 were lower in septic patients
compared with healthy participants. In contrast, plasma levels of IL-6
(see Figure 1) and IL-8 were increased in septic patients compared
with both surgical patients and healthy participants. Plasma levels
of IL-10 were signifi cantly higher only in comparison with surgical
patients. Following incubation with anti-CD3 and anti-CD3+anti-CD28,
concentrations of IL-1β, IL-5, IL-6 (see Figure 1), IL-13, IL-17A, IFNγ
and TNFα were markedly decreased in samples from septic patients. In addition, stimulation with anti-CD3+anti-CD28 resulted in lower
production of IL-10 in septic patients. Lower concentrations of IL-8
were detected in septic patient samples stimulated with only anti-CD3. We found cytokine levels of IL-12p70 remained unaff ected across all
groups and stimuli. Results Regarding cardiac surgery, patients with clusters JT and
haplogroup J had higher likelihoods of sepsis than patients with
clusters HV (OR = 2.76 (95% CI = 1.27; 6.02); P = 0.010) and haplogroup H
(OR = 3.68 (95% CI = 1.17; 11.54); P = 0.026), respectively. No signifi cant
association was found for abdominal surgery. When analyzing
survival, 45.4% patients died with a survival median of 39 (95% CI =
31.4; 46.62) days. When the clusters were analyzed for all patients,
41% (55/134) of patients within cluster HV died versus 71.4% (10/14)
patients within cluster IWX (P = 0.018). The adjusted Cox regression
showed that patients within cluster IWX had a higher risk of dying
than patients within cluster HV (hazard ratio (HR) = 2.24 (95% CI =
1.10; 4.56); P = 0.027). No signifi cant association between haplogroups
and mortality was found when patients were stratifi ed by the type of
surgery. Conclusion We demonstrated a proinfl ammatory cytokine profi le
in blood from septic patients, preceding a pan downregulation of
all assessed cytokines following in vitro T-cell stimulation. To our
knowledge, this study is the fi rst to perform an immune functional
assay across these three groups. Conclusion European mitochondrial haplogroups are associated with
sepsis development in patients who underwent major cardiac surgery,
but not in patients who underwent major abdominal surgery. P225 T-cell receptor activation-associated cytokine release is impaired in
septic patients with faecal peritonitis
DG Gore1, L Preciado-Llanes2, GH Mills1, AW Heath2, RC Read3
1Sheffi eld Teaching Hospitals NHS Foundation Trust, Sheffi eld, UK;
2The University of Sheffi eld, UK; 3University of Southampton, UK
Critical Care 2014, 18(Suppl 1):P225 (doi: 10.1186/cc13415) g
Reference 1. Yang Y, Shou Z, Zhang P, He Q, Xiao H, Xu Y, Li C, Chen J: Mitochondrial DNA
haplogroup R predicts survival advantage in severe sepsis in the Han
population. Genet Med 2008, 10:187-192. Introduction Activated protein C (APC) defi ciency is prevalent in severe
sepsis and septic shock patients. The aim of the study was to relate
the anticoagulation activity evaluated by APC with other coagulation
parameters adjusted to 28-day mortality. P224 Besides,
mtDNA haplogroups also infl uence mortality. Haplogroups HV and H
were related to low risk of sepsis and death, while JT and J were related
to high risk of sepsis, and IWX was associated with death. P226 Activated protein C consumption and coagulation parameters in
severe sepsis and septic shock
M De La Torre-Prados1, A Garcia-de la Torre2, C Trujillano-Fernandez1,
J Perez-Vacas1, A Puerto-Morlan1, E Camara-Sola1
1Hospital Virgen de la Victoria, Málaga, Spain; 2University Hospital Puerto
Real, Cadiz, Spain
Critical Care 2014, 18(Suppl 1):P226 (doi: 10.1186/cc13416) Activated protein C consumption and coagulation parameters in
severe sepsis and septic shock M De La Torre-Prados1, A Garcia-de la Torre2, C Trujillano-Fernandez1,
J Perez-Vacas1, A Puerto-Morlan1, E Camara-Sola1
1Hospital Virgen de la Victoria, Málaga, Spain; 2University Hospital Puerto
Real, Cadiz, Spain
Critical Care 2014, 18(Suppl 1):P226 (doi: 10.1186/cc13416) T-cell receptor activation-associated cytokine release is impaired in
septic patients with faecal peritonitis Methods A cohort study of 150 critically ill adults. Age, sex, sources
of infection and coagulation markers within 24 hours from severe
sepsis or septic shock onset, defi ned according to Surviving Sepsis
Campaign (SSC) criteria, were studied. We analyzed APC activity using
a hemostasis laboratory analyzer (BCS® XP; Siemens). A descriptive and
comparative statistical analysis was performed using SPSS version 15.0
(SPSS Inc., Chicago, IL, USA). Introduction Sepsis is associated with immune hyporesponsiveness
but the immunological processes behind this are ill defi ned.if Introduction Sepsis is associated with immune hyporesponsiveness
but the immunological processes behind this are ill defi ned.if g
Results We analyzed 150 consecutive episodes of severe sepsis (16%)
or septic shock (84%) admitted to the UCI. The median age of the study
sample was 64 (interquartile range (IQR): 22.3 years; male: 60%). The
main sources of infection were: respiratory tract 38%, intra-abdomen i
Methods This study quantifi ed diff erences in plasma concentrations
of cytokines between septic patients with faecal peritonitis, age
and gender-matched surgical patients (without sepsis) and age and
gender-matched healthy participants. In addition, cytokine levels Figure 1 (abstract P225). Concentration of IL-6 in plasma on day 0 (a) and supernatant on day 4 (b). igure 1 (abstract P225). Concentration of IL-6 in plasma on day 0 (a) and supernatant on day 4 (b). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1 S81 Figure 1 (abstract P226). Relationship between activated protein C and antithrombin III and INR. Figure 1 (abstract P226). Relationship between activated protein C and antithrombin III and INR. Table 2 (abstract P227). Flow-cytometric data
Normal value
WBC (×109/l)
10.67 ± 4.82
4 to 10
Total lymphocytes (×106/l)
1,123.15 ± 547.02
1,200 to 3,000
CD3+ lymphocytes (×106/l)
67.11 ± 11.86
1,100 to 1,700
CD3+CD4+ lymphocytes (×106/l)
493.07 ± 313.92
600 to 1,400
CD3+CD8+ lymphocytes (×106/l)
250.65 ± 171.94
300 to 900
CD4+DR+ lymphocytes (×106/l)
23.19 ± 15.09
CD8+DR+ lymphocytes (×106/l)
16.26 ± 20.83 Table 2 (abstract P227). Flow-cytometric data Table 2 (abstract P227). Flow-cytometric data 45%, and 70.7% had medical pathology. The 28-day mortality was
22.7%. Nonsurvivors had a signifi cantly higher consumption of APC
than survivors, 56% (IQR: 38.5) versus 68.6 (IQR: 41.4); P = 0.023. The
profi le of lower levels of APC was a surgery patient with septic shock,
neurological focus or catheter-related infection and Gram-negative
pathogens from blood cultures. P228
Polymorphonuclear cell surface expression patterns diff er in
infl ammatory and infectious stages in polytraumatized and septic
shock patients
M Weiss, Z Gueldue, M Georgieff , F Gebhard, M Huber-Lang, M Schneider
University Hospital Medical School, Ulm, Germany
Critical Care 2014, 18(Suppl 1):P228 (doi: 10.1186/cc13418) Table 1 (abstract P227). Collected data
Age (years), mean ± SD
55.43 ± 23.12
Sex (M/F)
44/10
Body mass index, mean ± SD
25.51 ± 2.69
ISS, mean ± SD
29.04 ± 26.57
RTS, mean ± SD
5.76 ± 1.53
TRISS, mean ± SD
68.73 ± 28.77
Admission SAPS II, mean ± SD
44.96 ± 14.87
Admission GCS, mean ± SD
7.63 ± 3.88
Flow-cytometric analysis day (days), mean ± SD
1.69 ± 3.34
Discharge GCS, mean ± SD
10.48 ± 3.19
ICU LOS, mean ± SD
10.67 ± 8.08 Table 1 (abstract P227). Collected data T-cell receptor activation-associated cytokine release is impaired in
septic patients with faecal peritonitis Spearman’s showed relationship with
antithrombin III, r = 0.674 (P <0.001) and International Normalized Ratio
(INR), r = –0.611 (P >0.001). See Figure 1. Conclusion Low levels of PC are associated with poor outcome and
severity in severe sepsis, and it is well correlated with antithrombin III
and INR. Flow-cytometric analysis in traumatic brain injury to evaluate
immunosuppression Methods We retrospectively analyzed data from 54 patients, including
10 patients with isolated brain injury and 44 patients with brain and
extracranial injuries. The fl ow-cytometric analysis was performed
within 48 hours of trauma. Collected data are shown in Table 1. Flow-cytometric analysis in traumatic brain injury to evaluate
immunosuppression
S Di Valvasone, L Perretta, M Bonizzoli, F Liotta, F Annunziato, F Socci,
P Ruggiano, A Peris
Careggi Hospital, Firenze, Italy
Critical Care 2014, 18(Suppl 1):P227 (doi: 10.1186/cc13417) pp
S Di Valvasone, L Perretta, M Bonizzoli, F Liotta, F Annunziato, F Socci,
P Ruggiano, A Peris
Careggi Hospital, Firenze, Italy
Critical Care 2014, 18(Suppl 1):P227 (doi: 10.1186/cc13417) Results Preliminary analysis is limited to descriptive statistics that show
an immediate immunosuppression condition after TBI, as established
by reduction of CD4+ T lymphocytes and CD8+ T lymphocytes. Signifi cant data are collected in Table 2. Introduction Flow-cytometric analysis is still restricted to cancer and
immunocompromised patients. There are no clinical studies that
evaluate the immunological changes in traumatic brain injury (TBI)
patients. The objective of this study is to determine whether patients
with severe TBI (GCS <9) manifest early (<48 hours after injury) signs
of immunosuppression and whether this condition increases the
incidence of infection during the ICU stay. gi
Conclusion In severe TBI patients, an immunosuppression state is early
developed. It is relevant to establish whether this condition could
aff ect the course and prognosis of ICU patients. P228 Lymphocyte surface expression patterns diff er in infl ammatory and
infectious stages in polytraumatized and septic shock patients
M Weiss, L Brach, M Georgieff , F Gebhard, M Huber-Lang, M Schneider
University Hospital Medical School, Ulm, Germany
Critical Care 2014, 18(Suppl 1):P229 (doi: 10.1186/cc13419) Stewart’s strong ion theory can be used in the interpretations of acid–
base abnormalities [1]. The Cl:Na ratio is a simple alternative test that
obviates the need to solve the complex strong ion gap (SIG) equations
[2]. y
p
y
Critical Care 2014, 18(Suppl 1):P229 (doi: 10.1186/cc13419) Methods A total of 434 sepsis and severe sepsis patients hospitalized
in the ICU of two centers between 2006 and 2012 were included in
the study. Three groups were formed as patients having low (<0.75),
normal (>0.75 to <0.80) and high (>0.80) Cl:Na ratio within the fi rst
24 hours in the ICU. Patients’ age, gender, APACHE II score, SOFA score,
pH, PaCO2, HCO3, base excess, Na, K, Cl, Ca, lactate, strong ion diff erence,
anion gap, length of ICU stay and mortality were recorded. Logistic
regression analysis was used to calculate odd ratios and 95% CIs for the
association of Cl:Na with mortality. In the fully adjusted model, pH, BE,
AG, lactate and Cl:Na ratio were entered into the model. P <0.05 was
considered statistically signifi cant. Introduction Lymphocytes show diff erent cell surface molecules
depending on the degree of their activation or suppression. We used
this surface expression to look at infl ammatory or infectious states in
patients with polytrauma and patients with sepsis. The present study was
performed to clarify: what is the expression profi le of lymphocyte surface
markers in polytraumatized patients over time; and are there diff erences
in the expression patterns of polytraumatized patients compared with healthy controls and with patients with severe sepsis and septic shock? Methods In a prospective observational study in a surgical ICU,
surface expression of CD3, CD4, CD8, IL7R, CD4/25, CD8/25, CD2/86,
CD28, CD3/56, CD2, CD39, CD244, CD11b, and CD56 on lymphocytes
was measured by fl ow cytometry. We collected data from six healthy
controls, from eight patients with severe sepsis or septic shock, and,
longitudinally from eight polytraumatized patients on admission
(0 hours), and at 4, 12, 24, 48, 120, and 240 hours. ISS, SAPS 3 and SOFA
score refl ect severity of injury, of disease and of organ dysfunctions of
the polytraumatized patients. yi
Results The distribution of the patients was as follows: low Cl:Na (75,
17%), normal Cl:Na (243, 56%), high Cl:Na (116, 27%). References 1. Stewart PA: Can J Physiol Pharmacol 1983, 61:1441-1461. 2. Durward A, et al.: Intensive Care Med.2001, 5:828-835. Dysfunction of peroxisomes as one of the possible causes of
multiple organ dysfunction syndrome development
AN Osipenko1, AV Marochkov2
1A. Kuleshov Mogilev State University, Mogilev, Belarus; 2Mogilev Regional
Hospital, Mogilev, Belarus
Critical Care 2014, 18(Suppl 1):P231 (doi: 10.1186/cc13421) p
g
p
Conclusion Surface expression molecules of polytraumatized patients
diff er from those of the healthy controls and within the group. The
more heavily injured polytraumatized patients are more likely to
develop severe sepsis and septic shock with surface expression profi les
on lymphocytes comparable with those of septic patients. Dysfunction of peroxisomes as one of the possible causes of
multiple organ dysfunction syndrome development
AN Osipenko1, AV Marochkov2
1A. Kuleshov Mogilev State University, Mogilev, Belarus; 2Mogilev Regional
Hospital, Mogilev, Belarus
Critical Care 2014, 18(Suppl 1):P231 (doi: 10.1186/cc13421) Table 1 (abstract P227). Collected data Introduction Each cell of the immune system shows a characteristic
expression of cell surface molecules depending on the grade of
activation or suppression. We examined the cell surface profi le on
polymorphonuclear cells (PMN) of polytraumatized patients and
compared them with those of healthy controls and furthermore with
patients with severe sepsis or septic shock. Moreover, we wanted to
fi nd out in the polytraumatized patients whether there are associations
of PMN surface marker patterns with severity of injury, of disease and
of organ dysfunctions. Methods In a prospective observational study, cell surface expression
of CD16, CD88, CD64, CD66b, CD11b, CD95, CD33, CD39, IL-17RA, TLR-
2, TLR-4 and HLA-DR on PMN was determined using fl ow cytometry. Thirteen healthy volunteers, eight patients with severe sepsis and S82 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P229 Lymphocyte surface expression patterns diff er in infl ammatory and
infectious stages in polytraumatized and septic shock patients
M Weiss, L Brach, M Georgieff , F Gebhard, M Huber-Lang, M Schneider
University Hospital Medical School, Ulm, Germany
Critical Care 2014, 18(Suppl 1):P229 (doi: 10.1186/cc13419) Lymphocyte surface expression patterns diff er in infl ammatory and
infectious stages in polytraumatized and septic shock patients
M Weiss, L Brach, M Georgieff , F Gebhard, M Huber-Lang, M Schneider
University Hospital Medical School, Ulm, Germany
Critical Care 2014, 18(Suppl 1):P229 (doi: 10.1186/cc13419) Univariate analysis
revealed that in low and high Cl:Na ratio patients, mortality was higher
by 1.56-fold (0.87 to 2.81) and 2.22-fold (1.36 to 3.61) (P = 0.135 and
P <0.01). In multivariate analysis, increased mortality by 1.95-fold (0.92
to 4.12) and 2.02-fold (1.01 to 4.03) was found in low and high Cl:Na
ratios (P = 0.081 and P = 0.046) (Figure 1). Conclusion Stewart’s strong ion theory provides assessment for the
etiology of acid–base disturbances. This evaluation can be performed
easier and faster with the Cl:Na ratio. This study demonstrates that the
disturbed Cl:Na ratio is associated with increased mortality in sepsis
and severe sepsis patient groups. Results In septic and polytraumatized patients, the expression
of CD3, CD28 and CD2 was signifi cantly lower than in controls. In polytraumatized patients, surface expression of CD244, CD39
and CD8/25 was signifi cantly higher than in controls. Within the
polytraumatized patients, we found two diff erent subgroups, group
A with septic progression and Group B without septic progression of
disease. Especially, the septic polytraumatized patients revealed very
low levels of CD3, CD2 and CD28. Moreover, their levels of CD39 and
CD8/25 were less increased and their ISS higher than those of the
nonseptic subgroup. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 septic shock, and longitudinally, on admission (0 hours), and 4, 12,
24, 48, 120 and 240 hours thereafter, eight polytraumatized patients
were monitored. ISS, SAPS3 and SOFA score refl ect severity of injury, of
disease and of organ dysfunctions. Figure 1 (abstract P230). In the multivariate model, eff ect of Cl:Na ratio
group was adjusted for pH, lactate, anion gap and base excess. septic shock, and longitudinally, on admission (0 hours), and 4, 12,
24, 48, 120 and 240 hours thereafter, eight polytraumatized patients
were monitored. ISS, SAPS3 and SOFA score refl ect severity of injury, of
disease and of organ dysfunctions. g
y
Results In polytraumatized patients (24 hours measurement), but also
in septic patients, CD88+ expression and CD33+/CD66b– expression were
signifi cantly lower and CD33–/CD66b+ higher than in healthy controls. Results In polytraumatized patients (24 hours measurement), but also
in septic patients, CD88+ expression and CD33+/CD66b– expression were
signifi cantly lower and CD33–/CD66b+ higher than in healthy controls. Especially, the lowest values of CD88+ occurred in patients with
polytrauma developing septic complications. signifi cantly lower and CD33–/CD66b+ higher than in healthy controls. Especially, the lowest values of CD88+ occurred in patients with
polytrauma developing septic complications. Furthermore, the polytraumatized patients revealed higher levels of
CD66b, CD11b and CD16, whereas CD16+ was lower. Considering the
post-traumatic course, polytraumatized patients with better prognostic
evaluation in SOFA and SAPS3 initially expressed higher levels of TLR-2. Polytrauma patients could be divided into two subgroups, one with and
the other without septic complications. The septic subgroup presented
predominantly higher values in SOFA, SAPS3 and ISS scoring. Conclusion Cell surface molecules on PMN of polytraumatized patients
diff er from those of healthy volunteers. Besides, distinct expression
patterns resemble those of patients with sepsis. Patents with higher ISS
values go along with higher scores in SOFA and SAPS3, and are at risk
to develop septic complications. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods Whole blood was taken from healthy volunteers and was
placed in tubes containing EDTA and immediately transferred to the
laboratory. Heparinized blood samples were diluted 1:10 in RPMI 1640
culture medium (100 μl whole blood added in 900 μl RPMI 1640). Samples were preincubated with 0‚ 5‚ 12.5‚ 25‚ 50‚ 100 and 200 mM
alcohol (EtOH) for 10 minutes at room temperature. After incubation,
500 pg LPS was added to each sample for 4 hours at 37°C. At the
end of the process, samples were centrifuged (1,800 rpm, 5 minutes,
r.t.). Culture supernatants were collected and stored at –70°C until
measurements. TNFα and TNFR levels were determined in culture
supernatant using the ELISA method [2]. volunteers aged 37.7 ± 3.2 years served as control. The preanalytical
phase was to prepare a solution of ethyl esters of fatty acids (FAc) and
diethylacetals of fatty aldehydes (FAl) of blood plasma samples by
acidic ethanolysis. Analysis of FAl and FAc in plasma was carried out
using capillary gas–liquid chromatography. Quantitative evaluation of
the analytes was performed as a mass percentage of the FA and FAl
amount. Statistical analysis was performed using the Mann–Whitney
U test (P <0.05). (
)
Results In contradistinction to triglycerides, diacylphospholipids and
Pls participate in exchange of polyunsaturated fatty acids (PUFA) with
a large number of double bonds, such as primarily arachidonic and
docosahexaenoic PUFA, acting as an intermediate station, through
which these fatty acids are transported to cell membranes [1]. Thus, the
ratio of level of FAl to the level of aforementioned blood plasma PUFA
may refl ect a change in the share of Pls relative to diacylphospholipids. According to our data, at MODS the ratio of fatty aldehydes to amount
of arachidonic and docosahexaenoic PUFA is 0.16, while in the control
group the fi gure is 0.27 (P <0.001). Thus, we can conclude that the level
of Pls towards diacylphospholipid plasma levels of the experimental
group decreased by approximately 40%. Currently, there is evidence
that there is a reduction of cholesterol levels in blood plasma of patients
with the diseases associated with peroxisome biogenesis disorders
[2]. In our study, patients had low levels of plasma total cholesterol
(124.6 ± 28.7 mg/dl), which may also indicate peroxisome dysfunction
in MODS patients. p
g
[ ]
Results We studied 24 healthy males volunteers aged 36.5 ± 1.4
(X ± SEM). P232f P232
Diff erential eff ect of alcohol on TNFα receptor II production in the
presence of LPS challenge ex vivo
A Gavala1, K Venetsanou1, P Myrianthefs1, E Manolis2, C Kittas3,
G Baltopoulos1
1ICU ‘Agioi Anargyroi’ General Hosrital, School of Nursing, Athens University,
Athens, Greece; 2Dentistry School, Athens University, Athens, Greece; 3Medical
School, Athens University, Athens, Greece
Critical Care 2014, 18(Suppl 1):P232 (doi: 10.1186/cc13422) Diff erential eff ect of alcohol on TNFα receptor II production in the
presence of LPS challenge ex vivo y
References References 1. Braverman N, Moser A: Bioch Biophys Acta 2012, 1822:1442-1452. 2. Kovacs W, et al.: J Mol Cell Biol 2004, 24:1-13. P233 Neutrophil phenotype model for extracorporeal treatment of sepsis
A Malkin1, R Sheehan1, S Mathew1, H Redl2, G Clermont1
1University of Pittsburgh, PA, USA; 2Ludwig Boltzmann Institute for
Experimental and Clinical Traumatology, Vienna, Austria
Critical Care 2014, 18(Suppl 1):P233 (doi: 10.1186/cc13423) References 1. Cook RT‚ et al.: Alcohol Clin Exp Res 1998, 22:1927. 2. Myrianthefs P, et al.: Cytokine 2003, 24:286-292. 1. Cook RT‚ et al.: Alcohol Clin Exp Res 1998, 22:1927. 2. Myrianthefs P, et al.: Cytokine 2003, 24:286-292. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 TNFα was not detected in samples treated without alcohol
in the absence of LPS stimulation (control) or in the presence of alcohol
alone (data not shown). TNFα production was signifi cantly decreased
at a dose of 25 mM alcohol after LPS stimulation (P <0.0001) compared
with LPS-challenged samples (Figure 1A). Alcohol had no eff ect on
TNFR I production when incubated with or without LPS (data not
shown). Alcohol at lower doses (<50 mM) seemed to decrease TNFR II
levels, but an increase in TNFR II levels was observed at higher doses
(>50 mM) of alcohol, which was statistically signifi cant at doses of 100
and 200 mM alcohol after LPS stimulation ex vivo (P <0.001) (Figure 1B). Conclusion Our observations indicate a suppression of pro infl am-
matory response, but also a diff erential eff ect of alcohol on TNFR II
production of whole blood in the presence of LPS challenge depending
on the degree of alcohol intoxication. Conclusion On the basis of determined defi ciency of analyzed
compound levels, we concluded the possibility of peroxysomal
dysfunction in MODS. Cl:Na ratio on ICU admission as a prognostic indicator of mortality
in sepsis patients Cl:Na ratio on ICU admission as a prognostic indicator of mortality
in sepsis patients
HK Atalan1, B Gucyetmez2, N Cakar3
1Atasehir Memorial Hospital, Istanbul, Turkey; 2International Hospital,
Istanbul, Turkey; 3Istanbul Medical Faculty, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P230 (doi: 10.1186/cc13420) Introduction This study demonstrates that low level of plasmalogens
(Pls) is an important marker of peroxisomal dysfunction. The primary-
OH group in glycerol Pls was not substituted by the acyl group (fatty
acid) as in diacylphospholipids but by the aldehydogenic alkenyl group
(fatty aldehyde) found in the form of vinyl ether [1]. It is known that
there is disruption of several organ systems in diseases connected with
peroxisomal dysfunction, as in the case of multiple organ failure. Cl:Na ratio on ICU admission as a prognostic indicator of mortality
in sepsis patients
HK Atalan1, B Gucyetmez2, N Cakar3
1Atasehir Memorial Hospital, Istanbul, Turkey; 2International Hospital,
Istanbul, Turkey; 3Istanbul Medical Faculty, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P230 (doi: 10.1186/cc13420) HK Atalan1, B Gucyetmez2, N Cakar3
1Atasehir Memorial Hospital, Istanbul, Turkey; 2International Hospital,
Istanbul, Turkey; 3Istanbul Medical Faculty, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P230 (doi: 10.1186/cc13420) Introduction The aim of the study is to investigate the relationship
between Cl:Na ratio disturbances and mortality in sepsis patients. Introduction The aim of the study is to investigate the relationship
between Cl:Na ratio disturbances and mortality in sepsis patients. p
y
p
g
Methods The objects of study were 18 people with multiple organ
failure (35.6 ± 8.7 years) of various etiologies. The blood of 16 healthy S83 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Prolactin, cortisol and heat shock proteins in early sepsis:
preliminary data K Vardas1, K Apostolou1, K Psarra2, E Botoula2, S Tsagarakis2, E Magira1,
C Routsi1, E Briassouli1, D Goukos1, S Nanas1, G Briassoulis3
1Medical School, NKUA, Athens, Greece; 2Evangelismos Hospital, Athens,
Greece; 3University Hospital, University of Crete, Heraklion, Greece
Critical Care 2014, 18(Suppl 1):P234 (doi: 10.1186/cc13424) Results AI prevented Cr, BUN and CysC from increasing after CLP
(0.43 ± 0.18, 0.2 ± 0.02, P = 0.0003; 62.2 ± 10.8, 43.7 ± 17.7, P = 0.01;
103.9 ± 54.8, 49.3 ± 30.8, P = 0.01, respectively). AICAR decreased
cytokine release after CLP (IL-6: 1,818 ± 344 vs. 1,374 ± 268, P = 0.04; IL-
10: 7,592 ± 5,038 vs. 2,245 ± 2,668, P = 0.05; TNFα: 213 ± 172 vs. 39 ± 16,
P = 0.03) and LPS in macrophage culture (IL-6: 241.7 ± 1.5 vs. 7.2 ± 1.5,
P = 0.055; TNF: 1,882 ± 583 vs. 82 ± 28, P = 0.04). However, AI lost its
protective signal when administered 4 hours pre or 2 hours after CLP
(Cr CLP vs. CLP+AI: 0.2 vs. 0.2, P = 0.1 and 0.45 ± 0.3 vs. 0.56 ± 0.3, P = 0.5,
respectively). AI also decreased ICAM-1 expression in vivo and in vitro,
vascular leak (0.09 ± 0.01 vs. 0.06 ± 0.008, P = 0.003) and PMN adhesion
(1,055 ± 179 vs. 751 ± 242, P = 0.04). Introduction Besides cortisol, prolactin might also be important in
maintaining normal immune response in stress states. Its role in the
hypothalamus–pituitary–adrenal axis hormonal and immune stress
response in sepsis has hardly been investigated in a critically ill setting. The aims of the study were to evaluate the early (fi rst 48 hours) ACTH,
cortisol and prolactin plasma levels in ICU patients with severe sepsis/
septic shock (SS) or systemic infl ammatory response syndrome (SIRS)
compared with healthy control subjects (C) and to correlate their
expression with heat shock proteins (HSPs), interleukins (ILs) and
outcome. Conclusion AMPK activation by AICAR prevented sepsis-induced AKI. AICAR decreased cytokine release, endothelial activation and vascular
leak, suggesting that organ protection may be mediated by modulation
of the infl ammatory response and protection of the microvasculature. However, AICAR’s protective eff ect may be conditional to timing of
administration. Methods Thirty consecutively admitted patients with SS, 22 with SIRS,
and 15 C were enrolled in the study. P235
AMP-protein kinase may protect against sepsis-induced acute
kidney injury through modulation of immune response and
endothelial activation AMP-protein kinase may protect against sepsis-induced acute
kidney injury through modulation of immune response and
endothelial activation
H Gomez, D Escobar, A Botero, BS Zuckerbraun
University of Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P235 (doi: 10.1186/cc13425) p
p
y
Results Of 16 baboons, 11 (69%) died, six (38%) within 1 day of
bacterial infusion. The model was well calibrated to the data from
survivors and nonsurvivors. Sensitivity analysis identifi ed six model
parameters, out of 21, as key determinants of mortality. Predictions
indicate best eff ect with introduction of the proposed extracorporeal
intervention within 1 hour of infection for a 72-hour duration, results
in the survivor population increasing from 31% to 61%. The treatment
can result in harm if initiated <10 hours from infection and continued
<24 hours. A delay of 10 hours increases survival by 7% on average. Treatment effi cacy quickly diminishes if not introduced within 15 hours
of infection. H Gomez, D Escobar, A Botero, BS Zuckerbraun
University of Pittsburgh, PA, USA Introduction Organ injury is a hallmark of sepsis, in particular acute
kidney injury (AKI). Yet the mechanisms involved in sepsis-induced
AKI are not well understood. Energy prioritization is an important
cell defense mechanism, and thus we hypothesized that exogenous
activation of AMP-protein kinase (AMPK), a master regulator of cellular
energy metabolism, protects against sepsis-induced AKI. Conclusion These fi ndings support the continued development of
an extracorporeal treatment that modulates CXCR-1/2 levels. Further
development of the mathematical model will help guide device
development and determine which patient populations should be
targeted by treatment. gy
p
g
p
Methods Sixty C57BL/6 male mice, 6 to 8 weeks of age, weighing 20 to
25 g were divided into six groups: 1, cecal ligation and puncture (CLP);
2, CLP+AICAR (AI, AMPK activator, 100 mg/kg 24 hours before CLP); 3,
CLP+compound C (AMPK inhibitor, 30 mg/kg; CoC); 4, sham; 5, sham+AI;
6, sham+CoC. Blood/tissue samples were collected 8 hours after CLP. Renal function (creatinine (Cr, mg/dl), BUN (mg/dl) and cystatin C (CysC,
ng/ml)), cytokine expression (ELISA), endothelial activation (ICAM-
1 expression), neutrophil adhesion (PMN, fl uorescence, anti-CD11b
mAb-tagged PMNs) and vascular leak (Evan’s blue) were assessed. The eff ect of AI given 4 hours (n = 12) before and 2 hours after (n = 11)
CLP was also evaluated. Diff erential eff ect of alcohol on TNFα receptor II production in the
presence of LPS challenge ex vivo A Gavala1, K Venetsanou1, P Myrianthefs1, E Manolis2, C Kittas3,
G Baltopoulos1 p
1ICU ‘Agioi Anargyroi’ General Hosrital, School of Nursing, Athens University,
Athens, Greece; 2Dentistry School, Athens University, Athens, Greece; 3Medical
School, Athens University, Athens, Greece
Critical Care 2014, 18(Suppl 1):P232 (doi: 10.1186/cc13422) Introduction Neutrophils play a central role in eliminating bacterial
pathogens, but may also contribute to end-organ damage. Interleukin-8 (IL-8), a key modulator of neutrophil function, signals
through neutrophil specifi c surface receptors CXCR-1 and CXCR-2. Expression of these surface receptors can be altered by perfusion
through an extracorporeal device. Extracorporeal methods of immune
modulation have shown promise for treatment of sepsis; however,
achieving an appropriate response is a major challenge [1]. In this study
a mechanistic mathematical model was used to evaluate and deploy an
extracorporeal sepsis treatment that modulates CXCR-1/2 levels. Introduction Acute alcohol exposure suppresses proinfl ammatory
response, which may be related to increased susceptibility to
infections [1].The purpose of the study was to investigate the eff ect
of acute exposure to alcohol on TNFα production capacity and TNFα
receptors (TNFRs) in an ex vivo model of whole-blood stimulation with
lipopolysaccharide (LPS). Figure 1 (abstract P232). Figure 1 (abstract P232). S84 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A simplifi ed mechanistic mathematical model of IL-8-
mediated
activation
of
CXCR-1/2
receptors
was
developed. Receptor-level dynamics and systemic parameters are coupled with
multiple neutrophil phenotypes to generate dynamic populations
of activated neutrophils that reduce pathogen load, and/or primed
neutrophils that cause adverse tissue damage when misdirected. The
mathematical model was calibrated using experimental data from
baboons administered a 2-hour infusion of E. coli and followed for a
maximum of 28 days. An extracorporeal intervention was implemented
by introducing a trapped receptor state that limits IL-8 signaling
through CXCR-1/2. Time of onset, duration, and capture effi cacy of
the extracorporeal device were explored to provide probabilistic
predictions of the impact on mortality. Conclusion Prolactin seems to be a stress hormone, probably related to
the severity of illness, increased along with IL-6 and eHSP90 levels in SS. Also in these patients, cortisol correlates to lactate and eHSP90, but in
contrast to SIRS the iHSP72 and iHSP90 immune response is depressed. P234 Prolactin, cortisol and heat shock proteins in early sepsis:
preliminary data
K Vardas1, K Apostolou1, K Psarra2, E Botoula2, S Tsagarakis2, E Magira1,
C Routsi1, E Briassouli1, D Goukos1, S Nanas1, G Briassoulis3
1Medical School, NKUA, Athens, Greece; 2Evangelismos Hospital, Athens,
Greece; 3University Hospital, University of Crete, Heraklion, Greece
Critical Care 2014, 18(Suppl 1):P234 (doi: 10.1186/cc13424) Prolactin, cortisol and heat shock proteins in early sepsis:
preliminary data Prolactin, cortisol and heat shock proteins in early sepsis:
preliminary data Patients’ demographics, laboratory
examinations, and APACHE II, SOFA and SAPS III scores were recorded
on ICU admission. Blood sampling was performed between 9:00 and
10:00 a.m. Prolactin and cortisol were measured using the ADVIA
centaur system, ACTH using the Immulite 2000. Intracellular monocyte
HSP (iHSP) was determined after staining with surface antigens CD33–
PE/Cy5 and CD45 PE/Cy7 followed by either HSP72-FITC or HSP90a-PE
intracellular staining (four-color fl ow cytometry). Mean fl uorescence
intensity values for each HSP were noted and analyzed. ELISA was used
to determine extracellular (e) HSP, IL-6 and IL-10 levels. Diff erential eff ect of alcohol on TNFα receptor II production in the
presence of LPS challenge ex vivo Acknowledgements This research has been co-fi nanced by the
European Union (European Social Fund) and Greek national funds
through the Operational Program ‘Education and Lifelong Learning’
of the National Strategic Reference Framework Research Funding
Program: THALES. Reference Reference Reference 1. Peng Z-Y, et al.: Kidney Int 2012, 81:363-369. 1. Peng Z-Y, et al.: Kidney Int 2012, 81:363-369. P235
AMP-protein kinase may protect against sepsis-induced acute
kidney injury through modulation of immune response and
endothelial activation The experiment was reproduced in vitro using
cell culture (renal epithelial, endothelial cells and macrophages), with
similar groups: 1, control; 2, control+AI (1 mM/1 hour pre LPS); 3, LPS
(100 ng/ml for 4 hours); 4, LPS+AI; 5, control+CoC (10 μM/1 hour
pre LPS); 6, LPS+CoC. Cytokines were measured with ELISA. Data are
presented as mean ± SD and as LPS/CLP and LPS/CLP+AI. P236 The same procedures were done for sham-operated
mice and for mice subject only to femur crush and to pneumothorax. Figure 2 (abstract P236). Ex vivo proinfl ammatory cytokine release after
whole-blood LPS stimulation in older patients. with a group with arterial disease, expressed by proinfl ammatory
cytokine release after ex vivo whole-blood LPS stimulation [2]. with a group with arterial disease, expressed by proinfl ammatory
cytokine release after ex vivo whole-blood LPS stimulation [2]. Methods The study comprised 16 polytrauma patients admitted to
the ICU, aged 78 ± 8 (Group I) and 16 with arterial disease, aged 74 ± 5
(Group II). Ten milliliters of peripheral blood were collected from each
patient, divided into two tubes with/without anticoagulant. Diluted
1:10 whole-blood samples were stimulated with 500 pg/ml LPS, at
37°C, for 4 hours. Serum and cell culture supernatants (CCSP) were
removed and stored at –70°C. TNFα and IL-6 were measured in serum
and CCSP by ELISA. j
y
p
Results Initial experiments with 21 mice showed that the overall
death rate for this model of multitrauma was 66.7% with most deaths
occurring in the fi rst 48 hours. In the second set of experiments,
12 mice remaining alive 72 hours post injury were challenged with
P. aeruginosa; mortality was 37.5% compared with 75% of 12 non-
injured and infected mice (log-rank: 5.77, P = 0.016). Respective mean
production of TNFα from splenocytes isolated at sacrifi ce 24 hours and
96 hours post sham injury was 651 and 523 pg/ml (P = NS); post femur
crush 217 and 916 pg/ml (P = 0.010); post pneumothorax 286 and
1,056 pg/ml (P = 0.018); and post both femur crush and pneumothorax
207 and 1,011 pg/ml (P = 0.019). Respective mean production of IFNγ
from splenocytes isolated at sacrifi ce 24 hours and 96 hours post
sham injury was 324 and 230 pg/ml (P = NS); post femur crush 278
and 840 pg/ml (P = 0.021); post pneumothorax 377 and 2,356 pg/ml
(P = 0.025); and post both femur crush and pneumothorax 252 and
908 pg/ml (P = 0.019). Mean production of TNFα from splenocytes of
injured mice sacrifi ced 24 hours after bacterial challenge was 1,184 pg/
ml compared with 484 pg/ml non-injured and infected mice (P = 0.024). Similar diff erences were not found for IFNγ or for quantitative tissue
cultures. See Figure 1. p
References References
1. Bruno L: Proc Nutr Soc 1999, 58:85-98. 2. Myrianthefs P, et al.: Cytokine 2003, 24:286-292. 1. Bruno L: Proc Nutr Soc 1999, 58:85-98. 2. Myrianthefs P, et al.: Cytokine 2003, 24:286-292. P236 Methods The study comprised 16 polytrauma patients admitted to
the ICU, aged 78 ± 8 (Group I) and 16 with arterial disease, aged 74 ± 5
(Group II). Ten milliliters of peripheral blood were collected from each
patient, divided into two tubes with/without anticoagulant. Diluted
1:10 whole-blood samples were stimulated with 500 pg/ml LPS, at
37°C, for 4 hours. Serum and cell culture supernatants (CCSP) were
removed and stored at –70°C. TNFα and IL-6 were measured in serum
and CCSP by ELISA. y
Results Serum proinfl ammatory cytokines were signifi cantly elevated
after severe trauma against control group (TNFα, P <0.001 and IL-6,
P <0.001). Ex vivo cytokine release showed the opposite direction. There was a signifi cantly lower TNFα and IL-6 release for Group I (TNFα,
P <0.05 and IL-6, P <0.01) compared with Group II. TNFα ex vivo release
from the samples of Group II was >300 pg/ml. See Figures 1 and 2. Conclusion
Older
patients
showed
adequate
immunological
response, considering the limit of 300 pg/ml. The incidence of severe
trauma was involved in the downregulation of immune activity and
should be considered. Group I patients do not have the opportunity
to precondition their immune status. Group II patients can better
compensate operative therapies. Conclusion Mice survivors from multiple trauma become resistant
to subsequent infection. This is probably linked with the induction of
tolerance of the innate immunity to substances released after sterile
tissue injury. P236 Study of the ex vivo immune response of polytrauma older patients
in the ICU on admission: preliminary results
L Filippou, K Venetsanou, G Voulalas, D Markopoulou, D Chroni,
C Maltezos, I Alamanos
KAT Hospital Athens, Kifi sia, Athens, Greece
Critical Care 2014, 18(Suppl 1):P236 (doi: 10.1186/cc13426) Results Prolactin (P <0.034), cortisol (P <0.0001), and ACTH (P <0.02)
levels diff ered among groups. Prolactin, cortisol, IL-6, and eHSP90 were
higher in SS (P <0.03) and SIRS (P <0.04) compared with C. Cortisol
and eHSP90 were higher in SS compared with SIRS (P <0.005; P <0.03);
iHSP72 and iHSP90 were higher in SIRS compared with SS (P <0.05;
P <0.05) or C (iHSP72, P <0.02). Cortisol related with eHSP90 (r = 0.45,
P <0.02), lactate (r = 0.33, P <0.02) and HCO3 (r = –0.45), and prolactin
with SAPS III (r = 0.34, P <0.02), but not with mortality or LOS. Introduction Immunological status is diff erentiated with age,
infl uencing treatment and outcome [1]. The aim is to determine the
immune response of severely traumatized older patients compared Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S85 Figure 1 (abstract P236). Serum proinfl ammatory cytokines in older
patients. Figure 2 (abstract P236). Ex vivo proinfl ammatory cytokine release after
whole-blood LPS stimulation in older patients. Figure 1 (abstract P236). Serum proinfl ammatory cytokines in older
patients. Figure 1 (abstract P237). Cytokine stimulations after sterile injury. Figure 1 (abstract P236). Serum proinfl ammatory cytokines in older
patients. Figure 2 (abstract P236). Ex vivo proinfl ammatory cytokine release after
whole-blood LPS stimulation in older patients. Methods Ninety-seven C56Bl6 male mice were subject to multitrauma
after crush of the femur and chemical pneumothorax by turpentine. Mice surviving 72 hours after the injuries were challenged
intravenously with one 7log10 log-phase inoculum of P. aeruginosa and
survival was recorded. In separate experiments, mice were sacrifi ced
post injury; splenocytes were isolated and stimulated with 10 ng/
ml LPS and cytokines were measured in supernatants by an enzyme
immunoassay. Quantitative cultures of the right lung, kidney and liver
were performed. The same procedures were done for sham-operated
mice and for mice subject only to femur crush and to pneumothorax. Results Initial experiments with 21 mice showed that the overall
death rate for this model of multitrauma was 66.7% with most deaths
occurring in the fi rst 48 hours. P236 In the second set of experiments,
12 mice remaining alive 72 hours post injury were challenged with
P. aeruginosa; mortality was 37.5% compared with 75% of 12 non-
injured and infected mice (log-rank: 5.77, P = 0.016). Respective mean
production of TNFα from splenocytes isolated at sacrifi ce 24 hours and
96 hours post sham injury was 651 and 523 pg/ml (P = NS); post femur
crush 217 and 916 pg/ml (P = 0.010); post pneumothorax 286 and
1,056 pg/ml (P = 0.018); and post both femur crush and pneumothorax
207 and 1,011 pg/ml (P = 0.019). Respective mean production of IFNγ
from splenocytes isolated at sacrifi ce 24 hours and 96 hours post
sham injury was 324 and 230 pg/ml (P = NS); post femur crush 278
and 840 pg/ml (P = 0.021); post pneumothorax 377 and 2,356 pg/ml
(P = 0.025); and post both femur crush and pneumothorax 252 and
908 pg/ml (P = 0.019). Mean production of TNFα from splenocytes of
injured mice sacrifi ced 24 hours after bacterial challenge was 1,184 pg/
ml compared with 484 pg/ml non-injured and infected mice (P = 0.024). Similar diff erences were not found for IFNγ or for quantitative tissue
cultures. See Figure 1. Methods Ninety-seven C56Bl6 male mice were subject to multitrauma
after crush of the femur and chemical pneumothorax by turpentine. Mice surviving 72 hours after the injuries were challenged
intravenously with one 7log10 log-phase inoculum of P. aeruginosa and
survival was recorded. In separate experiments, mice were sacrifi ced
post injury; splenocytes were isolated and stimulated with 10 ng/
ml LPS and cytokines were measured in supernatants by an enzyme
immunoassay. Quantitative cultures of the right lung, kidney and liver
were performed. The same procedures were done for sham-operated
mice and for mice subject only to femur crush and to pneumothorax. Methods Ninety-seven C56Bl6 male mice were subject to multitrauma
after crush of the femur and chemical pneumothorax by turpentine. Mice surviving 72 hours after the injuries were challenged
intravenously with one 7log10 log-phase inoculum of P. aeruginosa and
survival was recorded. In separate experiments, mice were sacrifi ced
post injury; splenocytes were isolated and stimulated with 10 ng/
ml LPS and cytokines were measured in supernatants by an enzyme
immunoassay. Quantitative cultures of the right lung, kidney and liver
were performed. Tissue oxygenation in patients with severe sepsis
A Oei1, M Kok2, A Karakus3, H Endeman4 Tissue oxygenation in patients with severe sepsis
A Oei1 M Kok2 A Karakus3 H Endeman4 1Academic Medical Center, Amsterdam, the Netherlands; 2University Medical
Center, Utrecht, the Netherlands 3Diakonessenhuis, Utrecht, the Netherlands;
4Onze Lieve Vrouwen Gasthuis, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P240 (doi: 10.1186/cc13430) Introduction The aim of this study was to determine the correlation
between regional tissue oxygenation (SrO2) measured by near-infrared
spectroscopy (NIRS), central venous oxygen saturation (SvO2) and
levels of serum lactate (SL) in patients with severe sepsis. Methods An observational pilot study was performed in an ICU of a
medium-sized teaching hospital. Adult patients admitted with severe
sepsis were included and three NIRS electrodes were attached: on the
left side of the forehead (LF), the right side of the forehead (RF) and
the right forearm (RA). SL and SvO2 measured in a jugular or subclavian
central venous line sample were determined every 4 hours. Descriptive
statistics were calculated. Pearson correlation coeffi cients (PCC) were
calculated between SrO2, SvO2 and SL. Normal values for SrO2 were
defi ned as the median ± 1 interquartile range in patients with SL
<1.7 mmol/l. Diff erences between groups were calculated by Pearson
chi-square tests. P <0.05 was considered statistically signifi cant.i f
Conclusion While clopidogrel may not increase the risk of bleeding in
these patients, these data suggest that clopidogrel does not reduce
adverse outcomes in patients with sepsis. A potential benefi t in patients
with APACHE II scores ≥25 may need further study. Future research into
the mechanism of ticagrelor’s benefi t reported in the PLATO trial may
be directed at the non-P2Y12 receptor mechanism. q
y
gi
Results Twenty-fi ve patients (12 men) were included. Mean age was
68 years, mean APACHE score 31. The most frequent reasons for ICU
admission were abdominal sepsis (n = 11) and pneumosepsis (n = 7). Statistically signifi cant correlations were found between SvO2 and SrO2:
PCC SrO2 LF, 0.46; PCC SrO2 RF, 0.50; PCC SrO2 RA, 0.21. Low, although
statistically signifi cant, correlations were found between SrO2 and
SL: PCC SrO2 LF, –0.16; PCC SrO2 RF, –0.15; and PCC SrO2 RA, –0.20. Calculated normal values for SrO2 LF were 60 to 80%, for SrO2 RF were
60 to 76% and for SrO2 RA were 64 to 84%. An out-of-range SrO2 had
a high positive predictive value (PPV) for an increased SL. P239 P239
Continuous administration of corticosteroids in septic shock can
reduce risk of hypernatremia
L Mirea1, R Ungureanu1, D Pavelescu1, IC Grintescu1, C Dumitrache2,
I Grintescu1, D Mirea3
1Clinical Emergency Hospital of Bucharest, Romania; 2CI Parhon National
Institute of Endocrinology, Bucharest, Romania; 3Elias University Emergency
Hospital, Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P239 (doi: 10.1186/cc13429) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P = 0.0041) and slightly higher when HHS was delivered as a bolus (RR
3.08, 1.32 <OR <7.25, P = 0.0071). P = 0.0041) and slightly higher when HHS was delivered as a bolus (RR
3.08, 1.32 <OR <7.25, P = 0.0071). reduction in sepsis-related mortality and pulmonary adverse events
compared with clopidogrel. It is unknown whether clopidogrel
also provides benefi t in patients with sepsis compared with no
therapy. Knowing this information may help focus future research on
determining the mechanism of ticagrelor’s benefi t. reduction in sepsis-related mortality and pulmonary adverse events
compared with clopidogrel. It is unknown whether clopidogrel
also provides benefi t in patients with sepsis compared with no
therapy. Knowing this information may help focus future research on
determining the mechanism of ticagrelor’s benefi t. Conclusion Continuous administration of hydrocortisone hemi-
succinate in septic shock is associated with a lower risk of hypernatremia
than bolus administration. References Methods This retrospective cohort study included all patients over
the age of 40 with a confi rmed diagnosis of severe sepsis and an ICU
stay at our academic medical center from 1 January 2005 to 31 March
2011. Clopidogrel use, patient demographics, and APACHE II score at
the time of sepsis were collected from patient charts. Clinical outcomes
included in hospital mortality, development of acute respiratory
distress syndrome (ARDS), days on mechanical ventilation, in-hospital
cardiac events, hospital cost, and length of stay.i 1. Sprung CL, Annane D, Keh D, et al.: Hydrocortisone therapy f
ith
ti
h
k N E
l J M d 2008 358 111 124 1. Sprung CL, Annane D, Keh D, et al.: Hydrocortisone therapy for patients
with septic shock. N Engl J Med 2008, 358:111-124. 1. Sprung CL, Annane D, Keh D, et al.: Hydrocortisone therapy for patients
with septic shock. N Engl J Med 2008, 358:111-124. 2. Annane D, Bellissant E, Bollaert PE, et al.: Corticosteroids in the treatment of
severe sepsis and septic shock in adults: a systematic review. JAMA 2009,
301:2362. 2. Annane D, Bellissant E, Bollaert PE, et al.: Corticosteroids in the treatment of
severe sepsis and septic shock in adults: a systematic review. JAMA 2009,
301:2362. Continuous administration of corticosteroids in septic shock can
reduce risk of hypernatremia L Mirea1, R Ungureanu1, D Pavelescu1, IC Grintescu1, C Dumitrache2,
I Grintescu1, D Mirea3 L Mirea1, R Ungureanu1, D Pavelescu1, IC Grintescu1, C Dumitrache2,
I Grintescu1, D Mirea3 1Clinical Emergency Hospital of Bucharest, Romania; 2CI Parhon National
Institute of Endocrinology, Bucharest, Romania; 3Elias University Emergency
Hospital, Bucharest, Romania 1Clinical Emergency Hospital of Bucharest, Romania; 2CI Parhon National
Institute of Endocrinology, Bucharest, Romania; 3Elias University Emergency
Hospital, Bucharest, Romania Critical Care 2014, 18(Suppl 1):P239 (doi: 10.1186/cc13429) Introduction Although the administration of hydrocortisone in septic
shock generates adverse eff ects, the risk of corticosteroid-induced
hypernatremia may be reduced by continuous administration of the
drug [1,2]. g
Methods A total of 171 patients with septic shock were randomized
into three study groups: group A (n = 58), 200 mg/day hydrocortisone
hemisuccinate in four doses; group B (n = 59), same dose of
hydrocortisone hemisuccinate in continuous administration; group C
(n = 54), no hydrocortisone hemisuccinate. Mean serum sodium values,
the number of hypernatremia episodes and variations in serum sodium
(Na var) were investigated for 7 days. The local ethics committee
approved the study. Conclusion This pilot study shows a statistically signifi cant correlation
between SvO2 and SrO2 in patients with severe sepsis. An out-of-range
SrO2 LF or RF had a high predictive value for increased serum lactate. We therefore conclude that NIRS could have a role in goal-directed
therapy of patients with severe sepsis. Tissue oxygenation in patients with severe sepsis
A Oei1, M Kok2, A Karakus3, H Endeman4 The PPV for
out-of-range SrO2 LF was 85% versus 58% for normal SrO2 LF (OR 4.27;
95% CI 2.09 to 8.72), the PPV for out-of-range SrO2 RF was 77% versus
60% for normal SrO2 RF (OR 2.32; 95% CI 1.25 to 4.31) and the PPV for
out-of-range SrO2 RA 75% versus 60% for normal SrO2 RA (OR 1.94; 95%
CI 0.95 to 4.00).i P240 Results We identifi ed 824 patients who met the inclusion criteria for this
study. Of these patients, 76 (9.2%) had been exposed to clopidogrel. The mean APACHE II score was similar for patients receiving clopidogrel
and those who did not (23.4 vs. 22.6; P = 0.426). Patients exposed to
clopidogrel had a similar rate of in-hospital mortality (26.3% vs. 33.2%;
P = 0.223) and ARDS (43.4% vs. 38.6%; P = 0.415). While mortality was
also similar between the groups for patients with a low APACHE II
score (<25), mortality was lower in clopidogrel-exposed patients with
an APACHE II score ≥25 (27.3% vs. 45.6%; P = 0.045). Patients exposed
to clopidogrel did not have a higher use of blood products (65.8%
vs. 65.9%; P = 0.983). Patients exposed to clopidogrel did not have
signifi cantly more days on mechanical ventilation, or ventilation-free
days. Cardiac events during the hospital stay were not lower in patients
on clopidogrel (4.0 vs. 2.4; P = 0.432). Hospital costs and length of stay
did not diff er between the groups. P241 y
Results There were no diff erences between the three groups at
the beginning of the study regarding demographic data and the
clinical characteristics. Mean values of natremia were normal in
group C (140.35 ± 7.390 mEq/l to 144.79 ± 8.338 mEq/l) during
the study period. High mean values appeared on day 4 in group A
(147.21 ± 8.470 mEq/l to 149.37 ± 8.973 mEq/l on day 7) and on day 5
in group B (146.36 ± 8.272 mEq/l to 147.70 ± 8.865 mEq/l). Na var was
8.59 ± 5.960 mEq/l (–8 and 21 mEq/l) in group A, 6.63 ± 7.609 mEq/l (–17
and 23 mEq/l) in group B and 4.54 ± 7.455 mEq/l (–12 and 22 mEq/l)
in group C. This variation is statistically signifi cant when groups A and
B are compared with group C (P = 0.012) and when only group A is
compared with group C (P = 0.0019). The risk of hypernatremia after
hydrocortisone hemisuccinate was almost three times higher than
that of patients who did not receive this drug (RR 2.82, 1.35 <OR <5.90, Delayed admission to the ICU is associated with increased
in-hospital mortality in patients with community-acquired severe
sepsis or shock
A Schnegelsberg, J Mackenhauer, M Pedersen, H Nibro, H Kirkegaard
Aarhus University Hospital, Aarhus C, Denmark
Critical Care 2014, 18(Suppl 1):P241 (doi: 10.1186/cc13431) P237
Multiple trauma is linked with reversal of immunoparalysis and
provides survival benefi t from Pseudomonas aeruginosa
E Mandragos1 A Pistiki2 DI Droggiti2 M Georgitsi2 Does clopidogrel change morbidity and mortality in ICU sepsis
patients? DG Klepser, PP Dobesh, TR McGuire, DA Roberts, AL Himmelberg,
KM Olsen
University of Nebraska Medical Center College of Pharmacy, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P238 (doi: 10.1186/cc13428) Multiple trauma is linked with reversal of immunoparalysis and
provides survival benefi t from Pseudomonas aeruginosa
E Mandragos1, A Pistiki2, DI Droggiti2, M Georgitsi2,
E Giamarellos-Bourboulis2
1Attikon Hospital, Chaidari, Attiki, Greece; 2University of Athens, Medical
School, Athens, Greece
Critical Care 2014, 18(Suppl 1):P237 (doi: 10.1186/cc13427) E Mandragos , A Pistiki , DI Droggiti , M Georgitsi ,
E Giamarellos-Bourboulis2
1Attikon Hospital, Chaidari, Attiki, Greece; 2University of Athens, Medical
School, Athens, Greece
Critical Care 2014, 18(Suppl 1):P237 (doi: 10.1186/cc13427) Introduction The purpose of this study was to evaluate whether
patients with sepsis exposed to clopidogrel have lower mortality and
fewer days on mechanical ventilation compared with patients not
exposed to clopidogrel. A recent post-hoc analysis of the PLATO trial
suggests that the antiplatelet agent ticagrelor provided a signifi cant Introduction Patients with multiple injuries are prone to hospital-
acquired infections. We hypothesized that exposure to multiple injuries
may modulate the innate immune response and the subsequent
outcome of infections. S86 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 24 hours has been found to be signifi cantly higher compared with
patients admitted directly to the ICU from the ED [2]. 24 hours has been found to be signifi cantly higher compared with
patients admitted directly to the ICU from the ED [2]. pyelonephritis or intraabdominal infection were blindly assigned to
placebo or clarithromycin for four consecutive days as adjunctive
treatment to standard of care. Clarithromycin was administered at a
dose of 1 g once daily in 1 hour of continuous infusion. Organ failures
before allocation to blind treatment were defi ned according to the
Surviving Sepsis Campaign 2003 defi nitions. Cox regression analysis
was done to verify the eff ect of clarithromycin as a moderator. Hazard
ratios (HRs) and 95% confi dence intervals (CIs) were calculated. pyelonephritis or intraabdominal infection were blindly assigned to
placebo or clarithromycin for four consecutive days as adjunctive
treatment to standard of care. Clarithromycin was administered at a
dose of 1 g once daily in 1 hour of continuous infusion. Organ failures
before allocation to blind treatment were defi ned according to the
Surviving Sepsis Campaign 2003 defi nitions. Cox regression analysis
was done to verify the eff ect of clarithromycin as a moderator. Hazard
ratios (HRs) and 95% confi dence intervals (CIs) were calculated. Methods A retrospective cohort study of patients admitted with
community-acquired sepsis to a 12-bed, tertiary ICU at a university-
affi liated teaching hospital, November 2008 to October 2010. Patients
were divided into two groups based on their ICU admission pattern:
direct transfer from the ED (direct group); and one or more ward
transfers between the ED and ICU within 48 hours (delayed group). Our
primary outcome measure was mortality.i i
Results Forty-nine patients of the placebo arm and 55 patients of the
clarithromycin arm had acute lung injury (ALI); mortality was 51.0%
and 30.9% respectively (P = 0.046). Forty-seven patients of the placebo
arm and 54 patients of the clarithromycin arm had acute coagulopathy;
mortality was 44.7% and 44.4% respectively (P = 1.000). Twenty
patients of the placebo arm and 19 patients of the clarithromycin arm
had metabolic acidosis; mortality was 55.0% and 52.6% respectively
(P = 1.000). Twenty-nine patients of the placebo arm and 39 patients
of the clarithromycin arm had acute oliguria; mortality was 55.2%
and 48.7% respectively (P = 0.631). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 ALI (HR = 2.42; 95% CI = 1.45 to
4.03, P = 0.001), acute coagulopathy (HR = 2.65; CI = 1.69 to 4.16) and
cardiovascular failure (HR = 3.36, CI = 2.09 to 5.39) were independently
associated with unfavorable outcome. Adding treatment with
clarithromycin in the equation reduced the risk for death by ALI by
1.86-fold (HR = 0.54; CI = 0.29 to 0.99, P = 0.049). Results We identifi ed 277 patients admitted to the ICU within 48 hours
from arrival in the ED. Of these, 186 were admitted directly from the
ED, and 91 patients had more than one ward transfer between the
ED and the ICU. In-hospital mortality in the delayed group was 32%
compared with 21% in the direct group (P = 0.0477). Patients with
delayed admission had signifi cantly lower APACHE II scores: 21 (16; 26)
and 24 (18.75; 31) respectively (P = 0.0016). The in-hospital LOS was
similar in the two groups. For patients in the delayed group, we found a
trend toward increased 30-day mortality (P = 0.0723), 90-day mortality
(P = 0.0838) and higher Charlson Comorbidity Index (P = 0.0609). g
y
Conclusion We found that patients admitted with community-
acquired severe sepsis or shock are more likely to die in-hospital if they
experience redundant ward transfers within 48 hours of admission. However, the delayed group was signifi cantly lower risk stratifi ed in the
ICU based on their APACHE II score. Identifi cation of severe sepsis and
risk assessment in the ED is crucial for patient outcome. Conclusion Clarithromycin is a major moderator of the physical course
of Gram-negative sepsis complicated with ALI. Reference References
1. Vallés J, et al.: Chest 2003, 123:1615-1624. 2. Parkhe M, et al.: Emergency Med 2002, 14:50-57. 1. Vallés J, et al.: Chest 2003, 123:1615-1624. 2. Parkhe M, et al.: Emergency Med 2002, 14:50-57. 1. Giamarellos-Bourboulis EJ, et al.: J Antimicrob Chemother 2013. [Epub ahead of
print] ,
,
2. Parkhe M, et al.: Emergency Med 2002, 14:50-57. print] P243i Eff ect of clarithromycin in patients with Gram-negative sepsis:
subgroup analysis of a randomized trial
E Giamarellos-Bourboulis1, K Lymberopoulou2, I Tsangaris3,
A Antonopoulou3, A Marioli2, L Leonidou4, E Douzinas3, I Koutelidakis5,
A Armaganidis3
1University of Athens, Medical School, Athens, Greece; 2Sismanogleion General
Hospital, Athens, Greece; 3University of Athens, Athens, Greece; 4University of
Patras, Rion, Greece; 5Aristotle University, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P242 (doi: 10.1186/cc13432) Benefi t profi le of recombinant human soluble thrombomodulin in
sepsis-induced DIC
K Yamakawa1, H Ogura1, S Fujimi2, M Morikawa3, Y Ogawa1, Y Umemura2,
Y Inoue3, H Tanaka3, T Hamasaki1, T Shimazu1
1Osaka University Graduate School of Medicine, Osaka, Japan; 2Osaka
General Medical Center, Osaka, Japan; 3Juntendo University Urayasu Hospital,
Chiba, Japan
Critical Care 2014, 18(Suppl 1):P243 (doi: 10.1186/cc13433) Delayed admission to the ICU is associated with increased
in-hospital mortality in patients with community-acquired severe
sepsis or shock Introduction The aim of this study is to determine whether ward
transfers causing delayed ICU admission are associated with increased
in-hospital mortality in patients with community-acquired severe
sepsis or shock. Community-acquired infections are among the leading
causes of ICU admission [1]. The 30-day mortality for adult emergency
department (ED) patients with a delay in ICU admission of up to Introduction The aim of this study is to determine whether ward
transfers causing delayed ICU admission are associated with increased
in-hospital mortality in patients with community-acquired severe
sepsis or shock. Community-acquired infections are among the leading
causes of ICU admission [1]. The 30-day mortality for adult emergency
department (ED) patients with a delay in ICU admission of up to S87 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Comprehensive assessment of the true sepsis burden using
electronic health record screening augmented by natural language
processing
R Arnold, J Isserman, S Smola, E Jackson
Christiana Care Health System, Newark, DE, USA
Critical Care 2014, 18(Suppl 1):P244 (doi: 10.1186/cc13434) R Arnold, J Isserman, S Smola, E Jackson Table 1 (abstract P245). Patient characteristics
ICU survivors
ICU nonsurvivors
n
47 (73%)
17 (27%)
Age (years)
53 (38 to 65)
49 (33 to 62)
BM transplant
24 (51%)
7 (41%)
Table 2 (abstract P245). Characteristics on admission to the ICU
ICU survivors
ICU nonsurvivors
Neutrophil count
0.5 (0.3)
0.2 (0.3)*
Days of neutropenia
3 (0 to 8)
6 (0 to 19)
*P <0.05. Conclusion In a group of oncology patients admitted to the ICU with
neutropenia and severe sepsis/septic shock, we found an in-hospital
mortality of less than 50%. This is similar to the general population. Reference
1. Quenot et al.: Crit Care 2013, 17:R65. P246
Vitamin D and ICU outcome in septic patients: a diffi cult
connection? FI Socci, A Cecchi, S Di Valvasone, M Ciapetti, L Perretta, ML Migliaccio,
G Zagli, S Batacchi, G Cianchi, M Bonizzoli, A Terreni, A Peris
AOU Careggi, Florence, Italy
Critical Care 2014, 18(Suppl 1):P246 (doi: 10.1186/cc13436)
Introduction Vitamin D a secosteroid hormone has roles in the Table 1 (abstract P245). Patient characteristics
ICU survivors
ICU nonsurvivors
n
47 (73%)
17 (27%)
Age (years)
53 (38 to 65)
49 (33 to 62)
BM transplant
24 (51%)
7 (41%)
Table 2 (abstract P245). Characteristics on admission to the ICU
ICU survivors
ICU nonsurvivors
Neutrophil count
0.5 (0.3)
0.2 (0.3)*
Days of neutropenia
3 (0 to 8)
6 (0 to 19)
*P <0.05. Table 1 (abstract P245). Patient characteristics
ICU survivors
ICU nonsurvivors Table 1 (abstract P245). Patient characteristics Table 1 (abstract P245). Patient characteristics y
Critical Care 2014, 18(Suppl 1):P244 (doi: 10.1186/cc13434) Introduction Interventional trials for sepsis have not shown an
improvement in patient outcomes, often due to the lack of a diagnostic
gold standard resulting in large heterogeneity of the patients enrolled. Electronic health record (EHR) screening tools have been applied to
the sepsis population but limited to vital sign and laboratory data to
identify target patients. Our objective was to describe an investigational
database created through the application of a new EHR screening tool
that applies natural language processing (NLP) analysis to clinical
documentation to augment the identifi cation of infection. i
Methods We acquired data from the Clinical Vigilance for Sepsis
EHR screen on consecutive patients from two hospital systems over
12 months at a 300-bed community hospital and 24 months from a 500-
bed academic tertiary care center. Eff ect of clarithromycin in patients with Gram-negative sepsis:
subgroup analysis of a randomized trial Eff ect of clarithromycin in patients with Gram-negative sepsis:
subgroup analysis of a randomized trial
E Giamarellos-Bourboulis1, K Lymberopoulou2, I Tsangaris3,
A Antonopoulou3, A Marioli2, L Leonidou4, E Douzinas3, I Koutelidakis5,
A Armaganidis3
1University of Athens, Medical School, Athens, Greece; 2Sismanogleion General
Hospital, Athens, Greece; 3University of Athens, Athens, Greece; 4University of
Patras, Rion, Greece; 5Aristotle University, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P242 (doi: 10.1186/cc13432) Eff ect of clarithromycin in patients with Gram-negative sepsis:
subgroup analysis of a randomized trial
E Giamarellos-Bourboulis1, K Lymberopoulou2, I Tsangaris3,
A Antonopoulou3, A Marioli2, L Leonidou4, E Douzinas3, I Koutelidakis5,
A Armaganidis3
1University of Athens, Medical School, Athens, Greece; 2Sismanogleion General
Hospital, Athens, Greece; 3University of Athens, Athens, Greece; 4University of
Patras, Rion, Greece; 5Aristotle University, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P242 (doi: 10.1186/cc13432) E Giamarellos-Bourboulis1, K Lymberopoulou2, I Tsangaris3, Introduction Recombinant human soluble thrombomodulin (rhTM)
demonstrated promising evidence suggestive of effi cacy in a phase
IIb, randomized, controlled trial [1] and is currently under evaluation
in a phase III trial. However, the benefi t profi les of rhTM have not been
elucidated. The purpose of this study was to explore whether patients
with a high disease severity (according to Acute Physiology and
Chronic Health Evaluation (APACHE) II and Sequential Organ Failure
Assessment (SOFA) scores) might have a treatment benefi t from rhTM
administration. Introduction A recent randomized trial of our group showed that
blind treatment with clarithromycin decreased mortality from septic
shock and multiple organ dysfunction, shortened time until resolution
of infection in patients with severe sepsis/shock and decreased
hospitalization costs [1]. The effi cacy of clarithromycin in relation with
the type of failing organs is analyzed.l Methods Six hundred patients with systemic infl ammatory response
syndrome due to primary Gram-negative bacteremia or acute Figure 1 (abstract P243). Estimated survival curves for each of three disease severities. Figure 1 (abstract P243). Estimated survival curves for each of three disease severities. S88 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods This was a post-hoc, subgroup analysis of a multicenter
retrospective cohort study [2] conducted in three tertiary referral
hospitals in Japan. All patients with sepsis-induced DIC who required
ventilator management were included. We stratifi ed all patients with
diff erent disease severity, as defi ned by APACHE II and SOFA scores
to three strata. Outcomes of neutropenic patients with severe sepsis on a specialist
cancer ICU S Jhanji, S Hallam, T Wigmore
Royal Marsden NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P245 (doi: 10.1186/cc13435) Royal Marsden NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P245 (doi: 10.1186/cc13435) Introduction The hospital survival rate for patients with septic shock
remains at approximately 50% [1]. Critically ill cancer patients have
often been considered poor candidates for ICU management due to
the perception of poor outcomes for this group, in particular in the
presence of neutropenia. There is a paucity of data supporting this. The
objective of this study was to describe clinical outcomes for a group of
septic neutropenic patients admitted to a cancer ICU. y
Results Eligible were 162 patients with sepsis-induced DIC; 68 patients
received rhTM and 94 did not. After adjusting for imbalances, rhTM
administration was signifi cantly associated with reduced mortality only
in patents in the stratum II group (APACHE II, 22 to 27) (adjusted hazard
ratio, 0.20; 95% confi dence interval, 0.05 to 0.74; P = 0.016), while not
signifi cant in stratum I and stratum III (Figure 1). A similar tendency was
observed in analysis for SOFA score (stratum I (SOFA, –10), P = 0.368;
stratum II (SOFA, 11 to 12), P = 0.012; stratum III (SOFA, 13–), P = 0.673). Conclusion A survival benefi t with rhTM treatment was observed
in sepsis-induced DIC and a high risk of death according to baseline
APACHE II and SOFA scores. Methods All neutropenic patients (neutrophils <1,000/mm3) admitted
to the ICU at the Royal Marsden hospital (London, UK) between October
2010 and December 2012 with a diagnosis of severe sepsis/septic
shock were included retrospectively. Data were collated from patients’
electronic records after approval by the hospital audit committee. Data
are presented as the absolute value (%) or median (IQR). Fisher’s exact
test or the Mann–Whitney U test was used as appropriate. Conclusion A survival benefi t with rhTM treatment was observed
in sepsis-induced DIC and a high risk of death according to baseline
APACHE II and SOFA scores. P246 Results The EHR screen identifi ed 216,550 patients over a total of
36 months from the two hospitals. A total of 37,160 (17%) patients
were treated with i.v. antibiotics. Sepsis patients experienced a 3%
(1,186/37,160) mortality rate relative to 0.5% (448/216,550) in patients
without infection at any time. Sepsis at any time represented 73%
(1,186/1,634) of all in-hospital deaths. ICU transfer occurred in 18%
(6,865/37,160) of patients, with septic shock (vasopressor requirement)
occurring in 10% (3,837), and 13% (5,072) requiring mechanical
ventilation. Comprehensive assessment of the true sepsis burden using
electronic health record screening augmented by natural language
processing
R Arnold, J Isserman, S Smola, E Jackson
Christiana Care Health System, Newark, DE, USA
Critical Care 2014, 18(Suppl 1):P244 (doi: 10.1186/cc13434) A physician order for intravenous
antibiotics was used as a surrogate for suspected infection, removing
patients receiving a single dose of antibiotics without subsequent
administration. Each patient’s in-hospital course was tracked from
arrival to fi nal disposition, identifying vital signs, laboratory values,
radiological results, and interventions as they occurred. Patients
were followed for the primary outcome of mortality, with secondary
outcomes of transfer to the ICU, vasopressor initiation and mechanical
ventilation. Conclusion In a group of oncology patients admitted to the ICU with
neutropenia and severe sepsis/septic shock, we found an in-hospital
mortality of less than 50%. This is similar to the general population. Reference 1. Quenot et al.: Crit Care 2013, 17:R65. References y
pp
p
Results Sixty-four neutropenic patients were admitted to the ICU
during this period. Forty-seven (73%) patients survived to ICU discharge
and 34 (53%) patients to hospital discharge. Twenty-two (34%) patients
were alive at 6 months and 18 (28%) patients were alive at 12 months. Seventy-seven percent of patients had microbiologically documented
infections. There was no signifi cant diff erence between ICU survivors
and nonsurvivors in duration of neutropenia, the presence of, or
removal of, indwelling catheters, or the source of sepsis. Mechanical
ventilation and need for vasopressors were associated with worse
outcomes. Patient characteristics are presented in Tables 1 and 2. 1. Vincent JL, et al.: Crit Care Med 2013, 41:2069-2079. 2. Yamakawa K, et al.: Intensive Care Med 2013, 39:644-652. P244 Eff ect of clarithromycin in patients with Gram-negative sepsis:
subgroup analysis of a randomized trial Intervention eff ects estimated as hazard ratios were
analyzed by Cox regression analysis adjusted for propensity model to
detect subgroup heterogeneity of the eff ects of rhTM on in-hospital
mortality. Comprehensive assessment of the true sepsis burden using
electronic health record screening augmented by natural language
processing Comprehensive assessment of the true sepsis burden using
electronic health record screening augmented by natural language
processing
R Arnold, J Isserman, S Smola, E Jackson
Christiana Care Health System, Newark, DE, USA
Critical Care 2014, 18(Suppl 1):P244 (doi: 10.1186/cc13434) P248
Effi cacy of early administration of thrombomodulin alfa in patients
with sepsis-induced disseminated intravascular coagulation:
subanalysis from post-marketing surveillance data Y Eguchi1, S Gando2, H Ishikura3, D Saitoh4, J Mimuro5, H Takahashi6,
I Kitajima7, H Tsuji8, T Matsushita9, Y Sakata5
1Shiga University of Medical Science, Shiga, Japan; 2Hokkaido University
Graduate School of Medicine, Hokkaido, Japan; 3Fukuoka University, Fukuoka,
Japan; 4National Defense Medical College, Saitama, Japan; 5Jichi Medical
University, School of Medicine, Tochigi, Japan; 6Niigata Prefectural Kamo
Hospital, Niigata, Japan; 7Graduate School of Medical and Pharmaceutical
Science, University of Toyama, Japan; 8Kyoto Prefectural University of
Medicine, Kyoto, Japan; 9Nagoya University Hospital, Nagoya, Japan
Critical Care 2014, 18(Suppl 1):P248 (doi: 10.1186/cc13438) Results Most patients showed vitamin D levels below 20 ng/ml, and
we have not demonstrated a statistical signifi cance correlation in
the univariate regression between vitamin D level and both SAPS
(P = 0.300) or length of stay in hospital (P = 0.154). Also our data do not
demonstrate a statistical signifi cance diff erence at t test between the
value of vitamin D in the dead group and the alive group. Introduction We hypothesize that the early administration of thrombo-
modulin alfa (TM-alfa) (Recomodulin® injection; Asahi Kasei Pharma
Corporation, Tokyo, Japan) could improve mortality in patients with
sepsis-induced disseminated intravascular coagulation (DIC). TM-alfa
has been approved for use as a curative medicine for DIC in Japan from
2008 that was examined in a multicenter, randomized, clinical trial [1]. Introduction We hypothesize that the early administration of thrombo-
modulin alfa (TM-alfa) (Recomodulin® injection; Asahi Kasei Pharma
Corporation, Tokyo, Japan) could improve mortality in patients with
sepsis-induced disseminated intravascular coagulation (DIC). TM-alfa
has been approved for use as a curative medicine for DIC in Japan from
2008 that was examined in a multicenter, randomized, clinical trial [1]. Methods DIC was diagnosed based on the Japanese Association
for Acute Medicine (JAAM) criteria. From May 2008 to April 2010, a
total of 1,787 patients with sepsis-induced DIC from post-marketing
surveillance data [2] were analyzed. The survival rates on day 28 after
the last TM-alfa administration were evaluated. Methods DIC was diagnosed based on the Japanese Association
for Acute Medicine (JAAM) criteria. From May 2008 to April 2010, a
total of 1,787 patients with sepsis-induced DIC from post-marketing
surveillance data [2] were analyzed. The survival rates on day 28 after
the last TM-alfa administration were evaluated. Conclusion Several groups have reported an inverse association
between vitamin D levels in critically ill patients, severity of disease,
outcome length of ICU stay and mortality [3,4]. Dynamic myocardial depression in septic cardiomyopathy
A Darawshe, D Levingston, Y Haviv
The Chaim Sheba Medical Center affi liated to the Tel-Aviv University,
Ramatgan, Israel
Critical Care 2014, 18(Suppl 1):P249 (doi: 10.1186/cc13439) Introduction
Benefi cial
eff ects
of
3-hydroxy-3-methylglutaryl
coenzyme A (HMG-CoA) reductase inhibitors (statins) on vascular
diseases have been demonstrated in several clinical trials. Recently
discovered anti-infl ammatory eff ects of statins seem to have an
important role in counteracting the harmful eff ects of sepsis on the
coagulation system. Many epidemiologic studies evidence that statin
treatment may be associated with a better prognosis in severe bacterial
infections, and a recent randomized trial found a reduced mortality
in the statin group. We decided to perform a meta-analysis of all
randomized controlled trials ever performed on statin therapy in septic
patients to evaluate their eff ect on survival. g
The Chaim Sheba Medical Center affi liated to the Tel-Aviv University,
Ramatgan, Israel g
The Chaim Sheba Medical Center affi liated to the Tel-Aviv University,
Ramatgan, Israel Critical Care 2014, 18(Suppl 1):P249 (doi: 10.1186/cc13439) Introduction Depression of left ventricular contractility appears in
many diseases resulting from various etiology factors. One of the most
interesting features of septic cardiomyopathy is the signifi cant dynamic
myocardial depression that is commonly observed. In this context, the
objective of the present work is to characterize clinically, by laboratory,
by echocardiography, and by invasive measures the patients with
septic cardiomyopathy. f
Methods Four trained investigators searched and assessed pertinent
studies in BioMed Central, PubMed, Embase and the Cochrane Central
Register (divergences resolved by consensus). Inclusion criteria
were: random allocation to treatment; comparison of statins versus
any comparator in septic patients. Exclusion criteria were: duplicate
publications; nonadult studies; no data on main outcomes.i Methods A single-center database investigates all patients who were
admitted and treated for severe sepsis or septic shock in the ICU over
a period of 2 years (November 2011 to October 2013), and who were
discharged with a diagnosis of septic cardiomyopathy or new left
ventricular dysfunction. The clinical, laboratory, echocardiography, and
invasive measures, and clinical outcome were recorded. Results From the 105 patients that were investigated, 15 patients were
found with septic cardiomyopathy. Septic cardiomyopathy is more
prevalent among men (60%). Patients with septic cardiomyopathy
have an increased prevalence of immune compromised disease (46%),
and hypertension (40%). There was a need for mechanical respiratory
support for 86% of patients. The improvement in cardiac function Results Data from 650 patients in fi ve randomized controlled studies
were analyzed. P248
Effi cacy of early administration of thrombomodulin alfa in patients
with sepsis-induced disseminated intravascular coagulation:
subanalysis from post-marketing surveillance data In our experience we
have not found an evident correlation between low vitamin levels and
ICU outcomes. However, considering the prevalence of low vitamin D
levels among the medical patients admitted to the ICU, further studies
should be performed. Results The 28-day survival rate was 64.5%. Use of other anticoagulants
before and after TM-alfa administration did not aff ect the survival rate
(present vs. absent: 63.8% vs. 65.2% (P = 0.782) and 62.5% vs. 65.3%
(P = 0.606) respectively). The survival rate decreased signifi cantly
in proportion to the duration of DIC before TM-alfa administration
(P <0.001). More precisely, the 28-day survival rate was 66.4% when TM-
alfa was injected on the same day that DIC was diagnosed, whereas it
was 48.5% and 31.1% when TM-alfa was started 4 days later and 7 days
or more after DIC was diagnosed, respectively. These diff erences were
signifi cant (P = 0.033 and P <0.001, respectively).f p
References 1. Holick MF: Vitamin D defi ciency. N Engl J Med 2007, 357:266-281.i 2. Lucidarme O, et al.: Incidence and risk factors of vitamin D defi ciency in
critically ill patients: results from a prospective observational study. Intensive Care Med 2010, 36:1609-1611. 3. McKinney JD, et al.: Relationship between vitamin D status and ICU
outcomes in veterans. J Am Med Dir Assoc 2011, 12:208-211.i 3. McKinney JD, et al.: Relationship between vitamin D status and ICU
outcomes in veterans. J Am Med Dir Assoc 2011, 12:208-211.i 4. Higgins DM, et al.: Relationship of vitamin D defi ciency to clinical outcomes
in critically ill patients. JPEN J Parenter Enteral Nutr 2012, 36:713–720. 4. Higgins DM, et al.: Relationship of vitamin D defi ciency to clinical outcomes
in critically ill patients. JPEN J Parenter Enteral Nutr 2012, 36:713–720. i
Conclusion The early administration of TM-alfa may be eff ective for
patients with sepsis-induced DIC diagnosed based on the JAAM criteria. References Vitamin D and ICU outcome in septic patients: a diffi cult
connection? Introduction Vitamin D, a secosteroid hormone, has roles in the
optimal functioning of many organ systems and illnesses [1]. Recent
reports show that most patients admitted to the ICU are vitamin D
insuffi cient [2]. Introduction Vitamin D, a secosteroid hormone, has roles in the
optimal functioning of many organ systems and illnesses [1]. Recent
reports show that most patients admitted to the ICU are vitamin D
insuffi cient [2]. Conclusion Application of this novel EHR screening tool to identify
sepsis patients utilizes NLP applied to clinical documentation, providing
greater clinical context than laboratory and vital sign screening alone. This database represents the entire sepsis acuity spectrum, allowing
for a more granular description of the infectious process as well as
subgroups with adequate sample size. The dataset collected as a
patient-centered time series will enable future studies to focus on the
trajectory of clinical deterioration and shock before its occurrence. Methods In a 10-bed general ICU at the emergency department of a
tertiary teaching hospital in Florence (Italy), 71 medical patients with
severe sepsis or septic shock (51% men, 40% women) admitted to the
ICU between January 2013 and September 2013 were studied. Vitamin
D levels were measured by radioimmunoassay at admission, as well Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S89 Table 1 (abstract P246). topic. Published data, summarized by this meta-analysis of randomized
trials, show that statin therapy has no detrimental eff ect on survival in
the overall population of adult septic patients. P248fi A meta-analysis of randomized controlled trials on the use of statins
in septic patients 1. Saito H, et al.: J Thromb Haemost 2007, 5:31-41. 1. Saito H, et al.: J Thromb Haemost 2007, 5:31-41. 2. Mimuro J, et al.: Thromb Res 2013, 131:436-443. 1. Saito H, et al.: J Thromb Haemost 2007, 5:31-41. 2. Mimuro J, et al.: Thromb Res 2013, 131:436-443. 1. Saito H, et al.: J Thromb Haemost 2007, 5:31-41. 2. Mimuro J, et al.: Thromb Res 2013, 131:436-443. G Landoni, L Nobile, D Febres, E Frati, N Villari, AL Di Prima, R Dossi, L Pasin
Vita-Salute San Raff aele University, Milan, Italy G Landoni, L Nobile, D Febres, E Frati, N Villari, AL Di Prima, R Dossi, L Pasin
Vita-Salute San Raff aele University, Milan, Italy G Landoni, L Nobile, D Febres, E Frati, N Villari, AL Di Prima, R Dossi, L Pasin
Vita-Salute San Raff aele University, Milan, Italy Dynamic myocardial depression in septic cardiomyopathy f
y
y
Critical Care 2014, 18(Suppl 1):P247 (doi: 10.1186/cc13437) f
y
y
Critical Care 2014, 18(Suppl 1):P247 (doi: 10.1186/cc13437) Dynamic myocardial depression in septic cardiomyopathy
A Darawshe, D Levingston, Y Haviv
The Chaim Sheba Medical Center affi liated to the Tel-Aviv University,
Ramatgan, Israel
Critical Care 2014, 18(Suppl 1):P249 (doi: 10.1186/cc13439) Overall analysis showed no diff erence in mortality
between patients receiving statins (44/322 (14%)) versus control
(50/328 (15%)), RR = 0.90 (95% CI 0.65 to 1.26), P = 0.6.i Conclusion Scientifi c evidence for the role of statins in septic patients
is still limited and larger randomized trials should be performed on this S90 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 diagnostic and therapeutic effi cacy of these CXRs is now known to be
low [1]. Routine CXRs may only be benefi cial for certain indications
and the discussion regarding these indications and the safety of
abandoning routine CXRs is still continuing [2]. occurred at an average of 6.9 days. E. coli is the commonest bacterial
pathogen (33%). Laboratory fi ndings show elevated liver enzyme and
kidney function impairment in all patients. Thirty-three percent of
patients were treated with N-acetyl cysteine, and 46% were treated
with renal replacement therapy. High CRP was observed in all patients. Paroxysmal atrial fi brillation was diagnosed in 46%. Invasive measures
in 50% of the patients have demonstrated high cardiac index (CI) and
low systemic vascular resistant index (SVRI) on their admission, and 93%
demonstrate low CI and high SVRI a few hours later. Hospitalization stay
was between 3 and 42 days with an average of 14.6 days. occurred at an average of 6.9 days. E. coli is the commonest bacterial
pathogen (33%). Laboratory fi ndings show elevated liver enzyme and
kidney function impairment in all patients. Thirty-three percent of
patients were treated with N-acetyl cysteine, and 46% were treated
with renal replacement therapy. High CRP was observed in all patients. Paroxysmal atrial fi brillation was diagnosed in 46%. Invasive measures
in 50% of the patients have demonstrated high cardiac index (CI) and
low systemic vascular resistant index (SVRI) on their admission, and 93%
demonstrate low CI and high SVRI a few hours later. Hospitalization stay
was between 3 and 42 days with an average of 14.6 days. Methods We prospectively included all patients who underwent
major cardiac surgery in the year 2012. A direct postoperative CXR was
performed only for certain specifi ed indications. An on-demand CXR
could be obtained during the postoperative period according to other
specifi ed indications. Evaluation of early graft function in a case series of
lung-transplanted patients J Fumagalli, I Algieri, M Brioni, AM Villa, GM Ruggeri, F Rapido, A Colombo,
S Luoni, G Babini, B Safaee Fakhr, L Spada, S Froio, S Coppola, A Palleschi,
L Rosso, D Chiumello, F Valenza, L Gattinoni
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P252 (doi: 10.1186/cc13442) J Fumagalli, I Algieri, M Brioni, AM Villa, GM Ruggeri, F Rapido, A Colombo,
S Luoni, G Babini, B Safaee Fakhr, L Spada, S Froio, S Coppola, A Palleschi,
L Rosso, D Chiumello, F Valenza, L Gattinoni
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P252 (doi: 10.1186/cc13442) J Fumagalli, I Algieri, M Brioni, AM Villa, GM Ruggeri, F Rapido, A Colombo,
S Luoni, G Babini, B Safaee Fakhr, L Spada, S Froio, S Coppola, A Palleschi, J Fumagalli, I Algieri, M Brioni, AM Villa, GM Ruggeri, F Rapido, A Colombo,
S Luoni, G Babini, B Safaee Fakhr, L Spada, S Froio, S Coppola, A Palleschi, Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P252 (doi: 10.1186/cc13442) Critical Care 2014, 18(Suppl 1):P252 (doi: 10.1186/cc13442) Introduction The aim of the study was to investigate early graft
function in terms of biological and radiological variables in a case series
of lung transplant (Ltx). Conclusion The strategy of daily routine CXRs for critically ill patients
has developed from a common practice (63%) in 2006 [2] to a rare
practice (7%) nowadays. Intensivists still assume the value of routine
CXRs to be higher than the effi cacy that is reported in the literature. This might be due to the clinical value of negative fi ndings, which has
not been studied before. Methods We performed a prospective analysis of patients that
underwent Ltx at Fondazione IRCCS Cà Granda Policlinico of Milan
from 1 December 2012 to 10 December 2013. Donors’ lung parameters
were recorded. Recipients’ clinical data were collected daily and lung
computed tomography (CT) at end expiration was performed within
7 days after Ltx. On the same day, bronchoalveolar lavage was collected
[1]. Quantitative CT analysis was run on separate lungs for each patient. Results Out of 25 LTx, 12 paired data for donors and recipients were
analyzed. Lung donors’ PaO2/FiO2 was 392 ± 118, Oto score was 5 ± 3,
and ICU length of stay was 2 ± 1 days. P252 Results Of the 83 ICUs that were contacted, 69 (83%) responded to the
survey. Only 7% of ICUs still perform daily routine CXRs for all patients
while 65% of ICUs say never to perform CXRs on a routine basis. A daily
meeting with a radiologist is established in the majority of ICUs and is
judged to be important or even essential. The therapeutic effi cacy of
routine CXRs was assumed by intensivists to be lower than 10% or to
be between 10 and 20%. The effi cacy of on-demand CXRs was assumed
to be between 10 and 60%. There is consensus between intensivists
to perform a routine CXR after endotrachial intubation, chest tube
placement or central venous catheterization. P251 Table 1 (abstract P252). Quantitative CT scan analysis on transplanted lungs Table 1 (abstract P252). Quantitative CT scan analysis on transplanted lungs
Lung CT
Mean ± SD (n = 16)
Volume (ml)
1,639 ± 437
Weight (g)
761 ± 175
Hyper infl ated (%)
0.0 ± 0.0
Normal (%)
38.9 ± 17.1
Poorly (%)
29.4 ± 8.4
Not infl ated (%)
31.7 ± 14.9 P250i Signifi cant change in the practice of chest radiography in Dutch ICUs
M Tolsma1, TA Rijpstra2, MJ Schultz3, NJ Van der Meer2
1University Medical Center Utrecht, the Netherlands; 2Amphia Hospital, Breda,
the Netherlands; 3Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P250 (doi: 10.1186/cc13440) Conclusion Stating clear indications for CXRs following cardiac surgery
increases the effi cacy of these CXRs and safely reduces the total number
of CXRs signifi cantly. Introduction We performed a survey under Dutch intensivists on
the current practice of chest radiography in their departments. Chest
radiographs (CXRs) are obtained frequently in ICU patients, despite the
diagnostic and therapeutic effi cacy of routine CXRs being known to be
low. The discussion regarding specifi c indications for CXRs in critically ill
patients and the safety of abandoning routine CXRs is still continuing [1]. Methods A web-based questionnaire was sent to the medical director
of all adult ICUs in the Netherlands. This survey contained questions
regarding ICU characteristics, ICU patients, daily CXR strategies,
indications for routine CXRs and the practice of radiologic evaluation. Introduction We performed a survey under Dutch intensivists on
the current practice of chest radiography in their departments. Chest
radiographs (CXRs) are obtained frequently in ICU patients, despite the
diagnostic and therapeutic effi cacy of routine CXRs being known to be
low. The discussion regarding specifi c indications for CXRs in critically ill
patients and the safety of abandoning routine CXRs is still continuing [1]. Methods A web-based questionnaire was sent to the medical director
of all adult ICUs in the Netherlands. This survey contained questions
regarding ICU characteristics, ICU patients, daily CXR strategies,
indications for routine CXRs and the practice of radiologic evaluation. Results Of the 83 ICUs that were contacted, 69 (83%) responded to the
survey. Only 7% of ICUs still perform daily routine CXRs for all patients
while 65% of ICUs say never to perform CXRs on a routine basis. A daily
meeting with a radiologist is established in the majority of ICUs and is
judged to be important or even essential. The therapeutic effi cacy of
routine CXRs was assumed by intensivists to be lower than 10% or to
be between 10 and 20%. The effi cacy of on-demand CXRs was assumed
to be between 10 and 60%. There is consensus between intensivists
to perform a routine CXR after endotrachial intubation, chest tube
placement or central venous catheterization. References 1. Tolsma M, Kröner A, van den Hombergh CL, et al.: The clinical value of
routine chest radiographs in the fi rst 24 hours after cardiac surgery. Anesth
Analg 2011, 112:139-142. g
2. Ganapathy A, Adhikari NK, Spiegelman J, Scales DC: Routine chest X-rays in
intensive care units: a systematic review and meta-analysis. Crit Care 2012,
16:R68. Evaluation of early graft function in a case series of
lung-transplanted patients Recipients’ age was 56 ± 11 years,
and body mass index was 24 ± 4 kg/m2. Four patients received double
Ltx, and the warm ischemia time was 85 ± 16 and 94 ± 14 respectively
for right lung and left lung. When the CT scan was performed (on References 1. Ganapathy A, Adhikari NK, Spiegelman J, Scales DC: Routine chest X-rays in
intensive care units: a systematic review and meta-analysis. Crit Care 2012,
16:R68. doi: 10.1186/cc11321. 2. Graat ME, Hendrikse KA, Spronk PE, Korevaar JC, Stoker J, Schultz MJ: Chest
radiography practice in critically ill patients: a postal survey in the
Netherlands. BMC Med Imaging 2006, 18:6:8. 2. Graat ME, Hendrikse KA, Spronk PE, Korevaar JC, Stoker J, Schultz MJ: Chest
radiography practice in critically ill patients: a postal survey in the
Netherlands. BMC Med Imaging 2006, 18:6:8. Dynamic myocardial depression in septic cardiomyopathy
A Darawshe, D Levingston, Y Haviv
The Chaim Sheba Medical Center affi liated to the Tel-Aviv University,
Ramatgan, Israel
Critical Care 2014, 18(Suppl 1):P249 (doi: 10.1186/cc13439) For all patients who did not have a CXR taken
before the morning of the fi rst postoperative day, a control CXR was
then performed. All CXR fi ndings were noted and classifi ed, including
whether or not they led to an intervention. Diagnostic and therapeutic
effi cacy values were calculated. Conclusion Septic cardiomyopathy is more common among immune
compromised patients. It is characterized by dynamic changes in the
cardiac function based on echocardiography and invasive measures. A
persistent hyperkinetic state was associated with high mortality rate. In
addition to echocardiography follow-up, invasive monitoring even in
their admission is of great importance for more eff ective and adequate
treatment. fi
Results A total of 1,351 patients were included who mainly underwent
coronary artery bypass grafting, valve surgery or a combination of
both. Eighteen percent of patients underwent a minimally invasive
cardiac surgery. The diagnostic effi cacy for major abnormalities was
clearly higher for the postoperative and on-demand CXRs, performed
on indication, when compared with the next-morning routine CXR
(6.7% and 6.9% vs. 2.9%) (P = 0.002). The therapeutic effi cacy was also
clearly higher for the postoperative and on-demand CXRs (2.9% and
4.1%), while the need for intervention after the morning control CXR
was now reduced to be minimal (0.6%) (P = 0.002). Stating clear indications for chest radiographs after cardiac surgery
increases their effi cacy and safely reduces costs y
p
g
Lung CT
Mean ± SD (n = 16) fi
M Tolsma1, TA Rijpstra2, PM Rosseel2, M Bentala2, HA Dijkstra2,
NJ Van der Meer2 1University Medical Center Utrecht, the Netherlands; 2Amphia Hospital, Breda,
the Netherlands 1University Medical Center Utrecht, the Netherlands; 2Amphia Hospital, Breda,
the Netherlands Critical Care 2014, 18(Suppl 1):P251 (doi: 10.1186/cc13441) Critical Care 2014, 18(Suppl 1):P251 (doi: 10.1186/cc13441) Introduction We investigated the effi cacy and safety of chest
radiographs (CXRs) performed on specifi ed indications only, directly
after cardiac surgery. CXRs in the ICU are frequently obtained routinely
for postoperative cardiosurgical patients, despite the fact that the S91 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 day 4 ± 1), four patients were mechanically ventilated, PaO2/FiO2 was
270 ± 93 and PaCO2 was 44.6 ± 10.0 mmHg. Primary graft dysfunction
grade 2 or 3 at 72 hours post Ltx was diagnosed in six patients. All
patients were discharged from ICU. Table 1 presents quantitative
analysis of transplanted lungs. The alveolar protein concentration and
not aerated tissue weight are signifi cantly related (R2 =0.69; P = 0.001). Conclusion Alveolar protein concentration is related to morphological
features of lungs early after Ltx. However, the early postoperative period when the rate of complications
is highest has been scarcely examined. Our study aimed to compare
the residual pulmonary function of pulmonary lobectomy patients
after VATS and the standard thoracotomy approach in the immediate
postoperative period. day 4 ± 1), four patients were mechanically ventilated, PaO2/FiO2 was
270 ± 93 and PaCO2 was 44.6 ± 10.0 mmHg. Primary graft dysfunction
grade 2 or 3 at 72 hours post Ltx was diagnosed in six patients. All
patients were discharged from ICU. Table 1 presents quantitative
analysis of transplanted lungs. The alveolar protein concentration and
not aerated tissue weight are signifi cantly related (R2 =0.69; P = 0.001). Conclusion Alveolar protein concentration is related to morphological
features of lungs early after Ltx. R f p
p
p
Methods This prospective study included 14 VATS and 13 thoracotomy
lobectomy (THOR) patients (age 58.8 ± 10.9 vs. 59 ± 8.9 years, P = 0.96;
preoperative FVC 3.4 ± 1 vs. 3.4 ± 0.95 l, P = 0.98 and preoperative
FEV1 2.7 ± 0.96 vs. 2.7 ± 0.6 l, P = 0.9, respectively). All patients
received standard surgical and postoperative care with standardized
pain management including i.v. p
References 1. Fang WF, et al.: Application and comparison of scoring indices to predict
outcomes in patients with healthcare-associated pneumonia. Crit Care
2011, 15:R32. 1. Fang WF, et al.: Application and comparison of scoring indices to predict
outcomes in patients with healthcare-associated pneumonia. Crit Care
2011, 15:R32. fi
y
Methods We present preliminary data of a prospective observational
ongoing study. Sixteen patients undergoing NIV treatment outside the
ICU for ARF of any origin were evaluated with LUS at three times: before
NIV application (T0), and at 5 minutes (T5) and 60 minutes (T60) of NIV
treatment. US scan was performed in six regions for each emithorax. LUS patterns were defi ned as: consolidation (C); multiple coalescent
B-lines (B+); multiple irregularly spaced B-lines (B) and normal aeration
(A). A LUS-ReS [2] was calculated detecting changes in the US pattern
when comparing T0 to T5 and T0 to T60 assessments. Outcome was
defi ned as NIV failure in the case of tracheal intubation or death within
1 week from ARF outset, otherwise NIV success.i 2. Jarvis S, et al.: Combining the National Early Warning Score with an early
warning score based on common laboratory test results better
discriminates patients at risk of hospital mortality. In Rapid Response
Systems and Medical Emergency Teams; May 13–14 2013; London. P253
Can laboratory blood tests be used to risk stratify patients admitted
with pneumonia?
L Apps, S Hutchinson, T Leary, L Perry
Norfolk & Norwich University Hospitals NHS Foundation Trust, Norwich, UK
Critical Care 2014, 18(Suppl 1):P253 (doi: 10.1186/cc13443) P253
Can laboratory blood tests be used to risk stratify patients admitted
with pneumonia? L Apps, S Hutchinson, T Leary, L Perry
Norfolk & Norwich University Hospitals NHS Foundation Trust, Norwich, UK
Critical Care 2014, 18(Suppl 1):P253 (doi: 10.1186/cc13443) Lung ultrasound reaeration score: a useful tool to predict
non-invasive ventilation eff ectiveness
L Nobile, P Beccaria, M Zambon, L Cabrini, G Landoni, A Zangrillo
Ospedale San Raff aele, Milan, Italy
Critical Care 2014, 18(Suppl 1):P255 (doi: 10.1186/cc13445) Conclusion Observational results suggest an EWS based on laboratory
tests can be used to risk stratify patients with pneumonia and could
be used to treat those with higher scores more aggressively earlier in
their illness. Further analysis is required to determine whether age is
a contributing factor and how this may modify the EWS. We need to
determine whether laboratory-based EWS risk stratifi cation can be
used in isolation, or whether it contributes suffi ciently to an existing
physiological EWS that a combined system would improve outcome
in our patients. Introduction The aim of our study is to evaluate the lung ultrasound
(LUS) reaeration score (ReS) as a predictive tool for non-invasive
ventilation (NIV) effi cacy in general wards for acute respiratory failure
(ARF) treatment. Even if ICUs are considered the safest place to perform
NIV, a shortage of intensive beds has lead to NIV application outside
the ICU. With appropriate patient selection, treatment-timing choice,
adequate monitoring and staff training, NIV application in general
wards can allow one to safely treat patients at an early stage with better
cost-eff ectiveness [1]. Few data assessing the right tool to evaluate NIV
treatment effi cacy are available. References 1. Cajipe MD, et al.: Am J Surg 2012, 204:607-612. 2. Ceppa DP, et al.: Ann Surg 2012, 256:487-493. 2. Ceppa DP, et al.: Ann Surg 2012, 256:487 493. 3. Varela G, et al.: Eur J Cardiothor Surg 2006, 30:644-648. 3. Varela G, et al.: Eur J Cardiothor Surg 2006, 30:644-648. Results Of 1,598 patients, 538 died during this admission. It is uncertain
whether death was due to pneumonia as only admission diagnosis is
recorded but overall mortality was 35%. Analysis of data showed a
strongly positive relationship between increasing EWS and increased
risk of mortality with a correlation coeffi cient of 0.97. Can laboratory blood tests be used to risk stratify patients admitted
with pneumonia? L Apps, S Hutchinson, T Leary, L Perry L Apps, S Hutchinson, T Leary, L Perry
Norfolk & Norwich University Hospitals NHS Foundation Trust, Norwich, UK
Critical Care 2014, 18(Suppl 1):P253 (doi: 10.1186/cc13443) Results The nFVC and nFEV1 values were signifi cantly higher in the
VATS group in the fourth and eighth postoperative hours compared
with the THOR group (84.3 ± 14.4 vs. 64.3 ± 23.4, P = 0.013 and 84 ± 18.8
vs. 64 ± 22, P = 0.017, respectively). There was no statistically signifi cant
diff erence between the groups in the 24th, 48th and 72nd hours,
although VATS patients showed higher values at each time points. The
length of ICU stay was similarly 1 day, but the length of hospital stay
was signifi cantly longer in the THOR group (5 (3 to 6) vs. 7 (3 to 42) days
(median and range) (P = 0.011)). Introduction Our objective was to determine whether an Early
Warning Score (EWS) based on laboratory tests could risk stratify
patients admitted to the Norfolk & Norwich University Hospitals
NHS Foundation Trust with pneumonia. Physiological EWS systems
producing an escalated response to an increasing score are used
eff ectively within the Trust, yet mortality is high in patients admitted
with a diagnosis of pneumonia. The CURB-65 score may not be an
eff ective risk stratifi cation tool for predicting mortality in the older
patient nor to guide intensive care admission [1]. Jarvis and colleagues
developed an EWS based on laboratory blood tests and used it in
conjunction with physiological EWS to eff ectively risk stratify all
medical patients [2]. g
Conclusion Preoperative lung function prediction severely over-
estimates the real lung capacity of lobectomy patients in the immediate
postoperative period. VATS lobectomy seems more benefi cial from the
point of early postoperative lung function. VATS lobectomy should be
considered in patients with poor preoperative spirometry results to
ensure better postoperative outcome. Methods Of 2,158 patients admitted with pneumonia during
12 months from August 2012, data were collected for 1,598 who had
received the required blood tests. Data included dates of admission,
discharge and death if appropriate, gender, haemoglobin (g/dl), white
cell count (109/l), sodium (mmol/l), potassium (mmol/l), urea (mmol/l),
creatinine (mmol/l) and albumin (g/l) on admission. A composite EWS
was calculated and measured against outcome. P255 55
Lung ultrasound reaeration score: a useful tool to predict
non-invasive ventilation eff ectiveness
L Nobile, P Beccaria, M Zambon, L Cabrini, G Landoni, A Zangrillo
Ospedale San Raff aele, Milan, Italy
Critical Care 2014, 18(Suppl 1):P255 (doi: 10.1186/cc13445) Stating clear indications for chest radiographs after cardiac surgery
increases their effi cacy and safely reduces costs diclofenac combined with epidural
administration of bupivacaine and fentanyl. Spirometry was performed
with a bedside MIR Spirolab II spirometer (Rome, Italy) preoperatively
and 4, 8, 24, 48 and 72 hours after the surgery. FVC, FEV1, PaO2, PaCO2,
complication rate, and length of ICU and hospital stay were recorded. Postoperatively measured FVC and FEV1 values were divided by
preoperatively predicted values and multiplied by 100 to give the
normalized FVC (nFVC) and FEV1 (nFEV1) [3].i Reference 1. Matute-Bello G, Liles WC, Radella F, Steinberg KP, Ruzinski JT, Jonas M, Chi EY,
Hudson LD, Martin TR: Neutrophil apoptosis in the acute respiratory
distress syndrome. Am J Respir Crit Care Med 1997, 156:1969-1977. Lung function in the immediate postoperative period after video-
assisted thoracoscopic and thoracotomy pulmonary resection
T Végh, R Nemes, B Fülesdi p
T Végh, R Nemes, B Fülesdi University of Debrecen, Medical and Health Science Center, Debrecen, Hungary
Critical Care 2014, 18(Suppl 1):P254 (doi: 10.1186/cc13444) University of Debrecen, Medical and Health Science Center, Debrecen, Hungary
Critical Care 2014, 18(Suppl 1):P254 (doi: 10.1186/cc13444) Results NIV treatment failed in fi ve patients. Eleven patients have been
successfully treated with NIV. Mean LUS-ReS (SD) at T0 to T5 was 0
(± 3.1) in group 0 and 2.5 (± 2.5) in group 1 (P = 0.15). Mean LUS-ReS
(SD) at T0 to T60 was –1.2 (± 3.9) in group 0 and 4.2 (± 3.4) in group
1 (P = 0.03). ROC curves were obtained for the two LUS-ReS at T0 to Introduction Previous studies reported that video-assisted thoraco-
scopic surgery (VATS) is more benefi cial for pulmonary lobectomy
concerning the late postoperative period than open thoracotomy [1,2]. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S92 Figure 1 (abstract P255). Figure 1 (abstract P255). Methods Physician sonographers accredited by the German Medical
Ultrasound Society (DEGUM) for ultrasonography in surgery,
anaesthesia or medicine were invited to participate in an online survey. Frequency of exposure to patients with suspected pneumothorax,
frequency of LUS use, assessment of diagnostic accuracy of LUS for
ruling-out or ruling-in pneumothorax and preferences regarding
technical aspects were enquired about. Results Eighty-nine physicians responded. Average exposure to
pneumothorax cases was 1/week. Fifty-fi ve per cent of respondents
used LUS ‘always’ or ‘frequently’. Thirty-four per cent of physicians rated
LUS as ‘always accurate’, and a further 54% as ‘accurate in a majority
of cases’ in ruling out pneumothorax. Twenty-one per cent rated
LUS as ‘always accurate’ and 69% as ‘accurate in a majority of cases’
in ruling in pneumothorax. Physicians reporting frequent exposure
to pneumothorax patients used LUS in a higher proportion of cases
(‘high caseload sonographers’) and were more confi dent to rule
out pneumothorax (Figure 1). In total, 16 diff erent combinations of
transducers, probe orientations and scanning modes were reported. Linear transducers, sagittal probe-orientation, and B-mode and
M-mode scanning were most often selected (38%). g
Conclusion Physicians’ use of LUS in the diagnosis of pneumothorax
was modest. Assessment of diagnostic accuracy gave markedly lower
scores than reported in clinical trials [1]. Correlation between frequency
of exposure, likelihood of LUS usage and confi dence in diagnostic
accuracy warrants further research into the nature of the learning
curve. Lung function in the immediate postoperative period after video-
assisted thoracoscopic and thoracotomy pulmonary resection
T Végh, R Nemes, B Fülesdi Considerable variations regarding technical aspects of LUS
refl ect the ambiguity of current recommendations [2]. More research
is required to establish the most effi cient way of performing LUS for
suspected pneumothorax and eff orts need to be made to promote its
use in these scenarios. Figure 1 (abstract P255). Figure 1 (abstract P255). T5 (AUC 0.72) and T0 to T60 (AUC 0.83) (Figure 1). A LUS-ReS cutoff
value of 0 can predict NIV eff ectiveness, with a sensibility of 91% and a
specifi city of 80%.i pi
y
Conclusion If confi rmed, our preliminary results suggest that LUS-ReS
could be a useful tool in predicting NIV eff ectiveness for ARF treatment. Caution has to be applied when interpreting our results considered the
small amount of patients enrolled. R f References 2. Volpicelli G, et al.: International Liaison Committee on Lung Ultrasound. International evidence-based recommendations for point-of-care lung
ultrasound. Intensive Care Med 2012, 38:577-591. 1. Cabrini L, et al.: Medical emergency team and non-invasive ventilation 1. Cabrini L, et al.: Medical emergency team and non-invasive ventilation
outside ICU for acute respiratory failure. Intensive Care Med 2009, 35:339-343. 1. Cabrini L, et al.: Medical emergency team and non invasive ventilation
outside ICU for acute respiratory failure. Intensive Care Med 2009, 35:339-343. 2. Bouhemad B, et al.: Bedside ultrasound assessment of positive end-
expiratory pressure-induced lung recruitment. Am J Respir Crit Care Med
2011, 183:341-347. References 1. Alrajhi K, et al.: Test characteristics of ultrasonography for the detection of
pneumothorax. A systematic review and meta-analysis. Chest 2012,
141:703-708. 1. Alrajhi K, et al.: Test characteristics of ultrasonography for the detection of
pneumothorax. A systematic review and meta-analysis. Chest 2012,
141:703-708. 2. Volpicelli G, et al.: International Liaison Committee on Lung Ultrasound. International evidence-based recommendations for point-of-care lung
ultrasound. Intensive Care Med 2012, 38:577-591. Eff ects of sitting on the respiratory pattern, mechanics and work of
breathing in mechanically ventilated patients
F Ruiz-Ferron1, J Serrano-Simon2
1Complejo Hospitalario de Jaen, Spain; 2Hospital Reina Sofi a, Cordoba, Spain
Critical Care 2014, 18(Suppl 1):P259 (doi: 10.1186/cc13449) Results The mean age of the patients was 59 years, 32 of the patients
were men. The mean (SD) diameter of the bronchi in SII patients
measured was 3.9 (1.5) mm (range 0.9 to 9.0 mm). There were
statistically signifi cant positive associations between wall thickening
(expressed as T/D ratio) and luminal narrow (expressed as LA%) and
the developed pneumonia (T/D ratio: R2 = 0.56, P <0.01 and LA%: R2 =
0.19, P = 0.005) and mechanical ventilation days (T/D ratio: R2 = 0.37,
P <0.0001 and LA%: R2 = 0.32, P <0.001, respectively). No statistically
signifi cant associations were identifi ed between T/D ratio or LA% and
initial P/F ratio, infusion volume initial 24 hours, ICU stay days, and
outcome. The mean T/D ratio and LA% were 0.25 (0.04) and 25.9% (7.6)
for patients with SII and 0.35 (0.04) and 44.7% (5.6) for controls. g
y
F Ruiz-Ferron1, J Serrano-Simon2 1Complejo Hospitalario de Jaen, Spain; 2Hospital Reina Sofi a, Cordoba, Spain
Critical Care 2014, 18(Suppl 1):P259 (doi: 10.1186/cc13449) Introduction The eff ect of sitting in an armchair on mechanically
ventilated patients has not been studied enough. We study a group
of patients ready for weaning for the respiratory pattern, mechanics
and work of breathing during reclining in bed and after sitting in an
armchair. Methods Thirteen patients who needed mechanical ventilation after
18 days (1 to 60) were studied during volume assist-control mechanical
ventilation and spontaneous breathing (O2T, CPAP or PSV) in both
positions. Airways, esophageal pressures and fl ow were registered for
posterior analysis. Passive respiratory mechanics were measured by
multiple linear regression methods, respiratory drive in esophageal
pressure (P01) and respiratory eff ort using the pressure time product
(PTP). Conclusion We have shown with the use of HRCT scanning on admission
that patients with SII have airway wall thickening compared with
normal controls. Furthermore, airfl ow obstruction due to bronchial wall
edema related with developed pneumonia and mechanical ventilation
days in SII patients. Results On controlled mechanical ventilation the respiratory system
and chest wall elastance were signifi cantly higher in sitting compared
with reclining positions (Ers 39 ± 24 vs. 33 ± 25 cmH2O/l and 10 ± 3
vs. 7 ± 3 cmH2O/l), respiratory resistances were similar (15 ± 3 vs. 14 ± 5 cmH2O/l/second) in both positions. Breathing pattern did not
change signifi cantly: tidal volume (0.406 ± 0.108 vs. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods We prospectively studied 42 patients with a diagnosis of
SII, according to visualized bronchoscopic fi ndings at admission,
and 15 control subjects. The thoracic high-resolution computed
tomography (HRCT) scan was obtained within a few hours of admission
to our hospital. Airway wall dimensions were calculated using a
validated method. The images were viewed on a workstation using a
magnifi cation of ×5, and measurements of overall (D) and internal (L)
diameter of the bronchi were made using electronic calipers, with wall
thickness (T) being derived from these measurements (T = (D – L) / 2). Luminal area (Ai, mm2) and total airway wall area (Ao) were calculated
from L and D, respectively, using the formula: A = r2. We used both
the ratio of airway wall thickness to total diameter (T/D ratio) and the
percentage luminal area (LA% = (Ai / Ao + Ai) × 100). Eff ects of sitting on the respiratory pattern, mechanics and work of
breathing in mechanically ventilated patients
F Ruiz-Ferron1, J Serrano-Simon2
1Complejo Hospitalario de Jaen, Spain; 2Hospital Reina Sofi a, Cordoba, Spain
Critical Care 2014, 18(Suppl 1):P259 (doi: 10.1186/cc13449) 0.394 ± 0.118 l),
inspiratory fl ow (0.74 ± 0.27 vs. 0.69 ± 0.23 l/second), inspiratory
(0.97 ± 0.23 vs. 0.97 ± 0.28 seconds) and expiratory (1.43 ± 0.55 vs. 1.39 ± 0.44 seconds) times and respiratory frequency (27 ± 7 vs. 26 ± 7 bpm). Respiratory drive and eff ort tend to be higher in the sitting
position, but not signifi cantly. P01: 3.7 ± 1.9 versus 3.0 ± 1.4 cmH2O,
Δpes: 19 ± 10 versus 15 ± 8 cmH2O, PTPmin: 373 ± 192 versus
284 ± 162 cmH2O/second*minute. References Speelberg B, van Beers F: Artifi cial ventilation in the semi-recumbent
position improves oxygenation and gas exchange [abstract]. Chest 2003
124:203S. 2. van Beers F, Speelberg B: Eff ect of body positioning in ventilated obese
patients [abstract]. In 18th Annual Congress of the European Society of
Intensive Care Medicine; Amsterdam; September 25-28 2005. 3. van Beers F, Speelberg B: The eff ect of semi-recumbency in ventilated
morbid obese patients [abstract]. In 19th Annual Congress of the European
Society of Intensive Care Medicine, Barcelona; September 24-27 2006. P256 j
y
H Yamamura, T Yamamoto, S Kaga, K Kaneda, Y Mizobata H Yamamura, T Yamamoto, S Kaga, K Kaneda, Y Mizobata
Osaka City University, Osaka, Japan
Critical Care 2014, 18(Suppl 1):P257 (doi: 10.1186/cc13447) P256
Ultrasound in the diagnosis of pneumothorax: a survey of current
practice
T Berlet, T Fehr, T Merz
Inselspital/University Hospital Bern, Switzerland
Critical Care 2014, 18(Suppl 1):P256 (doi: 10.1186/cc13446) y
y,
,
p
Critical Care 2014, 18(Suppl 1):P257 (doi: 10.1186/cc13447 Introduction Smoke inhalation injury (SII) is progress to pulmonary
edema, pneumonia, and acute respiratory distress syndrome. SII may
cause bronchial mucosal edema; we hypothesized that narrowing
of luminal air bronchus due to bronchial wall edema correlated with
respiratory deterioration of SII patients. Introduction The purpose of this study was to survey current practice
for the use of lung ultrasound (LUS) in the diagnosis of pneumothorax. Figure 1 (abstract P256). Accuracy of LUS in pneumothorax. S93 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 The win ratio method: a novel hierarchical endpoint for pneumonia
trials in patients on mechanical ventilation
A Montgomery1, T Abuan1, M Kollef2
1Cardeas Pharma, Seattle, WA, USA; 2Washington University, St Louis, MO, USA
Critical Care 2014, 18(Suppl 1):P260 (doi: 10.1186/cc13450) The win ratio method: a novel hierarchical endpoint for pneumonia
trials in patients on mechanical ventilation
A Montgomery1, T Abuan1, M Kollef2
1Cardeas Pharma, Seattle, WA, USA; 2Washington University, St Louis, MO, USA
Critical Care 2014, 18(Suppl 1):P260 (doi: 10.1186/cc13450) Semi-upright position improves ventilation and oxygenation in
mechanically ventilated intensive care patients
F Van Beers, P Vos
St Elisabeth Hospital, Tilburg, the Netherlands
Critical Care 2014, 18(Suppl 1):P258 (doi: 10.1186/cc13448) Semi-upright position improves ventilation and oxygenation in
mechanically ventilated intensive care patients
F Van Beers, P Vos
St Elisabeth Hospital, Tilburg, the Netherlands
Critical Care 2014, 18(Suppl 1):P258 (doi: 10.1186/cc13448) Introduction A semi-upright position (45° position) in ventilated
patients is recommended to prevent ventilator-associated pneumonia
(VAP) and is one of the fi rst steps in progressive early mobility. We
studied ventilated intensive care patients in a semi-upright position
compared with a supine position to explore whether there was an
improvement of oxygenation and ventilation. 2
Conclusion A sitting position for mechanically ventilated patients
increased the rigidity of chest wall and the respiratory system. The
eff ects of this mobilization must be evaluated because some patients
show higher respiratory drive and eff ort in this position. yg
Methods We retrospectively studied 60 patients in a mixed medical,
surgical, neurological ICU during 2003 and 2007 [1-3]. In this study the
eff ects of 45° position on the peripheral oxygen saturation (SpO2) and
the end-tidal carbon dioxide (ETCO2) were measured. Body position was
changed with a Total Care® bed (Hill-Rom) after results for the supine
position (10°) were obtained. Half an hour after the body position was
changed, measurements were taken, which included SpO2 and ETCO2. The results of body position change in the individual patients were
analysed with paired-samples t test. A signifi cance level <0.05 was
considered signifi cant. P260 Physiologic comparison between NAVA, PAV+ and PSV in critically
ill patients
E Ak
i
ki G P i i
ki E K
dili D G
l E Akoumianaki, G Prinianakis, E Kondili, D Georgopoulos
University Hospital of Heraklion, Greece
Critical Care 2014, 18(Suppl 1):P264 (doi: 10.1186/cc13454) y
Methods We retrospectively reviewed charts of all patients admitted
through the ED with a diagnosis of pneumonia requiring intubation
in the fi rst 24 hours between January 2011 and November 2012. Patients were classifi ed as SC collected or not collected. We recorded
demographic data, SC results, antibiotic choice and de-escalation,
ventilator-free days (up to day 14), and mortality in ICU and hospital. Inferential statistics were performed using SPSS version 20.0, with
P <0.05 considered signifi cant. Introduction The aim of the present study was to compare, in a group
of diffi cult to wean critically ill patients, the short-term eff ects of PSV,
PAV+ and NAVA on breathing pattern, patient eff ort and patient–
ventilator interaction. Introduction The aim of the present study was to compare, in a group
of diffi cult to wean critically ill patients, the short-term eff ects of PSV,
PAV+ and NAVA on breathing pattern, patient eff ort and patient–
ventilator interaction. Methods Seventeen patients were studied during NAVA, PAV+ and PSV
with and without artifi cial increase in ventilator demands (challenge)
using either dead space (DS, n = 10) or chest elastic load (CL, n = 7)
application. Airway and transdiaphragmatic (Pdi) pressures, electrical
activity of the diaphragm (EAdi), volume and fl ow were measured
breath by breath, while inspiratory integral of Pdi (PTPPdi) and EAdi
(EAdi) were calculated. i
Results Of 50 patients we reviewed, 43 (86%) were intubated in the ED,
45 had SC ordered (only eight (18%) by ED physicians), and 37 (74%)
had SC collected. There was no diff erence in age, gender or severity
of illness as measured by APACHE score between the two groups. ICU
mortality was lower in the SC collected group (24% vs. 69%, P = 0.007),
as was hospital mortality (30% vs. 77%, P = 0.007) and antibiotics
were de-escalated more often (89% vs. 8%, P <0.001). Patient with SC
collected showed a trend toward signifi cantly more ventilator-free days
(6.5 vs. 0, P = 0.053). Results At resting conditions all modes provided equal support as
indicated by a similar PTPPdi per breath, per minute and per liter of
ventilation. Failure to obtain admission sputum culture is associated with
higher mortality and fewer ventilator-free days for intubated
pneumonia patients: a quality improvement project f
Conclusion The results of this study revealed that among the NIMV
nonresponsive hypercapnic patients, nonventilatory factors such as
thyroid dysfunction and increased dead space ventilation should be
considered. Y Mahal, K Smith, R Riker Maine Medical Center, Portland, ME, USA Critical Care 2014, 18(Suppl 1):P261 (doi: 10.1186/cc13451) Introduction The primary objective was to assess the impact of failure
to obtain sputum culture (SC) among patients requiring intubation for
pneumonia. For patients admitted to an ICU with severe pneumonia,
guidelines recommend obtaining a lower respiratory tract sample
for culture. Our experience suggested this is rarely ordered from the
emergency department (ED). Physiologic comparison between NAVA, PAV+ and PSV in critically
ill patients
E Ak
i
ki G P i i
ki E K
dili D G
l Apart from triggering delay, which with and without the
challenge was signifi cantly higher with PAV+ than that with NAVA
and PSV, patient–ventilatory synchrony did not diff er among modes. Independent of challenging conditions, inspiratory eff ort to trigger the
ventilator was signifi cantly higher with PAV+ than with NAVA and PSV. Compared with PSV, PAV+ and NAVA favored a more variable breathing
pattern as indicated by the signifi cantly higher coeffi cient of variation
of tidal volume (VT). CL increased PTPPdi signifi cantly less with PAV+
than with PSV and NAVA, while the increase of PTPPdi after DS did
not diff er among modes. The relationship between VT and PTPPdi
was weaker with NAVA (median (IQR) r2 = 25.6% (2.7 to 58.1%)) than
with PAV+ (55.6% (34.4 to 61.6%)) and PSV (53.9% (23.2 to 77.4%)) on
account of a poor EAdi–PTPPdi relationship (r2 = 16.2% (1.4 to 30.9%))
during NAVA. Conclusion Sputum cultures were rarely ordered by ED physicians, and
when not obtained in intubated patients with pneumonia, ICU and
hospital mortality was higher, there was less antibiotic de-escalation,
and a trend toward fewer ventilator-free days. Eff orts to improve
collection of sputum cultures in these patients are warranted. P264 Physiologic comparison between NAVA, PAV+ and PSV in critically
ill patients Physiologic comparison between NAVA, PAV+ and PSV in criticall
ill patients
E Akoumianaki, G Prinianakis, E Kondili, D Georgopoulos
University Hospital of Heraklion, Greece
Critical Care 2014, 18(Suppl 1):P264 (doi: 10.1186/cc13454) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 These simulation results assumed
results within pairs were uncorrelated. If a positive correlation for each
endpoint within pairs is assumed, power for the win ratio endpoint
increases. g
y
Results Among the 41 patients, 28 (68%) were classifi ed as Group 1
and 13 (32%) as Group 2. No diff erences were identifi ed among the
ventilatory parameters of the two groups (P >0.05). Patients in Group 1
were younger, had higher admission PaCO2 levels, higher free T3 levels
and ejection fraction in echocardiography (P <0.05). VD/VT values of
Group 1 measured at admission and on the second and third days
of NIMV were lower than Group 2 (P <0.05). Similarly, they had lower
FEV1 percent predicted values in the stable period and on the fi rst and
second days of NIMV (P <0.05). FEV1/FVC was lower in Group 1 when
measured in the stable period and on the third and fourth days of NIMV. In Group 2, CRP values measured during the fi rst day (P = 0.014) and
third day (P = 0.031) of NIMV were identifi ed as higher. In multivariate
regression analysis, admission PaCO2 (OR: 1.59, 95% CI: 1.1 to 2.3, P =
0.014), free T3 (OR: 12, 95% CI: 1.51 to 101, P = 0.019), and VD/VT (OR:
1.23, 95% CI: 1.01 to 1.52, P = 0.048) were identifi ed as independent risk
factors aff ecting NIMV success. Conclusion The win ratio method is both clinically meaningful and
straightforward to explain. This method could provide a new approach
to powering both superiority and non-inferiority trials of novel
antibiotics. In particular, this method allows for well-powered phase 2
trials, and potentially decreases the required size of phase 3 trials. Reference 1. Pocock et al.: Eur Heart J 2012, 22:176-182. 1. Pocock et al.: Eur Heart J 2012, 22:176-182. P261 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A total of 41 patients were included in this prospective cohort
study, who were followed for at least 96 hours in the ICU between
January 2010 and November 2012 with the diagnosis of hypercapnic
respiratory failure. Patients with ≥10 mmHg decrease in PaCO2 in the
fi rst 72 hours were accepted as successful (Group 1) and those without
this decrease were accepted as unsuccessful (Group 2). Among the
patients with similar NIMV application characteristics, the eff ect of age,
APACHE II score, infection, bronchospasm (daily respiratory function
tests were performed with portable spirometry), heart failure, thyroid
dysfunction and physiologic dead space ventilation (VD/VT) on success
were evaluated. In statistical analysis, t test, Mann–Whitney U test and
regression analysis were used. loser, or is a draw. The pair is fi rst compared on mortality; if no diff erence,
then ventilator-free days (VFD) are compared. If the outcomes are the
same for both endpoints, a draw results. Active versus placebo groups
will then be compared using the win ratio, defi ned as the number of
pairs in which the active group was the winner divided by the number
of pairs that did not result in a draw. We examined sample size and
power characteristics of the win ratio endpoint using trial simulations. Results Assuming a 15% 28-day mortality rate in the active arm and
20% in the control arm, to have 80% power with a two-tailed 0.05-level
test for mortality would require 906 subjects per arm. Under the same
assumptions with a diff erence in mean VFDs of 3 favoring the active
arm (with common SD of 6), 130 subjects per arm provides 80% power. In approximately 32% of simulations, the win ratio result for each
pair was determined by mortality. These simulation results assumed
results within pairs were uncorrelated. If a positive correlation for each
endpoint within pairs is assumed, power for the win ratio endpoint
increases. p
p
g
Results Assuming a 15% 28-day mortality rate in the active arm and
20% in the control arm, to have 80% power with a two-tailed 0.05-level
test for mortality would require 906 subjects per arm. Under the same
assumptions with a diff erence in mean VFDs of 3 favoring the active
arm (with common SD of 6), 130 subjects per arm provides 80% power. In approximately 32% of simulations, the win ratio result for each
pair was determined by mortality. The win ratio method: a novel hierarchical endpoint for pneumonia
trials in patients on mechanical ventilation g
y
1Cardeas Pharma, Seattle, WA, USA; 2Washington University, St Louis, MO, USA
Critical Care 2014, 18(Suppl 1):P260 (doi: 10.1186/cc13450) 1Cardeas Pharma, Seattle, WA, USA; 2Washington University, St Louis, MO, USA
Critical Care 2014, 18(Suppl 1):P260 (doi: 10.1186/cc13450) i
Results Mean SpO2 supine was 96.55% ± SD 2.404 versus mean
SpO2 semi-upright 97.4% ± SD 2.423, and mean ET-CO2 supine was
4.62% ± SD 1.988 versus mean ET-CO2 semi-upright 4.31% ± SD 1.060. The SpO2 (P <0.0001) and the ETCO2 (P <0.0001) improved signifi cantly
for the 45° position compared with <10° position.i Introduction Development of novel antibiotics for VAP is hampered
by the need for large phase 3 trials with mortality endpoints. With all-
cause mortality rates decreasing, the large sample size for these trials,
in particular for non-inferiority trials, has become a barrier to rapid drug
development. Recently, a hierarchical approach to defi ning a composite
endpoint for CV trials (win ratio method) has been described [1]. Conclusion We demonstrated a signifi cant increase in oxygen
saturation and a signifi cant decrease in end-tidal CO2 when the head
of the bed was elevated during mechanical ventilation. We believe
positional therapy in intensive care patients is very important. The
semi-upright position is an easy, eff ective and safe treatment in ICU
patients. This position is eff ective in the bundle prevention of VAP,
is the fi rst step in progressive early mobility and is also eff ective in
oxygenation and ventilation in mechanically ventilated patients. This
clinical benefi t of head-of-bed elevation >30° must lead to a standard
of care in mechanically ventilated patients. Since 2009 the semi-upright
position is a standard of care in our hospital. Methods We have adapted this approach in an ongoing superiority
trial (Clinicaltrials.gov NCT01969799) comparing adjuvant use of a
combination of fosfomycin and amikacin aerosol delivered by the PARI
eFlow® Inline nebulizer in patients with Gram-negative pneumonia
who are on mechanical ventilation. Both groups are receiving standard-
of-care i.v. antibiotics. Patients from the active and placebo groups are
matched in pairs based on presence of MDR Gram-negative bacteria,
and disease severity by APACHE II score. Each pair has a winner and a S94 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Determining the mechanical ventilation mode and pressure
support combination that is best compatible with the rapid shallow
breathing index calculated in spontaneous ventilation Determining the mechanical ventilation mode and pressure
support combination that is best compatible with the rapid shallow
breathing index calculated in spontaneous ventilation S Demirtas Yilmaz, G Gürsel, M Aydogdu ,
,
y
g
Gazi University Medical Faculty, Ankara, Turkey y
y
y
Critical Care 2014, 18(Suppl 1):P267 (doi: 10.1186/cc13457) Introduction Weaning from the mechanical ventilation (MV) composes
about 40 to 50% of the total length of MV. Besides, there is no single
reliable parameter indicating that patient will tolerate extubation safely. The rapid shallow breathing index (RSBI) is relatively the best predictive
parameter for the initial assessment of readiness for discontinuation
of MV support. But evaluation of the RSBI is valuable during T-tube
ventilation; and in clinical practice it is not always possible to perform
this assessment. In this study, we aimed to determine the best MV
mode and pressure combinations that can predict successful RSBI
closest to values calculated in spontaneous ventilation and estimate
the patients’ readiness for weaning. Results When we analyzed patients according to their body mass
indexes (BMI), pH and pCO2 values of the patients with BMI ≤30
showed a greater improvement at all three measurements in the
AVAPS compared with BIPAP (P <0.001). When patient compliance was
examined, the number of patients regarded as comfortable in the BIPAP
period was 20 (66.7%), but this fi gure was 25 (83.3%) for the AVAPS. Conclusion Patient comfort was higher and need for sedation was
lower in AVAPS. According to the results obtained from this study, the
AVAPS had positive eff ects on pH, gas variation and patient comfort;
therefore, it can be confi dently used in clinical practice. Results When we analyzed patients according to their body mass
indexes (BMI), pH and pCO2 values of the patients with BMI ≤30
showed a greater improvement at all three measurements in the
AVAPS compared with BIPAP (P <0.001). When patient compliance was
examined, the number of patients regarded as comfortable in the BIPAP
period was 20 (66.7%), but this fi gure was 25 (83.3%) for the AVAPS. Methods In this prospective cohort study, 25 mechanically ventilated
patients were included. After 24 hours of MV, if the patients can
successfully pass the daily screening test a spontaneous breathing trial
(SBT) was initiated. RSBI and other weaning parameters were calculated in
diff erent combinations (PS:5 PEEP:5, PS:0 PEEP:5, PS:5 PEEP:0, PS:0 PEEP:0)
before T-tube trial in all patients. Oxygenation index outperforms the P/F ratio for mortality
prediction Oxygenation index outperforms the P/F ratio for mortality
prediction
K Davies1, C Bourdeaux1, T Peiris2, T Gould1
1Bristol Royal Infi rmary, Bristol, UK; 2University of Southampton, UK
Critical Care 2014, 18(Suppl 1):P266 (doi: 10.1186/cc13456) p
K Davies1, C Bourdeaux1, T Peiris2, T Gould1
1Bristol Royal Infi rmary, Bristol, UK; 2University of Southampton, UK
Critical Care 2014, 18(Suppl 1):P266 (doi: 10.1186/cc13456) p
K Davies1, C Bourdeaux1, T Peiris2, T Gould1
1Bristol Royal Infi rmary, Bristol, UK; 2University of Southampton, UK
Critical Care 2014, 18(Suppl 1):P266 (doi: 10.1186/cc13456) Introduction The P/F ratio is widely used clinically and as part of
research to categorise severity of respiratory failure [1]. However, no
account is made of an important determinant of oxygenation; mean
airway pressure (MAP). The oxygenation index (OI) incorporates the
MAP and has been suggested as a more accurate means of determining
severity of respiratory failure [2]. In addition, the optimal time for
this assessment is unclear. We sought to answer these questions by
analysing a large database of patient and ventilator data.i Conclusion Although there was a correlation between RSBI measured
in the T-tube and RSBI measured in diff erent mode and pressure
combinations, especially with the combination of PS:5 PEEP:0, a threshold
value for RSBI cannot be detected during MV to predict SBT success. Does average volume-assured pressure support make any
diff erence compared with BIPAP? f
p
G Canpolat, A Ozgultekin, G Turan, A Iskender, E Adıyeke, O Ekinci
Haydarpasa Numune Teaching and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P265 (doi: 10.1186/cc13455) p
g
Conclusion Our analysis suggests that the OI is a more sensitive
descriptor of the severity of respiratory failure than the P/F ratio and
that this calculation should be performed using data from the fi rst 12
hours of ventilation. Introduction Average volume-assured pressure support (AVAPS) has
been developed to ensure a more fi xed tidal volume along with the
convenience and advantages of pressure support ventilation. In this
study we compared the AVAPS with the BIPAP. References y
p
Methods Approval was obtained from the hospital’s ethics committee
for the study. Thirty-three patients over 18 years of age with acute
respiratory failure as a result of either internal or surgical reasons
were included in the study. This study was conducted with the Philips
V 60 ventilator, which includes both BIPAP and AVAPS mode. The
implementation protocol for non-invasive ventilation (NIV) included,
fi rstly, a 2-hour BIPAP application (Period Bi) and then, without inter-
ruption, a 2-hour AVAPS application (Period AV). After measuring the
basal blood gas analysis, patients were informed of how NIV would be
practiced and what function it would have. In BIPAP mode, the ventilator
parameters were adjusted as follows; EPAP: 5 to 7 cmH2O, IPAP: 15 to
20 cmH2O. Patient comfort was analyzed with a scale ranging from 0
to 2 (0: compatible, 1: medium-compatible, 2: noncompatible). During
BIPAP ventilation, levels of arterial blood gases (pH, pO2, pCO2 and
SPO2), comfort scale and hemodynamic data were recorded at the 30th
minute, fi rst hour and second hour. After the patient was monitored
for 2 hours in BIPAP mode, the mode was changed to the AVAPS by
setting the required rates without removing the mask. EPAP settings
were adjusted as follows for AVAPS: 5 to 7 cmH2O, Pmin to max: 10 to 25
cmH2O, tidal volume: 6 to 8 ml/kg. As in the BIPAP mode, we analyzed
and recorded the rates of arterial blood gases, comfort scale and
hemodynamic parameters at the 30th minute, fi rst hour and second
hour. In case of agitation that prevents NIV, patients were sedated by
dexmedetomidine. 1. Ranieri VM, Rubenfeld GD, Thompson BT, Ferguson ND, Caldwell E, Fan E, et
al.: Acute respiratory distress syndrome: the Berlin Defi nition. JAMA 2012,
307:2526-2533. 1. Ranieri VM, Rubenfeld GD, Thompson BT, Ferguson ND, Caldwell E, Fan E, et
al.: Acute respiratory distress syndrome: the Berlin Defi nition. JAMA 2012,
307:2526-2533. 2. Seeley E, McAuley DF, Eisner M, Miletin M, Matthay MA, Kallet RH: Predictors
of mortality in acute lung injury during the era of lung protective
ventilation. Thorax 2008, 63:994-998. 2. Seeley E, McAuley DF, Eisner M, Miletin M, Matthay MA, Kallet RH: Predictors
of mortality in acute lung injury during the era of lung protective
ventilation. Thorax 2008, 63:994-998. Nonventilatory factors aff ecting noninvasive mechanical ventilation
success in hypercapnic critical care patients yp
p
p
S Demir, Y Aldağ, M Aydogdu, G Gürsel yp
p
p
S Demir, Y Aldağ, M Aydogdu, G Gürsel ğ
y
g
Gazi University Medical Faculty, Ankara, Turkey Gazi University Medical Faculty, Ankara, Turkey y
y
y
Critical Care 2014, 18(Suppl 1):P263 (doi: 10.1186/cc13453) Conclusion Compared with PSV proportional modes favored breathing
variability, while in the face of changing respiratory system mechanics
PAV+ might be superior. However, signifi cant drawbacks of both NAVA
and PAV+ limit the eff ectiveness of these modes to proportionally assist
the inspiratory eff ort. Critical Care 2014, 18(Suppl 1):P263 (doi: 10.1186/cc13453) Introduction The aim was to determine the nonventilatory factors
that aff ect the noninvasive mechanical ventilation (NIMV) success in
patients with hypercapnic respiratory failure. S95 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P265 In comparison with survivors, nonsurvivors were older, with higher OI
and 24-hour SOFA scores and lower P/F ratios. The optimal time for
calculation of both OI and P/F ratio for mortality prediction is the fi rst
12 hours of ventilation. The models using worst OI are better predictors
of ICU and hospital mortality than those using worst P/F ratio (area
under receiver operating curve 0.840 vs. 0.822). In comparison with survivors, nonsurvivors were older, with higher OI
and 24-hour SOFA scores and lower P/F ratios. The optimal time for
calculation of both OI and P/F ratio for mortality prediction is the fi rst
12 hours of ventilation. The models using worst OI are better predictors
of ICU and hospital mortality than those using worst P/F ratio (area
under receiver operating curve 0.840 vs. 0.822). P265
Does average volume-assured pressure support make any
diff erence compared with BIPAP? G Canpolat, A Ozgultekin, G Turan, A Iskender, E Adıyeke, O Ekinci
Haydarpasa Numune Teaching and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P265 (doi: 10.1186/cc13455) Does average volume-assured pressure support make any
diff erence compared with BIPAP? Determining the mechanical ventilation mode and pressure
support combination that is best compatible with the rapid shallow
breathing index calculated in spontaneous ventilation Measurements in the spontaneous
ventilation was performed with the COSMOPLUS Novometrix device that
has both capnography and respiratory monitorisation function; other
measurements were performed with ventilators. Conclusion Patient comfort was higher and need for sedation was
lower in AVAPS. According to the results obtained from this study, the
AVAPS had positive eff ects on pH, gas variation and patient comfort;
therefore, it can be confi dently used in clinical practice. Results The mean age of the study group was 73 ± 10 years; 11
of them were female and mean APACHE II score was 19 ± 6. RSBI
did not diff er signifi cantly between spontaneous mode and other
combinations, but the best correlation with spontaneous mode was
found with PS:5 PEEP:0 (P = 0.0001, r = 0.719), and the worst with PS:0
PEEP:5 combination. RSBI calculated in each combination showed no
predictive value for weaning success. Respiration rate (f) was higher in
the SBT failure group than the SBT success group. When measured at
PS:0 PEEP:5 and PS:5 PEEP:0 combinations, the threshold value of f was
found to be 27/minute (P = 0.03). P268 P268
New setting of neurally adjusted ventilatory assist during mask
noninvasive ventilation
F Longhini1, C Pan2, G Cammarota1, R Vaschetto1, J Xie2, L Liu2, Y Yian2,
F Della Corte1, P Navalesi1, H Qiu2
1Università del Piemonte Orientale, Novara, Italy; 2Southeast University,
Nanjing, China
Critical Care 2014, 18(Suppl 1):P268 (doi: 10.1186/cc13458) P268
New setting of neurally adjusted ventilatory assist during mask
noninvasive ventilation
F Longhini1, C Pan2, G Cammarota1, R Vaschetto1, J Xie2, L Liu2, Y Yian2,
F Della Corte1, P Navalesi1, H Qiu2
1Università del Piemonte Orientale, Novara, Italy; 2Southeast University,
Nanjing, China
Critical Care 2014, 18(Suppl 1):P268 (doi: 10.1186/cc13458) y
g
g
Methods The ICU of the Bristol Royal Infi rmary has used an electronic
clinical information system (CIS) since 2008, with every hour of care
available for analysis as a result. Ventilated patients were identifi ed,
the P/F ratio and OI were calculated and the worst values for these
determined for four time periods (fi rst 12, 24, 36 and 48 hours of
ventilation). Logistic regression analysis was used to create models to
predict unit and hospital mortality. Results Data for over 150,000 hours of care in 4,886 patients was
available for analysis. Excluding nonventilated patients and those
transferred ventilated from another ICU, 2,156 patients provided data. Introduction Noninvasive ventilation through a mask is commonly
applied in pressure support ventilation (nPSV). Recent studies S96 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 showed that noninvasive neurally adjusted ventilatory assist (nNAVA)
improves patient–ventilator interaction and synchrony. More recently
we described a new setting for nNAVA (nNAVA15) able to reduce the
peak of electrical activity of the diaphragm (EAdipeak) and dyspnea
(assessed by a visual analogue scale, VASd), compared with both nPSV
and nNAVA, in patients undergoing NIV through a helmet, by improving
the rate pressurization. We therefore designed a physiological study to
evaluate and compare the eff ects of nNAVA15 with nPSV and nNAVA
on VASd, EAdipeak, pressurization rate and arterial blood gases (ABGs). Methods Fourteen patients undergoing noninvasive ventilation
because of acute respiratory failure underwent three randomized
30-minute trials: nPSV (inspiratory support above positive end-
expiratory pressure (PEEP) ≥8 cmH2O, fastest rate of pressurization);
nNAVA (NAVA level to achieve a comparable EAdipeak as during nPSV);
nNAVA15 (NAVA level at 15 cmH2O/μV and the maximum inspiratory
airway pressure (Paw) set at the value corresponding to PEEP +
inspiratory support during nPSV). P268 Oxygen inspiratory fraction and PEEP
remained unmodifi ed throughout the study period. The last minute of
each trial was analyzed. Paw-time products of the initial 200 ms from
the onset of ventilator pressurization (PTP200), of the initial 300 and
500 ms from the onset of the EAdi swing indexed to the ideal PTP
(PTP300i and PTP500i, respectively), and of the triggering area (PTPt)
were computed. ABGs and VASd were assessed at the end of each trial. Results nNAVA15 reduced VASd (3.0 (2.0; 3.0)), compared with both
nPSV (5.0 (4.0; 5.2)) and nNAVA (4.0 (3.0; 5.0)) (P <0.001), without
aff ecting ABGs and EAdipeak. nNAVA15 improved PTP300i and
PTP500i (42% (32.5; 46.5) and 63% (54; 68)%, respectively) compared
with nPSV (25 (4; 33)% and 44 (23; 52)%, P <0.001) and nNAVA (25
(20; 34)% and 46 (33; 57)%, P <0.001). PTP200 was lower in nNAVA
(62 (46; 82) cmH2O*second) with respect to both nPSV (87 (77; 112)
cmH2O*second) and nNAVA15 (85 (70; 127) cmH2O*second) (P = 0.001). PTPt was signifi cantly improved by both nNAVA (–00.9 (–3.2; –0.2)
cmH2O*second) and nNAVA15 (–0.6 (–2.3; –0.2) cmH2O*second) as
opposed to nPSV (–9.4 (–12.3; –5.9) cmH2O*second, P <0.001). Results hNAVA15 reduced the EAdipeak (10.2 (7.1; 16.2) μV) with
respect to both hPSV (16.9 (12.7; 19.8) μV, P <0.001) and hNAVA (15.3
(10.7; 18.8) μV, P <0.001), while decreasing VASd (3.0 (3.0; 4.0) in hPSV,
3.0 (2.0; 4.0) in hNAVA and 1.0 (1.0; 2.0) in hNAVA15; P <0.01). PTP200
and PTP500i were improved by hNAVA15 (36 (28; 57) cmH2O*second
and 40 (30; 47)%, respectively) compared with hPSV (31 (24; 45)
cmH2O*second and 17 (9; 26)%, respectively) and hNAVA (23 (16; 30)
cmH2O*second and 23 (17; 37)%, respectively) (P <0.01). PTPt was lower
in hNAVA15 (2.9 (1.6; 4.4) cmH2O*second, P <0.01) compared with both
hPSV and hNAVA, and lower in hNAVA (6.0 (2.7; 11.6) cmH2O*second),
compared with hPSV (18.5 (11.2; 22.5) cmH2O*second, P <0.01). ABGs
were no diff erent between trials. f
Conclusion In comparison with hPSV and hNAVA, hNAVA15
signifi cantly reduced EAdipeak and VASd, improving the pressurization
and triggering performance, without aff ecting ABGs. Reference 1. Cammarota G, et al.: Intensive Care Med 2011, 37:1943-1950. 1. Cammarota G, et al.: Intensive Care Med 2011, 37:1943-1950. P270 Is neurally adjusted ventilatory assist feasible during anesthesia? P268 F Campoccia Jalde, P Sackey, P Radell, M Wallin
Karolinska University Hospital Solna, Sweden
Critical Care 2014, 18(Suppl 1):P270 (doi: 10.1186/cc13460) 69
A new setting to improve noninvasive neurally adjusted ventilatory
assist by helmet A new setting to improve noninvasive neurally adjusted ventilatory
assist by helmet y
F Longhini, G Cammarota, C Olivieri, R Perucca, R Vaschetto, D Colombo,
A Messina, F Della Corte, P Navalesi
Università del Piemonte Orientale, Novara, Italy
Critical Care 2014, 18(Suppl 1):P269 (doi: 10.1186/cc13459) l
Conclusion NAVA can be applied during propofol and sevofl urane
anesthesia in pigs, with well-preserved Edi and spontaneous breathing. The natural variability is maintained with NAVA even during anesthesia. In contrast to sevofl urane, propofol sedation and anesthesia is
associated with a high frequency of sighs and post-sigh apneas,
probably due to a centrally induced mechanism. Our data warrant
studies of NAVA in humans undergoing anesthesia and surgery when
neuromuscular blockade is not required. Introduction Noninvasive neurally adjusted ventilatory assist by helmet
(hNAVA) was shown to improve, compared with pressure support
ventilation by helmet (hPSV), patient–ventilator interaction and
synchrony in patients with acute respiratory failure without aff ecting
peak electrical activity of the diaphragm (EAdipeak) [1]. Recently, a
new helmet is available, which improves pressurization during hPSV. We propose a new setting of hNAVA (hNAVA15) to achieve further
improvement. We compare hPSV, hNAVA and hNAVA15, all delivered
using the new helmet, with respect to patient’s dyspnea, assessed by
a visual analogue scale (VASd), arterial blood gases (ABGs), EAdipeak,
rate of ventilator pressurization and triggering performance. Is neurally adjusted ventilatory assist feasible during anesthesia?
F Campoccia Jalde, P Sackey, P Radell, M Wallin
Karolinska University Hospital Solna, Sweden
Critical Care 2014, 18(Suppl 1):P270 (doi: 10.1186/cc13460) Introduction Neurally adjusted ventilatory assist (NAVA) has so far
been used in minimally sedated intensive care patients. NAVA has not
been applied in patients in the operation room. The eff ect of diff erent
sedatives/anesthetics on the electrical activity of the diaphragm (Edi)
has not so far been studied. The aim of our study was to compare the
eff ect of sevofl urane and propofol on the Edi signal and breathing
pattern during sedation and anesthesia and also in combination with
remifentanil. Methods A randomized cross-over study comparing sevofl urane and
propofol sedation and anesthesia in 10 juvenile pigs. Remifentanil
0.1 μg/kg/minute was added after a period of anesthetic agent
administration. The animals were ventilated with NAVA with fi xed level
throughout the study. Respiratory variables were measured for the last
5 minutes of each 15-minute exposure. 2
Conclusion Compared with nPSV and nNAVA, nNAVA15 through a mask
reduces VASd, assuring an optimal pressurization rate and triggering
performance, without aff ecting the breathing pattern, neural drive and
ABGs. Results The Edi signal and spontaneous breathing were preserved
with both anesthetics. The breathing variability, expressed as the
coeffi cient of variation (SD/mean) of the tidal volume (CVvt), was high
with both drugs. CVvt was greater during with propofol than with
sevofl urane (CVvt 32 vs. 18% during sedation and CVvt 23 vs. 14%
during anesthesia). The frequency of sighs was higher with propofol
both during sedation (29 vs. 12 sighs/hour) and anesthesia (21 vs. 1
sighs/hour) than with sevofl urane. P271 P271
Intensive alveolar recruitment after cardiac surgery: a randomized
controlled clinical trial
A Leme1, L Hajjar1, M Amato1, J Fukushima1, C Hashizume1, E Nozawa1,
E Osawa1, R Nakamura1, J Almeida2, R Ianotti1, J Auler Jr1, F Galas1
1Heart Institute, São Paulo, Brazil; 2Instituto do Cancer do Estado de São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P271 (doi: 10.1186/cc13461) P271
Intensive alveolar recruitment after cardiac surgery: a randomized
controlled clinical trial
A Leme1, L Hajjar1, M Amato1, J Fukushima1, C Hashizume1, E Nozawa1,
E Osawa1, R Nakamura1, J Almeida2, R Ianotti1, J Auler Jr1, F Galas1
1Heart Institute, São Paulo, Brazil; 2Instituto do Cancer do Estado de São Paulo,
Brazil
Critical Care 2014, 18(Suppl 1):P271 (doi: 10.1186/cc13461) Intensive alveolar recruitment after cardiac surgery: a randomized
controlled clinical trial Using respiratory data from an animal study we
suggest a classifi cation into resistance shape categories based on the
slope of the R(V) profi les. g
Results A total of 320 patients were enrolled in the study, 163 patients
in the standard protocol group and 157 in the intensive alveolar
recruitment group. Patients of the interventional group presented a
higher incidence of pneumonia than patients for the control group
(5 (3.3%) vs. 19 (22%), P = 0.004). The length of the hospital stay was
shorter among patients receiving intensive alveolar recruitment than
among those receiving standard care (10.9 (9.9 to 11.9) vs. 12.4 days
(11.3 to 13.6); P = 0.045). There was no diff erence between groups
according to extrapulmonary complications and mortality. i
Methods Fifteen pigs with lavage-induced lung damage were
ventilated at two PEEP levels (0 and 12 mbar) and three tidal volumes
(8, 12 and 16 ml/kg bodyweight). Compliance (C(V)) and resistance
(R(V)) profi les for each individual animal and ventilation setting were
calculated from respiratory data using the gliding-SLICE method [3]. C(V) profi les were associated with one of the six suggested shape
categories. The dependency of the mean R(V) slope of all animals on the
ventilation setting was used as a basis for classifi cation into resistance
shape categories. Resistance shape categories were compared with
compliance shape categories for each individual animal to test whether
similar PEEP suggestions result from both methods. y
y
Conclusion In this trial, an intensive alveolar recruitment protocol
associated with a protective mechanical ventilation strategy reduced
pulmonary complication and length of hospital stay in patients
undergoing cardiac surgery (NCT01502332). 1. Futier E, Constantin JM, Paugam-Burtz C, et al.: A trial of intraoperative low-
tidal-volume ventilation in abdominal surgery. N Engl J Med 2013,
369:428-437. 1. Futier E, Constantin JM, Paugam-Burtz C, et al.: A trial of intraoperative low-
tidal-volume ventilation in abdominal surgery. N Engl J Med 2013,
369:428-437. 1. Futier E, Constantin JM, Paugam-Burtz C, et al.: A trial of intraoperative low-
tidal-volume ventilation in abdominal surgery. N Engl J Med 2013,
369:428-437. Results Small PEEP and VT were typically associated with increasing
C(V), and decreasing C(V) corresponds to large PEEP and VT. A
classifi cation of each C(V) profi le into one of six compliance shape
categories was possible. The shapes of the R(V) profi les of individual
animals were remarkably similar. Intensive alveolar recruitment after cardiac surgery: a randomized
controlled clinical trial Methods Fifteen patients underwent three randomized 30-minute
trials: hPSV, set with an inspiratory support above positive end-
expiratory pressure (PEEP) ≥10 cmH2O and the fastest rate of
pressurization; hNAVA, setting the NAVA level to achieve the same
EAdipeak as during hPSV; hNAVA15 setting the NAVA level at 15 cmH2O/
μV and the maximum inspiratory airway pressure (Paw) at the value
corresponding to PEEP + inspiratory support during nPSV. Oxygen
inspiratory fraction and PEEP remained unmodifi ed throughout the
study period. Paw-time products of the initial 200 ms from the onset of
ventilator pressurization (PTP200), of the initial 500 ms from the onset
of the EAdi swing indexed to the ideal PTPaw (PTP500i), and of the
triggering area (PTPt) were computed. ABGs and VASd were assessed
at the end of each trial. Introduction Protective mechanical ventilation has been associated
with lower incidence of pulmonary and extrapulmonary complications
in major surgery. The aim of the present study is evaluate whether
adding an intensive alveolar recruitment protocol improves clinical
outcomes and reduces healthcare utilization in patients undergoing
cardiac surgery. S97 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods In this single-center, parallel-group trial, we randomly
assigned adult patients presenting signals of defi cient gas exchange
(PaO2/FIO2 <250 at a PEEP of 5 cmH2O) in the immediate postoperative
period to either intensive alveolar recruitment or a standard protocol,
both using low-tidal volume ventilation (6 ml/kg/ibw). Our hypothesis
was that an aggressive alveolar recruitment protocol will be translated
to better lung compliance, better gas exchange, fewer pulmonary
complications and reduced length of hospital stay when compared
with the control group. PEEP titration on the basis of intratidal resistance–volume profi les
S Buehler1, S Schumann1, M Lichtwarck-Aschoff 2, J Guttmann1
1University Medical Center Freiburg, Germany; 2Uppsala University, Uppsala,
Sweden
Critical Care 2014, 18(Suppl 1):P273 (doi: 10.1186/cc13463) Critical Care 2014, 18(Suppl 1):P273 (doi: 10.1186/cc13463) Introduction Lung-protective mechanical ventilation requires positive
end-expiratory pressure (PEEP) and tidal volume (VT) to be chosen with
regard to the individual state of the lung. The shape of the intratidal
compliance–volume profi les might refl ect the state of the lung
(atelectatic, open, overdistended) and could therefore be classifi ed
into shape categories that translate into PEEP suggestions [1]. Intratidal
resistance–volume profi les might refl ect intratidal opening and
collapse of the lung [2]. References 1. Mols et al.: Intensive Care Med 1999, 25:1084-1091. 2. Mols et al.: Br J Anaesth 2001, 86:176-182. 3. Schumann et al.: Physiol Meas 2009, 30:13415. f
Methods We investigated two groups of 13 rats each. Animals were
ventilated with ZEEP or PEEP of 5 mbar, FiO2 of 1.0 and tidal volume
of 10 ml/kg. A double low-fl ow manoeuvre was designed, consisting
of two consecutive low-fl ow manoeuvres with a peak pressure of
30 mbar, interrupted by a 5-second plateau phase at diff erent pressures
(2, 4, 8 and 12 mbar). Alveolar size at the peak pressures and during the
plateau levels was analyzed from the recorded videos frame by frame. Therefore the alveolar outline of 10 alveoli was marked manually and
the outlined area was calculated [2]. Compliance of tidal breaths before
and after the manoeuvres was calculated using two-point compliance. Results In both groups, analysis of the alveolar area revealed that
alveolar size at the second peak of the manoeuvre did not diff er
signifi cantly compared with the fi rst peak (100.97% in ZEEP group,
102.37% in the PEEP group). During the plateau phases there was
a slight increase in alveolar size at higher plateau pressures (slope
of linear regression at plateau 4 mbar: 0.1 %/500 ms for ZEEP group,
0.18%/500 ms for PEEP group; at plateau 8 mbar: 0.42%/500 ms for
ZEEP group, 0.565%/500 ms for PEEP group). After the manoeuvres,
compliance increased to 137.73% in the ZEEP group and 119.91% in
the PEEP group. 1. Mols et al.: Intensive Care Med 1999, 25:1084-1091. 2. Mols et al.: Br J Anaesth 2001, 86:176-182. 3. Schumann et al.: Physiol Meas 2009, 30:13415. 2.
Schwenninger D, et al.: IEEE Trans Biomed Eng 2010, 57:415-421. 1.
Schwenninger D, et al.: J Biomed Opt 2011, 16:046002. 1.
Futier E, Constantin JM, Paugam-Burtz C, et al.: A trial of intraoperative low-
tidal-volume ventilation in abdominal surgery. N Engl J Med 2013,
369:428-437. P274 P274
US study of gliding in nondependent lung regions: the dark side of
the moon
E De Blasio1, M Venditto1, A Federico1, G Azan1, C Pellegrini1, C Di Maria1,
P De Luca1, G Rossi2
1Hospital G. Rummo, Benevento, Italy; 2Hospital ‘San Giovanni Battista’, Turin,
Italy
Critical Care 2014, 18(Suppl 1):P274 (doi: 10.1186/cc13464) Intensive alveolar recruitment after cardiac surgery: a randomized
controlled clinical trial The R(V) slope was typically largest for
a PEEP and VT setting at which derecruitment was likely and smallest
where overdistension was likely. Based on this a classifi cation scheme
was defi ned: 10 <slope <21 mbar s/L2 (category 1, ‘increase PEEP’),
slope ≥21 mbar s/L2 (category 2, ‘keep PEEP’) and slope ≤10 mbar s/L2
(category 3, ‘decrease PEEP’). Comparison of resistance and compliance
shape categories for single animals shows a good correlation. US study of gliding in nondependent lung regions: the dark side of
the moon y
Critical Care 2014, 18(Suppl 1):P274 (doi: 10.1186/cc13464) Introduction A protective ventilatory strategy should prevent VILI,
but in patients with larger nonaerated areas hyperinfl ation may occur
during tidal ventilation even during a protective ventilatory strategy
[1]. The gliding sign is used as a marker of pneumothorax and, in a
study [2], to quantify preoperatively the degree of pleural adhesion
in thoracic surgery patients. In our study we measured the variations
of gliding (G) and static compliance (Cstat) according to incremental/
decremental variations of PEEP in patients with hypoxic respiratory
failure. Conclusion In the healthy lung, once recruited, alveoli stay stable in
size over wide pressure ranges. Further recruitment manoeuvres do
not lead to further increase of alveolar size, but increase of compliance. During plateau phases, alveolar size increases dependent on pressure. This leads to the assumption that recruitment is not only pressure
dependent but also time dependent. Methods Ten patients with hypoxic respiratory failure (P/F <300) were
ventilated in VCV (Vt of 7 ml/kg, FiO2 100%, RR 10/minute); keeping
Vt constant, PEEP was gradually increased from ZEEP to 22 cmH2O,
unless there was occurrence of hypotension or SpO2 <90% or Pplat
>45 cmH2O or G no more visible, and then similarly reduced from
22 cmH2O to ZEEP. The gliding was assessed at six points of intercostal P272 P272
Endomicroscopic analysis of time-dependent and pressure-
dependent recruitment of subpleural alveoli
H Runck, D Schwenninger, S Schumann, J Haberstroh, J Guttmann
University Medical Center, Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P272 (doi: 10.1186/cc13462) Conclusion Resistance shape categories might provide additional
guidance for PEEP setting. Combining compliance and resistance
shape categories could improve lung-protective ventilation. References Introduction We used transthoracic endoscopy [1] to continuously
record images of subpleural alveoli during recruitment manoeuvres
and diff erent steady plateau pressures between the manoeuvres. References 1. Chiumello D, et al.: Crit Care Med 2013. [Epub ahead of print]
2. Karbing DS, et al.: Med Eng Phys 2011, 33:240-248. 1. Chiumello D, et al.: Crit Care Med 2013. [Epub ahead of print]
2. Karbing DS, et al.: Med Eng Phys 2011, 33:240-248. 1. Chiumello D, et al.: Crit Care Med 2013. [Epub ahead of print]
2. Karbing DS, et al.: Med Eng Phys 2011, 33:240-248. References 1. Terragni PP, et al.: Am J Respir Crit Care Med 2007, 175:160-166. 2. Masato S, et al.: Ann Thorac Surg 2005, 80:439-442. 1. Terragni PP, et al.: Am J Respir Crit Care Med 2007, 175:160-166. 2. Masato S, et al.: Ann Thorac Surg 2005, 80:439-442. p
ρ
Results PEEP improved V/Q in four patients, shunt reducing 7 to 42% with
no/small increase in ΔAcPCO2. Two deteriorated, with large ΔAcPCO2 or
shunt increase. No systematic changes in ΔAcPO2 were seen. Figure 1
shows response to PEEP in two patients. Changes in nonaerated regions
and shunt were correlated (ρ = 0.94, P = 0.002). No correlations were
found between poorly aerated regions and ΔAcPO2 (ρ = –0.09, P = 0.84)
or hyperinfl ated regions and ΔAcPCO2 (ρ = 0.07, P = 0.88). P276 P276
Changes in computed tomography and ventilation/perfusion
mismatch with positive end-expiratory pressure
DS Karbing1, M Panigada2, N Bottino2, E Spinelli2, A Protti2, SE Rees1,
L Gattinoni2
1Aalborg University, Aalborg, Denmark; 2Fondazione IRCCS Cà Granda –
Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P276 (doi: 10.1186/cc13466) spaces bilaterally and the movement of a hyperechoic point of pleura
or a b-line was observed during tidal ventilation. For each step,
the excursion of G during the inspiratory phase was measured and
compared with the Cstat values. Statistical analysis was performed with
the Pearson correlation coeffi cient (PCC). Introduction The purpose was to compare eff ects of PEEP on computed
tomography (CT) and estimated ventilation/perfusion (V/Q) mismatch. Previously, an oxygenation-based method was shown more related to
the CT-measured eff ect of PEEP than lung mechanics [1], indicating
lung aeration is better quantifi ed using V/Q mismatch. Pulmonary
shunt and low and high V/Q mismatch can be estimated from varying
FIO2 and measuring ventilation and blood gas contents [2]. Results All patients completed the study without adverse events. In all
patients we observed a reduction of G and Cstat at the increase of PEEP
and specularly an increase of G and Cstat during the reduction of PEEP
(Figure 1). In fi ve patients at the lower levels of PEEP (from 0 to 10) an
increase of Cstat and G was observed. For all patients the PCC of Cstat
and G and was >0.5 (P <0.03), ranging from 0.537 (P = 0.017) to 0.964
(P <0.0001). 2
Methods Preliminary results in six ARDS patients. CT scans were
taken in static conditions at PEEP 5, 45 and 15 to 20 cmH2O. V/Q was
estimated at 5 and 15 to 20 cmH2O as: shunt, low V/Q as alveolar to lung
capillary PO2 diff erence (ΔAcPO2), high V/Q as alveolar to lung capillary
PCO2 diff erence (ΔAcPCO2) [2]. Nonaeration, poor aeration, and normal
aeration plus hyperinfl ation were calculated from Hounsfi eld units. Aeration and V/Q were compared (Pearson, ρ). Conclusion The variations of G at diff erent levels of PEEP are consensual
with those of Cstat. The study of G during tidal ventilation could help to
identify hyperinfl ation in nondependent lung regions and to optimize
lung-protective ventilatory strategies. Protective ventilation reduces bacterial growth and lung injury in a
porcine pneumonia model J Sperber1, A Nyberg1, M Lipcsey2, A Larsson2, J Sjölin2, M Castegren1
1Centre for Clinical Research Sörmland, Uppsala University, Uppsala, Sweden;
2Uppsala University, Uppsala, Sweden
Critical Care 2014, 18(Suppl 1):P275 (doi: 10.1186/cc13465) 2
Conclusion In these preliminary cases, changes in shunt and nonaerated
tissue correlated well. However, results indicate poor agreement
between changes in low and high V/Q and lung morphology. References Introduction Bacterial pneumonia is a common indication for
mechanical ventilation in the ICU. Ventilation with high positive end-
expiratory pressure (PEEP) and low tidal volume (VT) is recommended
in patients with adult respiratory distress syndrome. This improves
clinical outcome compared with ventilation with low PEEP and
medium-high VT [1]. However, the eff ect of VT and PEEP on bacterial
growth in lung tissue is not known. This study contrasted the eff ect of
a protective ventilator protocol with a standard medium-high VT and
lower PEEP protocol on lung bacterial growth, lung edema formation
and lung injury. It was performed in a porcine model of intensive care
with the frequently found pathogen Pseudomonas aeruginosa. p
References 1. Schwenninger D, et al.: J Biomed Opt 2011, 16:046002. 2. Schwenninger D, et al.: IEEE Trans Biomed Eng 2010, 57:415-421. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S98 Reference
1. N Engl J Med 2000, 342:1301-1308. P276
Changes in computed tomography and ventilation/perfusion
mismatch with positive end-expiratory pressure
DS Karbing1, M Panigada2, N Bottino2, E Spinelli2, A Protti2, SE Rees1,
L Gattinoni2
1Aalborg University, Aalborg, Denmark; 2Fondazione IRCCS Cà Granda –
Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P276 (doi: 10.1186/cc13466)
Table 1 (abstract P275). P. aeruginosa log mean, wet to dry ratio, and PaO2/
FiO2 at 5 hours
P. aeruginosa (cfu/g)
W/D
PaO2/FiO2 at 5 hours (mmHg)
Prot-V
3.5 ± 0.7
1.7 ± 0.2
434 ± 62
Control
4.2 ± 0.7
2.7 ± 1.3
343 ± 61
Data presented as mean ± SD. Figure 1 (abstract P274). PCC between mean G (cm) and mean Cstat at
diff erent PEEP, in axis Pplat. Table 1 (abstract P275). P. aeruginosa log mean, wet to dry ratio, and PaO2/
FiO2 at 5 hours Reference
1. N Engl J Med 2000, 342:1301-1308. Table 1 (abstract P275). P. aeruginosa log mean, wet to dry ratio, and PaO2/
FiO2 at 5 hours
P. aeruginosa (cfu/g)
W/D
PaO2/FiO2 at 5 hours (mmHg)
Prot-V
3.5 ± 0.7
1.7 ± 0.2
434 ± 62
Control
4.2 ± 0.7
2.7 ± 1.3
343 ± 61
Data presented as mean ± SD. Table 1 (abstract P275). P. aeruginosa log mean, wet to dry ratio, and PaO2/
FiO2 at 5 hours Figure 1 (abstract P274). PCC between mean G (cm) and mean Cstat at
diff erent PEEP, in axis Pplat. P. aeruginosa (cfu/g)
W/D
PaO2/FiO2 at 5 hours (mmHg)
Prot-V
3.5 ± 0.7
1.7 ± 0.2
434 ± 62
Control
4.2 ± 0.7
2.7 ± 1.3
343 ± 61
Data presented as mean ± SD. P277 Gas exchange and CT for patient improving (A) or worsening (B) with PEEP change. 494 ICUs around the world [1]. The Dutch cohort covered 196 patients
and the global cohort 7,952. compliance. We present a new graphical user interface (GUI) that
supports the clinician to titrate the PEEP level by means of a shape
category analysis of the CV curve. Results Vt was 7.6 ml/kg predicted bodyweight in the Dutch cohort
versus 8.0 ml/kg and the median applied PEEP was 8 cmH2O versus
5.8 cmH2O (both P <0.01). In the subgroup of patients with ARDS, Vt
ml/kg was 7.6 and applied PEEP 8.8 cmH2O in the Netherlands versus
8.6 ml/kg (P = 0.41) and 8.3 cmH2O worldwide. In the Netherlands
7.1% of admitted patients received NIV as fi rst mode of mechanical
ventilation versus 15% in the global cohort. In both cohorts 18% of
patients were hypercapnic at ICU admission. Fewer patients in the
Dutch cohort showed an ICU-acquired pneumonia (4.1 vs. 9.4%, P =
0.007) and sepsis (5.1 vs. 9.0%, P = 0.042), but more patients evolved
delirium (16 vs. 5%, P <0.01). Methods A decision support system in the form of a computer-based
GUI was developed and tested using respiratory data obtained from
patients of the University Medical Center Freiburg. The new clinician-
oriented approach provides a breath-by-breath visualization of the
patient’s individual intratidal CV curve. The dynamic compliance was
analyzed using the gliding-SLICE method [1]. The resulting intratidal
CV curve was classifi ed into one of six shape categories according to
the defi nition from Mols and colleagues [2]. The actual shape category
of the CV curve indicates whether PEEP setting should be changed or
whether the volume range of maximal compliance is reached. g
p
Results The GUI provided a breath-by-breath visualization of the
intratidal CV curve and the intuitive individual compliance shape
category. Based on the compliance shape category, diff erent guidelines
of PEEP titration were applied with the objective of ventilating the
patient mechanically within the range of maximal compliance. Conclusion According to our hypothesis, Vt was smaller and applied
PEEP was higher in the Dutch cohort. Patients in both cohorts received
larger Vt than recommended in prevention of ARDS [2]. Hypercapnia is
a main criterion for the use of NIV [3], which suggests that NIV could be
used more often in the Netherlands. References 1. Esteban et al.: Am J Respir Crit Care Med 2013, 188:220-230. 1. Esteban et al.: Am J Respir Crit Care Med 2013, 188:220 230. 2. The Acute Respiratory Distress Syndrome Network: N Engl J Med 2000,
342:1301-1308. 3. Brochard: Eur Respir J 2003, 22:31s-37s. p
,
2. The Acute Respiratory Distress Syndrome Network: N Engl J Med 2000,
342:1301-1308. P277 The lower incidence of delirium
worldwide could be caused by diff erences in sedation or may be due to
the used methods of screening. Conclusion The newly developed GUI allows a breath-by-breath
visualization of the intratidal CV curve with high reliability. Automated
classifi cation of the intratidal CV curve into compliance shape
categories provides the rationale basis for patient-individual PEEP
titration. References 1. Schumann S, et al.: Physiol Meas 2009, 30:1341-1356. 2. Mols G, et al.: Intensive Care Med 1999, 25:1084-1091. 1. Schumann S, et al.: Physiol Meas 2009, 30:1341-1356. 2. Mols G, et al.: Intensive Care Med 1999, 25:1084-1091. 1. Schumann S, et al.: Physiol Meas 2009, 30:1341-1356. 2
M l G t l I t
i
C
M d 1999 25 1084 1091 P278 Graphical user interface for visualization of a decision support
system for PEEP titration
S Lozano-Zahonero, S Buehler, S Schumann, J Guttmann
University Medical Center Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P278 (doi: 10.1186/cc13468) P277 Ventilator settings in ICUs: comparing a Dutch with a global cohort
M Van IJzendoorn1, M Koopmans1, U Strauch2, S Heines2, S Den Boer3,
B Kors4, P Van der Voort5, P Dennesen6, I Van den Hul7, E Alberts7,
P Egbers1, A Esteban8, F Frutos-Vivar8, M Kuiper1
1Medisch Centrum Leeuwarden, the Netherlands; 2Universitair Medisch
Centrum Maastricht, the Netherlands; 3Spaarneziekenhuis, Hoofdorp,
the Netherlands; 4Kennemer Gasthuis, Haarlem, the Netherlands; 5Onze
Lieve Vrouwe Gasthuis, Amsterdam, the Netherlands; 6Medisch Centrum
Haaglanden, Den Haag, the Netherlands; 7Vrije Universiteit Medisch Centrum,
Amsterdam, the Netherlands; 8Hospital Universitario de Getafe, Madrid, Spain
Critical Care 2014, 18(Suppl 1):P277 (doi: 10.1186/cc13467) Methods Sixteen pigs were anesthetized and randomized to
mechanical ventilation with two diff erent ventilator settings for 6 hours;
Prot-V (PEEP 10 cmH2O, VT 6 ml/kg, n = 8) and Control (PEEP 5 cmH2O,
VT 10 ml/kg, n = 8). At 0 hours, 1×1011 colony-forming units (cfu) of P. aeruginosa were instilled intratracheally. At the end of the experiment,
six postmortem lung biopsies from predefi ned declivial locations were
taken from each animal for cultures and weight measurements. Introduction In data collected during the Third International Study on
Mechanical Ventilation, we compared data from the Netherlands with
a global cohort. We hypothesized that tidal volumes (Vt) were smaller
and applied positive end-expiratory pressure (PEEP) was higher in the
Netherlands, compared with the global cohort. We also compared use
of non-invasive ventilation (NIV) and outcomes in both cohorts. Methods A post-hoc analysis of a prospective observational study of
patients receiving invasive mechanical ventilation was conducted in Results P. aeruginosa growth in lung tissue and wet to dry ratio were
lower in the Prot-V group than in the Control group (P <0.05 and
P <0.05). PaO2/FiO2 was higher in the Prot-V group than in the Control
group (P <0.05) (Table 1). Conclusion Protective ventilation with low VT and higher PEEP reduces
P. aeruginosa growth in lung tissue, lung edema formation and lung
injury in contrast with medium-high VT and lower PEEP ventilation in
this porcine pneumonia model. Methods A post-hoc analysis of a prospective observational study of
patients receiving invasive mechanical ventilation was conducted in Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S99 Figure 1 (abstract P276). Gas exchange and CT for patient improving (A) or worsening (B) with PEEP change. Figure 1 (abstract P276). Gas exchange and CT for patient improving (A) or worsening (B) with PEEP change. 6). P279 The aim of the study was to show time-
dependent diff erences in the induction of apoptosis due to mechanical
overload, by fl uorescence microscopic observations. in SF6 retention at the end of inspiration and a return to baseline during
expiration similar to the changes observed in pigs with ALI at PEEP0. In
ALI at PEEP15, shunt decreased throughout inspiration and returned to
baseline levels during expiration. Conclusion Serial dynamic pulmonary shunt measurements during
mechanical ventilation showed distinct variations over the respiratory
cycle in both healthy and injured lungs. Increasing PEEP from 0 to
15 cmH2O altered the patterns of dynamic pulmonary shunt before
and after ALI. Thus, serial assessment of dynamic pulmonary shunt
fraction by SF6 retention with MMIMS-MIGET could prove useful for
optimization of mechanical ventilation in healthy and injured lungs. l
Methods Alveolar epithelial cells (A549) were grown on RGD-coated,
highly fl exible polydimethyl siloxane membranes. After becoming
approximately 100% confl uent, cells were stained with Hoechst
33342/TMRE/caspase-3 and caspase-7/PI and continuously observed
by fl uorescence microscopy. The cells were stimulated either with
ventilation-analogue or spontaneous-breathing analogue profi le [1]. For both settings the frequency was 0.25 Hz, the surface increase 20%
and the cell monolayers were stimulated over a time period of 2 hours
in the bioreactor [2].l P281 P281
Eff ect of positive end-expiratory pressure on right ventricle
function assessed by speckle tracking echocardiography
SR Orde, A Behfar, PG Stalboerger, JK Oh, GC Kane
Mayo Clinic, Rochester, MN, USA
Critical Care 2014, 18(Suppl 1):P281 (doi: 10.1186/cc13471) Results The analysis of fl uorescence microscopic images showed
the fi rst evidence of apoptosis induction after 40 minutes of
ventilation-analogue stimulation. In contrast, apoptosis induction
after spontaneous-breathing analogue stimulation occurred after 90
minutes. Introduction We sought to determine in a swine model whether a
novel echocardiography method, speckle tracking echocardiography
(STE), could determine deterioration in right ventricle (RV) function
induced by escalating levels of positive end-expiratory pressure (PEEP),
and to compare STE with RV fractional area change (FAC). Acute cor
pulmonale and hypotension can be induced by high levels of PEEP
used in the management of acute respiratory distress syndrome [1]. Quantifying RV function by echocardiography can be challenging due
to its shape and position. References 1. Luecke T, et al.: Crit Care 2005, 9:607-621. 1. Luecke T, et al.: Crit Care 2005, 9:607 621. 2. Huang SJ, et al.: Curr Opin Crit Care 2013, 19:250-257. 2. Huang SJ, et al.: Curr Opin Crit Care 2013, 19:250-2 g
p
3. Fine NM, et al.: Circ Cardiovasc Imaging 2013, 6:711-721. 3. Fine NM, et al.: Circ Cardiovasc Imaging 2013, 6:711-721. Methods Pigs (n = 10) were anesthetized and ventilated at a tidal
volume of 8 ml/kg and two levels of PEEP (0 and 15 cmH2O – conditions:
PEEP0; PEEP15). Hemodynamic, respiratory and multiple inert gas
analysis by micropore membrane inlet mass spectrometery (MMIMS-
MIGET; Oscillogy, USA) measurements were taken at PEEP0 and PEEP15
before and after saline washout. Retention of SF6, measured fi ve times
during one breathing cycle, was taken as a refl ection of shunt fraction. MIGET sample acquisition was synchronized by electrical impedance
tomography. P279 STE is a relatively new, feasible, sensitive,
angle-independent method for describing cardiac deformation (strain)
[2] and is particularly useful in analyzing RV function (RV free wall strain,
RVfwS), as has been shown in pulmonary hypertension cohorts [3]. Conclusion The observation of cells during stimulation with continuous
fl uorescence microscopic imaging allowed us to analyse the time-
dependent induction of apoptosis under the aspects of diff erent
stimuli. We could prove our hypothesis that ventilation-analogue
stimulation was worse for the cellular viability then spontaneous-
breathing analogue stimulation. In future, the direct optical tracking of
cell damage should allow one to analyse other stimulation profi les as
well, and thereby to improve the stimulation profi les and ultimately the
ventilation profi le as well. P279 Time-dependent apoptosis induction after spontaneous-breathing
or ventilation-analogue experimental mechanostimulation of
monolayer lung cell cultures
S Meyer, S Schumann, J Guttmann, K Gamerdinger
University Medical Center Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P279 (doi: 10.1186/cc13469) y
S Lozano-Zahonero, S Buehler, S Schumann, J Guttmann
University Medical Center Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P278 (doi: 10.1186/cc13468) y
S Lozano-Zahonero, S Buehler, S Schumann, J Guttmann
University Medical Center Freiburg, Germany
Critical Care 2014, 18(Suppl 1):P278 (doi: 10.1186/cc13468) Introduction The analysis of dynamic volume-dependent compliance
provides the rationale basis for PEEP titration during mechanical
ventilation. Due to its volume dependence, the compliance of the
respiratory system is nonlinear within each single breath (intratidal),
which is refl ected in the compliance–volume curve (CV curve). The
shape of the CV curve is determined by the PEEP level. The mechanical
stress for the mechanically ventilated lung is expected to be minimal
when the lung is ventilated within the volume range of maximal Introduction The cyclic strain of lung tissue during mechanical
ventilation compared with spontaneous breathing is associated
with a largely increased mechanical load due to larger pressure
amplitudes and higher acceleration forces. This additional load may
change tissue mechanics and may lead to tissue damage. Although
experimental mechanostimulation in vitro is a widely used method Introduction The cyclic strain of lung tissue during mechanical
ventilation compared with spontaneous breathing is associated
with a largely increased mechanical load due to larger pressure
amplitudes and higher acceleration forces. This additional load may
change tissue mechanics and may lead to tissue damage. Although
experimental mechanostimulation in vitro is a widely used method S100 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 to analyse mechanical load on cells or tissue, in vitro experiments
with ventilation-analogue stimulation are missing. In this work we
compare for the fi rst time the changes of monolayer lung cells after
ventilation-analogue
stimulation
with
spontaneous-breathing
analogue mechanostimulation. The aim of the study was to show time-
dependent diff erences in the induction of apoptosis due to mechanical
overload, by fl uorescence microscopic observations. to analyse mechanical load on cells or tissue, in vitro experiments
with ventilation-analogue stimulation are missing. In this work we
compare for the fi rst time the changes of monolayer lung cells after
ventilation-analogue
stimulation
with
spontaneous-breathing
analogue mechanostimulation. p
References e e e ces
1. Gamerdinger et al.: Acta Bioeng Biomech 2012, 14:53-62. 2. Schumann et al.: J Biomed Mater Res B Appl Biomater 2013, 101:1164-1171. 1. Gamerdinger et al.: Acta Bioeng Biomech 2012, 14:53-62. 2. Schumann et al.: J Biomed Mater Res B Appl Biomater 2013, 101:1164-1171. 1. Gamerdinger et al.: Acta Bioeng Biomech 2012, 14:53-62. 2. Schumann et al.: J Biomed Mater Res B Appl Biomater 2013, 101:1164-1171. Methods Ten pigs, 40 to 90 kg, anaesthetized, fully mechanically
ventilated at 6 to 8 mg/kg were subject to stepwise escalating levels of
PEEP at 2-minute intervals (0, 5, 10, 15, 20, 25 and 30 cmH2O). RV images
were obtained using intracardiac echocardiography (for optimal frame-
rate and endocardial defi nition) and were analyzed offl ine for FAC and
RVfwS (using Velocity Vector Imaging; Siemens). Infl uence of positive end-expiratory pressure on cyclic recruitment
and derecruitment during one breathing cycle in porcine acute lung
injury g
y
g g
Results Escalating levels of PEEP were strongly associated with
signifi cant reductions in mean blood pressure (R2 = 0.8, P <0.0001), FAC
(R2 = 0.8, P <0.0001) and RVfwS (R2 = 0.9, P <0.001). Paired t tests indicated
signifi cant reductions in RVfwS with each step increase in PEEP. FAC
only showed signifi cant deterioration at 15 cmH2O PEEP. Signifi cant
hypotension (a decrease of more than 20 mmHg) occurred after
10 cmH2O PEEP. RVfwS decreased by a larger extent and earlier than
FAC and mean blood pressure with increasing levels of PEEP. j
y
IS Sulyok1, A Johannes1, S Böhme1, KU Klein1, J Baumgardner2,
O Kimberger1, K Markstaller1, R Ullrich1
1Medical University of Vienna, Austria; 2Oscillogy LLC, Folsom, PA, USA
Critical Care 2014, 18(Suppl 1):P280 (doi: 10.1186/cc13470) Introduction Cyclic recruitment and derecruitment (R/D) of lung
parenchyma during mechanical ventilation are responsible for
atelectrauma. Theoretically, cyclic R/D can lead to varying degrees
of pulmonary shunt fraction throughout the respiratory cycle. Measurements of dynamic pulmonary shunt fraction could help
in assessing the degree of cylic R/D. However, common methods
of measuring pulmonary shunt do not allow for dynamic serial
measurements during one respiratory cycle. In this study, we measured
serial dynamic pulmonary shunt fractions during one breathing cycle
and investigated the eff ect of positive end-expiratory pressure (PEEP)
on cyclic R/D in artifi cially ventilated pigs before and after saline
washout induced acute lung injury. p
g
Conclusion RVfwS measured by STE is a sensitive method for
determining RV dysfunction induced by PEEP. RVfwS displays a stronger
association, greater deterioration and earlier reduction than FAC and
mean blood pressure with escalating levels of PEEP. This potentially has
interesting implications for the role of STE in managing PEEP levels in
critically ill patients with acute lung injury. P283
Experimental VILI begins with subpleural lung lesions
h We studied the development i p
gy
p
Methods In fi ve piglets (weight 21 ± 2 kg) under general anesthesia,
we recorded PV curves to quantify dynamic dissipated energy (DE)
at increasing tidal volume (TV) (150, 300, 450, 600, 750, 900) and at
increasing respiratory rate (RR) (3, 6, 9, 12, 15). We then recorded PV
curves for the same TV infl ated with a super-syringe (100 ml), to quantify
static DE. We also quantifi ed airway DE connecting the postmortem
isolated tracheobronchial tree to the ventilator and recording PV
curves at the respiratory setting previously described. of VILI with CT scan to determine where the fi rst lung lesion developed. Methods Piglets were sedated, orotracheally intubated and
instrumented with arterial and central venous catheter and urinary
catheter. The whole study was performed in the animal CT scan facility,
which was equipped as an ICU, and CT scan was performed every
3 hours or if respiratory parameters (plateau/peak pressure) changed. We defi ned as new lesion lung regions the appearance of poorly
infl ated/not infl ated lung regions not present in the previous CT scan
image. We select the fi rst CT scan in which a relevant number of new
lesions appeared (>15) and manually delineated the lesions; the lesions
were classifi ed as close/not close to the pleural surface. Figure 1 (abstract P284). Relationship between fl ow (l/minute) and
(dynamic–static) dissipated energy (J). Figure 1 (abstract P284). Relationship between fl ow (l/minute) and
(dynamic–static) dissipated energy (J). i
Results Six piglets were studied (22 ± 8 kg) that were ventilated with
a TV of 750 ± 71 ml (41 ± 1 ml/kg) up to development of VILI, defi ned
radiologically as infi ltrates present in all pulmonary fi elds at CT scan
plus development of lung edema. In the fi rst CT scan where lesions
appeared, a median of 28 lesions (IQ range 22 to 30) were present. Of
these lesions, 18 (17 to 22) (72%) were located near the pleura and nine
(6 to 11) (28%) near vessels/bronchi. See Figure 1. Conclusion In an experimental model of VILI the fi rst lung lesions
appear below the pleural surface. P283
Experimental VILI begins with subpleural lung lesions
h Introduction During mechanical ventilation some of the energy
delivered to the respiratory system (RS) is dissipated within it, while
some is recovered during expiration. The amount of unrecovered
energy represents mechanical work done on the RS by the ventilator
and may be related to the development of ventilatory-induced lung
injury (VILI). The unrecovered energy is measured as the hysteresis area
of the pressure–volume (PV) curve in static and dynamic conditions. We explored how and where the energy is dissipated inside the RS. Introduction During mechanical ventilation some of the energy
delivered to the respiratory system (RS) is dissipated within it, while
some is recovered during expiration. The amount of unrecovered
energy represents mechanical work done on the RS by the ventilator
and may be related to the development of ventilatory-induced lung
injury (VILI). The unrecovered energy is measured as the hysteresis area
of the pressure–volume (PV) curve in static and dynamic conditions. We explored how and where the energy is dissipated inside the RS. Methods In fi ve piglets (weight 21 ± 2 kg) under general anesthesia,
we recorded PV curves to quantify dynamic dissipated energy (DE)
at increasing tidal volume (TV) (150, 300, 450, 600, 750, 900) and at
increasing respiratory rate (RR) (3, 6, 9, 12, 15). We then recorded PV
curves for the same TV infl ated with a super-syringe (100 ml), to quantify
static DE. We also quantifi ed airway DE connecting the postmortem
isolated tracheobronchial tree to the ventilator and recording PV
curves at the respiratory setting previously described. Introduction We developed an experimental model of VILI, ventilating
piglets at a strain (TV/FRC) >2.5. It is possible that lung inhomogeneities
act as stress raisers within the lung parenchyma, locally multiplying
pressures. In a healthy lung the pleural surface, vessels and bronchi are
detected as natural lung inhomogeneities. We studied the development i Introduction We developed an experimental model of VILI, ventilating
piglets at a strain (TV/FRC) >2.5. It is possible that lung inhomogeneities
act as stress raisers within the lung parenchyma, locally multiplying
pressures. In a healthy lung the pleural surface, vessels and bronchi are
detected as natural lung inhomogeneities. P284 1. Maung AA, Luckianow G, Kaplan LJ: Lessons learned from airway pressure
release ventilation. J Trauma 2012, 72:624-628. 1. Maung AA, Luckianow G, Kaplan LJ: Lessons learned from airway pressure
release ventilation. J Trauma 2012, 72:624-628. P284
Dissipated energy inside the respiratory system during mechanical
ventilation
M Gotti, C Chiurazzi, M Amini, C Rovati, M Brioni, G Rossignoli,
A Cammaroto, C Bacile di Castiglione, S Luoni, K Nikolla, C Montaruli,
T Langer, G Conte, M Cressoni, L Gattinoni
Università degli studi di Milano, Milan, Italy
Critical Care 2014, 18(Suppl 1):P274 (doi: 10.1186/cc13474) 2. Kaplan LJ, Bailey H, Formosa V: Airway pressure release ventilation increases
cardiac performance in patients with acute lung injury/adult respiratory
distress syndrome. Crit Care 2001, 5:221-226. 2. Kaplan LJ, Bailey H, Formosa V: Airway pressure release ventilation increases
cardiac performance in patients with acute lung injury/adult respiratory
distress syndrome. Crit Care 2001, 5:221-226. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P284
Dissipated energy inside the respiratory system during mechanical
ventilation
M Gotti, C Chiurazzi, M Amini, C Rovati, M Brioni, G Rossignoli,
A Cammaroto, C Bacile di Castiglione, S Luoni, K Nikolla, C Montaruli,
T Langer, G Conte, M Cressoni, L Gattinoni
Università degli studi di Milano, Milan, Italy
Critical Care 2014, 18(Suppl 1):P274 (doi: 10.1186/cc13474)
Figure 1 (abstract P283). improving oxygenation in ventilated patients with cardiogenic shock
and severe progressive hypoxemia. improving oxygenation in ventilated patients with cardiogenic shock
and severe progressive hypoxemia. Figure 1 (abstract P283). Methods All cardiac and cardiac surgical patients with cardiogenic
shock and ALI/ARDS admitted to our ICU were enrolled between
January 2012 and September 2013. Data were collected on admission
while the patients were on the conventional mode of ventilation and
after 48 hours from switching to APRV. All enrolled patients were
hemodynamically monitored with a pulmonary artery catheter and
frequent echocardiography assessment. A retrospective analysis of
these data was performed. Results Completed datasets were obtained from 29 patients. The
cardiac index was increased by 30% (P <0.013), serum lactate decreased
by 37% (P <0.001), central venous saturation increased by 42%
(P <0.001) and peak airway pressure decreased 19% (P <0.001), with
50% increase of mean airway pressure, hypoxemia improved within
the fi rst few hours of alveolar recruitment with PaO2/FIO2 increased by
23% (P <0.018), and there was less use of vasopressors, sedation and
neuromuscular blockage over the course of APRV application.i g
pp
Conclusion In our patient series, APRV signifi cantly improved
oxygenation and allowed for spontaneous breathing and a reduction
in peak airway pressures. Furthermore, this strategy improved
hemodynamics and facilitated weaning from MV. Therefore, our data
suggest that this ventilation modality has favorable results and appears
to be an eff ective alternative for lung recruitment in patients with
cardiogenic shock and acute lung injury during their course of stay in
cardiac ICU [2]. Figure 1 (abstract P283). Airway pressure release ventilation restores hemodynamic stability
in patients with cardiogenic shock: initial experience in cardiac
intensive carei Airway pressure release ventilation restores hemodynamic stability
in patients with cardiogenic shock: initial experience in cardiac
intensive care
A Taha, A Shafi e, M Mostafa, H Hon, R Marktanner
Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
Critical Care 2014, 18(Suppl 1):P282 (doi: 10.1186/cc13472) A Taha, A Shafi e, M Mostafa, H Hon, R Marktanner
Sheikh Khalifa Medical City, Abu Dhabi, United Arab Emirates
Critical Care 2014, 18(Suppl 1):P282 (doi: 10.1186/cc13472) Results We observed dynamic changes in pulmonary shunt fraction,
expressed as changes in SF6 retention, within all breathing cycles
recorded, before and after induction of ALI. In healthy lungs at PEEP0
there was a decrease in SF retention at the end of inspiration and a
return to baseline levels during expiration. In contrast, SF6 retention
increased at PEEP0 in ALI during inspiration and decreased during
expiration. In healthy pigs ventilated with PEEP15 there was an increase Introduction Airway pressure release ventilation (APRV) is a pressure-
limited, time-cycled mode of mechanical ventilation. It increases the
cardiac index, resulting in improved organ perfusion, which is crucial
in cardiogenic shock patients preventing organ failure secondary to
inadequate perfusion [1]. The purpose of this study was to evaluate
the eff ectiveness of APRV in restoring hemodynamic stability and S101 Critical Care 2014, Volume 18 Suppl 1
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E
i P283
Experimental VILI begins with subpleural lung lesions
C Chiurazzi, M Gotti, M Amini, C Rovati, M Brioni, G Rossignoli,
A Cammaroto, C Bacile, S Luoni, K Nikolla, C Montaruli, T Langer,
D Dondossola, M Cressoni, L Gattinoni
Fondazione IRCCS Cà Granda, Milan, Italy
Critical Care 2014, 18(Suppl 1):P283 (doi: 10.1186/cc13473) Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets Results We enrolled seven patients (six males, age 54.1 ± 22.2 years,
BMI 24.2 ± 4.9 kg/m2, PaO2/FiO2 186 ± 78, tidal volume 445 ± 140 ml, RR
14.5 ± 3.4 breaths/minute, PEEP 12.5 ± 3.3 cmH2O). In the 14 conditions
evaluated, median LUSS was 19 (IQR 14 to 23); LUSS ≤19 (n = 8)
corresponded to 34 ± 13% of nonaerated tissue at qCT; LUSS >20 (n =
6) to 48 ± 18% (P <0.05). A good linear correlation was found between
reduction at LUS of consolidated areas (area score 3) versus reduction
of qCT nonaerated volume (R2 = 0.66), and between reduction at LUS of g
g
Methods LUS and whole-lung CT scan were performed on ARDS
sedated, paralyzed, mechanically ventilated patients at PEEP 5 and
15 cmH2O. LUS was performed considering six areas for each lung,
with a comprehensive scan of the intercostal spaces in each area. We
assigned to each area a score of aeration [1]: 0 (normal lung), 1 (≥3
noncoalescent B-lines), 2 (≥3 coalescent B-lines), 3 (consolidation). A
cumulative LUS score (LUSS, ranging from 0 to 36 for the two lungs)
was obtained as sum of all areas’ individual scores, each area’s score
being the average of all pertaining LUS fi ndings. LUS recruiters upon
PEEP increase from 5 to 15 cmH2O were defi ned by the switch of at least
three areas to well aerated (area score 0). LUS-based assessment of lung
aeration and lung recruitability was compared with qCT fi ndings. Methods In eight healthy piglets we measured total hysteresis and
the peak inspiratory pressure (Ppeak) while randomly increasing VT
(with no PEEP) or PEEP (with fi xed VT). P1 was extrapolated from the
drop in airway pressure during an end-inspiratory pause [3]. Hysteresis
attributable to lung parenchyma was computed as: total hysteresis –
((Ppeak – P1) × VT).i Results The main fi ndings are shown in Figure 1. P values refer to one-
way repeated-measures analysis of variance. Conclusion Lung hysteresis increases with VT, but not with PEEP. Further studies are needed to prospectively evaluate the role of lung
hysteresis in the pathogenesis of ventilator-induced lung injury. References Conclusion Lung hysteresis increases with VT, but not with PEEP. Further studies are needed to prospectively evaluate the role of lung
hysteresis in the pathogenesis of ventilator-induced lung injury. P286f CT scan and ultrasound comparative assessment of PEEP-induced
lung aeration changes in ARDS
I Algieri1, S Mongodi2, D Chiumello3, F Mojoli2, M Cressoni1, G Via2, S Luoni1,
A Colombo1, G Babini1, A Braschi2
1Università degli Studi di Milano, Milan, Italy; 2Fondazione IRCCS Policlinico
S. Matteo Hospital – University of Pavia, Italy; 3Fondazione IRCCS Cà Granda –
Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P285 (doi: 10.1186/cc13475) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results Static DE(J) had a nonlinear relationship with the TV (ml/kg)
applied: static DE = 0.0031*TV1.5198, R2 = 0.96. Subtracting from the
PV curve hysteresis area of a single breath (dynamic DE) the airway
DE, the resulting curve overlapped static DE at every RR considered,
suggesting that the amount of energy spent on the RS is equal to the
static DE. Static DE can be estimated knowing fl ow (l/minute) and
dynamic DE(J) since:ll poorly aerated areas (area score 1 to 2) versus reduction of qCT poorly
aerated volume (R2 = 0.74). Change at LUS of at least three areas to
well aerated (LUS recruiters, n = 4) corresponded to a qCT increase in
well-aerated lung volume of 788 ± 262 g versus 431 ± 35 g in the LUS
nonrecruiter group (n = 3) (P <0.05). Conclusion These preliminary data suggest that LUS could be an
accurate tool to assess lung aeration and recruitment at the bedside,
avoiding the risks and workload related to the use of CT scan. Reference y
(dynamic–static)DE = 0.0014*[fl ow]2 – 0.0173*fl ow + 0.1387, R2 = 0.90
(Figure 1). 1. Bouhemad B, et al.: Bedside ultrasound assessment of positive end-
expiratory pressure–induced lung recruitment. Am J Respir Crit Care Med
2011, 183:341-347. Conclusion According to our data, the amount of energy that may be
related to the development of VILI is static DE; it is a nonlinear function
of TV and can be estimated knowing fl ow and dynamic DE. 1. Bouhemad B, et al.: Bedside ultrasound assessment of positive end-
expiratory pressure–induced lung recruitment. Am J Respir Crit Care Med
2011, 183:341-347. P283
Experimental VILI begins with subpleural lung lesions
h Mutiple nonmutually exclusive
possible explanations are possible: the pleural surface acts as a stress
raiser; the mechanical friction of the lung with the ribs at very high tidal
volume leads to parenchimal injury; and the lung skeleton is a fan-like
structure starting from the hilum and going to the pleural surface,
leading to increased stress/strain of the subpleural regions. Figure 1 (abstract P284). Relationship between fl ow (l/minute) and
(dynamic–static) dissipated energy (J). Figure 1 (abstract P284). Relationship between fl ow (l/minute) and
(dynamic–static) dissipated energy (J). S102 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 CT scan and ultrasound comparative assessment of PEEP-induced
lung aeration changes in ARDS Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets
DT Andreis1, M Milesi1, P Pugni1, F Nicosia1, GE Iapichino1, M Monti2,
B Comini2, E Votta3, A Protti2, L Gattinoni2
1Università degli Studi di Milano, Milan, Italy; 2Fondazione IRCCS Cà Granda –
Ospedale Maggiore Policlinico, Milan, Italy; 3Politecnico di Milano, Milan, Italy
Critical Care 2014, 18(Suppl 1):P286 (doi: 10.1186/cc13476) Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets I Algieri1, S Mongodi2, D Chiumello3, F Mojoli2, M Cressoni1, G Via2, S Luoni1,
A Colombo1, G Babini1, A Braschi2 Introduction Growing evidence suggests that, as long as the total lung
capacity is not overcome, dynamic (that is, tidal volume, VT) is more
injurious than static (that is, positive end-expiratory pressure, PEEP)
lung deformation [1]. Because the lung behaves like a viscoelastic
body [2], hysteresis may play a role in the development of ventilator-
induced lung injury. The aim of the study was to investigate the eff ects
of increasing VT or PEEP on lung hysteresis. Introduction Growing evidence suggests that, as long as the total lung
capacity is not overcome, dynamic (that is, tidal volume, VT) is more
injurious than static (that is, positive end-expiratory pressure, PEEP)
lung deformation [1]. Because the lung behaves like a viscoelastic
body [2], hysteresis may play a role in the development of ventilator-
induced lung injury. The aim of the study was to investigate the eff ects
of increasing VT or PEEP on lung hysteresis. Introduction CT-scan quantitative analysis (qCT) represents the gold
standard to assess lung aeration and recruitment in ARDS patients. Lung ultrasound (LUS) has been proposed as a bedside nonirradiating
alternative to assess lung recruitability, identifying patients who may
benefi t from higher PEEP levels. We compared the two methods in the
assessment of PEEP-induced lung aeration changes. g
g
Methods LUS and whole-lung CT scan were performed on ARDS
sedated, paralyzed, mechanically ventilated patients at PEEP 5 and
15 cmH2O. LUS was performed considering six areas for each lung,
with a comprehensive scan of the intercostal spaces in each area. We
assigned to each area a score of aeration [1]: 0 (normal lung), 1 (≥3
noncoalescent B-lines), 2 (≥3 coalescent B-lines), 3 (consolidation). A
cumulative LUS score (LUSS, ranging from 0 to 36 for the two lungs)
was obtained as sum of all areas’ individual scores, each area’s score
being the average of all pertaining LUS fi ndings. LUS recruiters upon
PEEP increase from 5 to 15 cmH2O were defi ned by the switch of at least
three areas to well aerated (area score 0). LUS-based assessment of lung
aeration and lung recruitability was compared with qCT fi ndings. Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets P287
Evaluation and quantifi cation of pulmonary hyperinfl ation in three
gravitational zones of domestic felines by computed tomography
A Rodrigues de Carvalho Martins1, D Tabacchi Fantoni2, D Aya Otsuki1,
A Magalhães Ambrósio2, A Brandão de Campos Fonseca Pinto2,
J França dos Santos2, C Rodrigues de Carvalho Martins3, L Sá Malbouisson1
1Faculdade de Medicina da Universidade de São Paulo, Brazil; 2Faculdade
de Medicina Veterinária e Zootecnia da Universidade de São Paulo, Brazil;
3UFAPE, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P287 (doi: 10.1186/cc13477) Results In Group I relative to group II at 3 to 5 days we registered an
increase in mature monocytes (CD14) – 23.1 ± 0.8% (P <0.05); reduction
in the relative content of CD69 – 3.8 ± 0.21%, lymphocyte of apoptosis:
(Annexin V–FITC+PI–) – 7.12 ± 0.46% and (Annexin V–FITC+PI+) –
0.79 ± 0.07% (P <0.001). The duration of mechanical ventilation was
4.1 ± 1.4 days (P <0.05). All patients survived. None of the patients
showed clinical or laboratory evidence of adverse eff ects of inhaled
nitric oxide. In Group II seven newborns died, and the duration of
mechanical ventilation in survivors was 18 ± 3.4 days. Critical Care 2014, 18(Suppl 1):P287 (doi: 10.1186/cc13477) Introduction Mechanical ventilation (MV) aims to enhance blood
oxygenation and to remove carbon dioxide. However, excessive
hyperinfl ation by MV may cause lung injury. Introduction Mechanical ventilation (MV) aims to enhance blood
oxygenation and to remove carbon dioxide. However, excessive
hyperinfl ation by MV may cause lung injury. y
Conclusion Inhalable of nitric oxide activates monocyte–macrophage
immunity, stabilizes the apoptosis of T-lymphocytes, and reduces
mortality and duration of mechanical ventilation in newborns with
respiratory diseases on mechanical ventilation. References Methods Eighteen cats (4 ± 1 kg) were anesthetized with propofol
(loading dose of 6 mg/kg and constant rate infusion of 0.5 mg/kg/
minute) and neuromuscular blockade was achieved with rocuronium
at 1 mg/kg/minute. Their lungs were initially mechanically ventilated
in FiO2 of 40%, with peak inspiratory pressure (Ppeak) of 5 cmH2O for
20 minutes, and then the Ppeak was increased by 5 cmH2O increments
until 15 cmH2O every 5 minutes. Following that, Ppeak was decreased
by 2 cmH2O every 5 minutes until reaching Ppeak of 5 cmH2O. The
ventilator maintained the respiratory rate and inspiratory time at
15 breaths/minute and 1 second, respectively. Between the Ppeak
increments, we applied a 4-second pause for a 5-mm computed
tomography (CT) scan of the thorax area. Diaphragm microcirculatory dysfunction and lipid accumulation in
endotoxemic rabbits during mechanical ventilation Diaphragm microcirculatory dysfunction and lipid accumulation in
endotoxemic rabbits during mechanical ventilation Y Yang1, T Yu1, J Liu1, C Pan1, F Longhini2, L Liu1, Y Huang1, F Guo1, H Qiu1
1Zhong-Da Hospital, Southeast University, Nanjing, China; 2Eastern Piedmont
University ‘A. Avogadro’, Novara, Italy
Critical Care 2014, 18(Suppl 1):P289 (doi: 10.1186/cc13479) Results The three zones presented increased over-insuffl ated areas and
decreased areas with normal insuffl ation with increasing Ppeak from
5 to 15 cmH2O. At 5 cmH2O, the areas of over-insuffl ation and normal
insuffl ation in zones I, II and III were 13% and 36%; 4% and 22%; and
0.7% and 15%, respectively. At 15 cmH2O, the areas of over-insuffl ation
and normal insuffl ation in zones I, II and III were 74% and 55%; 81% and
57%; and 82% and 71%, respectively. Introduction Sepsis-induced diaphragm dysfunction (SIDD) has
been widely described in the literature as a condition aff ecting the
diaphragm muscle characterized by contractility loss of function and
associated with a high mortality, assessed at around 54% [1]. Previous
studies have investigated the pathogenesis of ventilator-induced
diaphragmatic dysfunction (VIDD), its lipid metabolic alterations [2]
and microcirculatory function processes. This study was designed
to investigate on diaphragm muscle the eff ects of LPS-induced
endotoxemia in rabbits undergoing two diff erent modes of mechanical
ventilation. Conclusion The higher proportion of overly distended pulmonary
areas in high Ppeak may increase the risk of lung injury. The lowest
Ppeak (5 cmH2O) showed less potential to lung injury as it has higher
areas of normal insuffl ation and less areas of over-insuffl ation in all
gravitational zones. Methods A prospective randomized animal study in 25 invasively
monitored and mechanically ventilated New Zealand White rabbits. The rabbits were randomized to control (n = 5), controlled mechanical
ventilation (CMV) (n = 5), pressure support ventilation (PSV) (n = 5),
or CMV or PSV with LPS-induced endotoxemia (CMV-LPS and PSV-
LPS respectively) (n = 5 for each). The endotoxemia was induced
by LPS injection in the CMV-LPS and PSV-LPS groups. Rabbits were
anesthetized and ventilated for 24 hours, except for the control
(30 minutes). A catheter able to detect the electrical activity of the
diaphragm was placed to evaluate the diaphragm contractility at
baseline and after 6, 12 and 24 hours. Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets References i
Results We enrolled seven patients (six males, age 54.1 ± 22.2 years,
BMI 24.2 ± 4.9 kg/m2, PaO2/FiO2 186 ± 78, tidal volume 445 ± 140 ml, RR
14.5 ± 3.4 breaths/minute, PEEP 12.5 ± 3.3 cmH2O). In the 14 conditions
evaluated, median LUSS was 19 (IQR 14 to 23); LUSS ≤19 (n = 8)
corresponded to 34 ± 13% of nonaerated tissue at qCT; LUSS >20 (n =
6) to 48 ± 18% (P <0.05). A good linear correlation was found between
reduction at LUS of consolidated areas (area score 3) versus reduction
of qCT nonaerated volume (R2 = 0.66), and between reduction at LUS of 1. Protti A, et al.: Which is the most important strain in the pathogenesis of
ventilator-induced lung injury: dynamic or static? Curr Opin Crit Care 2014,
20:33-38. 2. Bayliss LE, et al.: The visco-elastic properties of the lung. Q J Exp Physiol 1939,
29:27-47. 3. Bates JHT, et al.: General method for describing and extrapolating
monotonic transients and its application to respiratory mechanics. Med
Biol Eng Comput 1987, 25:131-135. Figure 1 (abstract P286). Lung hysteresis as a function of VT (A) and PEEP (B). *P <0.05 versus VT 250 ml or PEEP 0 cmH2O (Holm–Sidak method). Figure 1 (abstract P286). Lung hysteresis as a function of VT (A) and PEEP (B). *P <0.05 versus VT 250 ml or PEEP 0 cmH2O (Holm–Sidak method). S103 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P287 on the Beckman Coulter Epics XL cytometer (USA). The statistical power
of the study was 80% (α ≤0.05). Eff ect of tidal volume and positive end-expiratory pressure on lung
hysteresis of healthy piglets The radiographic attenuation
(in Hounsfi eld units, HU) was classifi ed as over-insuffl ation (1,000 to
900 HU), normal insuffl ation (900 to 500 HU) and atelectasic (500 to
100 HU). We split the lungs into three proportional gravitational zones
(I, II and III) from apex to base. 1. Dudareva MV, Estrin VV: The state of immunity in newborn infants with
respiratory disease. Allergy Immunol 2008, 9:349-350. p
y
gy
2. Puhtinskaya MG, Estrin VV, Dudareva MV, Gulova ES: Method of treatment of
RDS in neonates receiving mechanical ventilation. RU Patent No. 2434653;
27 November 2011. 2. Puhtinskaya MG, Estrin VV, Dudareva MV, Gulova ES: Method of treatment of
RDS in neonates receiving mechanical ventilation. RU Patent No. 2434653;
27 November 2011. Diaphragm microcirculatory dysfunction and lipid accumulation in
endotoxemic rabbits during mechanical ventilation After 24 hours, we evaluated:
the diaphragm microcirculation assessed by a sidestream dark-fi eld
videomicroscopy; the mitochondria membrane potential; the lipid
accumulation; and the diaphragm muscular fi ber structure. Eff ect of inhaled nitric oxide on apoptosis of lymphocytes in
newborns in a critical state
M Puhtinskaya
Research Institute of Obstetrics and Pediatrics, Rostov-on-Djn, Russia
Critical Care 2014, 18(Suppl 1):P288 (doi: 10.1186/cc13478) y
Research Institute of Obstetrics and Pediatrics, Rostov-on-Djn, Russia
Critical Care 2014, 18(Suppl 1):P288 (doi: 10.1186/cc13478) Introduction Activation of lymphocyte apoptosis while reducing the
endogenous nitric oxide is a predictor of adverse outcome in newborns
on mechanical ventilation [1]. With the aim to improve the results
of treatment we studied the eff ect of inhalable nitric oxide on the
immune system in newborns with respiratory diseases on mechanical
ventilation [2]. i
Results In endotoxemic animals, after 24 hours, the diaphragm
contractility and fi ber structure, the microcirculation, mitochondrial
membrane
potential
and
lipid
accumulation
were
severely
compromised, but not in the CMV and PSV groups. Moreover, a slight
but signifi cant increase of lipid accumulation was observed in the CMV
and PSV groups in comparison with control (P <0.05). Methods With the permission of the ethics committee in a controlled,
randomized, blind clinical trial we included 27 newborns with respiratory
diseases on mechanical ventilation. Randomization was performed by
the method of envelopes. Group I (n = 17), patients receiving inhalation
of nitric oxide at a concentration of 10 ppm for 24 hours controlling the
level of methemoglobin (Pulmonox mini; Messer II NO Therapeutics,
Austria). Group II (n = 10) did not receive inhaled NO. At admission
and at 3 to 5 days we studied subpopulations of lymphocytes by
one-parameter immunophenotyping using reagents (Immunotech
Beckman Coulter, USA): fi tz-labeled CD3, CD4, CD8, CD14, CD19, CD34,
CD56, CD69, CD71, CD95 monoclonal antibody, the relative content of
lymphocytes in early and late apoptosis using Annexin V+-labeled FITK
and propidium iodide (PL+), labeled with PE (Saltag, USA), with results Conclusion In endotoxemic rabbits, the impaired microcirculation
resulted in an increased lipid accumulation and in a disturbance of the
mitochondria membrane potential and contractility of the diaphragm. No microvascular alterations have been observed in ventilated
non-endotoxemic animals. Moreover, the diaphragm contractility
dysfunction was more pronounced in endotoxemic animals. References EIT comparison of airway pressure release ventilation and
conventional ventilation S Jog, S Sable, D Patel, P Tambur g,
,
,
Deenanath Mangeshkar Hospital and Research Center, Pune, India
Critical Care 2014, 18(Suppl 1):P291 (doi: 10.1186/cc13481) Deenanath Mangeshkar Hospital and Research Center, Pune, India
Critical Care 2014, 18(Suppl 1):P291 (doi: 10.1186/cc13481) g
Conclusion EIT may help to identify patients with severe ARDS on VCV
with a potential of increasing recruitment by tidal redistribution of
ventilation with APRV. Introduction The aim was to study EIT as a monitoring tool for tidal
ventilation (TV) redistribution following switching patients from
volume-controlled ventilation (VCV) to airway pressure release
ventilation (APRV) in patients with severe ARDS. High-frequency oscillatory ventilation use in patients with H1N1:
a single-centre review Introduction Limited evidence exists as to the value of high-frequency
oscillatory ventilation (HFOV) for patients with H1N1 [1,2]. We describe
a subgroup of patients, from a single UK centre, who received HFOV
and had H1N1-positive virology. gy
Methods Local permissions for research were obtained. Patients with
confi rmed H1N1 who underwent HFOV between 2008 and 2012 were
included. Data collected retrospectively included demographics,
diagnosis, illness severity and outcome measures.i g
y
Results We identifi ed 10 patients (Table 1) who received both HFOV
and had confi rmed H1N1. Two patients were transferred to a tertiary
centre to receive ECMO and both critical care and 6-month mortality
were 40%. Table 1 (abstract P290). Patient characteristics Table 1 (abstract P290). Patient characteristics
Male (%)
60
Age (years)
39.4 ± 9.75
Mean APACHE II
19.5 ± 4.88
Pre-HFOV neuromuscular blockade infusion (%)
40
Pre-HFOV vasoactive drug infusion (%)
50
Mean pre-HFOV VT exp (ml/kg)
8.54 ± 2.68
Median P/F ratio (mmHg)
Pre HFOV
67.5
0 hours
94.35
4 hours
110.4 Table 1 (abstract P290). Patient characteristics Table 1 (abstract P290). Patient characteristics Conclusion This study adds to the literature on the use of HFOV in H1N1
patients. We managed to replicate some of the existing evidence in
respect to the population age [1,2] and the incidence of mortality. Whilst
P/F ratios improved on initiation of HFOV, these patients subsequently
had long critical care and hospital stays. There is uncertainty regarding
the use of HFOV in ARDS, but it may be a valuable treatment for H1N1
patients. The ventilation strategies employed and the subsequent
consequences for H1N1 patients require further evaluation. References Figure 1 (abstract P291). EIT comparison of VCV and APRV. and percentage of tidal ventilation distribution in the four ROIs were
recorded at steps 1 and 2. Analyses were performed by paired t test. Results Patients on VCV had P/F ratio of 79.5 ± 12.5 with PEEP of
14.16 ± 1.32 There was a signifi cant improvement in P/F ratios
on switching to APRV (126.16 ± 23.69, P = 0.002) at 30 minutes of
ventilation on APRV. There was a trend to decrease in FiO2 (0.82 ± 0.15
vs. 0.68 ± 0.10, P = 0.068) and PCO2 (52.5 ± 6.15 vs. 45.00 ± 8.67, P =
0.071) and increase in PaO2 (65.83 ± 14.53 vs. 84.83 ± 12.22, P = 0.056)
at step 2. P292 Methods Six patients with severe ARDS having Pplat ≥30 cm were
included in the study. Patients ventilated with the ARDSnet strategy
were subjected to EIT analysis. Regional TV distribution was monitored
by an EIT system (PulmoVista 500®; Dräger Medical GmbH, Lübeck,
Germany), dividing the lung fi eld into four same-size regions of interest
(ROIs): ventral right (ROI 1) and left (ROI 2) and dorsal right (ROI 3) and
left (ROI 4). In step 1, patients ventilated with VCV as per the ARDSnet
protocol were subjected to EIT analysis. In step 2, patients were
switched to APRV. Ventilation parameters, arterial blood gas analysis Lung-protective ventilation suppresses plasma levels of cell-free
DNA in porcine experimental postoperative sepsis
A Nyberg1, J Sperber1, M Lipcsey2, J Jylhävä3, M Hurme3, M Castegren1
1Centre for Clinical Research Sörmland, Uppsala University, Eskilstuna, Sweden;
2Uppsala University, Uppsala, Sweden; 3University of Tampere, Finland
Critical Care 2014, 18(Suppl 1):P292 (doi: 10.1186/cc13482) High-frequency oscillatory ventilation use in patients with H1N1:
a single-centre review The proportional distribution of ventilation in the dorsal ROI 3
and ROI 4 also improved on switching to APRV. TV in ROI 3 during VCV,
12.76 ± 6.76%, improved to 24.58 ± 6.61% (P = 0.067). Similarly TV in
ROI 4 during VCV, 24.58 ± 6.61%, improved to 26.6 ± 6.09% (P = 0.068). Due to small sample size, improvement in TV in dorsal ROIs was not
statistically signifi cant. Upper panel of Figure 1 shows end-inspiratory
and end-expiratory images of EIT on VCV with poor TV in dorsal ROI 3
and ROI 4. Lower panel of fi gure shows two EIT images at Phigh = 30 cm
showing improved TV in dorsal ROIs. and percentage of tidal ventilation distribution in the four ROIs were
recorded at steps 1 and 2. Analyses were performed by paired t test. Results Patients on VCV had P/F ratio of 79.5 ± 12.5 with PEEP of
14.16 ± 1.32 There was a signifi cant improvement in P/F ratios
on switching to APRV (126.16 ± 23.69, P = 0.002) at 30 minutes of
ventilation on APRV. There was a trend to decrease in FiO2 (0.82 ± 0.15
vs. 0.68 ± 0.10, P = 0.068) and PCO2 (52.5 ± 6.15 vs. 45.00 ± 8.67, P =
0.071) and increase in PaO2 (65.83 ± 14.53 vs. 84.83 ± 12.22, P = 0.056)
at step 2. The proportional distribution of ventilation in the dorsal ROI 3
and ROI 4 also improved on switching to APRV. TV in ROI 3 during VCV,
12.76 ± 6.76%, improved to 24.58 ± 6.61% (P = 0.067). Similarly TV in
ROI 4 during VCV, 24.58 ± 6.61%, improved to 26.6 ± 6.09% (P = 0.068). Due to small sample size, improvement in TV in dorsal ROIs was not
statistically signifi cant. Upper panel of Figure 1 shows end-inspiratory
and end-expiratory images of EIT on VCV with poor TV in dorsal ROI 3
and ROI 4. Lower panel of fi gure shows two EIT images at Phigh = 30 cm
showing improved TV in dorsal ROIs. 1. Riscilli BP, et al.: PLOS One 2011. doi: 10.1371/journal.pone.0018166. 2. Boots RJ, et al.: Anaesth Intensive Care 2011, 39:837-846. 1. Riscilli BP, et al.: PLOS One 2011. doi: 10.1371/journal.pone.0018166. 2. Boots RJ, et al.: Anaesth Intensive Care 2011, 39:837-846. dysfunction
References Demoule A, et al.: Am J Respir Crit Care Med 2013, 188:213-219. Picard M, et al.: Am J Respir Crit Care Med 2012, 186:1140-1149. Demoule A, et al.: Am J Respir Crit Care Med 2013, 188:213-219. Picard M, et al.: Am J Respir Crit Care Med 2012, 186:1140-1149. Demoule A, et al.: Am J Respir Crit Care Med 2013, 188:213-219. Picard M, et al.: Am J Respir Crit Care Med 2012, 186:1140-1149. S104 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P290
High-frequency oscillatory ventilation use in patients with H1N1:
a single-centre review
N Smith, N Pathmanathan, V Martinson, J Glazebrook, R Rao, L Sleight,
A Gratrix
Hull and East Yorkshire NHS Trust, Hull, UK
Critical Care 2014, 18(Suppl 1):P290 (doi: 10.1186/cc13480) Figure 1 (abstract P291). EIT comparison of VCV and APRV. Comparison of HFOV and conventional ventilation in H1N1
infl uenza ARDS l
S Jog, S Sable, D Patel, N Kapadnis, P Rajhans, P Akole, B Pawar, B Bhurke,
M Kothari, S Gururaj
D
th M
hk
H
it l
d R
h C
t
P
I di j
Deenanath Mangeshkar Hospital and Research Center, Pune, India
Critical Care 2014, 18(Suppl 1):P293 (doi: 10.1186/cc13483) Deenanath Mangeshkar Hospital and Research Center, Pune, India
Critical Care 2014, 18(Suppl 1):P293 (doi: 10.1186/cc13483) g
y (
g p
y
)
Results Eighteen patients (male 12, age 56.0 ± 18.6 years, BMI
25.6 ± 5.2 kg/m2, PaO2/FiO2 166 ± 70, tidal volume 496 ± 84 ml, RR
19 ± 7.4 breaths/minute, PEEP 11.4 ± 3.7 cmH2O) were enrolled. The
fraction of lung parenchyma that could be recruited at plateau pressure
above 30 cmH2O was highly variable with a median of 5% (IQ range 1
to 17%) corresponding to a median 16% (IQ range 10 to 47%) of total
lung recruitability. Indeed we observed a statistically relevant diff erence
in lung recruitment between airway pressures of 30 and 45 cmH2O (P =
0.016). With PEEP 5 cmH2O, median opening/closing was 129 g (IQ range
124 to 145 g) in the HR group and 50 g (IQ range 24 to 76 g) in LR (P =
0.006), corresponding to 8% of lung parenchyma (IQ range 6 to 8%) in HR
and 4% (2 to 7%) in LR (P = 0.053). Increasing the PEEP level to 15 cmH2O,
median opening/closing was 67 g (IQ range 24 to 95 g) in the HR group
and 45 g (0 to 80 g) in the LR group (P = 0.512), corresponding to 3% (1
to 5%) in HR and 3% (0 to 5%) in LR (P = 0.93). We observed a statistical
diff erence between recruitments with PEEP 5 and PEEP 15 in the HR
group (P = 0.013) but not in the LR group (P = 0.781).i Introduction HFOV is a promising rescue therapy for refractory hypoxia
in severe ARDS. Methods This is a retrospective comparative study. We retrieved data
for all patients with H1N1 infl uenza-related severe ARDS treated in the
ICU during October 2009 to April 2013. Our ICU had only one HFOV
machine during the pandemic. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Introduction Intratidal opening/closing is believed to be one of the
main triggers of ventilator-induced lung injury; the application of
higher PEEP united with the limitation of plateau pressure at 30 cmH2O
may limit this phenomenon. We aim to evaluate the intratidal opening/
closing at diff erent PEEP levels and the amount of lung parenchyma
that regains infl ation going from 30 (pressure limit of tidal ventilation)
to 45 cmH2O. Conclusion In experimental postoperative sepsis, protective ventila tion
suppresses arterial levels of cfDNA. The liver seems to be a signifi cant
contributor to systemic cfDNA levels, an eff ect that is suppressed
during protective ventilation. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 levels of cell-free DNA (cfDNA) increase and have prognostic value in
sepsis [2]. In the present study, the eff ect of tidal volume and PEEP on
arterial and transorgan levels of cfDNA was investigated in a porcine
postoperative sepsis model. (P = 0.02, odds ratio (CI) 71.60 (1.85 to 2,766.59)) compared with the
HFOV group. levels of cell-free DNA (cfDNA) increase and have prognostic value in
sepsis [2]. In the present study, the eff ect of tidal volume and PEEP on
arterial and transorgan levels of cfDNA was investigated in a porcine
postoperative sepsis model. Conclusion HFOV when applied as rescue therapy for refractory
hypoxia due to severe ARDS caused by H1N1 infl uenza pneumonia is
associated with better outcome compared with CLPV. Methods Two groups of anaesthetised pigs were ventilated with
either protective ventilation (VT 6 ml/kg, PEEP 10 cmH2O; n = 20) or
controls (VT 10 ml/kg, PEEP 5 cmH2O; n = 10) for 7 hours. An artery, the
hepatic vein, the portal vein and the jugular bulb were catheterized. Continuous endotoxin infusion at 0.25 μg/kg/hour for 5 hours was
started after 2 hours of laparotomy that simulated a surgical procedure. Results The group receiving protective ventilation showed lower levels
of cfDNA in arterial blood compared with controls (P = 0.02). Trans-
hepatic levels of cfDNA were higher compared with trans-splanchnic
levels during the experiment (P = 0.02), but this eff ect was attenuated
in the group receiving protective ventilation. No diff erence between
the groups was detected in blood samples from the jugular bulb. P294 P294
Opening pressures and intratidal opening and closing in ARDS lung
I Algieri1, D Chiumello2, M Cressoni1, A Colombo1, G Babini1, S Luoni1,
M Brioni1, F Crimella1, C Chiurazzi1, B Comini2, M Monti2
1Università degli Studi di Milano, Milan, Italy; 2Fondazione IRCCS Cà Granda –
Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P294 (doi: 10.1186/cc13484) Introduction Intratidal opening/closing is believed to be one of the
main triggers of ventilator-induced lung injury; the application of
higher PEEP united with the limitation of plateau pressure at 30 cmH2O
may limit this phenomenon. We aim to evaluate the intratidal opening/
closing at diff erent PEEP levels and the amount of lung parenchyma
that regains infl ation going from 30 (pressure limit of tidal ventilation)
to 45 cmH2O. References 1. Sperber J, et al.: PLOS One 2013. doi: 10.1371/journal.pone.0083182. 2. Saukkonen K, et al.: Clin Chem 2008, 54:1000-1007. 2
Methods Patients with ARDS underwent whole-lung low-dose (60 mAs,
120 kV) computed tomography at PEEP 5 cmH2O end expiration and
end inspiration, PEEP 15 cmH2O end expiration and end inspiration,
and airway pressure 30 and 45 cmH2O end inspiration. Quantitative
analysis of CT data was performed and recruitability was defi ned as the
fraction of lung parenchyma that regains infl ation going from 5 cmH2O
end expiration to 45 cmH2O end inspiration. Patients were classifi ed as
high recruiters (HR) and low recruiters (LR) according to the median
lung recruitability (14% of lung parenchyma). Comparison of HFOV and conventional ventilation in H1N1
infl uenza ARDS Patients were divided into two groups:
HFOV group (received HFOV at fi rst eligibility) and conventional lung
protective ventilation (CLPV) group (did not receive HFOV at fi rst
eligibility due to nonavailability of HFOV). Eligibility criteria for rescue
therapy by HFOV were: P/F ratio ≤100; PEEP needed above 12 cm; Pplat
≥30 cm on CLPV. There was no selection or omission bias for HFOV
application and HFOV was applied to the fi rst eligible patient. Patient
demographic data, laboratory parameters, hemodynamic variables,
and oxygenation and ventilator settings were recorded while on CLPV
at fi rst HFOV eligibility in all patients. i
g
y
Results The total of 43 patients who met the rescue therapy criteria
were further grouped into the HFOV group (24 patients) and the
CLPV group (19 patients) depending upon modality of ventilation
received after satisfying fi rst-time HFOV eligibility criteria. Both groups
were comparable for diff erences with Fisher’s t test for qualitative
variables and ANOVA for quantitative variables (Table 1), except for
higher mortality in the CLPV group (16/19 (84.4%) vs. 12/12 (50%), P =
0.026). On logistic regression analysis to fi nd independent variables
diff erentiating the two groups, mortality was higher in the CLPV group Conclusion A highly variable and signifi cant fraction of lung
parenchyma is always closed with tidal ventilation at 30 cmH2O plateau
pressure, regardless of the PEEP level applied; this implies that sigh
or periodic recruitment maneuvers may lead to opening and closing. Intratidal opening/closing was reduced but not abolished in all patients
while ventilating at higher PEEP level (15 cmH2O). P295 P295 Lung-protective ventilation suppresses plasma levels of cell-free
DNA in porcine experimental postoperative sepsis p
p
p
p
p
A Nyberg1, J Sperber1, M Lipcsey2, J Jylhävä3, M Hurme3, M Castegren1
1Centre for Clinical Research Sörmland, Uppsala University, Eskilstuna, Sweden;
2Uppsala University, Uppsala, Sweden; 3University of Tampere, Finland
Critical Care 2014, 18(Suppl 1):P292 (doi: 10.1186/cc13482) Introduction Mechanical ventilation aff ects systemic infl ammation
where protective ventilation attenuates the response [1]. Plasma S105 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 1.
Boles JM, et al.: Weaning from mechanical ventilation. Eur Respir J 2007,
29:1033-1056. References References
1. ARDsnet: N Engl J Med 2002, 342:1301-1308. 2. Young D, et al.: N Engl J Med 2013, 368:806-813. 3. The ARDS Defi nition Task Force: JAMA 2012, 307:2526-2533. 1. ARDsnet: N Engl J Med 2002, 342:1301-1308. 2. Young D, et al.: N Engl J Med 2013, 368:806-813. 3. The ARDS Defi nition Task Force: JAMA 2012, 307:2526-2533. Results The study was completed with 36 patients overall, being 11
patients in failure and 25 patients in the success group. In both groups,
areas under the curve (AUCs) were calculated for each minute via ROC
analysis using minute SPIF and SPEF values measured during SBT. The
maximum AUC was calculated at minute 23 for SPIF (0.564; 95% CI:
0.363 to 0.764) and at minute 9 for SPEF (0.542; 95% CI: 0.316 to 0.376). Cutoff values were determined for the minutes in which maximum AUC
values for SPIF and SPEF were detected; and sensitivity and specifi city
values were calculated. When the cutoff value for SPIF was accepted as
>26.7 l/minute at minute 23, sensitivity and specifi city was calculated
as 72.0% and 28.0%, respectively. When the cutoff value for SPEF was
accepted as >24.7 l/minute at minute 9, sensitivity and specifi city were
calculated as 63.6% and 48.8%, respectively. P298 P298
Lung ultrasound fi ndings predict weaning failure from mechanical
ventilation f
References 1. Schumann S. et al.: Determination of respiratory system mechanics during
inspiration and expiration by FLow-controlled EXpiration (FLEX): a pilot
study in anesthetized pigs. Minerva Anestesiol 2014, in press. 2. Goebel U. et al.: Flow-controlled expiration (FLEX): a novel ventilation
mode to attenuate experimental porcine lung injury. Br J Anaesth 2014, in
press. 1. Schumann S. et al.: Determination of respiratory system mechanics during
inspiration and expiration by FLow-controlled EXpiration (FLEX): a pilot
study in anesthetized pigs. Minerva Anestesiol 2014, in press. y
p g
p
2. Goebel U. et al.: Flow-controlled expiration (FLEX): a novel ventilation
mode to attenuate experimental porcine lung injury. Br J Anaesth 2014, in
press. Mechanisms underlying the lung-protective eff ects of FLow-
controlled EXpiration p
S Schumann, U Goebel, J Haberstroh, J Guttmann p
S Schumann, U Goebel, J Haberstroh, J Guttmann University Medical Center Freiburg, Germany y
g,
y
Critical Care 2014, 18(Suppl 1):P296 (doi: 10.1186/cc13486) Introduction During mechanical ventilation the expiration occurs
passively and is determined by the recoil forces of the respiratory
system. In an experimental study in pigs we could fi nd that linearization
of the expiratory fl ow via FLow-controlled EXpiration (FLEX) [1] is lung
protective [2]. Utilizing electrical impedance tomography (EIT) we
aimed at investigating the mechanisms underlying the lung-protective
eff ects of FLEX. p
y
Conclusion We think that minute SPIF measurement which has
better sensitivity and minute SPEF measurement which has better
specifi city compared with available traditional predictors [1] may be
used as a potential bedside weaning predictor when evaluated in
comprehensive studies. f
Methods All experiments were approved by the local animal welfare
committee. Twelve pigs with oleic acid-induced lung injury were
ventilated in the volume-controlled mode (VCV). In six animals,
expiratory fl ow was linearized via FLEX. PEEP was set to achieve similar
mean airway pressure in the control group (n = 6) and in the FLEX group
(n = 6). Using EIT, the local distribution of ventilation was measured and
alveolar derecruitment during the no-fl ow phase in late expiration was
quantifi ed. Reference P297
l Value of peak fl ow rates measured during a spontaneous breathing
trial to predict success of weaning from mechanical ventilation
K Gundogan, S Baldane, R Coskun, I Bahar, G Altunyurt, H Mumcuoglu,
M Guven, M Sungur
Erciyes University, Kayseri, Turkey
Critical Care 2014, 18(Suppl 1):P297 (doi: 10.1186/cc13487) Value of peak fl ow rates measured during a spontaneous breathing
trial to predict success of weaning from mechanical ventilation
K Gundogan, S Baldane, R Coskun, I Bahar, G Altunyurt, H Mumcuoglu,
M Guven, M Sungur
Erciyes University, Kayseri, Turkey
Critical Care 2014, 18(Suppl 1):P297 (doi: 10.1186/cc13487) Table 1 (abstract P295). Tidal volume
With ARDS (%)
At risk of ARDS (%)
<6 ml/kg
25.3
15.7
6 to 8 ml/kg
31.7
29.3
>8 ml/kg
43
55 Introduction Numerous parameters have been suggested for the
prediction of weaning from mechanical ventilation; however, these
parameters have limited success in the prediction of weaning outcome. The aim of this study is to assess the success of minute peak fl ow rates
(spontaneous peak inspiratory fl ow rate (SPIF) and spontaneous peak
expiratory fl ow rate (SPEF)) measured during a spontaneous breathing
trial (SBT) in the prediction of weaning outcome. Conclusion Compliance with protective lung ventilation in our ICU is
suboptimal. This may be due to the lack of education and guidelines
in the unit regarding protective lung ventilation. Moreover, accurate
recording of patient height and determination of predicted body
weight should be documented to facilitate accurate tidal volume
calculation and protective lung ventilation. Methods Patients managed and receiving mechanical ventilation
support for at least 24 hours in the medical and surgical ICUs of Erciyes
University between March 2011 and May 2012 were included in the
present study. Over 30 minutes, SPIF and SPEF values were measured
during a SBT in patients spontaneously breathing by T tube. Patients
who tolerated 30 minutes of SBT were extubated. Patients who did
not need reintubation for 48 hours after extubation were considered
successful weaning, while those needing reintubation were considered
weaning failure. Reference 1. Boles JM, et al.: Weaning from mechanical ventilation. Eur Respir J 2007,
29:1033-1056. P298 P295
Compliance with protective lung ventilation in an Irish teaching
hospital Table 1 (abstract P293). Variable
CLPV (n = 19)
HFOV (n = 24)
P value
Age
41.15
32.83
0.07
SOFA
4.95
4.62
0.41
Pplat
29.57
30.46
0.26
O.I. 38.88
35.70
0.54
P/F
70.63
76.79
0.50
PCO2
59.89
59.92
0.99
Death
16
12
0.02 g
p
Critical Care 2014, 18(Suppl 1):P295 (doi: 10.1186/cc13485 Introduction The importance of protective lung ventilation in reducing
mortality in adult respiratory distress syndrome (ARDS) patients is well
described [1]. However, suboptimal compliance with the recommended
tidal volumes has been reported [2]. Therefore, we wished to assess our
compliance in adhering to protective lung ventilation in patients with,
or at risk of developing, ARDS. p g
Methods A retrospective review was done on all mechanically
ventilated patients in the ICU of Tallaght Hospital over a 6-month
period (February to July 2013). Hourly tidal volumes were recorded S106 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 automatically in electronic charts. Compliance was assessed by
calculating the total time patients with, or at risk of developing, ARDS
were ventilated with tidal volumes <6 ml/kg, 6 to 8 ml/kg, and >8 ml/
kg during the fi rst 72 hours on mechanical ventilation. ARDS is defi ned
as per the Berlin criteria [3]. Exclusion criteria were patients who did
not receive invasive ventilation or who were ventilated for less than
72 hours. We also assessed whether patients’ height was documented. Results A total of 72 patients were ventilated for >72 hours. Of these
patients (44 males, 28 females, mean age 65.5 years), ARDS criteria
were met in 17 patients and 22 patients were determined to be at risk
of developing ARDS. For patients with ARDS, the ventilated time with
tidal volumes <6 ml/kg, 6 to 8 ml/kg, and >8 ml/kg was 25.3%, 31.7%
and 43% respectively. For patients at risk of developing ARDS, the
ventilated time with tidal volumes <6 ml/kg, 6 to 8 ml/kg, and >8 ml/
kg was 15.7%, 29.3%, 55%, respectively (Table 1). A total of 16 patients
(nine who had ARDS) had no documentation of their height. distribution of ventilation is more homogeneous. These mechanisms
of alveolar recruitment maintenance can explain the lung-protective
eff ects of FLEX. Fluid balance predicts weaning failure in chronic obstructive
pulmonary disease patients Fluid balance predicts weaning failure in chronic obstructive
pulmonary disease patients Fluid balance predicts weaning failure in chronic obstructive
pulmonary disease patients
AC Pecanha Antonio1, M Basso Gazzana2, P Souza Castro1, M Knorst1
1Hospital Moinhos de Vento, Porto Alegre, Brazil; 2UFRGS, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P299 (doi: 10.1186/cc13489) Introduction The rapid shallow breathing index (RSBI) is considered
a good parameter to predict mechanical ventilator liberation. We
hypothesized that the RSBI provides no benefi t when clinical readiness
criteria are met. AC Pecanha Antonio1, M Basso Gazzana2, P Souza Castro1, M Knorst1
1Hospital Moinhos de Vento, Porto Alegre, Brazil; 2UFRGS, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P299 (doi: 10.1186/cc13489) AC Pecanha Antonio1, M Basso Gazzana2, P Souza Castro1, M Knorst1
1Hospital Moinhos de Vento, Porto Alegre, Brazil; 2UFRGS, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P299 (doi: 10.1186/cc13489) Introduction Fluid balance (FB) has been associated with weaning and
extubation failure, particularly of cardiac origin. Also, the increased
right ventricular afterload, a feature common in chronic obstructive
pulmonary disease (COPD) patients especially during a weaning test,
may hinder diastolic fi lling of the left ventricle through a biventricular
interdependence mechanism. We aimed to investigate the relationship
of the FB in the 48 hours prior to a spontaneous breathing trial (SBT)
and weaning outcomes in a subgroup of COPD patients admitted to a
medical–surgical ICU. Methods Adults with acute respiratory who required MV for more than
24 hours, excluding COPD, were assessed daily as a liberation protocol
(Figure 1). During the RSBI step, RSBI was recorded and blinded to the Figure 1 (abstract P300). Standard mechanical ventilator weaning
protocol. Methods We conducted a 2-year prospective, multicenter, obser-
vational study in two adult medical–surgical ICUs. All enrolled
patients met eligibility criteria for ventilation liberation. Patients with
tracheostomy were excluded. We collected demographic, physiologic,
48-hour FB (measured inputs minus outputs) and lung ultrasound
fi ndings immediately before a SBT in 29 COPD patients. Our main
outcome of interest was weaning failure (WF), defi ned as the inability
to tolerate a T-tube trial during 30 to 120 minutes, in which case
patients were not extubated. p
Results Weaning success (WS) (n = 19) and WF (n = 10) patients were
similar in relation to age, sex, APACHE II score, reason for mechanical
ventilation (MV) and comorbidities. Mean duration of MV was 11 days. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Therefore, the presence of cardiovascular dysfunction can contribute to
weaning failure (WF). A randomized trial concluded that bedside lung
ultrasound could predict post-extubation distress through changes
in aeration during a T-tube test; however, it could not screen patients
before submission to a SBT [1]. We aim to assess the reliability of lung
ultrasound as a predictor of weaning outcomes. Figure 1 (abstract P299). Association between positive fl uid balance WF
in COPD patients. Figure 1 (abstract P299). Association between positive fl uid balance WF
in COPD patients. Methods We conducted a prospective, multicenter, observational study
in two adult medical–surgical ICUs. Lung ultrasound was performed
immediately before SBT. Three or more B-lines in a single view were
called a B-pattern. B-predominance was defi ned as a B-pattern on at
least one of the four anterior chest wall zones. All enrolled patients met
eligibility criteria for ventilation liberation. Patients with tracheostomy
were excluded. Results During 2 years, 250 SBTs were analyzed. WF, defi ned as an
inability to tolerate a T-tube trial during 30 to 120 minutes, occurred
in 51 (20.4%). There was a higher prevalence of chronic obstructive
pulmonary disease in the WF group as well as higher duration of
mechanical ventilation. WF patients were also younger. Patients
succeed at SBT and were extubated at fi rst time in 75.9% of cases. We
observed a signifi cant association between B-predominance prior to
submission to SBT and WF (OR = 1.99 (1.04 to 3.84)). For diagnosing WF,
B-predominance showed 69% sensitivity, 48% specifi city, 25% positive
predictive value, and 86% negative predictive value.i Figure 1 (abstract P299). Association between positive fl uid balance WF
in COPD patients. Reference Conclusion The fi nding of B-predominance at bedside lung ultrasound
performed before SBT predicts WF, although it shows low accuracy. Reference . Perren A, Brochard L: Managing the apparent and hidden diffi culties of
weaning from mechanical ventilation. Intensive Care Med 2013,
39:1885-1895. 1. Soummer A, Perbet S, Brisson H, Arbelot C, Constantin JM, Lu Q, Rouby JJ;
Lung Ultrasound Study Group: Ultrasound assessment of lung aeration loss
during a successful weaning trial predicts postextubation distress. Crit
Care Med 2012, 40:2064-2072. P300 P300
Role of the rapid shallow breathing index to predict the success of
mechanical ventilator liberation in acute respiratory failure
C Chanpharm, R Bhurayanontachai
Prince of Songkla University, Hat Yai, Songkhla, Thailand
Critical Care 2014, 18(Suppl 1):P300 (doi: 10.1186/cc13490) Lung ultrasound fi ndings predict weaning failure from mechanical
ventilation i
Results During ventilation with FLEX the no-fl ow phase in late
expiration was reduced by 50% compared with passive expiration. Derecruitment during the no-fl ow phase was clearly reduced by FLEX
compared with VCV. Furthermore, intratidal ventilation was more
homogeneously distributed during ventilation with FLEX compared
with conventional passive expiration. Lung ultrasound fi ndings predict weaning failure from mechanical
ventilation
AC Pecanha Antonio1, P Souza Castro1, LF Schulz1, J Maccari1, R Oliveira1,
C Teixeira1, M Knorst2
1Hospital Moinhos de Vento, Porto Alegre, Brazil; 2UFRGS, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P298 (doi: 10.1186/cc13488) AC Pecanha Antonio1, P Souza Castro1, LF Schulz1, J Maccari1, R Oliveira1,
C Teixeira1, M Knorst2
1Hospital Moinhos de Vento, Porto Alegre, Brazil; 2UFRGS, Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P298 (doi: 10.1186/cc13488) Conclusion In comparison with conventional VCV with passive
expiration, the no-fl ow phase in late expiration is reduced and so is the
time the lung persists on the lowest pressure level (PEEP) during the
breath. The reduced low-pressure time is associated with reduced end-
tidal derecruitment. In a lung mechanically stabilized and recruited
by sustained airway pressure throughout the expiration phase, the Introduction Lung ultrasound is increasingly becoming a diagnostic
tool in the critical care setting. The B-line is an artifact that correlates
with interstitial edema. Decreases in intrathoracic pressure during
a spontaneous breathing trial (SBT) will augment venous return and
impede left ventricular ejection, increasing intrathoracic blood volume. Introduction Lung ultrasound is increasingly becoming a diagnostic
tool in the critical care setting. The B-line is an artifact that correlates
with interstitial edema. Decreases in intrathoracic pressure during
a spontaneous breathing trial (SBT) will augment venous return and
impede left ventricular ejection, increasing intrathoracic blood volume. S107 Critical Care 2014, Volume 18 Suppl 1
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Microbiology and outcomes of severe pneumonia in critically ill
cancer patients
L Rabello1, J Salluh1, M Soares1, M Rosolem1, V Bogado1, I Souza1,
J Lapa e Silva2, L Azevedo3
1DOr Institute of Research, Rio de Janeiro, Brazil; 2Postgraduate Program of
Internal Medicine – Universidade Federal do Rio de Janeiro, Brazil; 3Hospital
Sirio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P302 (doi: 10.1186/cc13492) researcher. The liberation process was continued regardless of the
RSBI result. The primary outcome was the success rate of mechanical
ventilator liberation with or without RSBI. Introduction Pneumonia is the most frequent types of infection in
cancer patients. The presence of multiresistant pathogens (MR) is
often associated with inadequate antimicrobial therapy. The aims of
this study were to describe the microbiology and outcomes of cancer
patients with severe pneumonia requiring ICU admission. Results Analysis of 120 cases with clinical characteristics as presented
in Table 1. There was no statistically signifi cant diff erence between
using only clinical readiness and using clinical readiness and the RSBI
(92% vs. 89%, P = 0.43). Methods A secondary analysis of a prospective cohort study was
performed from 2002 to 2011 at Instituto Nacional de Cancer and
Hospital Sirio-Libanes, Brazil. Adult patients with a diagnosis of cancer
with pneumonia (not acquired in the hospital setting) were evaluated
at ICU admission. Demographic, clinical and laboratory data were
collected during the fi rst day in the ICU, severity scores, comorbidities,
performance status, cancer-related data, microbiologic identifi cation,
empiric antibiotics and the adherence to treatment guidelines. Conclusion The inclusion of RSBI in our standard mechanical ventilator
liberation protocol for patients who met the clinical readiness criteria
did not signifi cantly increase the success rate of mechanical ventilator
liberation. p
g
Results A total of 268 patients were enrolled: 187 (69.8%) patients with
solid tumors and 81 (30.2%) patients with hematological malignancies. In total, 167 (62.3%) patients had septic shock, and ICU and hospital
mortality rates were 45.5% and 67.9%. Microbiological confi rmation
was present in 140 (52%) patients with 56% Gram-negative. The most
frequent pathogens were methicillin-sensitive S. aureus (36 (26%)),
P. aeruginosa (35 (25%)) and S. pneumoniae (16 (12%)). Low incidence
of MR (16 (11.4%)) was observed. Adequate antibiotic therapy based on
microbiological identifi cation was prescribed in 120 (85.72%) patients. Adherence to ATS/IDSA guidelines was observed in 41 (15.3%) patients. There were no diff erences regarding ATS/IDSA guideline adherence
(MR 3 (18.8%) vs. no MR 38 (15.1%), P = 0.719). We observed a trend
towards higher hospital mortality in the MR patients (MR 14 (87.5%)
vs. no MR 168 (66.7%), P = 0.101). P301
Determinants of ventilator weaning outcome in a medical–surgical
ICU G Georgiev1, S Milanov1, L Todorova2, M Matveev2
1University Emergency Hospital ‘Pirogov’, Sofi a, Bulgaria; 2Bulgarian Academy
of Sciences, Sofi a, Bulgaria i
Critical Care 2014, 18(Suppl 1):P301 (doi: 10.1186/cc13491) Introduction The purpose of this study is to prospectively evaluate the
determinants of weaning outcome in a selected sample of ventilator-
dependent patients.i Introduction The purpose of this study is to prospectively evaluate the
determinants of weaning outcome in a selected sample of ventilator-
dependent patients.i p
p
Methods After fulfi lling a set of inclusion/exclusion criteria, 46 patients
treated in a single medical–surgical ICU were prospectively evaluated
between October 2011 and January 2013. The study protocol
followed the generic course of mechanical ventilatory support and its
discontinuation. A period of CMV was followed by stepwise reduction
in pressure support. The outcomes were recorded at the second and
24th hour after the beginning of the PSV (8 cmH2O PS) spontaneous
breathing trial (SBT). A short period of ZEEP breathing was introduced
after the CMV as an additional respiratory stressor. A large number
of parameters (including those derived via indirect calorimetry and
esophageal balloon catheter) were analyzed. The following statistical
methods were used: Student’s t test or its nonparametric alternatives
for intergroup comparisons, repeated-measurements ANOVA for
intragroup comparisons, cross-tabulation and Fisher’s exact test
to compare categorical variables. Logistic regression analysis was
conducted with regard to success/failure classifi cation. i
Results Twenty-two (63.04% of all) patients successfully passed the
2-hour SBT. Of them, fi ve failed the subsequent 24-hour SBT. Almost
all of the latter (four out of fi ve) were ventilated due to chronic
respiratory or cardiac diseases. The following parameters were
signifi cantly diff erent between the groups of patients who successfully
and unsuccessfully completed 2-hour SBT: pre-inclusion body weight;
PEEPi (end-expiratory occlusion method), peak and mean airway
pressures during CMV; PaO2, PaO2/FiO2 and oxygenation index during
the SBT; respiratory rate, tidal volume, f/Vt, patient work of breathing
(modifi ed Campbell method), total body oxygen consumption,
respiratory quotient and energy expenditure during ZEEP and the SBT. The logistic regression model devised to predict the outcome of the
2-hour SBT included the following parameters: type of artifi cial airway
(tracheotomy vs. translaryngeal), oxygen consumption, f/Vt and energy
expenditure during the SBT. Fluid balance predicts weaning failure in chronic obstructive
pulmonary disease patients FB in the 48 hours prior to the SBT did not diff er between the WS
and WF groups (1,091.11 ± 2,195.89 ml and 2,398.80 ± 1,533.15 ml,
respectively). Nevertheless, comparing individuals with 48-hour
FB above and under the cutoff value of 0 ml according to weaning
outcomes resulted in signifi cant association between positive FB and
WF in COPD patients (odds ratio = 1.77 (1.24 to 2.53)). That cutoff point
was obtained on the ROC curve. See Figure 1. g
Conclusion Positive FB in the 48 hours preceding the SBT predicted
WF in COPD individuals. We recognized that no intervention was
performed in order to accelerate the weaning process. Brain natriuretic
peptide levels were not available. Figure 1 (abstract P300). Standard mechanical ventilator weaning
protocol. Figure 1 (abstract P300). Standard mechanical ventilator weaning
protocol. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S108 Table 1 (abstract P300). Character
CR
CR + RSBI
P value
Age
55.79 ± 19.6
56.62 ± 19.4
0.74
Male sex (%)
58.3
59.1
0.90
Success rate (%)
89.2
92.2
0.43 P302
Microbiology and outcomes of severe pneumonia in critically ill
cancer patients
L Rabello1, J Salluh1, M Soares1, M Rosolem1, V Bogado1, I Souza1,
J Lapa e Silva2, L Azevedo3
1DOr Institute of Research, Rio de Janeiro, Brazil; 2Postgraduate Program of
Internal Medicine – Universidade Federal do Rio de Janeiro, Brazil; 3Hospital
Sirio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P302 (doi: 10.1186/cc13492) P302
Microbiology and outcomes of severe pneumonia in critically ill
cancer patients
L Rabello1, J Salluh1, M Soares1, M Rosolem1, V Bogado1, I Souza1,
J Lapa e Silva2, L Azevedo3
1DOr Institute of Research, Rio de Janeiro, Brazil; 2Postgraduate Program of
Internal Medicine – Universidade Federal do Rio de Janeiro, Brazil; 3Hospital
Sirio-Libanês, São Paulo, Brazil
Critical Care 2014, 18(Suppl 1):P302 (doi: 10.1186/cc13492) In multivariate analysis, mechanical
ventilation (OR 2.52 (1.19 to 5.32)), dialysis (3.86 (1.23 to 12.10)) and
higher SAPS2 (OR per point 1.03 (1.01 to 1.05)) were associated
with increased hospital mortality whereas successful noninvasive
ventilation was associated with lower mortality (0.32 (0.13 to 0.77)). MR
were forced into MV analysis but were not associated with outcomes. Conclusion Severe pneumonia in cancer patients presents high
hospital mortality, with particular clinical and microbiology features. Despite low adherence to ATS/IDSA guidelines, antibiotic therapy was
adequate in most of patients following local guidelines based on local
bacterial profi les. Further investigation is needed to clarify the impact
of MRs in clinical outcomes of cancer patients with severe pneumonia. P304 g
Results Median age and SOFA scores on ICU admission were 66
(interquartile range: 50 to 77) years and 6 (4 to 8) years, respectively. Primary diagnosis on ICU admission was coma including post-cardiac
arrest syndrome (31%), trauma (29.4%), and sepsis (9.8%). Prediction
of MDRPs was signifi cantly higher in the risk group than in the nonrisk
group (36.8% vs. 15.2%, P = 0.004). Guideline adherence was lower in the
risk group (45.6% vs. 65.2%, P = 0.016). Treatment adequacy was greater
with guideline adherence than with nonadherence (75.7% vs. 55.9%,
P <0.01). Hospital mortality was not aff ected by guideline adherence
(P = 0.70). Multivariate analysis revealed that the independent factors
related to hospital mortality were adequate antimicrobial treatment
(odds ratio: 0.53, 95% CI: 0.29 to 0.95; P = 0.034), age (1.02, 1.00 to
1.04; P = 0.004), history of malignancy (8.59, 1.48 to 49.6; P = 0.016),
trauma (0.41, 0.2 to 0.87; P = 0.02), acute kidney injury (5.54, 2.69 to
11.4: P <0.001), and severe sepsis at VAP onset (2.7, 1.4 to 5.1; P = 0.002). Conclusion The prediction of MDRPs using the 2005 ATS/IDSA
guidelines was acceptable. To ensure adequate antimicrobial treatment,
strict guideline adherence is required in the Japanese setting. P304
Clinical pulmonary infection score calculator in the early diagnosis
and treatment of ventilator-associated pneumonia in the ICU
O Celik, N Koltka, S Devrim, B Sen, M Gura Celik
Istanbul Medeniyet University, Goztepe Education and Research Hospital,
Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P304 (doi: 10.1186/cc13494) Introduction Ventilator-associated pneumonia (VAP) is a frequently
occurring nosocomial infection in ICU patients and has been associated
with increased morbidity, prolonged duration of ventilation and ICU stay
and increased costs for healthcare. It was shown that early diagnosis of
VAP and immediate initiation of appropriate antibiotics is associated
with reduced morbidity and mortality. The aim of this study is to evaluate
the potential ability of a screening test based on the clinical pulmonary
infection score (CPIS) to identify and treat patients with VAP.i y
Methods All fi les belonging to patients between 18 and 80 years old
admitted to the ICU and supported by mechanical ventilation for
longer than 48 hours were evaluated retrospectively. Demographic
data of the patients, the time of mechanical ventilation, duration of
the ICU stay and results (survival or death) were recorded. The CPIS was
calculated after 48 hours for the diagnosis of VAP. P305 non-VAP groups and receiver operating characteristics (ROC) curves
were constructed for individual biomarkers and combinations of
markers before optimum cutoff points were determined. non-VAP groups and receiver operating characteristics (ROC) curves
were constructed for individual biomarkers and combinations of
markers before optimum cutoff points were determined. Validation of the 2005 American Thoracic Society/Infectious
Diseases Society of America guidelines for ventilator-associated
pneumonia: a Japanese multicenter observational study
N Saito1, N Shime2, K Sugiyama3, H Yasuda4, K Ishii5, Y Masuda6,
T Kanemura7, W Sakamoto8, T Hirayu9
1Nippon Medical School Chiba Hokusoh Hospital, Inzai, Chiba, Japan;
2Kyoto Medical Center, Kyoto, Japan; 3Tokyo Metropolitan Hospital Bokuto,
Tokyo, Japan; 4Musashino Red Cross Hospital, Tokyo, Japan; 5Fukuyama
City Hospital, Fukuyama, Japan; 6Nagasaki Medical Center, Omura, Japan;
7National Disaster Medical Center, Tokyo, Japan; 8Nippon Medical School
Hospital, Tokyo, Japan; 9Kurume University Hospital, Kurume, Japan
Critical Care 2014, 18(Suppl 1):P305 (doi: 10.1186/cc13495) f
Results A total of 150 patients had paired semi-quantitative culture
and biomarker results. Fifty-three (35%) patients had VAP and 97
(65%) patients formed the non-VAP group. All BALF biomarkers were
signifi cantly higher in the VAP group (P <0.001). The area under the ROC
curve for IL-1β was 0.81, for IL-8 was 0.736, for MMP-8 was 0.758, for
MMP-9 was 0.785 and for HNE was 0.777. Using a cutoff value of 17 pg/
ml, IL-1β had a sensitivity of 96.2%, a specifi city of 43.3%, a negative
predictive value (NPV) of 95.5% and a post-test probability of 4.5%
(95 CI: 1 to 16%). A combination of IL-1β and IL-8 excluded VAP with a
sensitivity of 100%, a specifi city of 44.3% and a NPV of 1. There was no
signifi cant diff erence in serum biomarkers between the VAP and non-
VAP groups. Introduction To select the empirical antimicrobial treatment for
patients with ventilator-associated pneumonia (VAP), the 2005
American Thoracic Society/Infectious Disease of America (ATS/IDSA)
guidelines classify patients according to time of onset and risk factors
for potential multidrug-resistant pathogens (MDRPs). This study aimed
to evaluate the eff ectiveness of microbial prediction and validate the
adequacy of these guidelines for antibiotic strategy in VAP patients. g
p
Conclusion This study demonstrates that IL-1β eff ectively excludes
VAP when validated in a multicentre study. The performance is further
improved by the addition of IL-8, and the combination could form a
rapid diagnostic assay to exclude VAP. P305 Biomarker analysis appears to
have the potential to improve antibiotic stewardship, and this concept
should be formally tested in the setting of a randomised controlled
trial. y
y
Methods We retrospectively analyzed 296 patients who received
empiric antimicrobial treatment for VAP between January 2006 and
December 2010 in 10 ICUs of Japanese tertiary hospitals. VAP was
diagnosed according to CDC criteria. After assigning patients to the
ATS/IDSA risk group (n = 250; late onset or risk factors for MDRPs) or
non-risk group (n = 46; early onset without risk factors for MDRPs), we
determined the accuracy of the guidelines for predicting pathogens
and the impact of guideline adherence on patient outcome. References References
1. Vincent JL, et al.: JAMA 2009, 302:2323-2329. 2. Chastre J, et al.: Am J Respir Crit Care Med 2002, 165:867-903. 3. Conway Morris A, et al.: Thorax 2010, 65:201-207. 4. Wilkinson TS, et al.: Chest 2012, 142:1425-1432. P304 The patients with CPIS
>5 intubated were evaluated VAP(+) and the others with CPIS ≤5 were
thought VAP(–). The diagnosis of VAP was bacteriologically confi rmed
with the culture of endotracheal aspirate. Statistical evaluations were
done according to the results on the day of intubation and the results
on days 2, 3, 5, 8 and 10 after intubation. Scores of APACHE II and CRP
levels were also recorded on the same days. Biomarker-based exclusion of ventilator-associated pneumonia:
a multicentre validation study T Hellyer, J Simpson T Hellyer, J Simpson
Newcastle University, Newcastle, UK
Critical Care 2014, 18(Suppl 1):P303 (doi: 10.1186/cc13493) Introduction Ventilator-associated pneumonia (VAP) remains a leading
cause of nosocomial infection in the ICU [1]. VAP is confi rmed by positive
microbiology in approximately one-third of patients with suspected VAP
[2], implying that there is scope to improve antibiotic stewardship. In a
single-centre study, bronchoalveolar lavage fl uid (BALF) infl ammatory
mediators (in particular interleukin-1 beta (IL-1β)) [3] and neutrophil
proteases [4] demonstrated potential as biomarkers to exclude VAP. We
aimed to validate these fi ndings in a multicentre study. Methods We conducted a prospective, multicentre observational
study of 167 patients with clinically suspected VAP from 12 ICUs across
the UK. VAP was confi rmed by growth of a potential pathogen in BALF
at >104 colony-forming units/ml. IL-1β, IL-8, matrix metalloproteinase-8
(MMP-8), MMP-9 and human neutrophil elastase (HNE) were measured
in BALF by cytometric bead array. IL-6, IL-8, MMP-8, MMP-9 and HNE
were measured in serum. Patients were dichotomised into VAP and Conclusion The presence of serious respiratory and/or cardiac
comorbidities might require longer duration of the SBT. In our study,
respiratory load–muscle capacity balance and metabolic activity
appear to play a major role in determining the weaning outcome. A
short period of ZEEP breathing is safe and might have prognostic
utility regarding the outcome of mechanical ventilatory support
discontinuation. S109 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P306 P306 Surveillance and evaluation of ventilator-associated events as per
Centers for Disease Control and Prevention guidelines
M Brown, B Rose
Lewisham and Greenwich NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P306 (doi: 10.1186/cc13496) P307 Extracorporeal carbon dioxide removal as a bridge to lung
transplantation in life-threatening hypercapnia
K Riss, G Lang, T Staudinger, R Ullrich, CG Krenn, C Sitzwohl, A Bojic,
P Wohlfarth, WR Sperr, W Rabitsch, C Aigner, S Taghavi, P, W Klepetko,
P Schellongowski
Medical University of Vienna, Austria
Critical Care 2014, 18(Suppl 1):P307 (doi: 10.1186/cc13497) Extracorporeal carbon dioxide removal as a bridge to lung
transplantation in life-threatening hypercapnia
K Riss, G Lang, T Staudinger, R Ullrich, CG Krenn, C Sitzwohl, A Bojic,
P Wohlfarth, WR Sperr, W Rabitsch, C Aigner, S Taghavi, P, W Klepetko,
P Schellongowski
Medical University of Vienna, Austria
Critical Care 2014, 18(Suppl 1):P307 (doi: 10.1186/cc13497) Results Sixteen subjects were recruited for this study. There was a
signifi cant increase in paO2 (13.6 ± 2.35 kPa, P = 0.01) and decrease
in paCO2 (4.82 ± 1.27 kPa, P = 0.02) in the chair group at 1 hour after
sitting out in the chair when compared with baseline (10.9 ± 2.44 kPa;
5.41 ± 1.32 kPa). Also there was a signifi cant increase in tidal volume in
the chair group after 1 minute of sitting out (403 ± 118 ml) compared
with baseline (314 ± 105 ml). There was no diff erence in the electric bed
group for all physiological parameters. The chair group had a better
CPAX score on discharge from intensive care (chair group 24; electric
bed group 13) and on discharge from the hospital (chair group 39;
electric bed group 16). There were no adverse cardiovascular responses
to either position. Introduction The introduction of the lung allocation score has
resulted in a growing number of patients who are considered for
lung transplantation (LTX) while being acutely decompensated. In the
sickest of these patients, mechanical ventilation (MV) alone may not be
suffi cient to establish adequate gas exchange. Thus, diff erent modes
of extracorporeal life support have come to the focus of interest in this
setting. Conclusion Sitting suitable critically ill patients out into a chair is safe
and can signifi cantly improve the arterial blood gas measurement and
the tidal volume when compared with sitting a patient into the sitting
position in an electric bed. P307 g
Methods A retrospective analysis of 17 patients (male/female ratio:
6/11; median age: 35 (range 16 to 63)) who underwent arteriovenous
or venovenous interventional lung assist (iLA; Novalung, Germany)
support as bridging to primary LTX (n = 11) or re-LTX (n = 6) between
2005 and 2013. P309 Quantifying sputum production in intensive therapy
C Pope, R Spacie, S Reynolds, H Jones
Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P309 (doi: 10.1186/cc13499) p
Reference p
Reference 1. Zhiqiang L, et al.: Arch Phys Med Rehab 2013, 94:551-561. 1. Zhiqiang L, et al.: Arch Phys Med Rehab 2013, 94:551-561. 1. Zhiqiang L, et al.: Arch Phys Med Rehab 2013, 94:551-561. Results The underlying diagnosis was bronchiolitis obliterans
syndrome III in re-LTX patients (n = 6), cystic fi brosis (n = 5), idiopathic
pulmonary fi brosis (n = 2), emphysema (n = 1), adult respiratory distress
syndrome (n = 1), hemosiderosis (n = 1), and chronic obstructive lung
disease (n = 1), respectively. The type of iLA was arteriovenous in 10 and
venovenous (iLA active) in seven patients. The median bridging time
was 14 (1 to 58) days. The type of transplantation was bilateral LTX (n =
6), size-reduced bilateral LTX (n = 5), lobar bilateral LTX (n = 4), and right
single LTX with contralateral pneumonectomy (n = 1), respectively. Hypercapnia was eff ectively corrected in all patients within the fi rst
12 hours of iLA therapy: PaCO2 levels declined from 145 (70 to 198) to
60 (36 to 99) mmHg, P <0.0001. iLA was initiated during non-invasive
ventilation in three patients, of whom one was intubated prior to LTX. All other patients (n = 14) were placed on iLA while on invasive MV. Of
those, three patients were extubated and remained on iLA until LTX,
one patient was weaned from iLA and remained on MV until LTX, and
one patient was weaned from iLA and MV prior to LTX. Five patients
were switched to extracorporeal membrane oxygenation (venovenous
n = 2, venoarterial n = 3) after 5 (1 to 30) days on iLA support. One
patient died prior to LTX due to septic multiorgan failure (SMOF). All
others (n = 16; 94%) were successfully transplanted. Of these, two
patients died in the ICU due to SMOF. The remaining 14 patients (82%)
survived to hospital discharge and were alive at a median follow-up of
20 (1 to 63) months. Reference 1. Magill SS, et al.: Developing a new national approach to surveillance for
ventilator-associated events: executive summary. Crit Care Med 2013,
41:2467-2475. 1. Magill SS, et al.: Developing a new national approach to surveillance for
ventilator-associated events: executive summary. Crit Care Med 2013,
41:2467-2475. Surveillance and evaluation of ventilator-associated events as per
Centers for Disease Control and Prevention guidelines
M Brown, B Rose Introduction While ventilator-associated pneumonia (VAP) can aff ect
all patients ventilated for >2 days in an ICU, an issue during the last two
decades has been identifi cation of a universally accepted defi nition. The Centers for Disease Control and Prevention (CDC) in Atlanta, GA,
USA, have designed a new surveillance paradigm aiming to increase
the objectivity of VAE diagnosis ranging from ventilator-associated
condition (VAC), infective VAC to possible and probable VAP [1]. We
assessed the feasibility and accessibility of the audit tool developed
from the CDC guidelines as a marker of quality assurance. y
Results The duration of mechanical ventilation and ratio of death
were signifi cantly higher in the patients with VAP(+). CPIS levels in the
patients with VAP(+) were signifi cantly higher than the patients with
VAP(–) in the days after the diagnosis. CPIS levels were also higher in
the patients with VAP(+) on the day of diagnosis. At the same day the
parameters, which included the CPIS, body temperature, leukocyte
number, tracheal secretions, PaO2/FiO2 levels and the presence of
infi ltrates on the chest radiograph, were signifi cantly higher in VAP(+)
patients (P <0.05). ROC curves were formed for CPIS scores to be used
in diagnosis VAP and the cutoff point had a sensitivity of 97.44% and a
specifi city of 100% for diagnosing VAP. Methods A prospective audit of patients admitted to University
Hospital Lewisham ICU for intubation and ventilation was performed
for September and October 2013. Recording of minimum PEEP and
FiO2, minimum and maximum temperatures, WBC count, specimens
sent, antibiotics administered and date of organisms found was
performed on a daily basis. VAEs were recorded as per modifi ed CDC
criteria (absence of quantitative microbiological testing) and compared Conclusion At the end of the study, it was concluded that using the
CPIS for early diagnosis and treatment of VAP and thinking that the
patients with CPIS >5 were VAP(+) are guiding factors to resolve the
problems associated with VAP in ICU patients. S110 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Diff erence in physiological parameters between sitting out of bed
into a chair or sitting up on an electric bed in the adult ICU
A Fitzgerald, D Breen Diff erence in physiological parameters between sitting out of bed
into a chair or sitting up on an electric bed in the adult ICU
A Fitzgerald, D Breen
Cork University Hospital, Cork, Ireland
Critical Care 2014, 18(Suppl 1):P308 (doi: 10.1186/cc13498) Introduction The primary aim of this study was to identify in adult
intensive care patients whether there was a diff erence in the acute
physiological response when a patient is sat out into a chair compared
with when a patient is placed in a chair position using an electric bed. The secondary aim of this study was to observe the functional outcome
of these patients [1]. Conclusion While similar numbers of VAEs are triggered using CDC
and clinical criteria, we noted a disparity in the VAP incidence. Four
clinical VAPs were not triggered due to the hierarchical nature of the
CDC criteria because the initial criterion of sustained minimum PEEP or
FiO2 rise was not met despite clear clinical criteria based on increased
infl ammatory markers, temperature spikes and new microbiology. We
are therefore doubtful of the robustness of this tool in its current format
as an accurate measure of quality assurance and agree with recent
statements from the CDC [1] that modifi cations may be necessary. R f Methods The study was conducted in an adult tertiary referral ICU over
a 3-month period. Patients that met predetermined inclusion/exclusion
criteria were allocated to either sitting in a chair or sitting up in an
electric bed. Heart rate, respiratory rate, tidal volume and mean arterial
pressure were obtained for all patients when they were supine in bed,
at 1 minute and at 1 hour in the new position. Arterial blood gases
were obtained at 1 hour in their new position. A functional outcome
measure known as the Chelsea Critical Care Physical Assessment Tool
(CPAX) was also taken on the day of admission, on the day of sitting out,
on the day of discharge from intensive care and at ward level. All data
were analysed using Student’s t test. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion In patients with life-threatening hypercapnia, bridging to
LTX with iLA is feasible, and results in favorable short-term and long-
term outcome. Conclusion In patients with life-threatening hypercapnia, bridging to
LTX with iLA is feasible, and results in favorable short-term and long-
term outcome. against a surrogate marker of clinically diagnosed VAEs based on
information available to the clinician.i Results Forty patients were admitted with 29 fulfi lling inclusion
criteria. Of n = 29, mean age was 58 (SD 21) with a median number
of 5 (2 to 29) ventilator-days. We recorded eight VAEs based on CDC
criteria, one VAC, four IVAC and three VAPs. Clinical decision-making
indicated seven VAEs, of which fi ve were VAPs. CDC and clinical criteria
correlated in only fi ve of eight VAPs and clinical criteria alone would
have indicated 40% more VAPs than CDC criteria. Median time to VAE
trigger was 8 days (4 to 20), median number of ventilator-days if a CDC
VAE triggered was 14 compared with 3 if no CDC VAE was triggered
(P <0.01), and 11 compared with 3 (P <0.01) for clinical VAEs. Outcomes of patients with acute respiratory failure of mixed
aetiology treated with non-invasive ventilation in a large teaching
hospital critical care unit p
MC Faulds, S Lobaz, AJ Glossopfi Introduction Bilevel non-invasive ventilation (NIV) is an established
therapy in chronic obstructive pulmonary disease (COPD) and
cardiogenic pulmonary oedema but evidence for its use in other acute
respiratory conditions is less robust. Reported ICU mortality after NIV
treatment of pneumonia ranges between 18 and 33% [1,2], compared
with 10% in exacerbations of COPD [3]. We aimed to study the
outcomes of patients with acute respiratory failure of mixed aetiology
treated with NIV in our critical care unit and compare fi ndings with
those already published. Conclusion In this study, NHF gradually improved oxygenation. Additionally, NHF reduces the respiratory rate and the value of PaCO2. This result might suggest that NHF decreased dead-space ventilation. There was no diff erence between the success group and the failure
group. So we can use NHF as the fi rst choice for postoperative
respiratory failure, but it is diffi cult to predict success or failure. y p
Methods Data were collected retrospectively on patients admitted
to our critical care unit with acute respiratory failure requiring NIV
over a 3-year period using the Metavision electronic patient record
system. Patients with a primary surgical problem and those who
received continuous positive airway pressure as a primary intervention
were excluded. We recorded: primary respiratory diagnosis causing
respiratory failure; patient demographics; serial arterial blood gas
results; success of NIV as defi ned by the British Thoracic Society (BTS)
[4]; and mortality statistics. Inhalation injury and clinical course in major burned patients
S Henrich, TH Rech, IC Warwzeniak, RB Moraes, E Parolo, K Prado, SR Vieira
Hospital de Clínicas de Porto Alegre, Brazil
Critical Care 2014, 18(Suppl 1):P312 (doi: 10.1186/cc13502) Results In total, 113 consecutive patients were identifi ed. Mean
age was 64 and 50% (56/113) were male. The primary diagnosis was
pneumonia in 55 patients and exacerbation of COPD in 40 patients. The overall mortality on critical care, in hospital and at 1 year was 19%
(22/113), 34% (38/113) and 41% (46/113) respectively. Success of NIV as
defi ned by BTS criteria (pH >7.3 or reduction in PaCO2 by 0.5 kPa) in the
fi rst 6 hours was seen in 72% (80/111) of patients. In NIV responders,
1-year mortality was 31% (25/80) compared with 65% (20/31) in
nonresponders. Introduction Inhalation injury is the primary determinant of
mortality in major burned patients, particularly when associated with
pneumonia. Eff ect of nasal high fl ow for postoperative respiratory failure:
a prospective observational study Eff ect of nasal high fl ow for postoperative respiratory failure:
a prospective observational study p
p
y
S Okahara, K Shimizu, M Hayashi, H Morimatsu
Okayama University Hospital, Okayama City, Japan
Critical Care 2014, 18(Suppl 1):P311 (doi: 10.1186/cc13501) Introduction We studied the eff ect of nasal high fl ow (NHF) for
postoperative respiratory failure after extubation in our general
surgical ICU. Recently some studies have reported that NHF improves
oxygenation and reduces respiratory rate. However, the usefulness of
NHF in the general surgical ICU has not been fully determined. NHF in the general surgical ICU has not been fully determined. Methods A prospective observational study was conducted in our
general surgical ICU to investigate the eff ect of NHF on respiratory
parameters in patients with postoperative respiratory failure. Patients
who were admitted to the ICU for postoperative respiratory failure
(defi ned as oxygen saturation as measured by pulse oximetry <96%
and/or respiratory rate>24 beats/minute while receiving more than 6 l/
minute oxygen through a facemask) were eligible in this study. Pre and
1 and 6 hours after NHF treatment, we collected PaO2, PaCO2, respiratory
rate, heart rate, and blood pressure. Data were presented with means
and standard deviations. P <0.05 was considered statistically signifi cant. Results Forty-two patients were treated using NHF in our ICU from
February 2013 to November 2013. The mean age of the patients was
62.8 ± 15.8 years, and the male:female ratio was 22:19. PaO2 values after
1 and 6 hours of NHF (104 ± 34 mmHg, 107 ± 26 mmHg, respectively)
were signifi cantly higher than that before NHF (89 ± 38 mmHg;
P <0.02). The PaO2/FiO2 ratio was increased from 1 hour to 6 hours of
NHF (from 218 ± 90 mmHg to 236 ± 86 mmHg, P <0.05). Respiratory
rate after NHF (19.6 ± 4.7/minute) was signifi cantly lower than that at
baseline (22.3 ± 4.8/minute; P = 0.0006), whereas PaCO2 after NHF was
reduced compared with baseline (from 41 ± 7 mmHg to 39 ± 5 mmHg,
P <0.02). Thirty-two (76%, success group) patients did not need other
positive ventilation. On the other hand, 10 (24%, failure group) patients
required non-invasive positive pressure ventilation or intubation. We
compared the failure group with the success group. However, there
were no signifi cant diff erences in vital signs, total bleeding, operative
duration and preoperative respiratory function between the groups. P311 decisions to extubate or decanulate. The quantifi cation of sputum was
inconsistent: 39% of respondents counted the frequency of suctioning,
24% measured the quantity of sputum in the suction tubing, whereas
25% used another method. An eff ective cough, consistency and colour
were felt to be more important features of sputum than blood staining. Conclusion Our results showed a very high level of agreement on
the importance of knowing sputum load for decisions to extubate,
decanulate or discharge from the ITU. In contrast, there was little
consensus on how we should quantify sputum load in ventilated
patients. This lack of standard approach may contribute to uncertainty
in the clinical decision-making process. We have developed an objective
sputum scoring system. Components identifi ed as important by our
survey such as suction frequency, sputum consistency and colour
are included. We have recognised the benefi ts of the standardised
Bristol stool chart to facilitate communication and believe this can be
achieved with sputum load in ventilated patients. R f Outcomes of patients with acute respiratory failure of mixed
aetiology treated with non-invasive ventilation in a large teaching
hospital critical care unit This study sought to describe the association between
severity of inhalation injury on bronchoscopic examination and clinical
course among fi re victims of Santa Maria, RS, Brazil. Two hundred and
forty-two people were killed in the disaster. Methods Eighteen patients with inhalation injury secondary to smoke
and fi re exposure in an enclosed space admitted to Hospital de Clínicas
de Porto Alegre were divided into groups according to the severity
of injury as determined by bronchoscopic criteria: grade 1 (moderate
edema and hyperemia), grade 2 (marked edema and hyperemia, with
or without carbonaceous debris), or grade 3 (mucosal ulceration or
necrosis). Duration of mechanical ventilation (MV), length of ICU stay,
overall length of hospital stay, and PaO2/FiO2 ratio on days 1 and 3 were
compared among these groups by means of ANOVA with Tukey’s post-
hoc correction. Conclusion NIV is used to treat acute respiratory failure due to a wide
range of aetiologies in our unit with comparable mortality rates to large
published series [1,2,5]. A successful response to NIV in the fi rst 6 hours
is associated with a reduction in 1-year mortality when compared with
nonresponders. P310 P310
Outcomes of patients with acute respiratory failure of mixed
aetiology treated with non-invasive ventilation in a large teaching
hospital critical care unit
MC Faulds, S Lobaz, AJ Glossop
Sheffi eld Teaching Hospitals NHS FT, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P310 (doi: 10.1186/cc13500) P310
Outcomes of patients with acute respiratory failure of mixed
aetiology treated with non-invasive ventilation in a large teaching
hospital critical care unit
MC Faulds, S Lobaz, AJ Glossop
Sheffi eld Teaching Hospitals NHS FT, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P310 (doi: 10.1186/cc13500) Outcomes of patients with acute respiratory failure of mixed
aetiology treated with non-invasive ventilation in a large teaching
hospital critical care unit
MC Faulds, S Lobaz, AJ Glossop
Sheffi eld Teaching Hospitals NHS FT, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P310 (doi: 10.1186/cc13500) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Eff ect of nasal high fl ow for postoperative respiratory failure:
a prospective observational study Conclusion In this study, NHF gradually improved oxygenation. Additionally, NHF reduces the respiratory rate and the value of PaCO2. This result might suggest that NHF decreased dead-space ventilation. There was no diff erence between the success group and the failure
group. So we can use NHF as the fi rst choice for postoperative
respiratory failure, but it is diffi cult to predict success or failure. 1. Fahy et al.: Airway mucus function and dysfunction. N Engl J Med 2010,
363:2233-2247 1. Fahy et al.: Airway mucus function and dysfunction. N Engl J Med 2010,
363:2233-2247 2. Kulkarni et al.: Extubation failure in intensive care: predictors and
management. Indian J Crit Care Med 2008, 12:1-9. P310 Quantifying sputum production in intensive therapy
C Pope, R Spacie, S Reynolds, H Jones
Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P309 (doi: 10.1186/cc13499) Introduction Sputum is essential for the protection of the respiratory
tract but also plays a signifi cant role in the pathophysiology of lung
disease [1]. This is evident in critical care where high sputum loads
contribute to respiratory failure [2]. The quantity of sputum produced
by a patient can impact on key decisions such as weaning, extubation
and discharge. We undertook a survey to establish whether there was
a consensus on how we quantify sputum on our intensive therapy unit
(ITU). Methods We conducted a multidisciplinary team questionnaire of our
28-bed tertiary ITU. Staff were asked how they quantifi ed sputum load
in intubated patients. They were also asked to rate statements on a
fi ve-point scale pertaining to sputum characteristics. The results were
analysed in Excel 2010.f Results One hundred members of staff completed the sputum
production in intensive therapy (SPIT) questionnaire (21% doctors,
71% nurses, 8% physiotherapists). Sputum load was deemed to be
important or essential by more than 95% of respondents when making S111 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 References
1.
Carillo et al.: Intensive Care Med 2012, 38:458-466.
2.
Jolliet et al.: Intensive Care Med 2001, 27:812-821.
3.
Lightowler et al.: BMJ 2003, 326:185-189.
4.
2013 BTS NIV Audit [http://www.brit-thoracic.org.uk/Portals/0/Audit%20
Tools/SummaryReports/NIV%20Audit%202013-FINAL.pdf]
5.
Confalonieri et al.: Am J Respir Crit Care Med 1999, 160:1585-1591. P314 Advanced respiratory care techniques in a severe adult respiratory
failure unit
D Rafi q, A Needham, R Porter, G Lau
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P314 (doi: 10.1186/cc13504) yg
References References
1. Cancio L, et al.: Clin Plastic Surg 2009, 36:555-567. 2. Mlcak RP, et al.: Burns 2007, 33:2-13. Figure 1 (abstract P314). Frequency of interventions in the base hospital
(BH) and SARF centre. Reference 1. Peek GJ, Mugford M, Tiruvoipati R, et al.: Effi cacy and economic assessment
of conventional ventilatory support versus extracorporeal membrane
oxygenation for severe adult respiratory failure (CESAR): a multicentre
randomised controlled trial. Lancet 2009, 374:1351–1363. doi: 10.1016/
S0140-6736(09)61069-2. g
Results Thirteen casualties had an average Injury Severity Score of
50.3 ± 10.5 (age 27.7 ± 8.6 years, 69.2% male) and were supported
9.9 ± 4.8 days on ECMO (n = 7) and 7.16 ± 5.9 days on iLA (n = 6). All
suff ered severe chest injuries, including one cardiac perforation. Most
were coagulopathic prior to initiation of ECMO/iLA support. Among
the seven patients with TBI, four had active intracranial hemorrhage. Only 30% of the patients received continuous anticoagulation during
the fi rst 24 hours of support without clotting of the system or diagnosis
of a thromboembolic event. Complications directly related to support
therapy were not lethal; these included hemorrhage from a cannulation
site (n = 1), accidental removal of a cannula (n = 1) and pressure sores
(n = 3). Deaths occurred due to septic (n = 3) and cardiogenic shock
(n = 1). Survival rates were 57 and 83% on ECMO and iLA, respectively. Follow-up of survivors detected no neurological deterioration. p
References 1. Carillo et al.: Intensive Care Med 2012, 38:458-466. 2. Jolliet et al.: Intensive Care Med 2001, 27:812-821. 3. Lightowler et al.: BMJ 2003, 326:185-189. 4. 2013 BTS NIV Audit [http://www.brit-thoracic.org.uk/Portals/0/Audit%20
Tools/SummaryReports/NIV%20Audit%202013-FINAL.pdf]
5. Confalonieri et al.: Am J Respir Crit Care Med 1999, 160:1585-1591. 1. Carillo et al.: Intensive Care Med 2012, 38:458-466. 2. Jolliet et al.: Intensive Care Med 2001, 27:812-8 Results Three patients had grade 1 injury, four had grade 2 injury, and
11 had grade 3 injury. Seven patients developed ventilator-associated
pneumonia. Mean duration of MV increased progressively in relation S112 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P314). Frequency of interventions in the base hospital
(BH) and SARF centre. to injury severity (grade 1: 2.7 ± 0.6 days vs. grade 2: 5.7 ± 2.1 days vs. grade 3: 13.0 ± 5.4 days; P = 0.004), as did length of ICU stay (grade
1: 4 days vs. grade 2: 7.2 ± 2.2 days vs. grade 3: 19.9 ± 7.7 days; P =
0.001) and overall length of hospital stay (grade 1: 5 days vs. grade
2: 14.5 ± 5.0 days vs. grade 3: 63.4 ± 43.6 days; P = 0.025). There were
no signifi cant diff erences in PaO2/FiO2 ratio between groups at day 1. However, as expected, diff erences in PaO2/FiO2 ratio were found on day
3 (grade 1: 501 vs. grade 2: 424 ± 115 vs. grade 3: 318 ± 120; P = 0.049). Conclusion In this cohort of patients with major burns, the severity
of inhalation injury was associated with prolonged MV, length of ICU
stay, and overall length of hospital stay, as well as with deterioration in
oxygenation on day 3. Severe respiratory failure in multiple trauma patients:
extracorporeal support as a salvage therapy – a single-center
experience
PB Bid Methods All patients transferred to the Severe Adult Respiratory
Failure (SARF) unit between April 2012 and April 2013 for advanced
respiratory care who did not require ECMO, identifi ed from the ECMO
database, underwent retrospective notes’ review to identify the
advanced respiratory techniques performed at the SARF unit and the
base hospital. Methods All patients transferred to the Severe Adult Respiratory
Failure (SARF) unit between April 2012 and April 2013 for advanced
respiratory care who did not require ECMO, identifi ed from the ECMO
database, underwent retrospective notes’ review to identify the
advanced respiratory techniques performed at the SARF unit and the
base hospital. Rabin Medical Center, Petah Tikva, Israel
Critical Care 2014, 18(Suppl 1):P313 (doi: 10.1186/cc13503) Introduction Use of extracorporeal life support (ECLS) in trauma
casualties is limited by concerns regarding hemorrhage, particularly in
the presence of traumatic brain injury (TBI). We report usage of ECMO/
interventional lung assist (iLA) as salvage therapy in 13 trauma patients. A high-fl ow technique without anticoagulation was used in cases with
coagulopathy or severe TBI. p
Results Ten patients were admitted for advanced respiratory care
who did not require ECMO. Eight patients had community-acquired
pneumonia, one had an inhalational injury and one had a previously
undiagnosed cardiac sarcoma. The techniques utilised in the SARF unit
and base hospital are shown in Figure 1. Nine patients were discharged
from the SARF unit alive (90%). Conclusion A negative fl uid balance and targeting higher haemoglobin
are more frequently achieved in a SARF unit. Further studies are
required to fully elucidate the advanced respiratory care techniques
undertaken at specialist SARF units. g
p
y
Methods Data were collected from all adult trauma cases referred to one
center for ECMO/iLA treatment due to severe hypoxemic respiratory
failure. Thirteen consecutives cases are reported. The type of assistance
was chosen based on a fl owchart. Type of study: therapeutic, level of
evidence IV. We analyzed patient data, injury data, blood gases before
connection, methods of assistance, coagulation study, complications,
survival and neurological outcome. Nebulized C1-esterase inhibitor treatment does not attenuate
pulmonary complement activation in a rat model of severe
Streptococcus pneumoniae pneumonia Introduction While complement protein defi ciencies are associated
with severe and recurrent pulmonary infections, excessive complement
activation plays a role in the pathogenesis of lung injury. We hypo-
thesized that inhibition of the complement system by repetitive
treatment with nebulized plasma-derived human C1-esterase inhibitor
(C1-INH) reduces pulmonary complement activation and subsequently
attenuates lung injury and lung infl ammation in a model of severe
Streptococcus pneumoniae pneumonia. Conclusion ECMO/iLA therapy can be used as rescue therapy in adult
trauma cases with severe hypoxemic respiratory failure, even in the
presence of coagulopathy, bleeding and/or brain injury. The benefi ts
of oxygenation and circulatory support must be weighed individually
against the risk of hemorrhage. Further research should determine
whether ECMO therapy also confers survival benefi t. Methods Thirty-two male rats were intratracheally challenged with S. pneumoniae to induce pneumonia. Rats were repeatedly exposed to
nebulized C1-INH or saline, 30 minutes before induction of pneumonia
and every 6 hours thereafter. Rats were sacrifi ced 20 or 40 hours after
inoculation to investigate early and late eff ects. BALF and lung tissue
were obtained for measuring levels of complement activation (C4b/c in
BALF), lung injury (total protein levels in BALF), and infl ammation (IL-6
levels in lung tissue). Advanced respiratory care techniques in a severe adult respiratory
failure uniti D Rafi q, A Needham, R Porter, G Lau
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P314 (doi: 10.1186/cc13504) Introduction Outcome is improved when patients with severe adult
respiratory distress syndrome are transferred to an extracorporeal
membrane oxygenation (ECMO)-capable unit [1]. Not all patients
transferred require ECMO, and this service evaluation examines which
techniques are utilised in patients who ultimately do not require ECMO. Introduction Outcome is improved when patients with severe adult
respiratory distress syndrome are transferred to an extracorporeal
membrane oxygenation (ECMO)-capable unit [1]. Not all patients
transferred require ECMO, and this service evaluation examines which
techniques are utilised in patients who ultimately do not require ECMO. Results Pneumonia was characterized by bilateral macroscopic
infi ltrates, bacterial outgrowth in the lung and clinical signs of illness. Pneumonia was associated with pulmonary complement activation. In rats treated with nebulized C1-INH, a functional fraction of C1-INH
was detectable in BALF. However, C1-INH treatment did not aff ect S113 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 pulmonary complement activation (Figure 1A), lung injury (Figure 1B)
or infl ammation (Figure 1C). Conclusion Severe S. pneumoniae pneumonia is associated with
pulmonary complement activation in rats. Nebulized C1-INH treat-
ment, in an attempt to reduce pulmonary complement activation,
neither aff ects pulmonary complement activation or lung injury and
infl ammation. P316
Novel carbon dioxide removal device driven by a renal-replacement
system without hemofi lter: an experimental approach and
validation
T Godet1, A Combes2, E Zogheib3, M Jabaudon1, E Futier1, J Constantin1
1CHU Clermont-Ferrand, France; 2CHU Pitié-Salpêtrière, Paris, France; 3CHU
Amiens, France
Critical Care 2014, 18(Suppl 1):P316 (doi: 10.1186/cc13506)
Introduction Management of acute respiratory diseases must avoid
ventilator-induced lung injuries along with the rise of PaCO2 and
respiratory acidosis [1]. Eff orts are made to fi nd devices assisting
protective ventilation and able to remove arterial CO2 and correct
acidosis [2]. An extracorporeal CO2 removal device driven by the widely
used Prismafl ex® platform called PrismaLung® was tested in vivo. Methods Five hypercapnic ventilated pigs were equipped with the
PrismaLung® system designed to remove CO2 from the bloodstream
through a decarboxylation membrane mounted on a renal replacement
device without any hemofi lter. Experiments examined the potential for
blood decarboxylation by gas-exchanger membrane with diff erent sets
of parameters (blood fl ow rate: 200, 300 and 400 ml/minute, sweep gas
fl ow: 2, 5, 10 and 50 l/minute, FiO2: 21 and 100%). P316 P316
Novel carbon dioxide removal device driven by a renal-replacement
system without hemofi lter: an experimental approach and
validation
T Godet1, A Combes2, E Zogheib3, M Jabaudon1, E Futier1, J Constantin1
1CHU Clermont-Ferrand, France; 2CHU Pitié-Salpêtrière, Paris, France; 3CHU
Amiens, France
Critical Care 2014, 18(Suppl 1):P316 (doi: 10.1186/cc13506) Advanced respiratory care techniques in a severe adult respiratory
failure uniti Statistical analysis
was performed with the Student t test. Results The extracorporeal device allowed effi cient CO2 removal
rates at FiO2 1 (Figure 1) and 0.21 (Figure 2), ranging from 40 to 60 ml/
minute. Effi ciency was increased with blood and sweep gas fl ows. Carbia and pH of animals were signifi cantly modifi ed after 10 minutes
Figure 1 (abstract P315). Figure 1 (abstract P316). CO2 removal rates at FiO2 1. pulmonary complement activation (Figure 1A), lung injury (Figure 1B)
or infl ammation (Figure 1C). Conclusion Severe S. pneumoniae pneumonia is associated with
pulmonary complement activation in rats. Nebulized C1-INH treat-
ment, in an attempt to reduce pulmonary complement activation, f
Figure 1 (abstract P315). pulmonary complement activation (Figure 1A), lung injury (Figure 1B)
or infl ammation (Figure 1C). Figure 1 (abstract P315). Figure 1 (abstract P315). Figure 1 (abstract P315). pulmonary complement activation (Figure 1A), lung injury (Figure 1B)
or infl ammation (Figure 1C). pulmonary complement activation (Figure 1A), lung injury (Figure 1B)
or infl ammation (Figure 1C). Figure 1 (abstract P316). CO2 removal rates at FiO2 1. l
g
Conclusion Severe S. pneumoniae pneumonia is associated with
pulmonary complement activation in rats. Nebulized C1-INH treat-
ment, in an attempt to reduce pulmonary complement activation,
neither aff ects pulmonary complement activation or lung injury and
infl ammation. 3 6
Novel carbon dioxide removal device driven by a renal-replacement
system without hemofi lter: an experimental approach and
validation T Godet1, A Combes2, E Zogheib3, M Jabaudon1, E Futier1, J Constantin1
1CHU Clermont-Ferrand, France; 2CHU Pitié-Salpêtrière, Paris, France; 3CHU
Amiens, France
Critical Care 2014, 18(Suppl 1):P316 (doi: 10.1186/cc13506) Critical Care 2014, 18(Suppl 1):P316 (doi: 10.1186/cc13506) Introduction Management of acute respiratory diseases must avoid
ventilator-induced lung injuries along with the rise of PaCO2 and
respiratory acidosis [1]. Eff orts are made to fi nd devices assisting
protective ventilation and able to remove arterial CO2 and correct
acidosis [2]. An extracorporeal CO2 removal device driven by the widely
used Prismafl ex® platform called PrismaLung® was tested in vivo. Figure 1 (abstract P316). CO2 removal rates at FiO2 1. of parameters (blood fl ow rate: 200, 300 and 400 ml/minute, sweep gas
fl ow: 2, 5, 10 and 50 l/minute, FiO2: 21 and 100%). Statistical analysis
was performed with the Student t test.fi Methods Five hypercapnic ventilated pigs were equipped with the
PrismaLung® system designed to remove CO2 from the bloodstream
through a decarboxylation membrane mounted on a renal replacement
device without any hemofi lter. Experiments examined the potential for
blood decarboxylation by gas-exchanger membrane with diff erent sets Results The extracorporeal device allowed effi cient CO2 removal
rates at FiO2 1 (Figure 1) and 0.21 (Figure 2), ranging from 40 to 60 ml/
minute. Effi ciency was increased with blood and sweep gas fl ows. Carbia and pH of animals were signifi cantly modifi ed after 10 minutes Results The extracorporeal device allowed effi cient CO2 removal
rates at FiO2 1 (Figure 1) and 0.21 (Figure 2), ranging from 40 to 60 ml/
minute. Effi ciency was increased with blood and sweep gas fl ows. Carbia and pH of animals were signifi cantly modifi ed after 10 minutes S114 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 2 (abstract P316). CO2 removal rates at FiO2 0.21. centre and mortality among patients with severe 2009 infl uenza A(H1N1). JAMA 2011, 306:1659-1668. 3. Davies A, et al.: Australia and New Zealand Extracorporeal Membrane
Oxygenation (ANZ ECMO) Infl uenza investigators. Extracorporeal
membrane oxygenation for 2009 infl uenza A(H1N1) acute respiratory
distress syndrome. JAMA 2009, 302:1888-1895. 4. NI Stewart, et al.: Regionalisation of intensive care and extra-corporeal
membrane oxygenation services in the UK: beliefs about the evidence,
benefi t and harm. J Intensive Care Med 2012, 13:244-250. Reference 1. Berra et al.: Crit Care Med 2001, 1:119-124. p
p
Results See Figure 1. ECMO services have expanded rapidly in the
last 5 years in England following the publication of evidence for its
effi cacy and concerns regarding an infl uenza pandemic. The referral
rates for ECMO for severe hypoxic respiratory failure vary greatly
around the country from 88 per 1,000,000 population in Leicester City
to no referrals in 32 PCTs. Possible explanations could include: the
distributions of swine fl u around the country, referring doctors’ beliefs
about the effi cacy of ECMO, local access to high-frequency oscillation
ventilation and possible reluctance of teaching hospitals to refer to
specialist centres. Further investigation to account for this variation
appears indicated. P318 Assessment of an endotracheal tube cleaning closed-suctioning
system by micro-computed tomography: preliminary clinical data
A Coppadoro1, G Bellani1, A Bronco1, N Eronia1, A Barletta1,
M Teggia Droghi1, R Borsa1, M Battistini1, S Bramati2, L Berra3, A Pesenti1
1University of Milan-Bicocca, Monza, Italy; 2San Gerardo Hospital, Monza,
Italy;3Massachusetts General Hospital, Boston, MA, USA
Critical Care 2014, 18(Suppl 1):P318 (doi: 10.1186/cc13508) Assessment of an endotracheal tube cleaning closed-suctioning
system by micro-computed tomography: preliminary clinical data
A Coppadoro1, G Bellani1, A Bronco1, N Eronia1, A Barletta1,
M Teggia Droghi1, R Borsa1, M Battistini1, S Bramati2, L Berra3, A Pesenti1
1University of Milan-Bicocca, Monza, Italy; 2San Gerardo Hospital, Monza,
Italy;3Massachusetts General Hospital, Boston, MA, USA
Critical Care 2014, 18(Suppl 1):P318 (doi: 10.1186/cc13508) Introduction Using micro-computed tomography (MicroCT), we
assessed the eff ectiveness of a cleaning closed-suctioning system (CSS)
to remove secretions from the endotracheal tube (ETT) lumen. Biofi lm
growing within the ETT, soon after intubation, increases the patient’s
risk to develop ventilator-associated pneumonia, and new cleaning
devices have been designed to keep the ETT clean from secretions [1]. Methods In a bench test, we injected a water-based gel into unused
ETTs to evaluate MicroCT scan (SkyScan 1172; Bruker, Belgium)
eff ectiveness to measure secretions. In six critically ill patients, a
cleaning CSS (Airway Medix Closed Suction system; Biovo, Tel Aviv)
was used three times a day to keep the ETT clean. After extubation, we
measured ETT secretions volume by MicroCT scanning over a length
of 20 cm from the ETT tip. We also collected ETTs from 11 patients
treated with a standard CSS as controls, and evaluated ETT microbial
colonization. of treatment. No signifi cant modifi cation of blood oxygenation was
obtained with pure oxygen, allowing the use of ambient air as the
sweep gas through the membrane. No side eff ects or fi lter clotting
occurred during experiments.lfi Conclusion The device based on the Prismafl ex® platform effi ciently
removed CO2 from blood and decreased PaCO2 and acidosis of
hypercapnic pigs. Benefi ts for patients with acute to chronic respiratory
diseases need evaluation. P317 Results The volume of gel measured by MicroCT strongly correlated
with the volume of injected gel (P <0.001, R2 = 0.99). At extubation,
a lower amount of secretions was measured in the ETTs treated
with the cleaning CSS as compared with controls (0.031 ± 0.029 vs. 0.350 ± 0.417 mm3, P = 0.028), corresponding to a smaller occupation
of the cross-sectional area (average 0.3 ± 0.4 vs. 3.8 ± 4.5% respectively,
P = 0.030). Microbial colonization tended to be reduced in the ETTs
treated with the cleaning CSS (total bacterial charge 1.3 ± 1.7 vs. 3.6 ± 2.7 log(CFU/ml), P = 0.08). References 1. Slutsky AS, et al.: N Engl J Med 2013, 369:2126-2136. 1. Slutsky AS, et al.: N Engl J Med 2013, 369:2126-2136. 2. Pesenti A, et al.: Crit Care Med 2010, 38:S549-S554. Does geography aff ect referral rates for extracorporeal membr
oxygenation in England?
J Barnett
Royal United Hospital, Bath, UK
Critical Care 2014, 18(Suppl 1):P317 (doi: 10.1186/cc13507) Royal United Hospital, Bath, UK Introduction Referral for ECMO has been demonstrated to reduce
mortality in severe hypoxic respiratory failure [1-3]. The numbers of
patients that undergo ECMO is still small and the service depends on
timely referral from regional ICUs. There is evidence that intensivists’
views on the role of ECMO are mixed [4]. The purpose of this study is to
determine whether there are variations in the geographical distribution
of patients that receive ECMO. Conclusion MicroCT scan showed high precision and accuracy in
measuring the volume of secretions in bench tests and can thus
be used to evaluate the eff ectiveness of actions or devices studied
to reduce ETT biofi lm accumulation. In a small nonrandomized
population of critically ill patients, the use of an ETT cleaning device
appeared eff ective to reduce the volume of secretions present in the
ETT at extubation. p
Methods NHS England provided the home primary care trust (PCT) of
all adult patients referred for ECMO for potentially reversible respiratory
failure from 2008 to 2012. The referrals from each PCT were indexed
to the population of each area to produce a referral rate per 1,000,000
people. Reference Does cost aff ect endotracheal tube performance?
P Lichtenthal, UB Borg
University of Arizona, Tucson, AZ, USA
Critical Care 2014, 18(Suppl 1):P319 (doi: 10.1186/cc13509) Does cost aff ect endotracheal tube performance? P Lichtenthal, UB Borg
University of Arizona, Tucson, AZ, USA
Critical Care 2014, 18(Suppl 1):P319 (doi: 10.1186/cc13509) Introduction Today’s healthcare environment has forced providers
to constantly evaluate the materials used, and to fi nd less expensive
alternatives. Recently, low-cost endotracheal tubes (ETTs) have been
introduced to the market. The aim of this study was to test these tubes
(Portex AirCare and Cardinal Health ETT) compared with endotracheal
tubes with known performance (Hi-Lo Covidient pre ISO standard and
Taper-Guard Covidient, post ISO standard). Conclusion The referral rates for ECMO vary greatly around the country. References Conclusion The referral rates for ECMO vary greatly around the country. References 1. Peek GJ, et al.; CESAR Trial Collaboration: Effi cacy and economic assessment
of Conventional Ventilatory Support Versus Extra-Corporeal Membrane
Oxygenation for Severe Adult Respiratory Failure (CESAR): a multicentre
randomised controlled trail. Lancet 2009, 374:1351-1363. 1. Peek GJ, et al.; CESAR Trial Collaboration: Effi cacy and economic assessment
of Conventional Ventilatory Support Versus Extra-Corporeal Membrane
Oxygenation for Severe Adult Respiratory Failure (CESAR): a multicentre
randomised controlled trail. Lancet 2009, 374:1351-1363. Methods We used the required test setups according to the ISO
standard for cuff sealing performance. The tubes were tested versus
each other in size 7.0, 7.5 and 8.0 mm. Kink performance was done in
the routine manner. 2. Noah MA, et al.: Referral to an extracorporeal membrane oxygenation S115 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P317). Figure 1 (abstract P317). Figure 1 (abstract P317). Results The leak test showed that the Portex AirCare ETT leaked
signifi cantly more compared with both the Hi-Lo (P <0.05) or Taper-
Guard (P <0.001) ETTs. The standard deviation leak rate for AirCare
was large, suggesting varying seal performance between tubes from
various lots. The kink test showed no diff erence among tubes.f Results The leak test showed that the Portex AirCare ETT leaked
signifi cantly more compared with both the Hi-Lo (P <0.05) or Taper-
Guard (P <0.001) ETTs. The standard deviation leak rate for AirCare
was large, suggesting varying seal performance between tubes from
various lots. The kink test showed no diff erence among tubes.f price alone but should take into account documented performance in
standardized tests. price alone but should take into account documented performance in
standardized tests. P320 P320
Tracheostomy in obese patients: the best tube choice issue
L Marullo, G Izzo, A Torino, A D’Elia, L Vessicchio, F Ferraro
Second University of Naples, Italy
Critical Care 2014, 18(Suppl 1):P320 (doi: 10.1186/cc13510) Conclusion Although tubes look the same there may be diff erences in
performance. This study demonstrated that the new cheaper ETTs had
greater cuff leak compared with the two tubes used for comparison. We
can only speculate whether diff erences found in this study is a result
of cost cutting. However, the great variability in sealing performance
between ETTs of the same size from diff erent lots would indicate that
manufacturing controls may be less stringent. Although we cannot
demonstrate that the higher incidence of leak will result in adverse
patient outcomes, one can surmise that the possibility exists. Thus,
selection of endotracheal tubes should not be based on purchase Introduction Obesity is not an absolute contraindication for
percutaneous tracheostomy (PDT). Video-endoscopy (video-FBS) and
ultrasound (US) facilitate PDT techniques and reduce complications in
obese patients (OPs) [1,2]. OPs may have a higher trachea–skin distance
that makes it diffi cult to place or to manage a tracheostomy tube (TT). S116 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A retrospective review was performed using data in the
last 5 years. All OPs were from the ICU of our university hospital. Only
OPs who underwent a PDT were selected with BMI >30 kg/m2. All OPs
needed prolonged mechanical ventilation. A total of 67 OPs were
identifi ed, with 60 PDTs placed using the Ciaglia Blue Rhino (CBR)
Introducer Kit and seven PDTs with the UniPerc PDT Kit. All PDTs were
performed by dedicated staff including residents. Valuation of clinical
anatomical and physio-pathological features of the OPs and US scan
of the neck came before the procedure. At the beginning of the
procedure we placed a 5 mm ID orotracheal tube by tube exchange
with video-FBS assistance, as already described [3]. An 8 to 9 mm ID
wire-reinforced silicone tracheostomy tube (rTT) with adjustable
fl ange was chosen instead of a standard PVC or silastic TT (sTT) in all
OPs treated with CBR because of the anatomical particularities of OPs
and because of external traction by the weight of the tubing attached
to the TT. P322 3
Development of the novel Tracoe Twist Plus tracheostomy tube
L Barrass, M Healy, D Kennedy, H Drewery
Royal London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P322 (doi: 10.1186/cc13512) Introduction The 4th National Audit project, conducted by the Royal
College of Anaesthetists in 2011, reviewed major airway complications
in the UK [1]. It highlighted tracheostomy tube displacement as a
signifi cant risk in critical care patients. Prior to 2011, at the Royal London
Hospital ICU, the Tracoe Twist (marketed by Kapitex) was primarily used
as the default choice of tracheostomy tube. However, over a 5-year
period, there were a signifi cant number of critical incidents related
to tracheostomy tube displacement or blockage. On investigation of
these incidents, root-cause analysis identifi ed inadequate length of
the Tracoe Twist as a major contributing factor. As a consequence of
this, there was also an increasing requirement for the use of adjustable
fl ange tubes. This was particularly apparent in obese patients. Our
objective was to develop a new tracheostomy tube that would reduce
the number of incidents related to inadequate length. An additional
aim was to maximise the inner diameter for a given external diameter,
thus reducing airway resistance and potentially aiding weaning. Results No major complications (aborting procedure, >50 ml bleed-
ing, TT misplacement, death) were observed. We had only minor
complications (<50 ml bleeding: 3%; ring fracture: 2%; diffi cult insertion:
21% only with CBR rTT because of the step between the tip of the rTT and
its introducer). UniPerc eTT placement has always been easy. Conclusion In our experience, the data do not support what previous
studies have shown suggesting increased risk of complication in OPs
[1,2]. We know that the sTT could not be eff ective in OPs. The use of US,
video-FBS assistance [3], and rTT with an adjustable fl ange allows a safe
and eff ective adjustment to anatomical OP particularities, avoiding
collected risks. Impact of high-fl ow oxygen therapy delivered through a
tracheostomy on arterial blood gases and endotracheal pressure
D Natalini, FA Idone, DL Grieco, L Spaziani, MT Santantonio, F Toni,
M Antonelli, SM Maggiore
A Gemelli Hospital, University of the Sacred Heart, Rome, Italy
Critical Care 2014, 18(Suppl 1):P321 (doi: 10.1186/cc13511) i
Results We developed a prototype tracheostomy tube that had an
increased length for a given internal diameter. We also increased
the mobility to fl ange, in order to reduce pressure areas and assist
with fi xation. A third modifi cation was to ensure a maximal internal
diameter for a given external diameter. We piloted its use in 20 patients. No adverse events were observed and the clinical impression was that
the increased length was benefi cial to the patients. Introduction High-fl ow oxygen therapy (HFOT) delivered through
nasal cannulas can improve oxygenation as compared with low-fl ow
oxygen devices. It has been shown that nasal HFOT can generate a
positive airway pressure, which increases linearly with the gas fl ow rate. Data on the use of HFOT delivered through a tracheostomy are scarce. The aim of the present randomized, controlled, cross-over trial was to
assess the eff ects of HFOT delivered through a tracheostomy on arterial
blood gases and endotracheal pressure in critically ill patients. i
Conclusion Following the success of the pilot study, this new
tracheostomy tube was developed and then marketed by Kapitex. This
tube was named the Tracoe Twist Plus. We have now used this tube for
2 years. We have since performed an extensive retrospective audit of
tracheostomy usage and the eff ect of the introduction of the novel
Tracoe Twist Plus, and the complication rate was reduced in terms of
displacement and obstruction. y
Methods Tracheostomized patients underwent HFOT with three gas
fl ow rates (10 l/minute, 30 l/minute and 50 l/minute), randomly applied
for 20-minute periods. At the end of each period, arterial blood gases,
respiratory rate, and endotracheal pressure (Ptrach) were measured. Ptrach was recorded over the last 3 minutes of each study period:
the maximum expiratory pressure (MEPtrach) and mean expiratory
pressure were measured and averaged for all respiratory cycles during
1-minute recording with stable breathing. FiO2 was kept constant
during the whole study. P320 An extralong TT (eTT) was chosen because the pretracheal
tissue was too thick for a regular-sized TT in 16 OPs with BMI >40 kg/m2
treated with CBR. For three OPs treated with CBR we needed to change
rTT to eTT because of tube dislodgement and subocclusion X-ray and
video-FBS diagnosis. The UniPerc technique was chosen for OPs with
BMI >40 kg/m2. 1.32 ± 0.4 cmH2O, and 1.89 ± 0.5 cmH2O at 10 l/minute, 30 l/minute
and 50 l/minute, respectively, P <0.01) and mean expiratory pressure
(0.54 ± 0.27 cmH2O, 0.91 ± 0.29 cmH2O, and 1.36 ± 0.35 cmH2O, at 10 l/
minute, 30 l/minute and 50 l/minute, respectively, P <0.01) increased
with fl ow. Changes in PaO2/FiO2 were not correlated with changes in
expiratory pressures. Conclusion When HFOT is used through a tracheostomy at increasing
gas fl ow rate, oxygenation increases up to 30 l/minute while CO2
clearance and the respiratory rate do not vary. Tracheal expiratory
pressure increases with fl ow, but changes are small and probably of
limited clinical relevance. Changes in oxygenation are not related
to the variations of tracheal expiratory pressure. HFOT through a
tracheostomy has diff erent eff ects from when a nasal interface is used. Reference 1. Cook TM, Woodall N, Harper J, Benger J; Fourth National Audit Project: Major
complications of airway management in the UK: results of the Fourth
National Audit Project of the Royal College of Anaesthetists and the
Diffi cult Airway Society. Part 2: intensive care and emergency
departments. Br J Anaesth 2011, 106:632-642. Results Seventeen tracheostomized patients were enrolled (SAPS II
52 ± 10, PaO2 96 ± 27 mmHg, PaCO2 33 ± 10 mmHg). Increasing the
gas fl ow rate from 10 l/minute to 30 l/minute was associated with an
increase in PaO2/FiO2 that did not improve further when 50 l/minute
was used (259 ± 66, 317 ± 79, and 325 ± 76, respectively, P <0.001). The
same trend was observed with PaO2 (89 ± 19 mmHg, 109 ± 26 mmHg,
and 113 ± 29 mmHg, respectively, P <0.001) and SaO2 (96 ± 3%,
98 ± 2%, 98 ± 2%, respectively, P <0.001). PaCO2 (32 ± 8 mmHg on
average) and respiratory rate (27 ± 7 breaths/minute on average) did
not change with diff erent gas fl ow rates. MEPtrach (0.96 ± 0.43 cmH2O, References 1. McCague A, et al.: Laryngoscope 2012, 122:1031-1034. 2. Guinot PG, et al.: Crit Care 2012, 16:R40. 3. Ferraro et al.: Chest 2004, 126:159-164. 1. McCague A, et al.: Laryngoscope 2012, 122:1031-1034. 2. Guinot PG, et al.: Crit Care 2012, 16:R40. 3. Ferraro et al.: Chest 2004, 126:159-164. Methods We formed a consultation committee, consisting of
consultants in critical care, a consultant surgeon and a consultant
anaesthetist with a specialist interest in head and neck anaesthesia
and tracheostomy care. We collaborated with the Kapitex design team
to develop a new tracheostomy tube which addressed some of the
perceived defi cits of existing devices. P321 Impact of high-fl ow oxygen therapy delivered through a
tracheostomy on arterial blood gases and endotracheal pressure
D Natalini, FA Idone, DL Grieco, L Spaziani, MT Santantonio, F Toni,
M Antonelli, SM Maggiore
A Gemelli Hospital, University of the Sacred Heart, Rome, Italy
Critical Care 2014, 18(Suppl 1):P321 (doi: 10.1186/cc13511) Ability to speak in ventilator-dependent tracheostomized ICU
patients Methods The nonlinear constant of the Rohrer equation (K2) was
calculated as resistive properties, during a continuous fl ow of 10
to 90 l/minute, for a conventional endotracheal tube (ETT) with and
without FOB (ETT size 7, 7.5, 8, 7f, 7.5f, 8f), ventilation tube of TLT (F4
and F5) and DLET. The variation of gas exchange (Δ) was measured with
arterial blood gas samples obtained before and after the PT. During
PT, all patients received sedation, analgesia, neuromuscular blocking
and volume-controlled ventilation set with FiO2 100%, TV 500 ml, RR
15 breaths/minute, PEEP 5 cmH2O. Methods The aim of this study was to compare weaning from MV by
gradually decreasing the level of support in cuff -defl ated ventilation
with use of a BiPAP Vision® and a Passy Muir® speaking valve, or by
trials of spontaneous breathing with use of a speaking valve, both for
progressively longer periods of time. We examined the diff erences in
the ability to speak, the duration of the weaning period, the occurrence
of delirium and the frequency of tracheal suctioning. We performed a
single-centre retrospective and prospective observational study in a
22-bed mixed ICU during 1 year. Data were collected using the patient
data management system. Baseline criteria were age, gender, APACHE
IV score, ICU length of stay and duration of MV before placement of the
tracheostomy.ii 2
Results In vitro evaluation showed that the DLET had the lowest K2 (7 =
11.33; 7.5 = 8.74; 8 = 7.57; 7f = 6.13; 7.5f = 10.52; 8f = 12.28; F4 = 130.0;
F5 = 11.12; DLET = 5.25 cmH2O/l/minute). During in vivo evaluation, PT
was performed with the conventional ETT with FOB and DLET for fi ve
patients in each group (age 69 ± 13 vs. 71 ± 16; SAPS II: 56 ± 14 vs. 52 ± 20; GCS 3 vs. 4). Gas exchange before and after the procedure did
not diff er between the groups, but the Δ values of pH, PaO2 and PaCO2
measured before and after the procedure were, ETT+FOB versus DLET:
ΔpH: –0.05 ± 0.05 versus 0.01 ± 0.02, P = 0.04; ΔPaO2: –112.6 ± 112.6
versus 41.6 ± 25.3, P = 0.01; ΔPaCO2: 14.5 ± 10.8 versus 0.6 ± 1.1, P =
0.02; ΔHCO3: 0.5 ± 2 versus –0.04 ± 0.3, P = 0.6. Ability to speak in ventilator-dependent tracheostomized ICU
patients p
R Bultsma, M Koopmans, M Kuiper, P Egbers
Medisch Centrum Leeuwarden, the Netherlands
Critical Care 2014, 18(Suppl 1):P323 (doi: 10.1186/cc13513) p
R Bultsma, M Koopmans, M Kuiper, P Egbers
Medisch Centrum Leeuwarden, the Netherlands
Critical Care 2014, 18(Suppl 1):P323 (doi: 10.1186/cc13513) Introduction Mechanical ventilation (MV) and inability to speak
increases psycho-emotional distress [1]. Although not commonly used S117 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P323). Number of patients able to speak. Figure 1 (abstract P324). Point 1 just before vocal cord, point 2
asymmetric elliptical cuff just before the carena. Figure 1 (abstract P324). Point 1 just before vocal cord, point 2
asymmetric elliptical cuff just before the carena. Figure 1 (abstract P323). Number of patients able to speak. Figure 1 (abstract P323). Number of patients able to speak. in ICU patients, MV with a defl ated cuff in patients with a tracheostomy
can be provided safely and comfortably, by use of a BiPAP Vision®. Air
leakage to the upper airway enables speech [2]. By adding a Passy-
Muir® speaking valve as second step, the quality of speech and cough
will improve. The ability to speak provides an important improvement
in communication. (FOB), and a lower channel exclusively dedicated to the patient’s
ventilation. The aim of this study is to achieve an in vitro and an in vivo
evaluation of PT performed with the DLET. (FOB), and a lower channel exclusively dedicated to the patient’s
ventilation. The aim of this study is to achieve an in vitro and an in vivo
evaluation of PT performed with the DLET. Methods The nonlinear constant of the Rohrer equation (K2) was
calculated as resistive properties, during a continuous fl ow of 10
to 90 l/minute, for a conventional endotracheal tube (ETT) with and
without FOB (ETT size 7, 7.5, 8, 7f, 7.5f, 8f), ventilation tube of TLT (F4
and F5) and DLET. The variation of gas exchange (Δ) was measured with
arterial blood gas samples obtained before and after the PT. During
PT, all patients received sedation, analgesia, neuromuscular blocking
and volume-controlled ventilation set with FiO2 100%, TV 500 ml, RR
15 breaths/minute, PEEP 5 cmH2O. Ability to speak in ventilator-dependent tracheostomized ICU
patients Results Ten patients were included, fi ve in the BiPAP group and fi ve
in the spontaneous group. There were no signifi cant diff erences in
the baseline criteria. On the second day after tracheostomy, three
out of fi ve patients in the BiPAP group were able to speak compared
with one in the spontaneous method group. A diff erence in speaking
ability remained until day 9 (see Figure 1). At fi rst time of speaking, the
BiPAP group had higher PEEP level (10 vs. 7.5 cmH2O) and higher SOFA
score (6.2 vs. 4.6) compared with the spontaneous group. There was
no signifi cant diff erence in delirium, duration of weaning and tracheal
suctioning between both groups.fl 3
Conclusion The DLET resulted in adequate airway patency and minimal
obstruction due to the lower channel exclusively dedicated to patient’s
ventilation. Gas exchange in PT with the DLET remained stable without
any variation in oxygenation and carbon dioxide levels, although the
same settings of mechanical ventilation. Conclusion Cuff -defl ated MV in ICU patients enables speaking during
ventilator dependence. With this technique the ability to speak
started in an earlier phase of weaning compared with weaning with
spontaneous breathing trials and a speaking valve. National survey of ICUs in the UK: discharging patients with
tracheostomies 1. Engström A, et al.: People’s experiences of being mechanically ventilated in
an ICU: a qualitative study. Intensive Crit Care Nurs 2013, 29:88-95. 1. Engström A, et al.: People’s experiences of being mechanically ventilated in
an ICU: a qualitative study. Intensive Crit Care Nurs 2013, 29:88-95. A Garrett, C Strauss, S Saha
Barking, Havering and Redbridge University Hospitals NHS Trust, Romford, UK
Critical Care 2014, 18(Suppl 1):P325 (doi: 10.1186/cc13515) A Garrett, C Strauss, S Saha
Barking, Havering and Redbridge University Hospitals NHS Trust, Romford, UK
Critical Care 2014, 18(Suppl 1):P325 (doi: 10.1186/cc13515) 2. Hess DR: Facilitating speech in the patient with a tracheostomy. Respir Care
2005, 50:519-525. 2. Hess DR: Facilitating speech in the patient with a tracheostomy. Respir Care
2005, 50:519-525. Introduction Respiratory weaning in ICUs can be a lengthy
and expensive process [1], but may be facilitated by the use of
tracheostomies. Discharging patients with tracheostomies to general
wards improves ICU bed availability but raises potential patient safety
issues. This is demonstrated by the increased mortality compared
with patients decannulated before discharge from the ICU [2]. We investigated how often ICUs in the UK discharge patients with
tracheostomies to wards, which wards these are and whether systems
are in place to ensure adequate safety on discharge.f Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A retrospective review of all repeat bedside percutaneous
dilatational tracheostomies (Ciaglia technique with direct broncho-
scopic guidance) performed on our cardiothoracic critical care unit
from January 2004 to February 2013 was conducted. Methods A retrospective review of all repeat bedside percutaneous
dilatational tracheostomies (Ciaglia technique with direct broncho-
scopic guidance) performed on our cardiothoracic critical care unit
from January 2004 to February 2013 was conducted.i 39 did occasionally. Five discharged to the high dependency unit
only, 60 to respiratory wards only, 70 to specialist wards and 15 to any
or most wards. Eighty-fi ve out of 190 units discharged patients with
tracheostomy cuff s both up and down, 72 discharged with the cuff
down or cuffl ess and 16 with the cuff ‘usually down’. A total of 141
hospitals had routine follow-up for tracheostomy patients from critical
care outreach or other services. Critical care outreach was available
24 hours a day in 65 hospitals. y
y
Results From a total of 1,001 patients undergoing PDT, we identifi ed
36 patients with repeat PDT. Patients’ previous tracheostomies dated
back between 5 days and 2.7 years (mean 122 days). Mean age was
60.3 ± 14.3 years, 42% of patients were female. The mean time from
intubation to PDT was 3.7 ± 3.9 days. There were no deaths associated
with PDT but one major procedure-related complication: one patient
suff ered from a periprocedural laceration of the brachiocephalic trunk. After emergency surgery and surgical tracheotomy (ST), the patient
recovered completely. In all other patients, no conversion to ST, no
loss of airway, no paratracheal insertion, and no accidental tracheal
extubation was observed. No pneumothorax, pneumomediastinum,
hypotension, hypoxemia, or arrhythmias were recorded. A mild
bleeding was observed in 13 patients (36%). A moderate but not
signifi cant bleeding was observed in only one patient (2.8%). A
tracheal ring fracture occurred in six patients (16.7%). Fourteen
patients (38.9%) could be weaned successfully from the respirator
and the tracheostomy could be removed. Thirteen patients (36.1%)
were transferred to another ICU with the tracheostomy in place. The
functional and cosmetic outcomes of PDT were excellent. y
p
Conclusion The vast majority of ICUs in the UK perform tracheostomies
for respiratory weaning and many routinely discharge patients to the
wards prior to decannulation. Routine follow-up is usually available,
but cover may only be available during the day. P328
National UK survey: a review of percutaneous tracheostomy and
auxiliary subglottic suction port use
J Rees, R McCartney, S Saha, T Wickrama
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P238 (doi: 10.1186/cc13518) 3 8
National UK survey: a review of percutaneous tracheostomy and
auxiliary subglottic suction port use
J Rees, R McCartney, S Saha, T Wickrama
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P238 (doi: 10.1186/cc13518) K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P326 (doi: 10.1186/cc13516) K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P326 (doi: 10.1186/cc13516) y
p
itical Care 2014, 18(Suppl 1):P326 (doi: 10.1186/cc13516) Introduction Percutaneous dilatational tracheostomy (PDT) is the
standard airway access in critically ill patients who require prolonged
mechanical ventilation. However, patients with severe coagulopathy
or thrombocytopenia might have an increased risk of periprocedural
bleeding. Introduction The tracheostomy is an ancient technique that more
recently has developed a percutaneous technique. Percutaneous
tracheostomies (PCT) have been shown to be safer and reduce infection,
cost and other complications over surgical techniques [1-3]. Ventilator-
associated pneumonia (VAP) is a serious complication resulting from
the use of endotracheal tubes (ETT) and tracheostomies. Changes in
design of these tubes by the addition of a subglottic suction port have
been shown to improve VAP rates in mechanically ventilated patients
[4,5]. A large meta-analysis review showed that subglottic drainage
reduced the number of days of mechanical ventilation required and
reduced the number of days stayed on the ICU [4]. Methods We retrospectively reviewed the records of all patients who
underwent PDT (using the Ciaglia technique with bronchoscopic
guidance) on our cardiothoracic ICU between January 2004
and February 2013. Patients were stratifi ed into two groups: no
coagulopathy (group 1), and coagulopathy/thrombocytopenia defi ned
as international normalized ratio >1.5, partial thromboplastin time >50
seconds and/or platelet count <50 × 109/l (group 2). p
g
p
Results From a total of 1,001 patients (46% male, mean age 68.1 years)
that underwent PDT, we identifi ed 441 patients (44.1%) with a severe
coagulopathy (group 2). There were no procedure-related deaths. Major procedure-related complications included a severe bleeding
(requiring transfusion and/or surgery) in two patients in each group
(one laceration of the brachiocephalic trunk, one venous bleeding, two
bleedings from a thyroid vessel), injury of the membranous wall of the
trachea in two patients in group 2 as well as a pneumothorax and a
device failure in group 1. P328
National UK survey: a review of percutaneous tracheostomy and
auxiliary subglottic suction port use
J Rees, R McCartney, S Saha, T Wickrama
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P238 (doi: 10.1186/cc13518) The incidence of moderate periprocedural
bleeding was comparable between the two groups (n = 43 (9.75%) vs. n = 41 (7.3%), P = NS). y
y
Methods We contacted all ICUs in the UK by telephone and spoke to
the nurse-in-charge to ascertain their normal practice with regards to
PCT and subglottic suction use. g
Results We contacted a total of 246 general ICUs, 72% of which we
received a response. The average number of beds per ICU from all
units who responded was 11. Ninety-eight per cent of ICUs that we
questioned did use PCT. For three units, the average bed number per
unit was 11 and the other 2% of ICUs who did not use PCT had fi ve beds
per unit on average. The proportion of ICUs that employed subglottic
suction ports on their ETTs was 43% having on average 11 beds per
unit, whilst the proportion of ICUs that did not employ subglottic
suction ports was 57%, also with 11 beds per unit on average. Regarding PCT subglottic suction ports, 38% of ICUs did utilise these
tubes whilst 62% did not. Of the group of ICUs that did use subglottic
suction ports on their tracheostomy tubes, the average beds per unit
was 12. Of the group of ICUs that did not use subglottic suction ports
on their tracheostomy tubes, the average beds per unit was 10. Conclusion Signifi cant diff erences in practise exist with PCT and
subglottic suction ports on tubes. The size of the ICUs in these groups
is variable. The larger units are more likely to use PCT over the smaller
units. Regarding subglottic suction ports on ETT and tracheostomy
tubes, the size of the ICU does not necessarily dictate their use. We
propose that all ICUs review their policy on the use of PCT and subglottic
suction-assisted tubes to help improve surgical complications, cost,
VAP rates and ICU stays. g
Results We contacted a total of 246 general ICUs, 72% of which we
received a response. The average number of beds per ICU from all
units who responded was 11. Ninety-eight per cent of ICUs that we
questioned did use PCT. For three units, the average bed number per
unit was 11 and the other 2% of ICUs who did not use PCT had fi ve beds
per unit on average. P326
P Percutaneous dilatational tracheostomy in patients with severe
coagulopathy or thrombocytopenia
K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P326 (doi: 10.1186/cc13516) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Patients may go to
a specialist ward with trained nurses but this is not always the case. Patients are often discharged to wards with their tracheostomy cuff
up, raising major safety issues if their tracheostomy tubes block and
nurses are not trained for such emergencies. Twenty-four hours a day
critical care outreach cover may improve patient safety, but further
research and the production of guidelines is needed to facilitate the
safe discharge of patients with tracheostomies from ICU to the wards. R f 1. Vitacca M, et al.: [Experience of an intermediate respiratory intensive
therapy in the treatment of prolonged weaning from mechanical
ventilation] [Review in Italian]. Anestesiology 1996, 62:57-64. 1. Vitacca M, et al.: [Experience of an intermediate respiratory intensive
therapy in the treatment of prolonged weaning from mechanical
ventilation] [Review in Italian]. Anestesiology 1996, 62:57-64. Conclusion Repeat PDT is a safe procedure in experienced hands
and should not be generally considered a contraindication. However,
special attention should be paid to the anatomical situation with an
increased risk of vascular complications. 2. Martinez GH, et al.: Tracheostomy tube in place at intensive care unit
discharge is associated with increased ward mortality. Respir Care 2009,
54:1644-1652. P328
National UK survey: a review of percutaneous tracheostomy and
auxiliary subglottic suction port use
J Rees, R McCartney, S Saha, T Wickrama
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P238 (doi: 10.1186/cc13518) The proportion of ICUs that employed subglottic
suction ports on their ETTs was 43% having on average 11 beds per
unit, whilst the proportion of ICUs that did not employ subglottic
suction ports was 57%, also with 11 beds per unit on average. Regarding PCT subglottic suction ports, 38% of ICUs did utilise these
tubes whilst 62% did not. Of the group of ICUs that did use subglottic
suction ports on their tracheostomy tubes, the average beds per unit
was 12. Of the group of ICUs that did not use subglottic suction ports
on their tracheostomy tubes, the average beds per unit was 10.if Conclusion Periprocedural bleeding complications during and after
PDT are rare, even in patients with a severe coagulopathy, and thus PDT
can be safely performed in these patients. Double-lumen endotracheal tube for percutaneous tracheostomy:
in vitro and in vivo preliminary data Double-lumen endotracheal tube for percutaneous tracheostomy:
in vitro and in vivo preliminary data
M Vargas1, G Servillo1, A Marra1, D Salami2, P Pelosi3
1University of Naples ‘Federico II’, Naples, Italy; 2AOU San Martino IST, Genoa,
Italy; 3University of Genoa, Italy
Critical Care 2014, 18(Suppl 1):P324 (doi: 10.1186/cc13514) p
y
M Vargas1, G Servillo1, A Marra1, D Salami2, P Pelosi3
1University of Naples ‘Federico II’, Naples, Italy; 2AOU San Martino IST, Genoa,
Italy; 3University of Genoa, Italy
Critical Care 2014, 18(Suppl 1):P324 (doi: 10.1186/cc13514) Methods We telephoned 217 ICUs in the UK. Nursing staff answered
a series of questions regarding the discharge of patients with
tracheostomies to the wards and their follow-up. Introduction A double-lumen endotracheal tube (DLET; bilumen
ventilation tube, PCT/IT2012/000154; Deas S.r.l., Italy) (Figure 1) has
been developed to improve the safety of patients and procedural
comfort during percutaneous tracheostomy (PT). The DLET is divided
into an upper channel, for placement of a fi beroptic bronchoscope Introduction A double-lumen endotracheal tube (DLET; bilumen
ventilation tube, PCT/IT2012/000154; Deas S.r.l., Italy) (Figure 1) has
been developed to improve the safety of patients and procedural
comfort during percutaneous tracheostomy (PT). The DLET is divided
into an upper channel, for placement of a fi beroptic bronchoscope Results We obtained information from 203 ICUs. A total of 201 units
used tracheostomies for respiratory weaning. In total, 151 routinely
discharged patients to wards with tracheostomies, 11 never did and S118 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P327 P327
Repeat bedside percutaneous tracheostomy: still a contraindication? K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P327 (doi: 10.1186/cc13517) Eff ect of subglottic secretion drainage for preventing
ventilator-associated pneumonia Eff ect of subglottic secretion drainage for preventing
ventilator-associated pneumonia Conclusion There is a wide variation in post-ICU/HDU management
of tracheostomy patients throughout the UK. Although there are
well established UK national guidelines for the management of
tracheostomy patients, outside the ICU/HDU environment there is a
lack of full implementation of the NTSP recommendations, increasing
the risk of tracheostomy-related morbidity and mortality. References A Koker1, F Gok2, I Erayman2, A Yosunkaya2
1Konya Education and Research Hospital, Konya, Turkey; 2Necmettin Erbakan
University, Meram Faculty of Medicine, Konya, Turkey
Critical Care 2014, 18(Suppl 1):P331 (doi: 10.1186/cc13521) A Koker1, F Gok2, I Erayman2, A Yosunkaya2
1Konya Education and Research Hospital, Konya, Turkey; 2Necmettin Erbakan
University, Meram Faculty of Medicine, Konya, Turkey
Critical Care 2014, 18(Suppl 1):P331 (doi: 10.1186/cc13521) y
y
y
y
Critical Care 2014, 18(Suppl 1):P331 (doi: 10.1186/cc13521) Introduction We aimed to assess the eff ect of continuous drainage
of subglottic secretion in the prevention of ventilator-associated
pneumonia (VAP) in patients requiring prolonged mechanical
ventilation for more than 48 hours in the ICU as a prospective,
randomized, controlled study. 1. Cook TM, Woodall N, Frerk C (Eds): The Fourth National Audit Project of the
Royal College of Anaesthetists and the Diffi cult Airway Society: Major
Complications of Airway Management in the UK. Report and Findings. London:
Royal College of Anaesthetists; 2011. 2. National Tracheostomy Safety Project Manual 2013 [http://www. tracheostomy.org.uk] Methods Our study was performed with a document from the ethics
committee and written informed consent from the relatives of patients
between April 2011 and February 2012 in our 14-bed ICU. Fifty-four
patients whose mechanical ventilation requirements were expected
to be longer than 72 hours were included in our study. Patients were
randomly divided into two groups. These were formed as the group
using a conventional intubation tube (Group C) and the group using an
intubation tube allowing aspiration of subglottic secretions (Group S). In Group S, continuous subglottic aspiration occurred under constant
pressure with a special device. In both groups, the cuff pressure was
maintained at a constant pressure of 20 to 30 using a digital cuff
pressure device [1]. References 1. Rello J, et al.: Chest J 2002, 122:2115-2121. 2. Shi Z, et al.: Cochrane Database Syst Rev 2013, 8:CD008367,
3. Barkvoll et al.: J Clin Periodontol 1989, 16:593-595. 4. Kolahi J, et al.: Quintessence Int 2006, 37:605-612. 1. Rello J, et al.: Chest J 2002, 122:2115-2121. 1. Rello J, et al.: Chest J 2002, 122:2115-2121. 2. Shi Z, et al.: Cochrane Database Syst Rev 2013, 8:CD008367,
3. Barkvoll et al.: J Clin Periodontol 1989, 16:593-595. 4. Kolahi J, et al.: Quintessence Int 2006, 37:605-612. P327
Repeat bedside percutaneous tracheostomy: still a contraindication?
K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P327 (doi: 10.1186/cc13517) P327
Repeat bedside percutaneous tracheostomy: still a contraindication? K Pilarczyk, F Dusse, G Marggraf, B Schönfelder, H Jakob
University Hospital Essen, West German Heart Center, Essen, Germany
Critical Care 2014, 18(Suppl 1):P327 (doi: 10.1186/cc13517) Conclusion Signifi cant diff erences in practise exist with PCT and
subglottic suction ports on tubes. The size of the ICUs in these groups
is variable. The larger units are more likely to use PCT over the smaller
units. Regarding subglottic suction ports on ETT and tracheostomy
tubes, the size of the ICU does not necessarily dictate their use. We
propose that all ICUs review their policy on the use of PCT and subglottic
suction-assisted tubes to help improve surgical complications, cost,
VAP rates and ICU stays. Introduction Percutaneous tracheostomy has become an established
procedure in airway management of critically ill patients. Repeat PDT is
considered a (relative) contraindication as a result of distorted anatomy. S119 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P329 The frequency of chlorhexidine application
varied between ICUs; 15 (9.9%) applied 4-hourly, 91 (59.9%) 6-hourly,
20 (13.2%) 8-hourly, 19 (12.5%) 12-hourly and seven (4.6%) applied at
variable times. Ninety-seven per cent (n = 152) brushed patient’s teeth;
86% (n = 130) used toothpaste, 3% (n = 5) used chlorhexidine gel and
11% (n = 17) used both. Ninety-seven per cent (n = 147) of ICUs using
chlorhexidine also brushed patient’s teeth with toothpaste. Forty-eight
per cent (n = 70) administered chlorhexidine within 30 minutes of
toothpaste application (Table 1). Introduction Over 5,000 tracheostomies are performed in the UK per
year [1]. The 4th National Audit Project identifi ed signifi cant morbidity
and mortality associated with tracheostomy care [1]. The National
Tracheostomy Safety Project (NTSP) 2013 manual highlighted the
need for: local policy; an appropriate care environment; immediate
availability of emergency equipment; trained staff and local training
programmes; and bed-head sign and emergency algorithms for
tracheostomy patients [2]. Following these guidelines, we asked: how
are adult tracheostomy patients managed post discharge from the
intensive care/high dependence unit (ICU/HDU) throughout the UK? Introduction Over 5,000 tracheostomies are performed in the UK per
year [1]. The 4th National Audit Project identifi ed signifi cant morbidity
and mortality associated with tracheostomy care [1]. The National
Tracheostomy Safety Project (NTSP) 2013 manual highlighted the
need for: local policy; an appropriate care environment; immediate
availability of emergency equipment; trained staff and local training
programmes; and bed-head sign and emergency algorithms for
tracheostomy patients [2]. Following these guidelines, we asked: how
are adult tracheostomy patients managed post discharge from the
intensive care/high dependence unit (ICU/HDU) throughout the UK? Methods In November 2013, 200 adult ICU/HDUs throughout the UK
were contacted to take part in a telephone survey. Data were collected
on tracheostomy weaning, post-ICU/HDU care, safety guidelines,
emergency protocols and training for clinicians and nurses. g
g
p
Results Sixty-fi ve per cent of ICUs in the UK responded to our survey
(n = 157). Ninety-seven per cent (n = 152) used chlorhexidine and 96%
(n = 150) used it as part of a ventilator care bundle. Forty-six per cent
(n = 70) used a gel, 32% (n = 48) used a mouthwash and 23% (n = 34)
used both preparations. References References
1. Baumann HJ, et al.: Pneumologie 2010, 64:769-776. 2. Engels PT, et al.: Can J Surg 2009, 52:427-433. 3. Muscedere J, et al.: Crit Care Med 2011, 39:1985-1991. 4. Bouza E, et al.: Chest 2008, 134:938-946. 5. Smulders K, et al.: Chest 2002, 121:858-862 Table 1 (abstract P330). Timing diff erence between toothpaste and
chlorhexidine (minutes)
Minutes
Number of ICUs (%)
>30
74 (50.3%)
<30
32 (21.8%)
Nil
38 (25.9%)
Variable
3 (2.0%) Table 1 (abstract P330). Timing diff erence between toothpaste and
chlorhexidine (minutes) P329 Is the post-critical care environment safe for tracheostomy patients? J Siah, S Begum, S Wijayatilake, G De La Cerda, T Jovaisa
Queen’s Hospital, Romford, UK
Critical Care 2014, 18(Suppl 1):P329 (doi: 10.1186/cc13519) ill patients, as studies suggest a risk reduction in VAP [2]. Chlorhexidine
reacts with soaps in toothpaste to form inactive insoluble salts [3]. A
minimum delay of 30 minutes between tooth brushing and the sub-
sequent application of chlorhexidine is therefore recommended [4]. Methods A telephone questionnaire was conducted on all ICUs in the
UK to assess current oral decontamination procedures with regards to
chlorhexidine use and the timing of tooth brushing with toothpaste. Results Sixty-fi ve per cent of ICUs in the UK responded to our survey
(n = 157). Ninety-seven per cent (n = 152) used chlorhexidine and 96%
(n = 150) used it as part of a ventilator care bundle. Forty-six per cent
(n = 70) used a gel, 32% (n = 48) used a mouthwash and 23% (n = 34)
used both preparations. The frequency of chlorhexidine application
varied between ICUs; 15 (9.9%) applied 4-hourly, 91 (59.9%) 6-hourly,
20 (13.2%) 8-hourly, 19 (12.5%) 12-hourly and seven (4.6%) applied at
variable times. Ninety-seven per cent (n = 152) brushed patient’s teeth;
86% (n = 130) used toothpaste, 3% (n = 5) used chlorhexidine gel and
11% (n = 17) used both. Ninety-seven per cent (n = 147) of ICUs using
chlorhexidine also brushed patient’s teeth with toothpaste. Forty-eight
per cent (n = 70) administered chlorhexidine within 30 minutes of
toothpaste application (Table 1). ill patients, as studies suggest a risk reduction in VAP [2]. Chlorhexidine
reacts with soaps in toothpaste to form inactive insoluble salts [3]. A
minimum delay of 30 minutes between tooth brushing and the sub-
sequent application of chlorhexidine is therefore recommended [4]. Methods A telephone questionnaire was conducted on all ICUs in the
UK to assess current oral decontamination procedures with regards to
chlorhexidine use and the timing of tooth brushing with toothpaste. Results Sixty-fi ve per cent of ICUs in the UK responded to our survey
(n = 157). Ninety-seven per cent (n = 152) used chlorhexidine and 96%
(n = 150) used it as part of a ventilator care bundle. Forty-six per cent
(n = 70) used a gel, 32% (n = 48) used a mouthwash and 23% (n = 34)
used both preparations. P329 The frequency of chlorhexidine application
varied between ICUs; 15 (9.9%) applied 4-hourly, 91 (59.9%) 6-hourly,
20 (13.2%) 8-hourly, 19 (12.5%) 12-hourly and seven (4.6%) applied at
variable times. Ninety-seven per cent (n = 152) brushed patient’s teeth;
86% (n = 130) used toothpaste, 3% (n = 5) used chlorhexidine gel and
11% (n = 17) used both. Ninety-seven per cent (n = 147) of ICUs using
chlorhexidine also brushed patient’s teeth with toothpaste. Forty-eight
per cent (n = 70) administered chlorhexidine within 30 minutes of
toothpaste application (Table 1). g
y p
g
Results Out of the 200 adult ICU/HDUs contacted, 134 took part in
the survey. Out of these, 44% have a tracheostomy weaning protocol,
69% initiate weaning whilst the patient is mechanically ventilated, and
92% use a speaking valve in their weaning process. Also, 87% allow
tracheostomy patients to have oral nutritional intake and in 59% of
these the decision involves speech and language therapy. Post ICU/
HDU, 67% of units discharge to specialised wards, 22% to nonspecialised
wards, 4% to dedicated step-down units and 6% do not step down
their tracheostomy patients. A critical care outreach team reviews the
patients in 73% of the hospitals surveyed. Furthermore, only 11% of
the hospitals have a consultant lead tracheostomy ward round and
17% have a tracheostomy multidisciplinary team (MDT). Also within
these hospitals, 57% have their own tracheostomy safety guidelines
and 70% have emergency tracheostomy management protocols. On
the wards: 34% have tracheostomy bed-head information signs, 93%
have emergency bed-side tracheostomy equipment, 89% have a
tracheostomy training programme, and 50% have a MDT approach to
decannulation. Conclusion Chlorhexidine is being used too soon after the application
of toothpaste in 48% of ICUs in the UK. This results in attenuation of its
eff ect and may remove its benefi cial risk reduction in VAP. Awareness of
this interaction should be emphasised. References Survey of the use and practicalities of subglottic suction drainage
in the UK Methods Anesthetized Yorkshire swine were randomized (n = 6/
group) to receive a bolus of the PFC Oxycyte™ either 45 minutes before
(PFC-B) or after (PFC-A) induction of ARDS or nothing as a control
(NON). ARDS was induced via intravenous oleic acid infusion (time 0
(T0)) over 30 minutes. Animals were monitored for physiological and
hematological parameters. They were euthanized at T180 minutes and
a full necropsy and histopathological analysis was performed. F Baldwin, R Gray, A Chequers y
y
p
g
Critical Care 2014, 18(Suppl 1):P332 (doi: 10.1186/cc13522) Introduction Subglottic secretion drainage (SSD) has been shown
to reduce the incidence of ventilator-associated pneumonia (VAP)
[1]. We reviewed current UK practice and practicalities surrounding
implementation of SSD using a survey. p y
p
g
y
p
Results Survival was 100% in the NON group, 80% in the PFC-A group
and 20% in the PFC-B group. Mean arterial pressure (MAP) and mean
pulmonary artery pressure (MPAP) were signifi cantly increased during
infusion of PFC and during ARDS in the PFC-B group, while cardiac
output (CO) was signifi cantly reduced. In the PFC-A group it was
observed that MAP and MPAP increased and CO decreased during ARDS
induction, but not during PFC infusion. Those changes were signifi cant
in comparison with the NON group. Oxygen delivery and consumption
in the PFC-A group were signifi cantly increased. Histopathological
analysis is currently being performed. Interim analysis showed a trend
to reduced alveolar damage in PFC-A animals. y
Methods We constructed a survey of 10 questions using SurveyMonkey
and circulated it via an email link to the Linkmen of the UK Intensive
Care Society. Responses were received between August and November
2013. Results We had 77 responses. The majority were from doctors (88%)
and the rest from nurses. Of respondents, 63% worked in district
general hospitals, 28% in teaching hospitals and the rest in specialist
units. Overall, 54% of respondents worked in units using SSD. From
these responses, the types of patients receiving SSD are summarised in
Table 1. One hundred per cent of units used intermittent SSD. Seventy-
one per cent of respondents reported that SSD tubes were stored only
on their ICU, with 26% reporting availability in acute areas and the
rest hospital wide. Twenty-eight per cent of respondents indicated
it was unit policy to reintubate patients to facilitate SSD. P333 statistically signifi cant diff erences were detected (P = 0.276). However,
in the fi rst 5 days the development of VAP was signifi cantly higher in
Group C (respectively, 4.3% vs. 25%, P = 0.046). The growth rate of VAP
(VAP number/ventilator-day × 1,000) in Group C was 17.48, while in
Group S it was 11.62. Between the groups there were no statistically
signifi cant diff erence according to ICU mortality, length of ICU stay and
length of hospital stay (P ≥0.05). Intravenous perfl uorocarbons increased oxygen delivery/
consumption in ARDS in swine p
A Scultetus1, A Haque1, F Arnaud1, G McNamee2, L Dickson1, C Auker1,
R McCarron1, R Mahon1
1Naval Medical Research Center, Silver Spring, MD, USA; 2Uniformed Services
University of the Health Sciences, Bethesda, MD, USA
Critical Care 2014, 18(Suppl 1):P333 (doi: 10.1186/cc13523) Conclusion
This
prospective
randomized
controlled
study
demonstrated that the incidence of VAP (especially early development
of the VAP) with continuous aspiration of subglottic secretions
without creating any undesirable clinical damage in the airways was
signifi cantly reduced. Introduction Emulsifi ed perfl uorocarbons (PFC) are synthetic
hydrocarbons that can carry 50 times more oxygen than human
plasma. Their properties may be advantageous in applications
requiring preservation of tissue viability in oxygen-deprived states,
which makes them a potential candidate for combat and civilian pre-
hospital resuscitation. Our hypothesis was that an intravenous dose of
PFC increases vital organ tissue oxygenation, improves survival and
reduces or prevents the development of ventilator-associated ARDS. Here we report data from the second part (ARDS only) of a multiphase
swine study to investigate the benefi ts of PFC in treating hemorrhagic
shock and preventing ARDS. Reference 1. Bouza E, Perez MJ, Munoz P, Rincon C, et al.: Continuous aspiration of
subglottic secretions in the prevention of ventilator-associated
pneumonia in the postoperative period of major heart surgery. Chest 2008,
134:938-946. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 1.
Muscedere J, et al.: Crit Care Med 2011, 39:1985-1991. Survey of the use and practicalities of subglottic suction drainage
in the UK More than
90% of units had a ventilator care bundle and regularly measured cuff
pressures. Overall, 83% of those surveyed thought SSD was benefi cial
in the prevention of VAP. g
Conclusion Administration of PFC before induction of ARDS was
detrimental, while giving PFC after ARDS improved oxygen delivery and
increased oxygen consumption. Although survival in this group was
lower than in the NON control group (80% vs. 100%, not signifi cant), a
reduction in alveolar damage was observed. This might improve long-
term outcome after ARDS. Based on these data we will continue to the
fi nal phase of this project and evaluate the capacity of PFC to prevent
ARDS in combination with HS. Table 1 (abstract P332). SSD in specifi c patient groups (more than one per
responder)
Patients
Number
All
23
Tube >72 hours
6
Tracheostomy
13
Selected
7 Table 1 (abstract P332). SSD in specifi c patient groups (more than one per
responder) Prevention of pneumothorax using venovenous ECMO in acute
respiratory distress syndrome with emphysematous/cystic changes
in the lung
T Otani, S Ohshimo, K Ota, Y Kida, T Inagawa, J Itai, S Yamaga, K Une,
Y Iwasaki, N Hirohashi, N Kohno, K Tanigawa
Hiroshima University, Hiroshima, Japan
Critical Care 2014, 18(Suppl 1):P334 (doi: 10.1186/cc13524) 2.
High Impact Intervention [http://nhschoicestraining.spinningclock.com/
Documents/HII_-_Ventilator_associated_pneumonia.pdf] Survey on the use of chlorhexidine and toothpaste as part of oral
care in UK ICUs I Kangesan1, F Millinchamp1, JV Williams1, LA Burrows2
1Royal United Hospital, Bath, UK; 2Frenchay Hospital, Bristol, UK
Critical Care 2014, 18(Suppl 1):P330 (doi: 10.1186/cc13520) Introduction Ventilator-associated pneumonia (VAP) is the most
common nosocomial infection among ventilated patients and
is associated with increased mortality and morbidity [1]. Oral
chlorhexidine has been used to decontaminate the airway in critically Results In Group C, VAP was developed in 10 (35.7%) of 28 patients. In group S, VAP was developed in fi ve (21.7%) of 23 patients. In both
groups when compared according to the development of VAP, no S120 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results Forty-one patients were included in this study (ECMO and non-
ECMO group, 21 and 20 patients, respectively). There were no signifi cant
diff erences between ECMO and non-ECMO groups as regards age, sex,
underlying disease, PaO2/FIO2 ratio, duration of ICU stay, and survival. In the ECMO group, the mean duration of ECMO use was 17 ± 13 days,
and bleeding due to anticoagulation was observed in fi ve patients. The
mean airway pressure in the ECMO group was signifi cantly lower than
in the non-ECMO group (12 ± 6 cmH2O, 22 ± 6 cmH2O, respectively;
P <0.0001). The incidence of pneumothorax was also signifi cantly lower
in the ECMO group than the non-ECMO group (10%, 45%, respectively;
P = 0.015). In Kaplan–Meier analysis, the proportion of pneumothorax-
free patients was signifi cantly higher in the ECMO group (P = 0.014). In
multivariate analysis, conventional ventilator management, presence
of interstitial pneumonia and the duration of intubation were the
independent risk factors of pneumothorax (hazard ratio (HR), 18.0, P =
0.010; HR 33.3, P = 0.025; HR 1.05, P = 0.041, respectively).f secretion of Th17 (IL-6, IL-8, IL-9, IL-17) and Th1 (TNFα, IL-15, IL-12p70)
cytokines [1,2]. However, the exact role of T-helper cells (Th) in the
ALI model remains unknown. We hypothesized that there might be
Th imbalance within the lung in the early phase of LPS-induced ALI. This study was to assess the role of lung Th polarization response in
ALI mice. Methods C57BL/6 mice were randomly divided into two groups:
control group and ALI group. ALI animals received 2 mg/kg LPS. Lung
wet weight/body weight (LW/BW) was recorded to assess lung injury. The pathological changes were examined under an optical microscope. The mRNA expression levels of T-bet, GATA-3 and RORγt were
determined by quantitative real-time reverse transcriptase-polymerase
chain reaction. Meanwhile, levels of IL-6, IFNγ, IL-4 and IL-17 in lung
homogenates were assessed by enzyme-linked immunosorbent assay. Results The increase in LW/BW was induced in ALI mice. Histologically,
widespread alveolar wall thickening caused by edema, severe
hemorrhage in the interstitium and alveolus, and marked and diff use
interstitial infi ltration with infl ammatory cells were observed in the ALI
group. Meanwhile, the levels of IL-6 in lung tissue were signifi cantly
enhanced in the LPS-induced ALI mice. Comparison of CD80 level on dendritic cells in acute lung injury
mice 1Suzhou Municipal Hospital (Eastern) Nanjing Medical University, Suzhou,
China; 2Jinling Hospital, Nanjing University School of Medicine, Nanjing,
China Results LPS-challenged and ventilated older rats showed higher
mortality, larger change in wet-to-dry ratio and larger decline in
P/F ratio, compared with other age groups. Increases in neutrophil
infl ux and infl ammatory mediators were age dependent, with higher
levels with increasing age. Compared with controls, ventilated LPS-
challenged rats showed a decrease in mRNA expression of ACE, ACE2,
AT-1 and Mas receptor in all age groups, except for infants. The relative
decrease in the mRNA expression of the Mas receptor was most
extensive in older rats, thereby shifting the balance towards the lung
injurious axis in this age group.f Critical Care 2014, 18(Suppl 1):P337 (doi: 10.1186/cc13527) Critical Care 2014, 18(Suppl 1):P337 (doi: 10.1186/cc13527) Introduction Dendritic cells (DC) may play an important role in acute
lung injury (ALI) [1]. CD80 is the crucial co-stimulatory molecule that
is expressed on the surface of DCs. However, little is known about
the expression of CD80. The purpose of this study was to observe the
expression of CD80 on circulating, lung and splenic dendritic cells (DC)
in ALI mice. Methods Twelve C57BL/6 mice were randomly divided into two groups:
control group and ALI group. Blood, lungs and spleens were harvested
at 6 hours after LPS or PBS administration. The level of CD80 on DC
was assessed by fl ow cytometry (FCM). The IL-6 level in the lung was
measured by enzyme-linked immunosorbent assay. Lung wet weight/
body weight (LW/BW) was recorded to assess lung injury. Meanwhile,
pathological changes were examined under an optical microscope. Results LPS-ALI resulted in a signifi cant increase in lung W/D ratio. Histologically, widespread alveolar wall thickening caused by edema,
severe hemorrhage in the interstitium and alveolus, and marked and
diff use interstitial infi ltration with infl ammatory cells were observed
in the ALI group. Meanwhile, the levels of IL-6 in lung tissue were
signifi cantly enhanced in the LPS-induced ALI mice. FCM analysis
showed that the level of CD80 on circulating DC in control group
was (3.3 ± 1.5)%, CD80 expression on lung DC was (3.6 ± 1.2)%,
and expression of CD80 on splenic DC was (9.0 ± 3.6)%, which was Methods Twelve C57BL/6 mice were randomly divided into two groups:
control group and ALI group. Blood, lungs and spleens were harvested
at 6 hours after LPS or PBS administration. References 1. Bermejo-Martin JF, et al.: Crit Care 2009, 13:R201. 2. Hagau N, et al.: Crit Care 2010, 14:R203. 1. Bermejo-Martin JF, et al.: Crit Care 2009, 13:R201. 2. Hagau N, et al.: Crit Care 2010, 14:R203. g
j
y
Methods Infant (~1/2 month), juvenile (~1 month), adult (~4 months)
and older (~19 months) Wistar rats were challenged with intratracheal
LPS and injurious ventilation using tidal volumes of 15 ml/kg for 4 hours. Lung injury was assessed by wet-to-dry ratio and changes in P/F ratio. Levels of infl ammatory mediators were measured in bronchoalveolar
lavage fl uid; mRNA expression of key genes of the pulmonary RAS was
determined in lung homogenates. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 The mRNA expression of T-bet
and RORγt was upregulated in ALI mice at 24 hours and 48 hours
relative to normal mice (P <0.05 vs. Con). There was no signifi cant
diff erence in the expression of GATA-3 among groups at 24 hours and
48 hours. Meanwhile, the levels of IFNγ, IL-17 and IL-6 in lung tissue were
signifi cantly enhanced at 24 hours and 48 hours in the LPS-induced
ALI mice. In addition, the levels of IL-4 in lung tissue were signifi cantly
enhanced at 48 hours in the LPS-induced ALI mice. The expression of
T-bet mRNA and RORγt mRNA had a strong correlation with the IL-6
concentration. However, there was no signifi cant correlation of GATA-
3 with the IL-6 concentration. In addition, there was a signifi cant
correlation of IFNγ, IL-4 and IL-17 with the IL-6 level in LPS-induced ALI
at 24 hours and 48 hours. y
Conclusion Although the survival rate was not statistically diff erent,
the use of ECMO for ARDS patients complicated with emphysematous/
cystic changes in the lung markedly reduced the incidence of
pneumothorax. Injurious ventilation has an age-dependent aff ect on the
pulmonary renin–angiotensin system in LPS-challenged rats
LR Schouten1, HJ Helmerhorst1, GT Wagenaar2, AP Bos1, MJ Schultz1,
RM Wösten-van-Asperen1
1Academic Medical Center, Amsterdam, the Netherlands; 2Leiden University
Medical Center, Leiden, the Netherlands
Critical Care 2014, 18(Suppl 1):P335 (doi: 10.1186/cc13525) Introduction The underlying molecular mechanisms for the association
between aging and a higher susceptibility to develop ARDS are poorly
understood. The pulmonary renin–angiotensin system (RAS), with a
lung-protective (angiotensin-converting enzyme (ACE)2–angiotensin
(Ang)-1,7–Mas receptor) axis and a lung-injurious (ACE–Ang II–Ang II
receptor (AT1)) axis, has been implicated in the pathogenesis of ARDS
and changes with age. We hypothesized that injurious ventilation has
an age-dependent eff ect on the pulmonary RAS in LPS-challenged rats
that is associated with increased lung injury. Conclusion ALI provokes Th1 and Th17 polarization response. Th1 and
Th17 may participate in the early infl ammatory response to ALI. Acknowledgements Supported by the Research Project CPSFG
2013M542578, JSPSFG 1301005A, SYS201251 and 2013NJZS50. References Conclusion ALI provokes Th1 and Th17 polarization response. Th1 and
Th17 may participate in the early infl ammatory response to ALI. y p
p
yl
y
p
Acknowledgements Supported by the Research Project CPSFG
2013M542578, JSPSFG 1301005A, SYS201251 and 2013NJZS50. References Comparison of CD80 level on dendritic cells in acute lung injury
mice The level of CD80 on DC
was assessed by fl ow cytometry (FCM). The IL-6 level in the lung was
measured by enzyme-linked immunosorbent assay. Lung wet weight/
body weight (LW/BW) was recorded to assess lung injury. Meanwhile,
pathological changes were examined under an optical microscope.i Conclusion The eff ects of injurious ventilation on lung injury are age
dependent in a model of LPS-challenged rats, which is associated with
a more pronounced imbalance of the pulmonary RAS at the expense of
the lung-protective axis with increasing age. Prevention of pneumothorax using venovenous ECMO in acute
respiratory distress syndrome with emphysematous/cystic changes
in the lung Introduction Venovenous extracorporeal membrane oxygenation (VV
ECMO) is a treatment option for acute respiratory distress syndrome
(ARDS) to minimize ventilator-induced lung injury including life-
threatening pneumothorax. The purpose of our study was to investigate
the safety and effi cacy of VV ECMO for preventing pneumothorax in
ARDS patients who were complicated with emphysematous/cystic
changes in the lung. Conclusion Despite specifi c recommendations from the UK Department
of Health [2], only about one-half of respondents work in ICUs where
SSD has been adopted. Most studies show benefi t in patients expected
to be ventilated for greater than 72 hours [1], but most units used SSD
in all intubated patients. The reintubation rate to facilitate SSD was also
reasonably high, despite a lack of evidence to support this practice. In
the vast majority of hospitals, SSD endotracheal tubes are stored only
on the ICU and so the need for reintubation may result from a lack of
available appropriate tubes at the point of fi rst intubation. References Methods We have retrospectively analyzed data of ARDS patients
complicated with emphysematous/cystic changes in the lung who
were admitted to our ICU from 2006 through 2012. We divided the
subjects into two groups, patients treated with VV ECMO (ECMO group),
and those treated only by conventional ventilator management (non-
ECMO group). Correlations between age, sex, underlying disease, PaO2/
FIO2 ratio on admission, duration of ICU stay, survival and incidence of
pneumothorax were evaluated. S121 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P338
Five-year single-centre review of ARDS patients receiving
high-frequency oscillatory ventilation
N Pathmanathan1, N Smith1, V Martinson1, V Allgar2, R Rao1, J Glazebrook1,
L Gray-Nicholson1, A Gratrix1
1Hull and East Yorkshire Hospitals, Hull, UK; 2Hull and York Medical School,
York, UK
Critical Care 2014, 18(Suppl 1):P338 (doi: 10.1186/cc13528) Results The increase in LW/BW induced by LPS was partly prevented
by pretreated with losartan. Histologically, losartan eff ectively
attenuated the LPS-induced lung hemorrhage, and leukocyte cell
infi ltration in the interstitium and alveolus. Meanwhile, the levels of
IL-6 in lung tissue were signifi cantly enhanced in the LPS-induced ALI
mice. With pretreatment of ALI mice with losartan, the level of IL-6 in
lungs markedly decreased. The mRNA expression of T-bet and RORγt
was upregulated in ALI mice at 24 hours and 48 hours relative to
normal mice (P <0.05 vs. Con). There was no signifi cant diff erence in
the expression of GATA-3 among groups at 24 hours and 48 hours. Of
note, pretreatment of ALI mice with losartan resulted in signifi cantly
reduced mRNA expression of T-bet at 24 hours and 48 hours and RORγt
mRNA expression at 48 hours (P <0.05 vs. ALI). Meanwhile, the levels
of IFNγ, IL-4, IL-17 and IL-6 in lung tissue were signifi cantly enhanced
at 24 hours and 48 hours in the LPS-induced ALI mice. In addition,
both IFNγ and IL-17 in lung tissue at 24 hours and 48 hours decreased
signifi cantly in losartan-pretreated mice compared with the ALI mice. With pretreatment of ALI mice with losartan, the level of IL-4 in lungs
was not changed. Introduction Two recent RCTs (OSCAR and OSCILLATE [1,2]) showed
that high-frequency oscillatory ventilation (HFOV) had no positive
impact on mortality. We present our experience over 5 years. p
y
p
p
y
Methods Adult ARDS patients who received HFOV from 2008 to 2012
were included. Demographics, illness severity and outcomes were
collected retrospectively. Results A total of 118 patients were included; 56.8% were male, mean
age was 54.8 years. RRT use was 45% during admission. Vasoactive
agent use and neuromuscular blockade infusion rate was 81.9 and
29.7% pre HFOV respectively. The 28-day and 6-month mortality was
61.9 and 70.3%. A total of 60.1% had less than 48 hours conventional
ventilation (CV) pre HFOV. The 6-month mortality was 64.8% for this
group. Patients who had over 48 hours CV pre HFOV had a 6-month
mortality of 76.6%. See Table 1. y
Conclusion Mortality rates were higher than in recent trials [1,2]. Our
patients represent a more critically unwell group with lower PF ratios
pre HFOV and high vasoactive and RRT use. P339 signifi cantly higher than that on circulating DC and lung DC (P <0.05). In the ALI mouse, the level of CD80 on peripheral blood DC was
(5.1 ± 2.1)%; the CD80 level on lung DC was (9.6 ± 2.50)%, which was
signifi cantly higher than that on peripheral blood DC (P <0.05); and the
level of CD80 on splenic DC was (25.2 ± 4.7)%, which was signifi cantly
higher than CD80 levels on the peripheral blood and lung DC (P <0.05). The CD80 level on lung and splenic DC in ALI mice was signifi cantly
higher than that on lung and splenic DC in control mice (P <0.05 vs. Con). Blocking angiotensin type 1 receptor modulates Th1-mediated and
Th17-mediated responses in lipopolysaccharide-induced acute lung
injury mice
J Liu1 W Li2 J Liu , W Li
1Suzhou Municipal Hospital (Eastern) Nanjing Medical University, Suzhou,
China; 2Research Institute of General Surgery, Jinling Hospital, Nanjing
University School of Medicine, Nanjing, China
Critical Care 2014, 18(Suppl 1):P339 (doi: 10.1186/cc13529) Conclusion There is a dynamic characteristic in the expression of CD80
on DC populations in normal and ALI mice. Elevated expression of
CD80 on DC seems to play an important role in the pathogenesis of ALI. Acknowledgements Supported by the Research Project CPSFG
2013M542578, JSPSFG 1301005A, SYS201251 and 2013NJZS50. Reference Introduction Losartan, an antagonist of angiotensin II (Ang II) type
1 receptor, is a potential therapeutic drug for acute lung injury
(ALI). Recent reports suggest that losartan inhibits T-helper (Th)-1
immune response and ultimately attenuates infl ammation in several
angiotensin II-mediated infl ammatory diseases [1,2]. However, the
possible protective mechanisms of losartan in ALI remain poorly
understood. This study was to assess the eff ect of losartan on the lung
Th polarization response in ALI. 1. Venet F, et al.: Am J Pathol 2010, 176:764-773. Methods C57BL/6 mice were randomly divided into three groups:
control group, ALI group and ALI + losartan group. ALI animals
received 2 mg/kg LPS; ALI + losartan animals received 2 mg/kg LPS and
15 mg/kg losartan 30 minute before intratracheal injection of LPS. The
pathological changes were examined under an optical microscope. The
mRNA expression levels of T-bet, GATA-3 and RORγt were determined
by quantitative real-time reverse transcriptase-polymerase chain
reaction. P338
Five-year single-centre review of ARDS patients receiving
high-frequency oscillatory ventilation
N Pathmanathan1, N Smith1, V Martinson1, V Allgar2, R Rao1, J Glazebrook1,
L Gray-Nicholson1, A Gratrix1
1Hull and East Yorkshire Hospitals, Hull, UK; 2Hull and York Medical School,
York, UK
Critical Care 2014, 18(Suppl 1):P338 (doi: 10.1186/cc13528) HFOV may still have a role
in the treatment of these very sick patients with treatment refractory to
conventional ventilation. g
Conclusion Ang II-induced Th1 and Th17 polarization response could
upregulate infl ammatory response and induce lung injury, and losartan
may be a promising substance for clinical use in LPS-induced ALI. Acknowledgements Supported by the Research Project CPSFG
2013M542578, JSPSFG 1301005A, SYS201251 and 2013NJZS50. References 1.
Hoch NE, et al.: Am J Physiol Regul Integr Comp Physiol 2009, 296:R208-R216.
2.
Platten M, et al.: Proc Natl Acad Sci U S A 2009, 106:14948-14953. P336
Role of Th1 and Th17 imbalance in acute lung injury mice
J Liu1 W Li2 p
g
g
p
p
Results LPS-ALI resulted in a signifi cant increase in lung W/D ratio. Histologically, widespread alveolar wall thickening caused by edema,
severe hemorrhage in the interstitium and alveolus, and marked and
diff use interstitial infi ltration with infl ammatory cells were observed
in the ALI group. Meanwhile, the levels of IL-6 in lung tissue were
signifi cantly enhanced in the LPS-induced ALI mice. FCM analysis
showed that the level of CD80 on circulating DC in control group
was (3.3 ± 1.5)%, CD80 expression on lung DC was (3.6 ± 1.2)%,
and expression of CD80 on splenic DC was (9.0 ± 3.6)%, which was ,
1Suzhou Municipal Hospital (Eastern) Nanjing Medical University, Suzhou,
China; 2Jinling Hospital, Nanjing University School of Medicine, Nanjing,
China ,
1Suzhou Municipal Hospital (Eastern) Nanjing Medical University, Suzhou,
China; 2Jinling Hospital, Nanjing University School of Medicine, Nanjing,
China Critical Care 2014, 18(Suppl 1):P336 (doi: 10.1186/cc13526) Critical Care 2014, 18(Suppl 1):P336 (doi: 10.1186/cc13526) Introduction Acute lung injury (ALI) is characterized by an excessive
infl ammatory response. Several recent clinical observations have
shown that severe H1N1 infl uenza with ARDS is characterized by early S122 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Risk factors for multi-resistant organisms in sepsis
L Serpa-Pinto, T Cardoso
Oporto Hospital Center, Oporto, Portugal
Critical Care 2014, 18(Suppl 1):P342 (doi: 10.1186/cc13532) Introduction The increasing prevalence of infections by multi-resistant
organisms (MDR) has increased over the last decades, with implications
not only in the overall level of therapeutic success, but also in the
selective pressure exerted by the use of broad-spectrum antibiotics to
defeat increasingly resistant agents, thereby creating a vicious cycle
[1,2]. The aim of this study is to describe risk factors associated with
infection by MDR organisms among septic patients. g
p
Methods We report a retrospective analysis of out-of-center ECMO
implantation in patients with severe ARDS. Our center provides a 24/7
service for out-of-hospital ECMO implantation with a team consisting
of two intensive care physicians and a perfusionist. In all patients, ECMO
therapy was initiated in a non-ECMO center prior to transportation to
our hospital. Implantation of a dual-lumen catheter was fi rst choice in
all patients and was guided echocardiographically. y
g
g
p
p
Methods A retrospective cohort study including all adult patients with
microbiological documented sepsis, admitted to the emergency room
of a tertiary care, university hospital between 1 July 2011 and 30 June
2012. g
g
y
Results Between January 2011 and November 2013, a total of 56
patients (average age 53.3 years) underwent out-of-center venovenous
ECMO implantation. In 52 cases (94.6%), a dual-lumen catheter could
be implanted successfully using echocardiographic guidance. Either
31 Fr (65.0%) or 27 Fr (35.0%) Avalon Elite catheters were employed. No patient developed any major or even fatal complications related to
ECMO implantation. In three out of 56 patients, poor imaging quality or
technical issues hampered the implantation of a dual-lumen catheter
and a femoral approach had to be made. Concerning short-term
survival, 81.0% of all patients could be dismissed from the ICU. Results During the study period, 162 patients were admitted to the
emergency room with severe sepsis; 79 (49%) had microbiological
documentation, and were included in this study. The mean (SD) age
was 71 (15) years; 62% were men. Forty patients (51%) had an infection
by a MDR organism. References 1. Young D, et al.: High-frequency oscillation for ARDS. N Engl J Med 2013,
368:806-813. 1. Hoch NE, et al.: Am J Physiol Regul Integr Comp Physiol 2009, 296:R208-R216. 2. Platten M, et al.: Proc Natl Acad Sci U S A 2009, 106:14948-14953. 2. Ferguson N, et al.: High-frequency oscillation in early ARDS. N Engl J Med
2013, 368:795-805. 1. Hoch NE, et al.: Am J Physiol Regul Integr Comp Physiol 2009, 296:R208-R216. 2. Platten M, et al.: Proc Natl Acad Sci U S A 2009, 106:14948-14953. Table 1 (abstract P338). OSCAR
OSCILLATE
Hull
HFOV
Control
HFOV
Control
Mean APACHE II
22.0
21.8
21.7
29
29
Mean Vt (ml/kg predicted)
8.6
8.7
8.3
7.2
7.1
PaO2:FiO2 (mmHg)
81.5
113
113
121
114
Vasoactive agents (%)
81.9
43.5 (day 1)
44.6 (day 1)
67
63
Hospital mortality (%)
66.1
50.1
48.4
46.9
35.2 Table 1 (abstract P338). Table 1 (abstract P338). S123 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 loads were higher in TA compared with NP, up to 2 log viral copies. Duration of positivity of infl uenza in daily samples was up to two
times longer in TA samples than in NP samples. Of all 35 virus-positive
patients, 10 had received viral diagnostics via routine care. loads were higher in TA compared with NP, up to 2 log viral copies. Duration of positivity of infl uenza in daily samples was up to two
times longer in TA samples than in NP samples. Of all 35 virus-positive
patients, 10 had received viral diagnostics via routine care. P340
Echocardiographic guidance for Avalon Elite dual-lumen catheter
implantation
D Staudacher1, A Schmutz2, P Biever1, J Kalbhenn2, C Bode1,
T Wengenmayer1
1University Heart Center Freiburg, Germany; 2University Clinic Freiburg,
Germany
Critical Care 2014, 18(Suppl 1):P340 (doi: 10.1186/cc13530) Conclusion The prevalence of respiratory viruses in this unselected
patient population is high. Forty percent would have been missed if
only NP was sampled. Thereby, TA sampling adds to the detection of
respiratory viruses in critically ill patients. Accuracy and implications of
these results needs to be investigated further. Introduction Venovenous ECMO is a therapeutic option in patients
with severe ARDS. The dual-lumen catheter (Avalon Elite; Maquet
Medical) off ers excellent oxygenation and decarboxylation through
a single insertion site and facilitates patient mobilization as it avoids
femoral access. Lower airway sampling greatly increases detection of respiratory
viruses in critically ill patients: the COURSE studyf Lower airway sampling greatly increases detection of respiratory
viruses in critically ill patients: the COURSE studyf j
Conclusion The presence of diabetes and decreased functional
capacity should be considered risk factors for infection by a MDR
organism and should be taken into consideration in the empirical
therapy prescription. g
1Academic Medical Center, Amsterdam, the Netherlands; 2VU Medical Center,
Amsterdam, the Netherlands; 3Gelre Hospitals, Apeldoorn, the Netherlands
Critical Care 2014, 18(Suppl 1):P341 (doi: 10.1186/cc13531) P341 Lower airway sampling greatly increases detection of respiratory
viruses in critically ill patients: the COURSE study
F Van Someren Gréve1, KF Van der Sluijs1, NP Juff ermans1, T Winters1,
SP Rebers1, KD Verheul1, R Molenkamp1, AM Spoelstra-de Man2, P Spronk3,
MD De Jong1, MJ Schultz1
1Academic Medical Center, Amsterdam, the Netherlands; 2VU Medical Center,
Amsterdam, the Netherlands; 3Gelre Hospitals, Apeldoorn, the Netherlands
Critical Care 2014, 18(Suppl 1):P341 (doi: 10.1186/cc13531) P342 Risk factors for multi-resistant organisms in sepsis
L Serpa-Pinto, T Cardoso
Oporto Hospital Center, Oporto, Portugal
Critical Care 2014, 18(Suppl 1):P342 (doi: 10.1186/cc13532) Risk factors for multi-resistant organisms in sepsis
L Serpa-Pinto, T Cardoso
Oporto Hospital Center, Oporto, Portugal
Critical Care 2014, 18(Suppl 1):P342 (doi: 10.1186/cc13532) Risk factors associated with infection by a MDR
organism were the presence of any comorbidity (OR = 3.542, P = 0.022),
diabetes mellitus (OR = 4.500, P = 0.006), Karnofsky performance
status (KPS) <70% (OR = 3.882, P = 0.005), the presence of modifi ers of
etiology (OR = 5,040, P = 0.010), chronic wounds (OR = 5.371, P = 0.040),
healthcare-associated infections (OR = 3.325, P = 0.026) and hospital-
acquired infections (OR = 5.225, P = 0.016). The multivariate model
retained as independent variables associated with infection by a MDR
organism: the presence of diabetes mellitus (adjusted OR = 4.1,95% CI:
1.4 to 12.6) and the need for assistance in daily activities (KPS <70%,
adjusted OR = 3.6, 95% CI: 1.3 to 9.7). Conclusion Echocardiographic guidance for out-of-center Avalon Elite
catheter implantation is a safe and effi cient option when performed by
an experienced team. References As incorrect placement of the catheter might result in
perforation and cardiac tamponade, fl uoroscopy guidance is advocated
in the literature. Transporting an unstable patient for fl uoroscopy,
however, can endanger the patient. y
References 1. Siegel JD, et al.: Am J Infect Control 2007, 35(10 Suppl 2):S165-S193. 2
Wright SW et al : Am J Emerg Med 2000 18:143 146 1. Siegel JD, et al.: Am J Infect Control 2007, 35(10 Suppl 2):S165-S193. 1. Siegel JD, et al.: Am J Infect Control 2007, 35(10 Suppl 2):S165-S193. 2. Wright SW, et al.: Am J Emerg Med 2000, 18:143-146. Introduction The prevalence of viral respiratory infections in critically
ill patients on the ICU and the diagnostic potential of tracheal aspirate
sampling are unknown. For this study, the prevalence of respiratory
viruses was investigated in intubated patients by simultaneous
sampling of nasopharynx and tracheal aspirate. 2. Wright SW, et al.: Am J Emerg Med 2000, 18:143-146. Retrospective observational analysis of the infective risk of arteria
lines in a general ICU
M Wylie, M Clark
Victoria Hospital, Kirkcaldy, UK
Critical Care 2014, 18(Suppl 1):P345 (doi: 10.1186/cc13535) g
M Wylie, M Clark y
Victoria Hospital, Kirkcaldy, UK P344
Clostridium diffi cile infection in ICU patients
E Belesiotou, C Routsi, M Nepka, E Magira, P Kaltsas, Z Psaroudaki,
E Kraniotaki, A Argyropoulou, T Pittaras, S Zakynthinos
Evangelismos Hospital, Athens, Greece
Critical Care 2014, 18(Suppl 1):P344 (doi: 10.1186/cc13534) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 between potential risk factors and development of MDR infection. Categorical variables were compared using the Fisher test. Odds ratios
(ORs) and 95% confi dence intervals (CIs) were calculated to evaluate the
strength of any association. Continuous variables were compared using
the Student t test or the Wilcoxon test where appropriate. Multivariable
analysis was performed using multiple logistic regression. Variables
with P <0.20 in bivariable analyses were considered for inclusion in a
multivariable model. Methods During the last year, all stool specimens received in the
microbiology department from patients hospitalized in the 30-bed,
multidisciplinary ICU of a tertiary-care hospital were evaluated. Specimens were ordered by physicians in the presence of clinical
features compatible with C. diffi cile-associated infection. Each specimen
was subjected to diagnostic tests for C. diffi cile infection including toxin
enzyme immunoassays for C. diffi cile toxins A and B detection (DUO
Toxin A&B; VEDA.LAB, France), and glutamate dehydrogenase (GDH) for
cell wall antigen detection (C. DIFF Quik Chek Complete®; USA). Results Out of 882 patients, 135 (15.3%) developed MDR infection. The
following factors showed statistical signifi cant diff erence (P <<0.01):
length of stay in the ICU, origin of patient, APACHE II score, previous
colonization, previous use of carbapenems, duration of mechanical
ventilation, immunosuppression, diabetes mellitus, hypoproteinemia
and the presence of CVC. The multivariant analysis showed statistically
signifi cant correlations for the following independent risk factors:
previous use of carbapenems (OR = 632.64, P <<0.01), origin of patient
(OR = 19.60, P = 0.014), presence of CVC (OR = 14.19, P = 0.015), previous
colonization (OR = 4.71, P = 0.037) and duration of ventilator use (OR =
1.10, P = 0.029). g
p
Results During the study period, 335 stool specimens were evaluated. Results obtained with the two-stage immunoassay tests are shown
in Figure 1. All infected patients were treated with metronidazole or
vancomycin. Following a course of therapy, 2% of the infected patients
had recurrence or relapse. The crude mortality rate was 17%. Conclusion GDH antigen was positive in 12% of the stool specimens
received from ICU patients with suspected C. diffi cile-associated
infections. The majority of these specimens (51.4%) produce both C. diffi cile toxins A and B, whereas toxin B is produced in 31.4% and toxin
A in the remaining 17.2%. References P343 Infections from MDR strains (K. pneumoniae, P. aeruginosa,
A. Baumannii complex) in a multivalent ICU
K Kontopoulou, E Antypa, I Sgouropoulos, G Voloudakis, P Tasioudis,
E Antoniadou
G. Genimatas General Hospital, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P343 (doi: 10.1186/cc13533) Methods During March and April 2013, consecutive acutely admitted,
intubated patients were included in three ICUs in the Netherlands,
regardless of diagnosis at admission. Daily sampling of the nasopharynx
(NP) with fl ocked swab and tracheal aspirate (TA) was performed until
successful weaning from mechanical ventilation or death. Admission
samples were tested via multiplex RT-PCR for infl uenza A and B,
parainfl uenza, RSV, human metapneumovirus, bocavirus, coronavirus,
rhinovirus, enterovirus, parechovirus and adenoviruses. Of the
infl uenza-positive patients, subsequent daily samples were tested for
infl uenza. Results of viral diagnostics performed by routine care were
collected, and compared with results found in this study. p
Critical Care 2014, 18(Suppl 1):P343 (doi: 10.1186/cc13533) Introduction The infection incidences from MDR strains in our ICU are
in accordance with the results of respective studies in other ICUs of our
country. Our aim is to identify potential risk factors for the development
of MDR infection in ICU patients. Methods The sample consisted of 882 patients, admitted to our ICU
from 1 January 2010 until 30 June 2013. The factors studied were:
age, gender, length of stay in the ICU, origin of patient (for example,
home or transferred from another institution), APACHE II score,
adjusted mortality score, previous colonization with MDR, prior use of
antimicrobial agents, duration of ventilator use, immunosuppression,
diabetes, hypoproteinemia and presence of central venous catheter
(CVC). Bivariable analyses were conducted to determine the association y
Results As part of an ongoing observational study (COURSE study), 128
patients were included, of which 35 were virus-positive (27%). Of these,
13 patients were positive in both NP and TA, eight only in NP, and 14
only in TA. Thereby, 40% of the viruses would have been missed if only
NP was performed in this study group. In eight out of 12 coronavirus-
positive patients, only the TA sample was virus-positive, with negative
NP. In subsequent daily samples of infl uenza-positive patients, viral S124 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References Conclusion The analysis showed a very strong correlation between
prior use of carbapenems and development of MDR infection. Other
signifi cant factors are presence of CVC, origin of patient, previous
colonization and duration of ventilator use. The identifi cation of
the above factors and the eff ort for their restriction redound to the
reduction of the MDR infections and, consequently, to the reduction
of the morbidity and the mortality of the patients hospitalized in ICUs. 1. Bobo LB, et al.: Chest 2011, 140:1643. 1. Bobo LB, et al.: Chest 2011, 140:1643. 2. Cohen SH, et al.: Infect Control Clin Epidemiol 2010, 315:431. 2. Cohen SH, et al.: Infect Control Clin Epidemiol 2010, 315:431. P345 Reducing CR-BSI in a general ICU Results Out of 588 patients, 30 (5.1%) developed candidemia
(frequency: 12 per 1,000 days of hospitalization). The mortality
of patients with candidemia was 66.7% (20/30). The monovariant
analysis showed statistical signifi cant diff erence in the following
factors: immunosuppression (P = 0.0005), diabetes mellitus (P =
0.0005), hypoproteinemia (P = 0.0005), the presence of central venous
catheter (P = 0.0005), the coexistence of bacteremia and the prior use
of antimicrobial agents (P = 0.0005), length of stay in the ICU >5 days
(P = 0.004) and the type of intervention (P = 0.001). As independent
risk factors from the multivariant analysis were found the following:
immunosuppression (exp(B) = 218.37, 95% CI = 11.76 to 4,053.72,
P = 0.0005), hypoproteinemia (exp(B) = 25.69, 95% CI = 2.82 to 296.8,
P = 0.009), presence of central venous catheter (exp(B) = 13.79, 95%
CI = 1.86 to 102.51, P = 0.01) and the coexistence of bacteremia in
combination with prior use of antimicrobial agents (exp(B) = 404.94,
95% CI = 11.61 to 14190.41, P = 0.001). D Dawson, P Riley, A Rhodes D Dawson, P Riley, A Rhodes ,
y,
St George’s Healthcare NHS Trust, London, UK St Georges Healthcare NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P346 (doi: 10.1186/cc13536) Introduction Central venous catheters (CVCs) are essential for the
delivery of medications and fl uids in the ICU patient; however, they
carry a substantial infection risk. Evidence from a collaborative, cohort
study suggests bundled interventions can provide a sustained decrease
in infection [1]. Methods Since December 2009, data have been collected daily on
the number of patients with one or more CVC. All positive blood
cultures are reviewed monthly against predefi ned criteria to judge
whether these are genuine bacteraemic episodes and thus classifi ed
as laboratory-confi rmed bloodstream infections. A monthly rate for
CR-BSI per 1,000 dwell-days is calculated from these data. Since July
2010, a number of interventions aimed at reducing CR-BSI have been
introduced to the ICU. Conclusion Early candidemia identifi cation, prompt collaboration
of intensivists with biopathologists and immediate initiation of the
proper antifungal treatment is of great signifi cance. The concurrent
understanding of the predisposing risk factors constitutes a signifi cant
supportive tool for the prediction of such infections. Results Data are presented on 15,644 CVC dwell-days over 47 months. Table 1 presents data for three full years and one part year* (January
to November 2013). K Kontopoulou, E Antypa, I Sgouropoulos, N Voloudakis, E Chassou,
E Antoniadou
G G
G
l H
l Th
l
k G K Kontopoulou, E Antypa, I Sgouropoulos, N Voloudakis, E Chassou,
E Antoniadou G. Genimatas General Hospital, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P347 (doi: 10.1186/cc13537) Introduction The prediction for and the mortality of patients with
candidemia are highly adverse. The aim of this study was to identify
the risk factors for the development of candidemia in postoperative
patients. Introduction The prediction for and the mortality of patients with
candidemia are highly adverse. The aim of this study was to identify
the risk factors for the development of candidemia in postoperative
patients. Conclusion These results suggest that CRLI rates for arterial lines are
low at 1.003 per 1,000 arterial line-days. However, there is a signifi cant
bacterial colonisation rate of the arterial lines sampled. Three arterial
lines (6.25%) grew organisms that could represent an important
potential source of ongoing bacteraemia. There is evidence to suggest
that the risk of infection and colonisation of arterial lines may be similar
to that of central lines [1]. Further prospective work is needed to assess
the impact of catheter care bundles on colonisation and infection rates
of arterial lines in the ICU. Methods From 1 July 2010 to 30 June 2013 all postoperative patients
(n = 588) admitted to the multivalent ICU of our hospital were
enrolled in this study. We recorded the age, sex, length of stay in the
ICU, APACHE II score upon admission to the ICU, adjusted mortality
score, underlying conditions, recent operations, invasive therapeutic
procedures and prior usage of antimicrobial agents. Initial bivariable
statistical comparisons were conducted using the χ2 test for categorical
data and the Student t test or Wilcoxon test for continuous data. Relative risks (RRs) and their 95% confi dence intervals (CIs) were
calculated. Statistical signifi cance was set at P <0.05. To identify patient
characteristics associated with candidemia we used multivariable
logistic regression. In the multivariant analysis we also included the
independent risk factors reported in recent medical literature. Results
of the logistic regression analysis are reported as adjusted odds ratio
(OR) with 95% CI. P347 Thirty-seven arterial lines returned no growth (77.08%). Seven cultures
grew organisms likely to be contaminants (14.58%). Four cultures
grew signifi cant organisms (yield of 8.33%). There were two cases with
documented clinical signs of catheter-related local infection (CRLI) at
the arterial line puncture site. In one case of CRLI the primary source
of infection was felt to be remote from the arterial line. The second
represented a local infection with organisms that are typically skin
commensals. Of the four cultures likely to represent invasive pathogens,
three had clinical suspicion that the primary source was a site remote
from the arterial line. In two of these cases this was confi rmed by
growing the same organism at an alternative site more likely to be the
source of infection. Risk factors of candidemia in postoperative ICU patients:
a prospective study
K Kontopoulou, E Antypa, I Sgouropoulos, N Voloudakis, E Chassou,
E Antoniadou
G. Genimatas General Hospital, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P347 (doi: 10.1186/cc13537) Reference 1. Lucet JC, et al.: Infectious risk associated with arterial catheters compared
with central venous catheters. Crit Care Med 2010, 38:1030-1035. Reducing CR-BSI in a general ICU Reducing CR-BSI in a general ICU Despite an increase in bed-days per year, there
has been a sustained reduction in infection rates and a reduction in
dwell-days. Table 1 (abstract P346). Catheter infection rates, APACHE score and
bed-days 2010 to 2014 1.
Pronovost et al.: N Engl J Med 2006, 355:26. 2.
Dixon-Woods et al.: Implement Sci 2013, 8:702. P348 P348
Escherichia coli infection in Polish neonatology ICUs in 2009 to 2012
J Wójkowska-Mach1, A Chmielarczyk1, D Romaniszyn1, E Helwich2,
R Lauterbach2, M Pobiega1, M Borszewska-Kornacka2, E Gulczyńska2,
A Kordek2
1Jagiellonian University Medical School, Krakow, Poland; 2Polish Neonatal
Surveillance Network, Warsaw, Poland
Critical Care 2014, 18(Suppl 1):P348 (doi: 10.1186/cc13538) y
Total
CR-BSI/
CVC
CR-BSI
1,000
APACHE II
Bed-
Dwell-days/
Year
dwell-days annually dwell-days
(mean)
days
bed-days
2010
4,037
6
1.5
15.8
5,870
0.69
2011
3,942
2
0.5
16.3
5,967
0.66
2012
3,822
3
0.8
15.9
6,117
0.62
2013*
3,863
1
0.3
16.0
6,059
0.64 Introduction The aim of our study was the analysis of the epidemiology
of infections caused by ECO in Polish NICUs and their resistance to
antibiotics, with particular reference to their impact on the safety of
infants with very low birth weight, and their relationship to the care of
women who are pregnant and in labour. The routes of transmission of
ECO strains were also evaluated. Conclusion CR-BSI rates of 1.5/1,000 dwell-days in the fi rst year were
similar to the post-intervention rate of 1.4 in the Pronovost study [1]. Subsequent rates have reduced, suggesting we are outperforming
the secular trend [2]. The proportion of dwell-days to bed-days was
reduced, which may suggest a reduction in duration and/or quantity
of CVC placements. Methods Continuous prospective infection surveillance was conducted
in 2009 to 2012 in fi ve NICUs and included 1,768 newborns whose birth
weight was lower than 1,500 g. Results The incidence of ECO infections was 5.4% and 2.0/1,000 patient-
days. The occurrence of ECO infections depended signifi cantly on the
NICU and ranged from 3.9 to 17.9%. Multivariate analysis that took into
account the combined eff ect of demographic data (gender, gestational 3
Clostridium diffi cile infection in ICU patients p
,
y,
Critical Care 2014, 18(Suppl 1):P345 (doi: 10.1186/cc13535) Introduction This study aims to describe the infective morbidity of
arterial line catheters in a general ICU. Introduction This study aims to describe the infective morbidity of
arterial line catheters in a general ICU. Methods All ICU admissions for the year 2012 were listed on the
WardWatcher database. All cases in which arterial line tip samples
returned any growth were reviewed in conjunction with the medical,
nursing and daily chart recordings. Data were collected on the
organisms grown and antimicrobial sensitivities. A qualitative decision
of clinical relevance was established based on necessitated change
in patient management, signs of local site infection or evidence of
bacteraemia with the same organism. Introduction Clostridium diffi cile infection is becoming more common
worldwide. Critically ill patients are at particularly high risk for this
disease due to multiple risk factors in this population. Accurate
diagnosis is essential for patient management, infection control and
epidemiology. There are a variety of methods to detect the presence of
toxigenic C. diffi cile in stools [1,2]. The aim of this study was to evaluate
the incidence of C. diffi cile infection in our ICU. Laboratory results of
C. diffi cile toxin detection performed by the methods available in our
institution are presented. Results During 2012 there were 416 ICU admissions, representing
a total of 2,440 ITU-days and 1,994 arterial line-days. A total of 48
arterial line tips suspected of being infected were sent for culture. Figure 1 (abstract P344). Illustration of the tests performed for detection of C. diffi cile. Figure 1 (abstract P344). Illustration of the tests performed for detection of C. diffi cile. S125 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Surveillance for nosocomial pathogens in our ICU
Y Kawano, H Ishikura, T Nishida, N Matusmoto, H Ohya, M Mizunuma,
Y Nakamura, T Umemura
Fukuoka University Hospital, Fukuoka, Japan
Critical Care 2014, 18(Suppl 1):P350 (doi: 10.1186/cc13540) Surveillance for nosocomial pathogens in our ICU
Y Kawano, H Ishikura, T Nishida, N Matusmoto, H Ohya, M Mizunuma,
Y Nakamura, T Umemura
Fukuoka University Hospital, Fukuoka, Japan
Critical Care 2014, 18(Suppl 1):P350 (doi: 10.1186/cc13540) Introduction The use of contact precautions is recommended to reduce
the transmission of these pathogens. However, there is little research
regarding the relationship between the rate of patients with culture-
positive fi ndings for Acinetobacter baumannii and the consumption of
hand disinfectant. The objective of this study was therefore to evaluate
trends in nosocomial bacterial detection, including A. baumannii, and
the use of hand disinfectant in our ICU. y
Conclusion Unfortunately, the presented data indicate that antibiotic
prophylaxis in the presence of symptoms such as chorioamnionitis
and PROM did not help to reduce the risk of ECO infection in the group
of examined infants. In addition, multivariate analysis demonstrated
only one signifi cant risk factor for ECO infection among infants with
a birth weight <1,500 g; that is, the impact of the NICU. Epidemiology
of ECO infections clearly indicated that observed cases of infections
have no connection with the horizontal transmission (thus no proof of
a link between the observed ECO infections with possible negligence
in hand hygiene or excessive congestion on NICUs). This is confi rmed
by the fact that no epidemic clones were observed (DEC-2011/01/D/
N27/00104). Methods A single-center, retrospective, observational study was
carried out. The results of all cultures (sputum, urine, blood, and so
forth) were used to examine trends in the detection of microbiology in
our ICU over a 4-year period from April 2009 through March 2013. The
rate of culture-positive patients, frequency of use of hand disinfectant
and the antimicrobial use density (AUD) values were investigated for
the described periods and compared between the early period group
(April 2009 to March 2011) and the late period group (April 2011 to
March 2013). Results We encountered 3,302 patients in our ICU during this period. No patients with culture-positive fi ndings for multidrug-resistant
A. baumannii were identifi ed in this study. The rates of patients
with culture-positive fi ndings for multidrug-resistant Pseudomonas
aeruginosa (0‰ vs. 0.05‰ per 1,000 patient-days, P = 0.99) and P. aeruginosa (6.96‰ vs. 7.21‰ per 1,000 patient-days, P = 0.7) were
not signifi cantly diff erent between the early period group and the
late period group. The rates of patients with culture-positive fi ndings
for MRSA (6.96‰ vs. 1.
Nalapko Y, Peicheva O, Iegorov O, Nekrylov A: The dependence of infectious
complications from the trauma severity. Intensive Care Med 2013, 39(Suppl.
2):P.0791. P350 age and birth weight) and place of birth (NICUs, where the baby was
born) showed that only the place of hospitalisation had a signifi cant
eff ect on the ECO infection risk. The highest levels of resistance
among all ECO isolates were observed against ampicillin (88.8%) and
amoxicillin/clavulanic acid (62.2%). ECO isolates showed very diff erent
pulsotypes and dominant epidemic clones were not detected. Cluster
analysis based on PFGE of the 90 isolates showed 71 unique types,
some of which were less than 70% similar, suggesting a genotypically
variable population. Isolates that have identical pulsotypes usually
were derived from the same patient (as in the case of 11 isolates) or
were isolated from diff erent patients of the same NICU in the same
period of time (in the case of seven isolates). The location of the NICU
and the site of the isolation did not appear to have a correlation in the
cluster analysis P351 35
Comparison of multidrug-resistant Acinetobacter and
non-Acinetobacter infections in terms of outcome in critically ill
patients
A Madaan1, V Singh1, P Shastri2, C Sharma3
1Patel Cancer and Superspeciality Hospital, Jalandhar, India; 2Sir Gangaram
Hospital, New Delhi, India; 4Lovely Professional University, Jalandhar, India
Critical Care 2014, 18(Suppl 1):P351 (doi: 10.1186/cc13541) Surveillance for nosocomial pathogens in our ICU
Y Kawano, H Ishikura, T Nishida, N Matusmoto, H Ohya, M Mizunuma,
Y Nakamura, T Umemura
Fukuoka University Hospital, Fukuoka, Japan
Critical Care 2014, 18(Suppl 1):P350 (doi: 10.1186/cc13540) 8.94‰ per 1,000 patient-days, P <0.05) and A. baumannii (4.98‰ vs. 6.51‰ per 1,000 patient-days, P <0.05) were
signifi cantly higher in the late period group than in the early period
group. The frequency of use of hand disinfectant (99.5 ml/patient-
day vs. 85 ml/patient-day, P <0.05) was signifi cantly lower in the late
period group. The AUD values for fl uoroquinolones (34 vs. 31.1 defi ned
daily doses/1,000 bed-days, P = 0.69), third-generation cephalosporins
(23.5 vs. 38.4 defi ned daily doses/1,000 bed-days, P = 0.55) and
glycopeptides (34.9 vs. 35.9 defi ned daily doses/1,000 bed-days, P =
0.66) were not signifi cantly diff erent between the early period group
and the late period group. However, the AUD values for carbapenems
were signifi cantly higher in the early period group (40.6 vs. 71.8 defi ned
daily doses/1,000 bed-days, P < 0.05). P349
Infection control as a nonpharmacologic strategy for the prevention
of healthcare-associated infections in a Ukrainian hospital
Y Nalapko
Lugansk State Medical University, Lugansk, Ukraine
Critical Care 2014, 18(Suppl 1):P349 (doi: 10.1186/cc13539) p
References S126 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P349
Infection control as a nonpharmacologic strategy for the prevention
of healthcare-associated infections in a Ukrainian hospital
Y Nalapko
Lugansk State Medical University, Lugansk, Ukraine
Critical Care 2014, 18(Suppl 1):P349 (doi: 10.1186/cc13539) p
Lugansk State Medical University, Lugansk, Ukraine Introduction Healthcare-associated infections (HAI) in ICU patients are
related to intubation, mechanical ventilation, and central venous and/
or urinary catheters. The incidence of HAI is too high, and antibiotic
strategies suff er from resistance to the common classes of antibacterial
agents [1]. Methods A complex program including staff teaching on the basic
approaches of hand hygiene, microbiological passport of the ICU
departments, and detection of the sources of the pathogens polluting
the treatment area of the ICU was implemented at the Lugansk Regional
Clinical Hospital. The incidence of the HAI was studied in polytrauma
patients in 1999 to 2003 (before the implementation of the program)
and in 2008 to 2012 (after its implementation). Conclusion Improving compliance with hand hygiene and appropriate
use of carbapenems is important for decreasing the rate of patients
with culture-positive fi ndings for MRSA and A. baumannii. (
p
)
Results Before the implementation of the infection control program, the
incidence of respiratory tract infections in polytrauma patients staying
in ICUs was 57.4% of patients. Urinary infections occurred in 51.9% of
patients. Surgical site infections were found in 32.8% of the patients. Combination of the infections was detected in 33.8% of patients. The
incidence of the multiple-drug-resistant bacterial colonies was 5.8%. In contrast, recent data obtained after the implementation of the
program of the infection control showed that the respiratory infections
occurred in 29.3% of the patients, catheter-related urinary tract
infections were detected in 32.8%, and surgical site infections were
detected in 8.6% of the polytrauma patients. On the other hand, the
incidence of the multiple-drug-resistant bacterial colonies increased
signifi cantly up to 14.2% (P <0.001). Other types of HAI changed
nonsignifi cantly. Results Before the implementation of the infection control program, the
incidence of respiratory tract infections in polytrauma patients staying
in ICUs was 57.4% of patients. Urinary infections occurred in 51.9% of
patients. Surgical site infections were found in 32.8% of the patients. Combination of the infections was detected in 33.8% of patients. The
incidence of the multiple-drug-resistant bacterial colonies was 5.8%. References 1. Mahgoub S, et al.: Infection Control Hosp Epidemiol 2002, 23:477-479. 2. Hsueh PR, et al.: Emerg Infect Dis 2002, 8:827-832. P352 Candida in the respiratory tract secretions of critically ill patients
and the impact of antifungal treatment: a randomized placebo-
controlled pilot trial (CANTREAT study) Candida in the respiratory tract secretions of critically ill patients
and the impact of antifungal treatment: a randomized placebo-
controlled pilot trial (CANTREAT study)
M Albert1, DR Willamson1, J Muscedere2, F Lauzier3, C Rostein4, S Kanji5,
X Jiang2, M Hall6, DK Heyland2
1Hopital du Sacré-Coeur de Montréal, Canada; 2Kingston General Hospital,
Kingston, Canada; 3Centre hospitalier affi lié universitaire de Québec, Canada;
4Toronto General Hospital, Toronto, Canada; 5The Ottawa Hospital Research
Institute, Ottawa, Canada; 6Nationwide Children’s Hospital, Colombus, OH, USA
Critical Care 2014, 18(Suppl 1):P352 (doi: 10.1186/cc13542) Retrospective analysis of respiratory isolates post out-of-hospital
cardiac arrest to establish choices in empirical antibiotic cover Introduction We analysed positive respiratory isolates for antibiotic
resistance in our out-of-hospital cardiac arrest (OOHCA) population
to establish adequacy of current empirical regimes. Pneumonia
commonly complicates OOHCA, with studies suggesting a prevalence
up to 48% [1]. Results MDR AB-infected patients (n = 45, 43%) had greater number of
organ dysfunctions, and higher mean lengths of hospital stay (8.4 days
vs. 6.1 days) and ICU stay (5.3 days vs. 0.8 days) after the index day than
MDR non-AB infection (n = 59, 57%) (Table 1). In-hospital mortality
rates for patients with MDR AB infections (42%) were higher than for
MDR non-AB infection (10%). F critical = 3.934253. Methods Patients admitted to the ICU between May 2007 and
September 2013 who underwent therapeutic hypothermia post
OOHCA were included in this study. Demographics and antibiotic
resistance were collected from an electronic database. Conclusion We demonstrated in patients infected with MDR strains
of any organism that patients infected with Acinetobacter have
greater number of organ dysfunction, longer lengths of stay in both
the hospital and the ICU as well as increased mortality than patients
infected with non-Acinetobacter infection when we controlled for
severity of illness. Results A total of 160 patients were admitted to the ICU post OOHCA. In total, 37.5% (60/160) had no respiratory sample sent within 72 hours
of admission and were excluded. Forty per cent (40/100) grew a
clinically important isolate. Gram-negative bacteria (GNB) were most
frequently isolated (42.5%, 17/40) followed by Gram-positive bacteria
(32.5%, 13/40) and mixed bacterial growth (25%, 10/40). S. aureus (n =
14) isolates were often resistant to penicillin (92.8%, 13/14 isolates
tested) but maintained macrolide (erythromycin 92.8%, 13/14),
clindamycin (92.8%, 13/14) and vancomycin (100%, 13/13) sensitivity, if
tested. S. pneumoniae isolates (n = 8) maintained penicillin (87.5%, 7/8),
levofl oxacin (100%, 6/6), erythromycin (87.5%, 7/8) and vancomycin
(100%, 6/6) sensitivity. The most commonly isolated GNB, H. infl uenzae,
maintained high-level sensitivity to amoxicillin (81.8%, 9/11) and co-
amoxiclav (90.9%, 10/11). Other isolated GNB, however, demonstrated
variable resistance to co-amoxiclav (69.2%, 9/13). Isolates were 100%
sensitive to pipericillin–tazobactam (17/17), amikacin (12/12) and
meropenem (16/16). The British Thoracic Society suggests co-amoxiclav
and clarithromycin for fi rst-line treatment of severe community-
acquired pneumonia [2]. Based on this, 77.5% (31/40) of our patients
would have received adequate cover. If pipericillin–tazobactam
replaced co-amoxiclav, 95% (38/40) of our patients would have been
treated with appropriate antibiotics. 1.
Delisle MS, Williamson DR, Perreault MM, Albert M, Jiang X, Heyland DK: The
clinical signifi cance of candida colonization of respiratory tract secretions
in critically ill patients. J Crit Care 2008, 23:11-17. References 1. Nielsen N, et al.: Adverse events and their relation to mortality in out-of-
hospital cardiac arrest patients treated with therapeutic hypothermia. Crit
Care Med 2011, 39:57-64. 1. Nielsen N, et al.: Adverse events and their relation to mortality in out-of-
hospital cardiac arrest patients treated with therapeutic hypothermia. Crit
Care Med 2011, 39:57-64. hospital cardiac arrest patients treated with therapeutic hypothermia. Crit
Care Med 2011, 39:57-64. p
Methods We conducted a double-blind, placebo-controlled, multi-
center, pilot randomized trial of antifungal therapy in critically ill
patients with a clinical suspicion of ventilator-associated pneumonia
with positive airway secretion specimens for Candida spp. We also
included an observational group without Candida spp. in their airway
secretions. We measured the recruitment rate, infl ammatory profi les
over time and clinical outcomes. 2. Lim WS, et al.: BTS guidelines for the management of community acquired
pneumonia in adults: update 2009. Thorax 2009, 64:1-55. 2. Lim WS, et al.: BTS guidelines for the management of community acquired
pneumonia in adults: update 2009. Thorax 2009, 64:1-55. P354
Ph Pharmacokinetics of antituberculosis drugs in critically ill patients
with tuberculosis and acute respiratory failure
CH Hernandez-Cardenas, GL Lugo-Goytia
Instituo Nacional de Enfermedades Respiratorias, Mexico City, DF, Mexico
Critical Care 2014, 18(Suppl 1):P354 (doi: 10.1186/cc13544) Candida in the respiratory tract secretions of critically ill patients
and the impact of antifungal treatment: a randomized placebo-
controlled pilot trial (CANTREAT study) Candida in the respiratory tract secretions of critically ill patients
and the impact of antifungal treatment: a randomized placebo-
controlled pilot trial (CANTREAT study)
M Albert1, DR Willamson1, J Muscedere2, F Lauzier3, C Rostein4, S Kanji5,
X Jiang2, M Hall6, DK Heyland2
1Hopital du Sacré-Coeur de Montréal, Canada; 2Kingston General Hospital,
Kingston, Canada; 3Centre hospitalier affi lié universitaire de Québec, Canada;
4Toronto General Hospital, Toronto, Canada; 5The Ottawa Hospital Research
Institute, Ottawa, Canada; 6Nationwide Children’s Hospital, Colombus, OH, USA
Critical Care 2014, 18(Suppl 1):P352 (doi: 10.1186/cc13542) M Albert , DR Willamson , J Muscedere , F Lauzier , C Rostein , S Kanji ,
X Jiang2, M Hall6, DK Heyland2
1Hopital du Sacré-Coeur de Montréal, Canada; 2Kingston General Hospital,
Kingston, Canada; 3Centre hospitalier affi lié universitaire de Québec, Canada;
4Toronto General Hospital, Toronto, Canada; 5The Ottawa Hospital Research
Institute, Ottawa, Canada; 6Nationwide Children’s Hospital, Colombus, OH, USA
Critical Care 2014, 18(Suppl 1):P352 (doi: 10.1186/cc13542) Introduction Candida spp. are frequently recovered from endotracheal
secretions in critically ill patients suspected of having ventilator-
associated pneumonia. Observational studies reported an association
with worse clinical outcomes [1] but the eff ect of antifungal therapy in
these patients remains unclear. We designed this pilot study to assess
the feasibility of a larger trial and to evaluate infl ammatory profi les and
clinical outcomes in these patients. Introduction Candida spp. are frequently recovered from endotracheal
secretions in critically ill patients suspected of having ventilator-
associated pneumonia. Observational studies reported an association
with worse clinical outcomes [1] but the eff ect of antifungal therapy in
these patients remains unclear. We designed this pilot study to assess
the feasibility of a larger trial and to evaluate infl ammatory profi les and
clinical outcomes in these patients. Conclusion Respiratory samples post OOHCA frequently grow
potentially pathogenic bacteria but current antibiotic guidelines fail to
provide adequate cover in this population. Pharmacokinetics of antituberculosis drugs in critically ill patients
with tuberculosis and acute respiratory failure
CH H
d
C d
GL L
G
i Results We recruited 60 patients into the randomized trial; 29 patients
into the observational study. Recruitment was halted before the end
of the study because of diffi culty in recruiting patients. Markers of
infl ammation and all clinical outcomes were comparable between
placebo and antifungal treatment groups at baseline and overtime. At
baseline, TNFα levels were higher in the VAP with Candida compared
with the observational group (mean ± SD) (21.8 ± 23.1 vs. 12.4 ± 9.3 pg/
ml, P = 0.02) and these patients had lower response to the LPS
stimulation test (854.8 ± 855.2 vs. 1,559.4 ± 1,290.6 pg/ml, P = 0.01).fi Instituo Nacional de Enfermedades Respiratorias, Mexico City, DF, Mexico
Critical Care 2014, 18(Suppl 1):P354 (doi: 10.1186/cc13544) Introduction The purpose of this study was to describe the
pharmacokinetics of antituberculosis drugs, isoniazid (INH), rifampicin
(RIF) and pyrazinamide (PZA), in eight critically ill patients with
tuberculosis and acute respiratory failure. Methods We analyzed plasma concentrations of RIF, INH and PZA. Blood samples were obtained at steady state. Plasma concentrations
were determined with HPLC. A population pharmacokinetic
approach using a nonlinear mixed-eff ect model was implemented
[1]. Interindividual variability in PK parameters was ascribed to an
exponential model according to the equation: θj = θp × exp(nj), where
θj is the estimate for a pharmacokinetic parameter in the jth patient,
θp is the typical population PK parameter value (ka, CL/F, V/F), and n
is a random variable from a normal distribution with zero mean and
variance ω2. Residual variability was estimated using additive and
additive-proportional error models; Cij = Cj + εadd and Cij = Cj(1 + εp)
+ εadd, where Cij and Cj are observed–predicted concentrations for the g
Conclusion Given the diffi culty recruiting patients and the lack of
signal in clinical or infl ammatory outcomes, this study does not provide
evidence to support a larger trial examining the effi cacy of empiric
antifungal treatment in patients with a clinical suspicion of ventilator-
associated pneumonia and Candida in the endotracheal secretions. The presence of Candida in the lung may be associated with persistent
infl ammation and immunosuppression. Comparison of multidrug-resistant Acinetobacter and
non-Acinetobacter infections in terms of outcome in critically ill
patients Outcome evaluated
MDR AB
MDR non-AB
P value
F value
Mean length of stay
8.488889
6.101695
0.029299
4.886684
after index day
Mean ICU stay after
5.311111
0.864407
1.73×10–11
57.30083
index day P353
Retrospective analysis of respiratory isolates post out-of-hospital
cardiac arrest to establish choices in empirical antibiotic cover
JL Wong, H Harb, K Bamford, A Ramesh, P Patel
Imperial College Healthcare NHS Trust, London, UK
Critical Care 2014, 18(Suppl 1):P353 (doi: 10.1186/cc13543) Comparison of multidrug-resistant Acinetobacter and
non-Acinetobacter infections in terms of outcome in critically ill
patients Comparison of multidrug-resistant Acinetobacter and
non-Acinetobacter infections in terms of outcome in critically ill
patients p
g
In contrast, recent data obtained after the implementation of the
program of the infection control showed that the respiratory infections
occurred in 29.3% of the patients, catheter-related urinary tract
infections were detected in 32.8%, and surgical site infections were
detected in 8.6% of the polytrauma patients. On the other hand, the
incidence of the multiple-drug-resistant bacterial colonies increased
signifi cantly up to 14.2% (P <0.001). Other types of HAI changed
nonsignifi cantly. p
A Madaan1, V Singh1, P Shastri2, C Sharma3
1Patel Cancer and Superspeciality Hospital, Jalandhar, India; 2Sir Gangaram
Hospital, New Delhi, India; 4Lovely Professional University, Jalandhar, India
Critical Care 2014, 18(Suppl 1):P351 (doi: 10.1186/cc13541) Introduction Acinetobacter infections have increased and gained
attention because of the organism’s prolonged environmental survival
and propensity to develop antimicrobial drug resistance [1,2]. We
performed a retrospective, matched cohort investigation at a tertiary
care hospital in a tier II city hospital of India to examine morbidity
and mortality outcome of patients with multidrug-resistant (MDR)
Acinetobacter (AB) infection compared with patients with MDR non-
Acinetobacter (non-AB) infections. gi
y
Conclusion In the era of the total antibacterial resistance, the education
strategies and organization approaches (for example, infection control,
antibiotic susceptibility, hand hygiene, and so forth) become more
potent and eff ective than pharmacology innovations. Polytrauma
patients, as one of the most severe categories suff ering from the HAI,
demand a high level of compliance of the infection control approaches
from the side of doctors as well as staff of and visitors to ICUs. Methods Patient records from the last 3 years from 2011 through 2013
were studied (n = 104) to examine outcomes of hospitalized patients
in terms of number of organ dysfunctions, ICU length of stay, hospital
length of stay and mortality in patients infected with MDR AB infection
compared with the patients with MDR non-AB infection. 1. Nalapko Y, Peicheva O, Iegorov O, Nekrylov A: The dependence of infectious
complications from the trauma severity. Intensive Care Med 2013, 39(Suppl. 2):P.0791. S127 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P351). P355 Eight-year study of the Staphylococcus epidermidis resistance profi le
against glycopeptides, oxazolidinones and glycylcyclines in an ICU
of a Greek tertiary hospital
A Stylianakis, V Kaldis, D Argyris, D Chatzilia, V Kasouris, F Kalogeropoylos,
S Kamariotis, K Daskalakis, S Stratoyli, I Alamanos
1General Hospital Kat-Eka, Kifi sia Athens, Greece
Critical Care 2014, 18(Suppl 1):P355 (doi: 10.1186/cc13545) Methods The faecal vancomycin concentration was measured in eight
patients who suff ered a Clostridium diffi cile infection and were treated
with 4×500 mg vancomycin orally per day. In vitro, a (1:2) dilution
series of vancomycin (range 6,250 to 0.4 μg/ml) was created and 1 ml
vancomycin solution was then added to 1 ml standardized inoculum. One vancomycin-susceptible enterococcus isolate (VSE, MIC = 3 μg/
ml) and two VRE isolates (MIC = 16 μg/ml) were studied. After 1, 7 and
14 days incubation at 35°C, growth was defi ned as macroscopic visible
turbidity. To test for surviving bacteria, all inocula were cultured to
sheep blood agar plates, which were read after 24-hour incubation at
35°C. E-tests to measure MIC were performed on relevant samples. The
in vitro experiment was performed twice. Introduction Staphylococcus epidermidis (SE) is the most often isolated
species of coagulase-negative staphylococci, which are recognized as
one of the main causes of ICU infections [1]. In this study we aimed
to study the resistance profi le of SE clinical isolates against last-line
antibiotics (vancomycin (VA), teicoplanin (TEC), linezolid (LZ) and
daptomycin (DA)) for treating CNS infections during an 8-year period p
p
Results The faecal vancomycin concentration in patients treated orally
with vancomycin was 8,000 μg/ml on average. VSE growth at day 14
was detected at up to 1.5 μg/ml vancomycin, whereas VRE growth was
detected at up to 98 μg/ml. The MIC of these VRE species growing at
98 μg/ml vancomycin was increased (≥256 μg/ml). For both VSE and
VRE, surviving bacteria were detected at very high concentrations of
vancomycin (>98 μg/ml): the MIC of these survivors was not increased. Conclusion Oral treatment with vancomycin results in extremely high
faecal concentrations. At these high concentrations, VRE bacteria
are killed in vitro; however, a minority of the VRE is able to survive. Vancomycin thus seems unsuitable for eradication. However, high
concentrations of vancomycin dramatically reduce the bacterial VRE
load. l
Reference 1. Delisle MS, Williamson DR, Perreault MM, Albert M, Jiang X, Heyland DK: The
clinical signifi cance of candida colonization of respiratory tract secretions
in critically ill patients. J Crit Care 2008, 23:11-17. S128 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P354). Mean population parameters of antituberculosis
drugs
Parameter
RIF
INH
PZA
ka
0.459
3.58
1.41
CL/F
6.69
2.74
1.56
V/F
105
42.3
33.4
ωka
0.645
38.7
0.98
ωCL/F
0.391
65.6
0.23
ωV/F
0.469
46.8
0.38
ε
0.441
0.235
0.089 Table 1 (abstract P354). Mean population parameters of antituberculosis
drugs Table 1 (abstract P354). Mean population parameters of antituberculosis
dr gs Reference
1. Zieburhr W, et al.: Nosocomial infections by Staphylococcus epidermidis. Int J Antimicrob Agents 2006, 28(Suppl 1):S14-S20. Table 1 (abstract P355). 2005
2006
2007
2008
2009
2010
2011
2012
(n = 77) (n = 76) (n = 79) (n = 89) (n = 92) (n = 93) (n = 46) (n = 59)
VA
0
0
0
0
0
0
0
0
TEC
1.3
2.6
0
0
0
1.1
0
0
LZ
0
0
1.4
1.2
6.8
12.6
23.1
27.1
DA
Not
Not
Not
0
0
0
0
0
tested
tested
tested Table 1 (abstract P355). jth patient at time i, respectively, and ε is the error, a random variable
with a normal distribution with zero mean and variance σ2. Bayesian
estimates were obtained and the pharmacokinetic parameters Cmax,
Tmax and AUC0–24 hours were calculated. P356
Vancomycin-resistant enterococci: eradication using vancomycin? J Van Prehn1, AM Stemerding2, HK Van Saene3, PE Spronk2
1VU University Medical Center, Amsterdam, the Netherlands; 2Gelre Hospitals,
Apeldoorn, the Netherlands; 3University of Liverpool, UK
Critical Care 2014, 18(Suppl 1):P356 (doi: 10.1186/cc13546) P356
Vancomycin-resistant enterococci: eradication using vancomycin? J Van Prehn1, AM Stemerding2, HK Van Saene3, PE Spronk2
1VU University Medical Center, Amsterdam, the Netherlands; 2Gelre Hospitals,
Apeldoorn, the Netherlands; 3University of Liverpool, UK
Critical Care 2014, 18(Suppl 1):P356 (doi: 10.1186/cc13546) Results Cmax of PZA was above the recommended concentration
(>20 mg/l). For RIF the Cmax was below the recommended level
(>8 mg/l), and the Cmax of INH was below the recommended levels
(>3 mg/l). See Table 1. g
Conclusion Large interindividual pharmacokinetic variability and
concentrations below the recommended levels for RIF and ISO. We
need to monitor drugs and to re-evaluate the doses. Reference Introduction Patient-to-patient transmission enables vancomycin-
resistant enterococci (VRE) outbreaks. l
Reference Outbreak management is expensive
and time consuming, and therefore the possibility of VRE eradication is
desirable. Since vancomycin is scarcely absorbed in the gastrointestinal
tract, treatment with vancomycin per os may result in very high
gastrointestinal concentrations (many times the minimum inhibiting
concentration (MIC)). The purpose of this study is to measure in vivo
gastrointestinal concentrations of vancomycin in patients that are treated
with a standard dose orally, and to investigate in vitro whether vancomycin
is able to kill VRE at concentrations up to 2,000 times the MIC. Introduction Patient-to-patient transmission enables vancomycin-
resistant enterococci (VRE) outbreaks. Outbreak management is expensive
and time consuming, and therefore the possibility of VRE eradication is
desirable. Since vancomycin is scarcely absorbed in the gastrointestinal
tract, treatment with vancomycin per os may result in very high
gastrointestinal concentrations (many times the minimum inhibiting
concentration (MIC)). The purpose of this study is to measure in vivo
gastrointestinal concentrations of vancomycin in patients that are treated
with a standard dose orally, and to investigate in vitro whether vancomycin
is able to kill VRE at concentrations up to 2,000 times the MIC. 1. Immanuel CP: Indian J Med Res 2003, 118:109-114. P355 Therefore oral treatment with vancomycin may help to terminate
VRE outbreaks: a dramatic reduction in bacterial load of the colonised
patient will minimise the risk of patient-to-patient transmission. daptomycin (DA)) for treating CNS infections, during an 8-year period. Methods From January 2005 until December 2012 we examined 518
nonduplicated SE isolates recovered from blood cultures of 421 patients
hospitalized in a surgical ICU of our hospital. Species identifi cation
and susceptibility testing were performed using the automated
VITEK II system (Biomerieux). Additionally we used the E-test method
(Biomerieux, ABI-Biodisk) in order to confi rm some isolation resistances
against TEC and LZ found by the VITEK II system and to estimate the
MIC levels of DA and VA. Mueller–Hinton agar adjusted to contain
physiologic levels of free calcium ions (50 μg/ml) was used when
testing DA susceptibility. Isolates with MIC >4 mg/l were considered
resistant to TEC and LZ and those with MIC <1 mg/l and MIC <4 mg/l
susceptible to DA and VA, respectively. Results The percentage resistance rate of the examined SE isolates is
shown in Table 1. Methicillin resistance was observed with an overall
prevalence of approximately 84.6%. All of the resistant isolates to TEC
and LZ were also resistant to methicillin. The MIC values of VA were
lower than 2 mg/l (Table 1). P357 Demographics and incidence of bacteraemia a strategy to treat bacteraemia, unless specifi cally indicated otherwise
(for example, endocarditis, osteomyelitis). We aimed to determine the
impact of this strategy on antibiotic resistance patterns and patient
outcomes compared with a similar exercise we conducted in 2000 [1]. Methods We conducted a retrospective study of all patients with
bacteraemia or fungaemia (community-acquired, hospital-acquired,
and ICU-acquired) treated in our university hospital ICU over a 6-month
period (December 2012 to May 2013). We compared this against data
from blood culture-positive patients admitted between February
and July 2000. Information was collected on bacteraemia episodes,
causative pathogens, antimicrobial resistance patterns, antibiotic use
and duration, and patient outcomes. Notably, our ICU admits many
immunosuppressed patients (for example, haemoncology). a strategy to treat bacteraemia, unless specifi cally indicated otherwise
(for example, endocarditis, osteomyelitis). We aimed to determine the
impact of this strategy on antibiotic resistance patterns and patient
t
d
ith
i
il
i
d
t d i 2000 [1] outcomes compared with a similar exercise we conducted in 2000 [1]. Methods We conducted a retrospective study of all patients with
bacteraemia or fungaemia (community-acquired, hospital-acquired,
and ICU-acquired) treated in our university hospital ICU over a 6-month
period (December 2012 to May 2013). We compared this against data
from blood culture-positive patients admitted between February
and July 2000. Information was collected on bacteraemia episodes,
causative pathogens, antimicrobial resistance patterns, antibiotic use
and duration, and patient outcomes. Notably, our ICU admits many
immunosuppressed patients (for example, haemoncology). Results Table 1 presents demographics and incidence of bacteraemia. Antimicrobial resistance remained low in the 2013 cohort with few
multi-resistant Gram-negative organisms, few fungaemia episodes
and a marked decrease in methicillin-resistant Staphylococcus
aureus (MRSA) (Figure 1). The number of relapses and breakthrough
bacteraemias remained low. Conclusion A strategy of short-course antibiotic monotherapy is
associated with low breakthrough and relapse rates and a low rate of
antibiotic resistance. P357 35
Audit of bacteraemia management in a university hospital ICU
V De Santis, MG Gresoiu, A Peter, R Wilson, M Singer
University College London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P357 (doi: 10.1186/cc13547) Audit of bacteraemia management in a university hospital ICU
V De Santis, MG Gresoiu, A Peter, R Wilson, M Singer
University College London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P357 (doi: 10.1186/cc13547) Conclusion The examined SE isolates present a scattered resistance
to TEC and they show a remarkable continuing increase of resistance
to LZ. These fi ndings enforced the necessity to take the appropriate
measures in the ICU environment and during the clinical practice to
limit the dissemination and the amplifi cation of these resistances. DA
and VA possess an excellent in vitro activity against SE isolates and they
could be very good alternative solutions for treating ICU infections
caused by this species. Introduction The optimal duration of antibiotic treatment in critically
ill patients remains a subject of debate. In our multidisciplinary ICU, a
short course of antibiotic monotherapy (5 to 7 days) is generally used as S129 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P357). Microorganisms isolated in each bacteraemia group. Left panel, 2000; right panel, 2013. Top panel, community-acquired
bacteraemia; Middle panel, hospital-acquired bacteraemia; lower panel, ICU-acquired bacteraemia. Shaded areas represent numbers of methicillin-resistant
strains for S. aureus and coagulase-negative staphylococci; vancomycin-resistant strains for Enterococcus spp.; multidrug-resistant strains for Gram-negative
pathogens; and fl uconazole-resistant strains for Candida spp. Figure 1 (abstract P357). Microorganisms isolated in each bacteraemia group. Left panel, 2000; right panel, 2013. Top panel, community-acquired
bacteraemia; Middle panel, hospital-acquired bacteraemia; lower panel, ICU-acquired bacteraemia. Shaded areas represent numbers of methicillin-resistant
strains for S. aureus and coagulase-negative staphylococci; vancomycin-resistant strains for Enterococcus spp.; multidrug-resistant strains for Gram-negative
pathogens; and fl uconazole-resistant strains for Candida spp. Table 1 (abstract P357). Demographics and incidence of bacteraemia
Variable
2000 cohort
2013 cohort
Total ICU population
713
1,318
Patients with bacteraemia
91
87
Episodes of bacteraemia
102
113
Community-acquired bacteraemia
13
37
Hospital-acquired bacteraemia
28
39
ICU-acquired bacteraemia
60
37
Hospital mortality
45%
32%
Monotherapy treatment (%); duration median (IQR)
Community-acquired bacteraemia
57%; 6 (5 to 6)
65% 5 (3 to 5)
Hospital-acquired bacteraemia
78%; 6 (5 to 8)
63%; 5 (4 to 7)
ICU-acquired bacteraemia
80%; 5 (5 to 7)
62%; 4 (3 to 6) Table 1 (abstract P357). P359
Safety and effi cacy of amphotericin B inhalation for Candida spp. in
the respiratory tract of critically ill patients P359
Safety and effi cacy of amphotericin B inhalation for Candida spp. in
the respiratory tract of critically ill patients
P Van der Geest, E Dieters, B Rijnders, J Groeneveld
Erasmus Medical Center, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P359 (doi: 10.1186/cc13549) Introduction Nosocomial pneumonia (NP) is frequently caused by
multiresistant Gram-negative bacteria. The inhaled antibiotics provide
us with a new treatment modality for NP in sepsis. The aim of this study
was to estimate the effi cacy of inhaled tobramycin (IT) as an adjunct to
systemic antibiotics in the treatment of NP in sepsis. P Van der Geest, E Dieters, B Rijnders, J Groeneveld ,
,
j
,
Erasmus Medical Center, Rotterdam, the Netherlands Critical Care 2014, 18(Suppl 1):P359 (doi: 10.1186/cc13549) y
p
Methods Fifty ICU ventilated septic patients with NP were enrolled in
the study (all male, 55.3 ± 7.3 years old; primary reason for ICU stay –
intraabdominal infections (78%), mediastinitis (13%), other (9%)). Diagnosis of NP was made according to the standard clinical and CPIS
criteria. Associations of multiresistant Gram-negative bacteria were
detected in bronchoalveolar lavage (BAL) of all patients. Seventy-
two percent of bacteria were sensitive to tobramycin. Patients were
randomized into two groups: IT (group 1, n = 25), addition of IT to
systemic antibiotics (carbapenems, aminoglycosides, protected
penicillins); and no IT (group 2, n = 25), shift of systemic antibiotics
according to sensitivity. Groups were comparable in APACHE II and CPIS
scores. IT (Bramitob) was administered 300 mg twice daily via nebulizer. The data were statistically analyzed by STATISTICA 7.0 (M, σ, Newman–
Keuls test; P <0.05). Introduction Candida spp. are increasingly isolated in the critically
ill, but the clinical signifi cance hereof is hard to establish [1]. Candida spp. colonization has been suggested as a risk factor for
ventilator-associated pneumonia (VAP) [2]. The effi cacy and safety of
inhalational amphotericin B (AB) is unknown [3]. The hypothesis was
that inhalational AB deoxycholate is a safe and eff ective treatment for
Candida spp. colonization of the respiratory tract and thereby prevents
VAP and prolonged need for mechanical ventilation. p
g
Methods All patients admitted to the ICU from December 2010 to
2011 with positive Candida spp. cultures of the respiratory tract
and requiring mechanical ventilation >48 hours were included. AB
treatment was decided by attending intensivists. The colonization
index was calculated to determine the eff ect of AB. Reference S130 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P359). Duration of mechanical ventilation grouped by
amphotericin B. P358 P360
Inhaled tobramycin for the treatment of nosocomial pneumonia in
sepsis References
1. Dellinger RP, et al.: Crit Care Med 2008, 36:296-327. 2. Levy MM, et al.: Intensive Care Med 2010, 36:222-231. 3. Kumar A, et al.: Crit Care Med 2006, 34:1589-1596. 4. Kumar A, et al.: Chest 2009, 136:1237-1248. 1. Dellinger RP, et al.: Crit Care Med 2008, 36:296-327. 2. Levy MM, et al.: Intensive Care Med 2010, 36:222-231. 3. Kumar A, et al.: Crit Care Med 2006, 34:1589-1596. 4. Kumar A, et al.: Chest 2009, 136:1237-1248. p
A Kuzovlev, V Moroz, A Goloubev
V.A. Negovsky Scientifi c Research Insitute of General Reanimatology RAMS,
Moscow, Russia
Critical Care 2014, 18(Suppl 1):P360 (doi: 10.1186/cc13550) Critical Care 2014, 18(Suppl 1):P360 (doi: 10.1186/cc13550 P358
Sepsis: impact of timely and appropriate empirical antibiotic
therapy on mortality Introduction The administration of timely and appropriate antibiotic
therapy is a well-known prognostic factor among severe sepsis
patients [1-4]. The purpose of this study is to describe the magnitude
of the impact of early and appropriate empirical antibiotic therapy on
hospital mortality. y
Methods A retrospective cohort study including all adult patients with
sepsis admitted to the emergency room of a tertiary care, university
hospital between 1 July 2011 and 30 June 2012. p
y
Results A total of 1,219 patients were admitted to the emergency room
during the study period, of which 162 (13%) had severe sepsis. Forty
(25%) patients had withheld therapeutic decisions and were excluded
from the current analysis; 20 additional patients transferred from other
acute healthcare facilities were excluded due to missing or inaccurate
data, leaving 102 patients to be included with a hospital mortality rate
of 45%. The median time to antibiotics administration was 36 minutes
(IQR 0 to 174), 59 (58%) patients had antibiotic administered within the
fi rst hour after sepsis recognition; 60 (59%) had positive microbiology,
74% with appropriate empiric antibiotic therapy. An association was
found for hospital mortality with: heart failure (OR = 4.297; P = 0.037),
decreased functional status (Karnofsky performance status <70%)
(OR = 2.368; P = 0.034) and SOFA score (OR per point = 1.415; P <0.001). Two multivariate models with hospital mortality as the dependent
variable were built using alternative severity scores: one with SAPS II
that was retained in the fi nal model (adjusted OR = 1.068, 95% CI =
1.020 to 1.119) along with heart failure (adjusted OR = 5.859, 95% CI =
0.996 to 34.474); and another with SOFA score that was also retained
in the fi nal model (adjusted OR = 1.659, 95% CI = 1.227 to 2.242) along
with heart failure (adjusted OR = 12.636, 95% CI = 1.423 to 112.229). Figure 1 (abstract P359). Duration of mechanical ventilation grouped by
amphotericin B. associated with a higher CPIS and LIS, even in those with similar degree
and duration of colonization and thus probably Candida spp. load at
baseline (P <0.001) (Figure 1). There was no diff erence in occurrence of
VAP or mortality.f y
Conclusion AB deoxycholate treatment is eff ective for the treatment of
Candida spp. colonization of the respiratory tract in critically ill patients. However, patients are mechanically ventilated for longer. References 1. P358
Sepsis: impact of timely and appropriate empirical antibiotic
therapy on mortality El-Ebiary et al.: Am J Respir Crit Care Med 1997, 156:583-590. 2. Azoulay E, et al.: Chest 2006, 129:110-117. 3. Knechtel SA, et al.: Expert Opin Drug Saf 2007, 6:523-532. Conclusion Contrarily to what has been described previously, early and
appropriate empirical antibiotic therapy was not associated with better
prognosis. The most probable explanation is the higher compliance
found with the current recommendations, reinforcing the need for
period audits and feedback to the team. 3. Knechtel SA, et al.: Expert Opin Drug Saf 2007, 6:523-532. 3. Knechtel SA, et al.: Expert Opin Drug Saf 2007, 6:523-532. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 of resources and false results is well established and unnecessary
cultures can cause patient harm. was reliable in 80% of the patients of group 1 (P <0.02). It is noteworthy
that 21% of group 1 patients were in vitro resistant to tobramycin, but
it was clinically eff ective, probably due to a local superconcentration. Treatment with IT was associated with an increase of sensitivity of
microbes to antibiotics they were prior resistant to (32% of patients). This is probably due to IT eff ects on biolayers. De-escalation of
antibiotic therapy was possible in group 1 by day 5 in 42% of patients. The treatment with IT made it possible to wean 40% of patients by
day 5.3 ± 1.8 after treatment cessation (vs. 35% and 11.2 ± 1.3 days
in group 2, P = 0.02). Hearing loss and tinnitus was detected only in
three patients of group 1. There were no cases of bronchospasm. The
mortality was 12% (n = 3) in group 1 and 16% (n = 4) in group 2 (P
>0.05), and was not related to a progression of NP [1]. Methods All ICU admissions in 2011 were listed retrospectively. Notes
were reviewed for those with blood cultures taken during, or within
24 hours prior to or following, ICU admission. Data collected for positive
blood cultures included organism, antimicrobial sensitivity, culture
timing with respect to ICU admission and antibiotic therapy before and
after positive blood culture. Qualitative decisions were made regarding
clinical utility of each positive blood culture. Results were deemed
useful if management changed – starting, changing or stopping
antibiotics or altering antibiotic duration. Confi rmatory results or those
not altering treatment were not deemed useful. Statistical analysis was
performed using the chi-squared test. p
g
q
Results During 2011 and 2012, there were 450 ICU admissions. In total,
698 blood cultures were taken during, or within 24 hours prior to or
following, ICU admission. A total of 135 blood cultures were taken
in the 24 hours prior to ICU admission. Of these, 26 grew signifi cant
organisms (19.3%). Nine of these cultures were deemed clinically useful
(6.7%). A total of 542 blood cultures were taken during ICU admission. Thirty-three of these yielded signifi cant results (6.1%) but only nine
(1.7%) were deemed clinically useful. Sternal wound infections in cardiac surgery: eff ects of vancomycin
prophylaxis F Ampatzidou, M Sileli, C Koutsogiannidis, A Vlachou, A Baddour,
G Drossos F Ampatzidou, M Sileli, C Koutsogiannidis, A Vlachou, A Baddour,
G Drossos General Hospital ‘G. Papanikolaou’, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P361 (doi: 10.1186/cc13551) Introduction Appropriate antibiotic prophylaxis plays a crucial role
in preventing sternal wound infection after cardiac surgery [1]. In
institutions with high prevalence of methicillin-resistant Staphylococci
species, vancomycin prophylaxis is recommended either as a
monotherapy or as an adjuvant agent [2]. In our study, we assessed
sternal wound infection rates before and after the introduction of a
vancomycin prophylaxis protocol. y
y
Methods Twenty-six of a total 227 consecutive cardiac surgical patients,
between July and December 2012, developed sternal wound infection
(Group A). All of the patients received a standard empirical antibiotic
prophylaxis. From January to July 2013, 308 patients underwent
cardiac surgery (Group B). In this group, we applied a more restricted
antibiotic protocol, considering the resistance patterns and the results
of microbiological tests of group A. We also evaluated the results
of MIC susceptibility testing of fi ve antibiotics: oxacillin, linezolide,
daptomycin, teicoplanin and vancomycin. In the new protocol the fi rst
vancomycin dose was given 1 hour before sternal incision followed by
three additional doses (48 hours duration). 1. Coburn B, et al.: Does this adult patient with suspected bacteraemia
require blood cultures? JAMA 2012, 308:502-510. P363 P363 Employing quality improvement methodology in sepsis:
an electronic sepsis order set further improves compliance with the
Surviving Sepsis Campaign 3-hour bundle
S Rossi, A Shields, N Gauge, M Kinirons, A Hopper, G Glover, R Beale
Guys and St Thomas NHS Foundation Trust, London, UK
Critical Care 2014, 18(Suppl 1):P363 (doi: 10.1186/cc13553) Results In group A, 26 patients (11.45%) developed sternal wound
infection. Twenty out of 26 patients had staphylococcal infections
characterized by high prevalence of oxacillin resistance while six
patients had Gram-negative infections. In the vancomycin prophylaxis
group (group B) we observed a signifi cant reduction in the incidence of
sternal wound infection rate (P <0.01). Among 308 patients, six patients
(1.94%) developed sternal wound infections, two of them caused by
coagulase-negative oxacillin-resistant staphylococci while in four
patients Gram-negative microorganisms were cultured. Mortality in
infected patients was 0% in both groups. Introduction The Surviving Sepsis Campaign (SSC) has developed
guidelines to promote evidence-based management for patients with
severe sepsis [1]. Improvements in bundle compliance have been
demonstrated over time, but compliance remains below 40%. Sepsis
has been studied in acute and critical care environments, but little
research has focused on the management in level 1 wards. An initial
audit of patients with sepsis who were referred to the GSTT critical care
outreach team revealed very low overall compliance to the SSC 3-hour
bundle. A novel quality improvement campaign was instituted with the
aim of improving bundle compliance. g
Conclusion Appropriate antibiotic prophylaxis in cardiac surgery
patients is of paramount importance in preventing sternal wound
infections, resulting in dramatic reduction of postoperative morbidity
and in signifi cant economic benefi ts. i
References References
1. Kappeler R, et al.: Antimicrob Chemother 2012, 67:521-522. 2. Garey KW, et al.: Antimicrob Agents Chemother 2008, 52:446-451. References
1. Kappeler R, et al.: Antimicrob Chemother 2012, 67:521-522. 2. Garey KW, et al.: Antimicrob Agents Chemother 2008, 52:446-451. References
1. Kappeler R, et al.: Antimicrob Chemother 2012, 67:521-522. 2. Garey KW, et al.: Antimicrob Agents Chemother 2008, 52:446-451. Methods A retrospective cohort study in a university hospital was
performed. Patients on level 1 wards with severe sepsis registered in
the adult critical care response team (CCRT) database in November
2012 were identifi ed (Cohort A). Physiological observation, track
and trigger scores, compliance with the 3-hour bundle elements
(measured lactate, blood cultures before antibiotics, fl uid challenge,
early antibiotics), antimicrobial stewardship and 28-day mortality
were recorded. Following this, a quality improvement project was
initiated: central to this was an electronic ‘SEPSIS’ order set, containing
appropriate investigations and a step-by-step management guide for
use on level 1 wards. A ‘viral’ print and social media campaign were also
undertaken. Compliance to the SSC early care bundle was re-examined Reference 1. Moroz VV, et al.: Gen Reanimatol 2012, VIII:5-10. P359
Safety and effi cacy of amphotericin B inhalation for Candida spp. in
the respiratory tract of critically ill patients The clinical
pulmonary infection score (CPIS) and the lung injury score (LIS) were
calculated to determine pulmonary eff ects of AB. Results Administration of IT as an adjunct to systemic antibiotics
was associated with a decrease of systemic infl ammation and acute
respiratory insuffi ciency signs 2.3 ± 1.2 days after the treatment onset
(vs. 6.3 ± 1.5 days in group 2, P = 0.03). The decrease of microbial titer
to 103 to 104 CFU/ml was detected in both groups by days 5 to 7, but it yf
Results Fifty-fi ve of 181 patients had been treated with AB. The AB
decreased indicators of Candida spp. load but increased the duration
of mechanical ventilation as compared with nontreated patients, S131 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 A total of 102 cultures were taken
in the fi rst 24 hours of the ICU, of which 17 were positive (16.7%) and
six were useful (5.9%). Fifty-three were taken over the next 24 hours,
of which two were positive and two were useful (3.8%). Forty-four
cultures were taken over the following 24 hours, of which two were
positive (4.5%) and one was useful (2.3%). A total of 343 cultures were
taken subsequent to this in the ICU, of which 12 were positive (3.5%)
and three were deemed useful (0.9%). Of 22 blood cultures taken in
the 24 hours post ICU, one was positive but deemed useful (4.5% yield). Conclusion These results demonstrate overall low clinical utility of
blood cultures but specifi cally that utility of ICU cultures is signifi cantly
lower than pre ICU (1.7% vs. 6.7%; P = 0.0001). The yield of positive blood
cultures and their clinical utility also decrease during ICU stay. This may
refl ect appropriate empirical antibiotics and lower bacteraemia burden
in later illness. Given the low clinical yield and a lack of established
sensitive or specifi c triggers [1], we suggest further work in an ICU
setting to maximise utility whilst minimising harm. Reference Conclusion Administration of IT as an adjunct to systemic antibiotics
is effi cient in treatment of NP caused by multiresistant Gram-negative
bacteria in sepsis. Reference Early detection of postoperative acute kidney injury by Doppler
renal resistive index in major lung and cardiac operations
M Arslantas, I Cinel, A Kararmaz
Marmara University Pendik Education and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P365 (doi: 10.1186/cc13555) Early detection of postoperative acute kidney injury by Doppler
renal resistive index in major lung and cardiac operations
M Arslantas, I Cinel, A Kararmaz
Marmara University Pendik Education and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P365 (doi: 10.1186/cc13555) Results The mean age of all patients studied (n = 79) was 66.5 years. Fifty-three per cent of the patients were male. Thirty-one per cent
were in septic shock at the time of sepsis identifi cation. Overall SSC
bundle compliance was 6.60% (Cohort A), 24% (Cohort B) and 45.5%
(Cohort C). Improvements in other bundle parameters were also seen,
including blood culture (54%, 72%, 91%), antibiotic administration
(50%, 69%,76%) and fl uid administration in septic shock (50%, 42%,
75%) in Cohort A, Cohort B and Cohort C respectively. Introduction Lung and cardiac operations cause signifi cant changes in
the fl uid balance, and thus have a high incidence of development of
postoperative acute kidney injury (AKI). The renal resistive index (RRI)
calculated by the pattern of the renal artery fl ow is an indicator of renal
artery fl ow. In this research work, we aimed to evaluate the effi ciency of
the RRI on the early prediction of postoperative kidney injury in major
lung and cardiac operations. p
y
Conclusion Baseline compliance with the SSC 3-hour bundle on level
1 wards was very low. An electronic sepsis order set was associated
with marked improvement. Novel quality improvement methodology
may be important to achieve optimal compliance with evidence-based
guidelines and an electronic sepsis order set is recommended. Reference g
p
Methods Twenty-two patients who have undergone lung or cardiac
surgery were included in the study. After the kidneys were localized by
ultrasonography, the best regions of blood fl ow were detected using
color Doppler and then the arterial waveforms of these regions were
obtained and optimized by Doppler. The measurements taken from
three diff erent regions were averaged. The RRI was calculated at the
preoperative and postoperative fi rst and 24th hours respectively.i 1. Dellinger RP, et al.: Crit Care Med 2013, 41:580-637. Results A signifi cant correlation was established between RRI and
postoperative creatinine levels (P <0.01). RRI values reached their
highest point at the postoperative fi rst day whereas the creatinine
levels reached their highest level at the postoperative third day. P365 in two cohorts of patients in July 2013; patients that were referred to
the CCRT as before (Cohort B) and also patients who had the electronic
order set activated (Cohort C). Early detection of postoperative acute kidney injury by Doppler
renal resistive index in major lung and cardiac operations
M Arslantas, I Cinel, A Kararmaz
Marmara University Pendik Education and Research Hospital, Istanbul, Turkey
Critical Care 2014, 18(Suppl 1):P365 (doi: 10.1186/cc13555) Although there was no correlation between postoperative creatinine
level and duration of staying in hospital, a signifi cant relationship was
detected between duration of staying in ICU and the creatinine levels
(P <0.01). When the cases were divided into two groups as RRI is less
(n = 13) and larger (n = 9) than 0.7, signifi cant diff erences were present
with regard to age and creatinine levels. 1.
Dellinger RP, et al.: Crit Care Med 2013, 41:580-637. References Results Our literature search yielded 316 potential papers, of which
57 were included (20 papers on AHF, 15 ACS and 22 CS). A risk of bias
analysis showed a low risk for selection bias in 55% of the studies and
prospective data collection in 45%. AKIRIFLE was used in 33 studies
(RIFLE in 22, AKIN in 14, KDIGO in four), AKIWRF, with six variants, in
24 studies and use of RRT (AKIRRT) in 20 studies. The incidence of
AKI in CRS-1 patients defi ned by AKIRIFLE and AKIWRF was similar
(22.5%, respectively 22.4%, P = 0.401), and greater than AKIRRT (2.6%,
both P <0.001). AKIRIFLE occurred more frequently in AHF patients
compared with ACS and CS patients (55.0% vs. 14.9% vs. 19.3%; P =
0.009 respectively P = 0.001, P = NS for ACS vs. CS). This was similar
when defi ned by AKIWRF. AKIRRT was evenly distributed among CRS-
1 subtypes (AHF 4.3%, ACS, 1.7%, and CS 3.1%, P = 0.611). Despite
predominant low severity of AKIRIFLE (stage 1: 16.9%, stage 2: 3.7%,
and stage 3: 3.6%), AKIRIFLE was associated with increased mortality
(RR = 5.4), LOSICU (MD 1.7 days), and LOShosp (MD 4.4 days), and
increasing AKIRIFLE severity was associated with increase in these three
outcomes in all CRS-1 patients as well as in the three subgroups. The
impact of AKIRIFLE on mortality was greatest in CS patients (AHF RR =
2.8, ACS RR = 3.5, and CS RR = 9.1). Not surprisingly, AKIWRF had similar
impact on outcomes, but AKIRRT had greater impact compared with
AKIRIFLE (mortality RR = 9.16, LOSICU MD = 10.6 days, and LOShosp,
MD = 20.2 days). Retrospective analysis of the clinical utility of blood cultures taken
surrounding intensive care admission V Humphrey, M Clark V Humphrey, M Clark p
y
Victoria Hospital, Kirkcaldy, UK Victoria Hospital, Kirkcaldy, UK p
y
Critical Care 2014, 18(Suppl 1):P362 (doi: 10.1186/cc13552) Introduction This study aimed to establish clinical utility of blood
cultures taken surrounding ICU admission. Blood culture cost in terms S132 Critical Care 2014, Volume 18 Suppl 1
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Acute kidney injury in cardiorenal syndrome type 1: a meta-analysis
W Vandenberghe, S Gevaert, H Peperstraete, I Herck, J Decruyenaere,
E Hoste
University Hospital Ghent, Belgium
Critical Care 2014, 18(Suppl 1):P364 (doi: 10.1186/cc13554) Introduction Cardiorenal syndrome type 1 (CRS-1) refl ects an abrupt
worsening in cardiac function leading to acute kidney injury (AKI). Acute cardiac conditions contributing to CRS-1 include acute heart
failure (AHF), acute coronary syndrome (ACS) and cardiac surgery (CS). The objective of this study was to evaluate the epidemiology of AKI in
CRS-1. Conclusion The RRI, which is used to evaluate renal arterial fl ow, is
directly related with increasing renal vascular resistance in the case of
AKI. The usefulness of RRI for prediction of AKI was shown both clinically
following a renal allograft and experimentally in the acute tubular
necrosis modeling [1,2]. Also in septic patients this was asserted, as RRI
is a better marker than cystatin C, which is one of the popular markers
of recent times for prediction of development of AKI [3]. Our results
show that RRI could be a simple, non-invasive and useful technique for
early diagnosis of AKI in patients undergoing major operations such as
lung and cardiac surgeries. Methods This is a systematic review and meta-analysis. AKI defi ned by
the RIFLE defi nition and its modifi cations AKIN and KDIGO is grouped
as AKIRIFLE. Similarly, AKI defi ned by variations of worsening renal
failure is grouped as AKIWRF. Incidence of AKI is reported by the
diff erent defi nitions of AKI. In addition, we report on mortality and
length of intensive care and hospital stay (LOSICU and LOShosp) for
AKIRIFLE. Data are reported as percentage, risk ratio (RR), and mean
diff erence (MD). References References
1. Tranquart F, et al.: Transpl Int 1993, 6:14-17. 2. Yoon DY, et al.: Invest Radiol 1995, 30:168-172. 3. Schnell D, et al.: Shock 2012, 38:592-597. P367 P367
Acute kidney injury and cardiac surgery: impact of fl uid balance on
AKI classifi cation and prognosis
EM Moore1, A Tobin2, D Reid2, J Santamaria2, R Bellomo1
1Monash University, Melbourne, Australia; 2St Vincent’s Hospital, Melbourne,
Australia
Critical Care 2014, 18(Suppl 1):P367 (doi: 10.1186/cc13557) Figure 1 (abstract P368). Cox-hazard prediction of AKI class on
hospitalization (ICU LOS fi xed at median). Critical Care 2014, 18(Suppl 1):P367 (doi: 10.1186/cc13557) Introduction We assessed the eff ect of fl uid balance (FB) on acute
kidney injury (AKI) classifi cation/prognosis in cardiac surgical patients
by comparing patients classifi ed with AKI, before and after adjusting the
creatinine (used to classify AKI) for FB. Fluid accumulation is associated
with negative outcomes including development of AKI in critically ill
patients [1]. Cardiac surgical patients commonly receive large volumes
of fl uid postoperatively and could be at risk for the harmful eff ects of
fl uid accumulation. Furthermore, fl uid accumulation may infl uence
serum creatinine concentration and mask AKI [2]. Methods We performed a retrospective analysis of prospectively
collected data on all cardiac surgical patients admitted to St Vincent’s
Hospital ICU, Melbourne, Australia from 1 July 2004 to 30 June 2012. AKI Network creatinine criteria were used to classify AKI in the usual
method and then using FB-adjusted creatinine (FB at 18 hours and an
assumption that total body water is 60% of weight involved). FB (total
i.v. input minus (total urine output + chest drain losses)) was calculated
for 18 hours post surgery as most patients were in the ICU for this
period. p
Results Patients classifi ed with AKI increased from 27.7% to 37.2%
(n = 2,171) after adjusting creatinine for FB. Patients were categorised
into four groups based on presence or absence of AKI before and after
adjustment for FB: group A, no AKI before or after adjustment for FB;
group B, no AKI before/AKI after; group C, AKI before/no AKI after; and
group D, AKI before and after. Group B (n = 209) had an in-hospital
mortality rate similar to patients in group D (n = 599) (3.4% vs. 4.3%,
P = 0.53) and greater than those in group A (n = 1,333) (3.4% vs. 1.6%,
P = 0.07). Group B also had an ICU mortality rate similar to patients in
group D (2.9% vs. 2.7%, P = 0.88) and signifi cantly greater than those
in group A (2.9% vs. P368 on day 3. Within the fi rst 5 days a total of 17 patients had AKI stage 2 or
3. The RI at admission was associated with APACHE II score, hypotension
at admission, baseline serum lactate and history of type II diabetes
treated with insulin. Patients who developed AKI stage 2 or 3 had
signifi cantly higher RI on admission (0.79 vs. 0.67, P = 0.021). A cutoff
value of 0.72 best diff erentiated patients with AKI 2 or 3. Raise of RI by
≥0.05 during the fi rst 24 hours was associated with the development of
AKI stage 2 or 3 (P = 0.034). Patients with persistent AKI on day 3 had
higher RI values on admission, and those who recovered lowered their
RIs by >0.05. In multivariate analysis, admission RI and raise of RI by
≥0.05 were independently associated with development of AKI stage 2
or 3 and ICU mortality. Best sensitivity for AKI was achieved when both
criteria were used: elevated RI at admission (>0.72) and raise of RI by
≥0.05 at 24 hours post admission. 1.
Grams ME, et al.: Clin J Am Soc Nephrol 2011, 6:966-973.
2.
Liu KD, et al.: Crit Care Med 2011, 39:2665-2671. 1.
Grams ME, et al.: Clin J Am Soc Nephrol 2011, 6:966-973. Acute kidney injury of all severity is associated with extended
hospitalization after critical illness Acute kidney injury of all severity is associated with extended
hospitalization after critical illness Introduction Acute kidney injury (AKI) complicates over 50% of ICU
admissions and is associated with signifi cantly increased mortality,
length of stay, and costs across a broad spectrum of conditions [1]. Methods We performed a single-centre, retrospective analysis of
AKI diagnosis in patients with ICU admissions of 5 days or more who
survived to hospital discharge between 2009 and 2011. We examined
the relationship between hospital length of stay, AKI diagnosis,
demographics and clinical characteristics in a multivariable Cox-hazard
analysis. p
Conclusion The renal RI measured at admission and its dynamics after
the fi rst 24 ICU hours are predictive of the development of AKI and ICU
mortality. Further studies are needed to confi rm these results. y
Results We identifi ed 700 cases, with a 66% incidence of AKI. The
AKI was associated with older age, greater initial illness severity and
longer ICU and hospital length of stay in univariate analysis (Table 1). In Cox-hazard analysis, only AKI category and ICU length of stay were
signifi cantly associated with lower probability of discharge over
time (Figure 1). AKI-1 was associated with a hazard ratio for hospital
discharge of 0.66 (0.55 to 0.79), AKI-2 with 0.55 (0.42 to 0.71) and AKI-3
with 0.54 (0.44 to 0.66). P366 Renal resistive index at ICU admission and its change after 24 hours
predict acute kidney injury in sepsis
I Gornik, A Godan, V Gašparović
University Hospital Centre Zagreb, Croatia
Critical Care 2014, 18(Suppl 1):P366 (doi: 10.1186/cc13556) Introduction The renal resistive index (RI) measured by Doppler
ultrasound refl ects the changes in renal microvascular resistance. It was
recently shown that the RI measured at ICU admission was associated
with development of AKI and with persistent AKI on day 3 after
admission. The aim of this study was to investigate whether change of
RI after the fi rst 24 ICU hours has an additional predictive value for the
development of AKI. Methods This non-interventional study included adult patients with
sepsis admitted to a medical ICU. Patients with renal transplant and
those in terminal renal failure were excluded. The RI was measured
within 2 hours from admission and 24 ± 2 hours after ICU admission. Occurrence of AKI within the fi rst 5 days was classifi ed according
to the AKI Network criteria. There was no intervention guide by RI
measurements, nor were the results known to the attending physicians. Results There were 52 patients included in the study. At admission,
eight patients had AKI stage 2 or 3 and it was persistent in fi ve patients Conclusion Almost one-quarter of patients with an acute cardiac
condition had AKI, and RRT was used in approximately 3%. AKI was
associated with signifi cant worse outcomes. AHF patients experienced
the highest incidence of AKI, but the impact on mortality was greatest
in CS patients. S133 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 1.
Grams ME, et al.: Clin J Am Soc Nephrol 2011, 6:966 973.
2.
Liu KD, et al.: Crit Care Med 2011, 39:2665-2671. P367 0.7%, P = 0.003). The need for renal replacement
therapy (RRT) in group B was also high as for patients in group D (7.7%
vs. 12.4%, P = 0.06) and was signifi cantly greater than those in group
A (7.7% vs. 1.6%, P <0.001). Thus, hospital and ICU mortality and use
of RRT in patients classifi ed with AKI only after adjustment for FB were
similar to patients with AKI before and after adjustment for FB and were
notably higher than those of patients without AKI. Table 1 (abstract P368). Patient characteristics by AKI
No AKI
AKI
P value
Age
46 (32 to 60)
51 (37 to 64)
<0.001
SAPS-2
35 (27 to 42)
41 (32 to 49)
<0.001
ICU LOS
8 (6 to 12)
12 (7 to 18)
<0.001
Hospital LOS
27 (17 to 42)
41 (28 to 72)
<0.001
Data presented as median (IQR). Table 1 (abstract P368). Patient characteristics by AKI
No AKI
AKI
P value Table 1 (abstract P368). Patient characteristics by AKI Conclusion AKI was a signifi cant predictor of remaining in hospital at
all levels of AKI severity even after allowing for longer ICU stay. Even
mild AKI is associated with extended recovery from critical illness and
healthcare costs even after ICU discharge. Reference Conclusion Lack of adjustment for FB post cardiac surgery may mask
the presence of AKI that is associated with increased risk for death and
RRT, which could hinder optimal treatment. References Conclusion Lack of adjustment for FB post cardiac surgery may mask
the presence of AKI that is associated with increased risk for death and
RRT, which could hinder optimal treatment. Reference S134 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P369 using CG, MDRD and MCQE equations. The predictive capacity of these
formulae was tested and compared in relation to AKI and RD incidence
by constructing receiver operating characteristic curves for each of the
models. Reference Reference 1. Macedo E, et al.: Crit Care 2010, 14:R82. Impact of kidney function calculation formulae on predicting early
adverse renal events in cardiac surgery
M Sileli, F Ampatzidou, S Tsagkaropoulos, K Diplaris, C Koutsogiannidis,
G Drosos
General Hospital ‘G. Papanikolaou’, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P370 (doi: 10.1186/cc13560) Impact of kidney function calculation formulae on predicting early
adverse renal events in cardiac surgery
M Sileli, F Ampatzidou, S Tsagkaropoulos, K Diplaris, C Koutsogiannidis,
G Drosos
General Hospital ‘G. Papanikolaou’, Thessaloniki, Greece
Critical Care 2014, 18(Suppl 1):P370 (doi: 10.1186/cc13560) Fluid accumulation increases the risk of AKI progression and death
in critically ill patients with early AKI MR Raimundo1, S Crichton2, Y Syed2, J Martin2, M Ostermann2
1Hospital Beatriz Ângelo, Loures, Portugal; 2Guy’s & St Thomas Hospital,
London, UK Critical Care 2014, 18(Suppl 1):P371 (doi: 10.1186/cc13561 Introduction Fluid therapy is a cornerstone in the management of
patients with evolving acute kidney injury (AKI). Despite the wide
availability of advanced hemodynamic monitoring to guide therapy,
there are few data on how to manage hemodynamics optimally once
early AKI has occurred. Our aim was to investigate the association
between cumulative fl uid balance (FB)/fl uid administration and
outcome (progression to AKI III and hospital mortality) in critically ill
patients with early AKI, and its interaction with other hemodynamic
parameters. y
Conclusion The prevalence of early AKI in nonsepsis, noncardiac
patients admitted to the general surgical ICU was 41.7%. Surgical
patients with risk factors should be carefully cared for to prevent the
development of AKI. Receiving 6% 130/0.4 HES >20 ml/kg/day and
crystalloid >30 ml/kg/day increased the risk of early AKI in nonsepsis,
noncardiac surgical patients. p
Methods A retrospective analysis (2-year period) of all patients
admitted to an adult ICU with AKI (defi ned by KDIGO criteria) who had
hemodynamic monitoring within 12 hours of AKI I. We recorded FB,
urinary output (UO), fl uid administered and hemodynamic parameters
including mean arterial pressure (MAP) on the day of AKI I and in the
following 72 hours. Logistic regression was employed to determine
independent predictors of outcome. Reference P369
Early acute kidney injury in nonsepsis, noncardiac surgical patients
admitted to a general surgical ICU KS Kongsayreepong, N Rojanapithayakorn
Siriraj Hospital, Mahidol University, Bangkok, Thailand
Critical Care 2014, 18(Suppl 1):P369 (doi: 10.1186/cc13559) Results The mean age of the cohort was 64.7 ± 0.45 years and the mean
value of estimated kidney function from MCQE, MRDR and CG formulae
was 83.7 ± 1.03 ml/minute/1.73 m2, 69.03 ± 0.82 ml/minute/1.73 m2
and 75.3 ± 1.18 ml/minute/1.73 m2 respectively. AKI was identifi ed in 75
(14.2%) patients, whereas early RD was necessary in 16 (3%) patients. All of the three variables showed a good predictive value for estimating
AKI and RD after cardiac surgery. The area under the curve values for
the early RD group was 0.887, 0.867 and 0.804, respectively and for the
AKI group was 0.701, 0.651 and 0.691, respectively. Introduction Perioperative AKI is a signifi cant factor determining
morbidity/mortality in surgical patients. We sought to determine
the prevalence and risk factors of early AKI (within 72 hours of ICU
admission) in nonsepsis, noncardiac surgical patients admitted to the
general surgical ICU. Methods This prospective observational study was done in 600
nonsepsis, noncardiac surgical patients admitted to the 14-bed general
surgical ICU of Siriraj Hospital. The following data were collected:
patient demographic data, ASA, comorbidity, type and urgency
of surgery, type of anesthesia, preoperative and the fi rst 72 hours
laboratory data, amount of bleeding, type/amount of fl uid and blood
replacement, average intraoperative and the fi rst 72 hours MAP, and
severity score. Outcome as ventilator-hours, ICU length of stay and ICU
mortality were also determined. Risk factors were identifi ed by multiple
logistic regression. AKI was defi ned and classifi ed according to the
AKIN criteria using adjusted serum creatinine (Cr) [1]. g
p
p
y
Conclusion On the basis of our fi ndings, all of the above algorithms
seem to be accurate in predicting AKI and RD incidence in the early ICU
postoperative period after elective cardiac surgery. Nevertheless, the
MCQE equation more accurately classifi ed individuals compared with
MDRD and CG formulae. Our results extend knowledge from previous
studies [1,2]. Further investigations should be performed to determine
whether these costless formulae could be used as an additional
validated predictor in this group of patients and hence whether they
could be incorporated into clinical practice. References Results In total, 41.7% of the study patients developed AKI (AKIN-I
31.0%, AKIN-II 10%, AKIN-III 4.8%) and 4.8% received RRT. The following
factors were diff erent between AKI and non-AKI patients: baseline
expected GFR <60 ml/minute/1.73 m2, baseline serum Cr and baseline
serum albumin, major abdominal surgery, vascular surgery, combined
regional and general anesthesia, APACHE II score, receiving 6% 130/0.4
hydroxyethyl starch (HES) >20 ml/kg/day, 4% gelatin >20 ml/kg/day,
crystalloid >30 ml/kg/day and positive fl uid balance in the fi rst 48 hours. Multiple logistic regression showed that independent risk factors of AKI
included: baseline eGFR <60 ml/minute/1.73 m2 (OR = 1.53; 95% CI, 1.08
to 1.27, P = 0.02), baseline serum albumin <2 mg/dl (OR = 1.75; 95%
CI, 1.01 to 3.06, P = 0.049), admitting hemoglobin <8 g/dl (OR = 2.41;
95% CI, 1.14 to 5.11, P = 0.02), receiving 6% 130/0.4 HES >20 ml/kg/day
(OR = 2.02; 95% CI, 1.09 to 3.76, P = 0.03), receiving crystalloid >30 ml/
kg/day (OR = 3.15; 95% CI, 1.53 to 6.48, P = 0.01), vascular surgery (OR =
1.67; 95% CI, 1.05 to 2.64, P = 0.03), and major abdominal surgery (OR =
1.68; 95% CI, 1.11 to 2.55, P = 0.01). AKI patients had higher ventilator-
hours (P = 0.02) and ICU length of stay (P = 0.04). 1. Tomaszuk-Kazberuk A, et al.: Ren Fail 2011, 33:983-899. 2. Ekmekci A, et al.: Angiology 2013. [Epub ahead of print] 1. Tomaszuk-Kazberuk A, et al.: Ren Fail 2011, 33:983-899. 2. Ekmekci A, et al.: Angiology 2013. [Epub ahead of print] P371 Fluid accumulation increases the risk of AKI progression and death
in critically ill patients with early AKI
MR Raimundo1, S Crichton2, Y Syed2, J Martin2, M Ostermann2
1Hospital Beatriz Ângelo, Loures, Portugal; 2Guy’s & St Thomas Hospital,
London, UK
Critical Care 2014, 18(Suppl 1):P371 (doi: 10.1186/cc13561) Incidence and outcomes of contrast-induced nephropathy in adult
ICU patients S Alderson1, S Pillai2, A Manoras1, J Papanikitas1, D Lewis1, S McKechnie1
1John Radcliff e Hospital, Oxford, UK; 2Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P374 (doi: 10.1186/cc13564) S Alderson1, S Pillai2, A Manoras1, J Papanikitas1, D Lewis1, S McKechnie1
1John Radcliff e Hospital, Oxford, UK; 2Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P374 (doi: 10.1186/cc13564) Introduction Critically ill patients cared for in ICUs often require
radiological investigation using iodinated contrast agents. Contrast-
induced nephropathy (CIN) – a form of acute kidney injury (AKI) – is
a complication following the use of such contrast. Although CIN has
been thoroughly studied in some populations (for example, those
undergoing coronary angiography), it has not been investigated in
large numbers of ICU patients [1]. p
Conclusion Our results demonstrate that AKI occurs in 8.8% of the
patients following surgery for gynecologic malignancies. Patients
who had AKI were older, had higher body mass index with higher
preoperative CRP levels, more frequent distant organ metastasis
and longer operation times and higher amounts of blood transfused
intraoperatively. Methods We conducted a single-centre retrospective review of the
electronic patient records of general adult ICU patients who received
iodinated contrast over a 3-year period (2009 to 2011). Our review
identifi ed evidence of CIN or AKI post scan (assessed using CIN and
KDIGO criteria); and clinical outcomes post scan (renal replacement
therapy (RRT), ICU length of stay, mortality). Patients were excluded
if: they had received pre-scan RRT; they did not have pre/post-scan
creatinine measurements. Univariate analyses investigated the
relationship between CIN or AKI and ICU outcomes (use of RRT post
scan, ICU mortality and ICU length of stay), using chi-squared tests for
categorical outcomes and nonparametric tests for continuous outcomes. Results A total of 479 scans involving 331 patients were included. In
total, 303 (63%) scans involved males, median age 61 (IQR 46 to 71)
years, 119 (25%) diabetic, with median pre-scan eGFR of 85 (38 to 113)
ml/minute/1.73 m2. Scans occurred a median of 2.9 (0.8 to 8.8) days
from admission. A total of 266 (56%) scans were associated with CIN
(grade 0, n = 167; grade 1, n = 39; grade 2, n = 60). Clinical outcomes
were signifi cantly worse in patients developing higher grades of CIN
(increased use of RRT post scan, P = 0.02; increased ICU length of stay,
P = 0.04; increased ICU mortality, P = 0.01). P374 Incidence and outcomes of contrast-induced nephropathy in adult
ICU patients
S Alderson1, S Pillai2, A Manoras1, J Papanikitas1, D Lewis1, S McKechnie1
1John Radcliff e Hospital, Oxford, UK; 2Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P374 (doi: 10.1186/cc13564) Reference Methods A total of 1,000 patients were enrolled retrospectively from
January 2007 through March 2013. Patients under 18 years of age,
those with chronic kidney disease and patients who died within the
fi rst week after surgery were excluded. AKI was defi ned according to
the KDIGO 2012 Clinical Practice Guideline for Acute Kidney Injury. Perioperative variables of patients were collected from medical charts. Results The mean age was 55.4 ± 12.4 years. The incidence of
postoperative AKI was 8.8%, stage 1 occurred in 5.9%, stage 2 in
2.4% and stage 3 in 0.5% of the patients. Patients who had AKI
were signifi cantly older (57.9 ± 12.8 vs. 55.1 ± 12.3 years, P = 0.046),
had higher body mass index (30.1 ± 7.1 vs. 28.6 ± 6.4, P = 0.031),
higher preoperative C-reactive protein (CRP) levels (157.8 ± 121.5
vs. 76.6 ± 81.1 mg/dl, P = 0.037) and more frequently had history of
distant organ metastasis (13.3 vs. 7.8%, P = 0.022) when compared with
those who did not have AKI. When compared with patients who did
not develop AKI postoperatively, longer operation times (149.1 ± 62.5
vs. 123.8 ± 56.6 minutes, P = 0.001), intraoperative usage of higher
amounts of erythrocyte suspension (279.5 ± 616.7 vs. 128.3 ± 296.1 ml,
P = 0.001) and fresh frozen plasma (165.9 ± 284.8 vs. 94.1 ± 185.9 ml, P =
0.001) were seen in those who developed AKI. 1. Kidney Disease: Improving Global Outcomes (KDIGO) Acute Kidney Injury
Work Group: KDIGO Clinical Practice Guideline for Acute Kidney Injury. Kidney Int 2012, 2(Suppl):1-138. P373 Acute kidney injury after elective adult cardiac surgery
A Darbar, G Lau, R Porter
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P373 (doi: 10.1186/cc13563) Postoperative acute kidney injury in patients with gynecologic
malignancies haematocrit and low preoperative glomerular fi ltration rate (GFR) were
signifi cant risk factors (P = 0.03, P = 0.04 and P <0.01 respectively) for
developing postoperative AKI following cardiac surgery. See Table 1. Introduction Postoperative acute kidney injury (AKI) is an important
cause of mortality and morbidity among surgical patients. Less is
known about the occurrence of AKI after operations for gynecologic
malignancies. The aim of this study was to determine the incidence of
AKI in patients who underwent surgery for gynecologic malignancies
and to compare patients with and without postoperative AKI. p g p
p
g
g
y
Conclusion Our results suggest that we should focus on LV function
and GFR as predictors for developing AKI following cardiac surgery. Strategies to increase preoperative haematocrit should be investigated
to reduce in the incidence and severity of postoperative AKI. R f P372 Postoperative acute kidney injury in patients with gynecologic
malignancies
M Didik, P Zeyneloglu, A Pirat, A Ayhan, Z Kayhan
Baskent University Faculty of Medicine, Ankara, Turkey
Critical Care 2014, 18(Suppl 1):P372 (doi: 10.1186/cc13562) Impact of kidney function calculation formulae on predicting early
adverse renal events in cardiac surgery Results A total of 210 patients (median age 70 years; 138 male) had
hemodynamic monitoring within 12 hours of AKI I. In total, 41.5%
progressed to AKI III and 43.3% died. Patients with fl uid overload
after the diagnosis of AKI I (FB >1 l/day; n = 85) had a higher rate of
progression to AKI III (63.5 vs. 23.3%, respectively; P <0.001) and in-
hospital mortality (43.5 vs. 24.8%, respectively; P = 0.004) compared
with patients with FB <1 l/day. There was no diff erence in the
other parameters (demographics, comorbidities, severity scores,
hemodynamic parameters on day of AKI I, vasopressor use), with the
exception of MAP on the day of AKI I (71 vs. 74 mmHg, respectively;
P = 0.01). In multivariate analysis after adjustment for demographics,
severity scores, comorbidities and hemodynamic parameters on
the day of AKI I, a higher FB was associated with an increased risk
of progression to AKI III and death (odds ratio (OR) per each 1 l/day
increase 2.8; P <0.001) and death (OR 1.6; P = 0.001). Similarly, a higher
amount of fl uid administered was associated with an increased risk of
AKI progression (OR per each 1 l/day increase 1.8; P = 0.011), even with
adjustment for UO. There were no signifi cant interactions between
the risk of progression/death and other hemodynamic parameters. With the exception of MAP, improvements in other hemodynamic Introduction The Cockcroft–Gault (CG) equation and the four-variable
Modifi cation of Diet in Renal Disease (MDRD) formula are the most
commonly used methods to provide estimation of kidney function. The
newly developed Mayo Clinic quadratic equation (MCQE) is another
alternative. The scope of this study is to investigate the prognostic
value of the above algorithms as prediction models for development
of acute renal injury (AKI) and early renal dialysis (RD) in cardiac surgery
patients during the postoperative ICU stay. Methods A retrospective single-centre study of 528 consecutive
patients admitted to the ICU, who underwent elective cardiac surgery
under extracorporeal circulation from July 2012 to November 2013. Patients undergoing urgent or emergent surgery were excluded prior
to the study. Preoperative estimation of renal function was obtained S135 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Table 1 (abstract P373). Acute kidney injury after elective adult cardiac surgery
A Darbar, G Lau, R Porter
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P373 (doi: 10.1186/cc13563) g
p
Results A total of 479 scans involving 331 patients were included. In
total, 303 (63%) scans involved males, median age 61 (IQR 46 to 71)
years, 119 (25%) diabetic, with median pre-scan eGFR of 85 (38 to 113)
ml/minute/1.73 m2. Scans occurred a median of 2.9 (0.8 to 8.8) days
from admission. A total of 266 (56%) scans were associated with CIN
(grade 0, n = 167; grade 1, n = 39; grade 2, n = 60). Clinical outcomes
were signifi cantly worse in patients developing higher grades of CIN
(increased use of RRT post scan, P = 0.02; increased ICU length of stay,
P = 0.04; increased ICU mortality, P = 0.01). Ninety-fi ve (20%) scans
were associated with AKI (stage 1, n = 45; stage 2, n = 13; stage 3,
n = 37). Clinical outcomes were again signifi cantly worse in patients
developing AKI (increased use of RRT post scan, P <0.001; increased ICU
mortality P = 0.01). Introduction Acute kidney injury (AKI) is a signifi cant complication
following cardiac surgery associated with an increase in morbidity,
hospital stay and mortality. Although the estimated incidence of
AKI following cardiac surgery is 30%, few studies have identifi ed the
incidence of AKI following cardiac surgery as defi ned by the Kidney
Disease: Improving Global Outcomes (KDIGO) group [1]. We conducted
a prospective observational study at our institution to identify the
incidence and staging of AKI according to the KDIGO defi nition. We also
aim to identify the factors that predispose adult patients to developing
AKI post cardiac surgery. Methods A prospective analysis was performed on 103 adult patients
admitted to ICU post-cardiac surgery from September to October 2013. Data for perioperative risk factors and renal biochemical markers were
collected up to the sixth postoperative day and are expressed as mean
(SD). Conclusion Renal impairment/injury is common in adult ICU patients
undergoing investigations using iodinated contrast and the incidence
varies depending upon the classifi cation used. Whichever classifi cation
is used, patients developing CIN/AKI following contrast administration
have poorer clinical outcomes than patients who do not. Reference Results Ordered logistic regression was used to analyse the data. Thirty-
three per cent of cardiac surgery patients at our institution developed
AKI. Factors such as poor left ventricular (LV) function, low preoperative . Incidence and outcomes of contrast-induced nephropathy in adult
ICU patients Ninety-fi ve (20%) scans
were associated with AKI (stage 1, n = 45; stage 2, n = 13; stage 3,
n = 37). Clinical outcomes were again signifi cantly worse in patients
developing AKI (increased use of RRT post scan, P <0.001; increased ICU
mortality P = 0.01). Impact of kidney function calculation formulae on predicting early
adverse renal events in cardiac surgery Results parameters in the days after AKI I diagnosis did not have a signifi cant
impact on outcome.l Age (years)
66 (13.8)
Male
69
Female
34
No AKI
69
KDIGO 1
22
KDIGO 2
6
KDIGO 3
6 Conclusion In critically ill patients with early AKI, a positive fl uid
balance, induced by excessive fl uid administration, is associated with
an increased risk of AKI progression and death. Acute kidney injury after elective adult cardiac surgery
A Darbar, G Lau, R Porter
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P373 (doi: 10.1186/cc13563) Lameire et al.: Contrast-induced acute kidney injury and renal support for
acute kidney injury: a KDIGO summary (Part 2). Crit Care 2013, 17:205. Lameire et al.: Contrast-induced acute kidney injury and renal support for
acute kidney injury: a KDIGO summary (Part 2). Crit Care 2013, 17:205. S136 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P375 of AKI. Signifi cant risk factors for AKI again included male gender (P =
0.009), reduced pre-scan eGFR (P <0.001), and decreasing time from
admission to scan (P = 0.003), but also included emergency admission
to ICU (P = 0.03), pre-scan shock (P <0.001), and pre-scan oliguria
(P <0.001). P375
Human acute kidney injury is associated with a proinfl ammatory
phenotype
N Gauge, M Varrier, D Boardman, M Hernandez-Fuentes, M Ostermann
Guy’s and St Thomas’ Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P375 (doi: 10.1186/cc13565) Conclusion Male gender, reduced pre-scan eGFR and decreasing time
from admission to scan are risk factors for the development of both CIN
and AKI. The association with time from admission to scan may refl ect
inadequate patient optimisation prior to contrast administration; this
hypothesis is supported by the risk factors signifi cantly associated with
AKI alone (emergency admission to ICU and pre-scan shock). Given the
adverse clinical outcomes associated with the development of CIN/AKI,
these fi ndings necessitate a review of current practice. Reference Introduction Animal research suggests that acute kidney injury (AKI)
is an infl ammatory condition [1]. Our aim was to describe the immune
phenotype in human AKI. Introduction Animal research suggests that acute kidney injury (AKI)
is an infl ammatory condition [1]. Our aim was to describe the immune
phenotype in human AKI. y
Methods We enrolled patients with: AKI grade II/III (defi ned by KDIGO
criteria) and systemic infl ammatory response syndrome (SIRS) without
sepsis; SIRS without AKI; and AKI II/III without SIRS. A healthy control
population was used for baseline comparison. Serial blood samples
were taken on days 0, 2 and 7. Cells were separated using Percoll
gradients and phenotyped using fl ow cytometry.i 1. Lameire et al.: Contrast-induced acute kidney injury and renal support for
acute kidney injury: a KDIGO summary (Part 2). Crit Care 2013, 17:205. References 1. Martensson J, et al.: Intensive Care Med 2010, 36:1333-1340. 2. Nejat et al.: Crit Care 2010, 14:R85. 1. Martensson J, et al.: Intensive Care Med 2010, 36:1333-1340. 2. Nejat et al.: Crit Care 2010, 14:R85. 2. Nejat et al.: Crit Care 2010, 14:R85. Acute kidney injury after elective adult cardiac surgery
A Darbar, G Lau, R Porter
Glenfi eld Hospital, Leicester, UK
Critical Care 2014, 18(Suppl 1):P373 (doi: 10.1186/cc13563) l
Results The results from 24 day 0 samples identifi ed statistically
signifi cant diff erences between SIRS, AKI, AKI + SIRS and healthy controls
amongst: CD8+ cytotoxic T cells, CD45–CD25+++ regulatory T cells, and
CD45–CD25++ cytokine secreting non-T-regulatory cells (Table 1). The
percentage of CD69-positive neutrophils was signifi cantly increased
across all three groups relative to controls, with little variation between
AKI, SIRS and AKI + SIRS patients. P376
Risk factors for the development of contrast-induced nephropathy
in ICU patients f
Results The changes of plasma NGAL, plasma cystatin C, urine NGAL
and urine cystatin C with time were similar to the changes of plasma
IL-6. However, only plasma NGAL levels were closely correlated with
levels of plasma IL-6 (R2 = 0.36, P <0.05). The analysis for plasma cystatin
C, urine NGAL and urine cystatin C at 22 hours for severe AKI showed
AUCs of 0.78, 0.71 and 0.75 respectively (all P <0.05), and the AUC for
plasma NGAL was 0.62 (P = 0.11). There were no signifi cant diff erences
in plasma NGAL at 22 hours between severe AKI and no AKI (2,143.32
vs. 2,077.02 U/ml, P = 0.21). Introduction Critically ill patients cared for in ICUs often require
radiological investigation using iodinated contrast agents. Contrast-
induced nephropathy (CIN) – a form of acute kidney injury (AKI) – is
a complication following the use of such contrast. Although CIN has
been thoroughly studied in some populations (for example, those
undergoing coronary angiography), it has not been investigated in
large numbers of ICU patients [1]. Conclusion In this animal model of CLP sepsis, plasma NGAL levels
were aff ected by the systemic infl ammatory response, and did not
discriminate for AKI. Urine NGAL, plasma cystatin C and urine cystatin C
were able to diff erentiate severe AKI from no AKI in CLP sepsis. References Methods We conducted a single-centre retrospective review of the
electronic patient records of general adult ICU patients who received
iodinated contrast over a 3-year period (2009 to 2011). Our review
identifi ed: patient demographics; ICU admission details (specialty, time
of admission, elective/emergency admission); physiological status
pre scan (evidence of shock, eGFR, urine output); volume of iodinated
contrast; and evidence of CIN or AKI post scan (assessed using CIN
and KDIGO criteria). Patients were excluded if they had pre-scan renal
replacement therapy. Analyses investigated the risk factors for CIN or
AKI using chi-squared tests for categorical variables and nonparametric
tests for continuous variables (as no continuous variable was normally
distributed, even with log transformation). Test characteristics of acute kidney injury biomarkers in animal
models of sepsis p
Z Peng, J Zhang, F Zhou, J Kellum Z Peng, J Zhang, F Zhou, J Kellum
University of Pittsburgh Medical Center, Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P377 (doi: 10.1186/cc13567) Table 1 (abstract P375). AKI + SIRS AKI no SIRS SIRS alone
Control
% CD8+ cytotoxic T cells
23.3
16.7
11.6
31.1
% Fr. II T-regulatory cells
4.1
2.7
1.6
1.2
% Fr. III cytokine T cell
11.5
21.2
13.9
8.0
% CD69+ neutrophils
83.9
69.7
65.5
7.35
Conclusion Human AKI is associated with a proinfl ammatory
phenotype. Reference
1. Akcay A, et al.: Mediators of infl ammation in acute kidney injury. Mediators
Infl amm 2009, 2009:137072. Table 1 (abstract P375). Introduction Approximately 50% of acute kidney injury (AKI) is
associated with sepsis. Neutrophil gelatinase-associated lipocalin
(NGAL) and cystatin C are the two most widely used biomarkers for
AKI. However, these two markers are also aff ected by the systemic
infl ammatory response, and their diagnostic value in sepsis-induced
AKI is disputed [1,2]. Unlike clinical AKI, animal models can be used
to explore single etiology. The purpose of this study is to examine the
relationship between infl ammatory mediators and biomarkers for AKI
in a sepsis model in rats. p
Methods Sepsis was induced by cecal ligation and puncture (CLP) in
60 adult SD rats and then observed for AKI and survival. Blood and
urine samples were collected at baseline, and 18, 22, and 48 hours after
CLP. AKI severity was assessed by RIFLE criteria (creatinine only). The
associations between plasma IL-6 and plasma NGAL, plasma cystatin
C, urine NGAL and urine cystatin C were analyzed. The area under the
receiver-operator characteristic curves (AUC) was used to evaluate the
diagnostic capability between severe AKI (RIFLE-I or RIFLE-F) and no AKI
(includes RIFLE-R) for diff erent biomarkers. P378 Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? L Desteghe1, W Boer2, Q Swennen3, V Pennemans3, M Vander Laenen2,
K Engelen2, C De Deyne2, F Jans2
1Hasselt University, Diepenbeek, Belgium; 2Ziekenhuis Oost-Limburg, Genk,
Belgium; 3Biomedical Research Institute, Diepenbeek, Belgium
Critical Care 2014, 18(Suppl 1):P378 (doi: 10.1186/cc13568) Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? L Desteghe1, W Boer2, Q Swennen3, V Pennemans3, M Vander Laenen2,
K Engelen2, C De Deyne2, F Jans2
1Hasselt University, Diepenbeek, Belgium; 2Ziekenhuis Oost-Limburg, Genk,
Belgium; 3Biomedical Research Institute, Diepenbeek, Belgium
Critical Care 2014, 18(Suppl 1):P378 (doi: 10.1186/cc13568) Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? L Desteghe1, W Boer2, Q Swennen3, V Pennemans3, M Vander Laenen2,
K Engelen2, C De Deyne2, F Jans2
1Hasselt University, Diepenbeek, Belgium; 2Ziekenhuis Oost-Limburg, Genk,
Belgium; 3Biomedical Research Institute, Diepenbeek, Belgium
Critical Care 2014, 18(Suppl 1):P378 (doi: 10.1186/cc13568) P376 P376
Risk factors for the development of contrast-induced nephropathy
in ICU patients
S Pillai1, S Alderson2, A Manoras2, J Papanikitas2, D Lewis2, S McKechnie2
1Morriston Hospital, Swansea, UK; 2John Radcliff e Hospital, Oxford, UK
Critical Care 2014, 18(Suppl 1):P376 (doi: 10.1186/cc13566) Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? Results In total, 479 scans involving 331 patients were included. A total
of 266 (56%) scans were associated with CIN. Signifi cant risk factors for
the development of CIN included male gender (P = 0.02), reduced pre-
scan GFR (P <0.001), and decreasing time from admission to scan (P =
0.03). Ninety-fi ve (20%) scans were associated with the development Introduction Acute kidney injury (AKI) remains a common complication
after cardiopulmonary bypass (CPB) and can be diagnosed by S137 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 serum creatinine [1]. However, serum creatinine is an insensitive and
nonspecifi c biomarker [2]. This study was designed to investigate
whether a correlation exists between urinary oxygen tension (UOT)
and early markers of AKI. The aim was to evaluate whether UOT could
provide warning signs of an insuffi cient renal oxygen supply, which can
lead to postoperative AKI. serum creatinine [1]. However, serum creatinine is an insensitive and
nonspecifi c biomarker [2]. This study was designed to investigate
whether a correlation exists between urinary oxygen tension (UOT)
and early markers of AKI. The aim was to evaluate whether UOT could
provide warning signs of an insuffi cient renal oxygen supply, which can
lead to postoperative AKI. dose, mean arterial pressure, fl uid balance and urine output in the fi rst
6 hours after admission were signifi cantly diff erent for patients with
low and high risk for AKI. The negative predictive value (NPV) of 0.41 for
urine output <1 ml/kg/hour over the fi rst 6 hours after admission was
signifi cantly lower if compared with NPV of 0.86 for GFBP7/TIMP-2 ≤0.3
for exclusion of AKI. Similarly NPV of urine output <1 ml/kg/hour of 0.89
for moderate and severe AKI (stage 2 and 3) was lower than the NPV of
1.00 for GFBP7/TIMP-2 ≤0.3. Methods Fourteen subjects undergoing cardiac surgery with CPB were
included in this prospective clinical pilot study. UOT was measured
perioperatively in all patients, both in the operating room (before,
during and after CPB) and in the ICU. Biomarkers of AKI in blood
and urine were measured preoperatively and postoperatively at 3,
6, 12 and 24 hours after the initiation of CPB. These included serum
creatinine and the early urinary biomarkers kidney injury molecule-1
(KIM-1), neutrophil gelatinase-associated lipocalin (NGAL) and cystatin
C. Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? Student’s t tests and Mann–Whitney tests were used to compare
continuous variables.i Conclusion The novel urine biomarkers IGFBP7 and TIMP-2 enable early
risk stratifi cation of surgical ICU patients at risk for development of AKI. The predictive values of biomarkers were better for early prediction
than clinical parameters such as urine output within the fi rst 6 hours
after admission to ICU. P380
Urine TIMP2 × IGFBP7 increases 24 hours before severe AKI
M Ostermann1, L Chawla2, L Forni3, J Kellum, on behalf of Sapphire
Investigators4
1Guys & St Thomas Foundation Hospital, London, UK; 2George Washington
University, Washington, DC, USA; 3Western Sussex Hospital, Worthing, UK;
4University of Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P380 (doi: 10.1186/cc13570) Urine TIMP2 × IGFBP7 increases 24 hours before severe AKI
M Ostermann1, L Chawla2, L Forni3, J Kellum, on behalf of Sapphire
Investigators4 Results There was a signifi cant decrease in UOT between the start
of CPB (138.44 ± 22.19 mmHg) and the lowest UOT during CPB
(107.70 ± 23.28 mmHg) (P = 0.001). Dividing the subjects into two groups
according to the Acute Kidney Injury Network (AKIN) classifi cation, no
signifi cant diff erences were found in mean UOTs between the group
of patients with a normal kidney function (n = 7) and the group with
AKIN stage 1 or 2 (n = 7). For KIM-1, a signifi cant diff erence between the
two groups was found at 3 hours (P = 0.041) after the initiation of CPB. Further, for NGAL a signifi cant increase in biomarker concentrations
compared with the preoperative value was observed in the group with
an AKIN stage 1 or 2 at all diff erent postoperative time points (3 hours
(P = 0.013), 6 hours (P = 0.003), 12 hours (P = 0.009) and 24 hours (P =
0.003)). On the contrary, there were no signifi cant increased urinary
NGAL levels measured in the group with the normal kidney function. P379 Postoperative acute kidney injury can be predicted by the novel
biomarkers insulin-like growth factor-binding protein 7/tissue
inhibitor of metalloproteinases-2 as early as 6 hours after surgery
I Göcze, R Herzog, M Koch, P Renner, F Zeman, BM Graf, HJ Schlitt, T Bein
University Medical Center Regensburg, Germany
Critical Care 2014, 18(Suppl 1):P379 (doi: 10.1186/cc13569) Postoperative acute kidney injury can be predicted by the novel
biomarkers insulin-like growth factor-binding protein 7/tissue
inhibitor of metalloproteinases-2 as early as 6 hours after surgery
I Göcze, R Herzog, M Koch, P Renner, F Zeman, BM Graf, HJ Schlitt, T Bein
University Medical Center Regensburg, Germany
Critical Care 2014, 18(Suppl 1):P379 (doi: 10.1186/cc13569) Postoperative acute kidney injury can be predicted by the novel
biomarkers insulin-like growth factor-binding protein 7/tissue
inhibitor of metalloproteinases-2 as early as 6 hours after surgery
I Göcze, R Herzog, M Koch, P Renner, F Zeman, BM Graf, HJ Schlitt, T Bein
University Medical Center Regensburg, Germany
Critical Care 2014, 18(Suppl 1):P379 (doi: 10.1186/cc13569) Conclusion The TIMP2 × IGFBP7 biomarker combination identifi es
patients who ultimately develop moderate or severe AKI 24 hours
earlier than serum creatinine. Perioperative measurement of urinary oxygen tension as a tool in
the prevention of acute kidney injury? g
1Guys & St Thomas Foundation Hospital, London, UK; 2George Washington
University, Washington, DC, USA; 3Western Sussex Hospital, Worthing, UK;
4University of Pittsburgh, PA, USA Introduction We recently reported a 728-patient multicenter study
(Sapphire) where a biomarker combination of tissue inhibitor of
metalloproteinases-2 (TIMP-2) and insulin-like growth factor binding
protein 7 (IGFBP7) were validated for risk stratifi cation for moderate or
severe acute kidney injury (AKI) KDIGO stage 2 and 3 [1].f Methods We subsequently selected two clinical cutoff values for the
TIMP2 × IGFBP7 combination from the Sapphire dataset, one (0.3)
with high sensitivity (89%) (specifi city = 50%) and one (2.0) with high
specifi city (95%) (sensitivity = 42%) for the development of AKI KDIGO
stage 2 and 3 within 12 hours of study enrolment. We examined the
timing of change in TIMP2 × IGFBP7 relative to change in creatinine
using the sign test. g
y
Conclusion This pilot study was not able to demonstrate any
association between perioperatively measured UOT and markers of
postoperative AKI. Additional laboratory and clinical studies will be
necessary to further defi ne the relationship between the UOT and new
biomarkers of AKI. References References
1. Mariscalco G, et al.: Ann Thorac Surg 2011, 92:1539-1547. 2. Vaidya VS, et al.: Annu Rev Pharmacol Toxicol 2008, 48:463-493. 1. Mariscalco G, et al.: Ann Thorac Surg 2011, 92:1539-1547. 2. Vaidya VS, et al.: Annu Rev Pharmacol Toxicol 2008, 48:463-493. 1. Mariscalco G, et al.: Ann Thorac Surg 2011, 92:1539-1547. 2. Vaidya VS, et al.: Annu Rev Pharmacol Toxicol 2008, 48:463-493. g
g
Results TIMP2 × IGFBP7 results were available for 178 patients who
developed AKI stage 2 or 3. The median TIMP2 × IGFBP7 result was
signifi cantly greater than the cutoff value of 0.3 from 24 hours before to
24 hours after AKI 2 or 3 (P <0.01) (Figure 1). Conversely, median serum
creatinine was not diff erent from baseline prior to development of AKI
2 or 3. 1.
Mariscalco G, et al.: Ann Thorac Surg 2011, 92:1539-1547.
2.
Vaidya VS, et al.: Annu Rev Pharmacol Toxicol 2008, 48:463-493. P382 P382
Urine microscopy score combined with albumin creatinine ratio
score improves prediction of future acute kidney injury (AKI) and
worsening AKI
JJ Dixon1, K Lane1, W Fleming-Nouri2, H Cheema2, P Walker2, I MacPhee3,
B Philips1
1St George’s Hospital and University of London, UK; 2St George’s, University of
London, UK; 3St George’s Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P382 (doi: 10.1186/cc13572) Reference Reference y
g
g,
y
Critical Care 2014, 18(Suppl 1):P379 (doi: 10.1186/cc13569) 1. Kashani K, et al.: Discovery and validation of cell cycle arrest biomarkers in
human acute kidney injury. Crit Care 2013, 17:R25. Introduction Acute kidney injury (AKI) in surgical critically ill patients
is an independent risk factor for early mortality. Two novel urine
biomarkers, insulin-like growth factor-binding protein 7 (IGFBP7) and
tissue inhibitor of metalloproteinases-2 (TIMP-2), may help to detect
clinically silent episodes of AKI in the golden hours prior to irreversible
damage of the kidney. We evaluated the early predictive value of these
biomarkers for AKI, moderate and severe AKI, early requirement of
renal replacement therapy (RRT), and ICU mortality, with a cutoff value
of IGFBP7/TIMP-2 >0.3. Figure 1 (abstract P380). NC, Nephrocheck (TIMP2 × IGFBP7); Cr,
creatinine. Methods Four to six hours after admission to the surgical ICU, urine
biomarkers were prospectively evaluated in all patients with present
exposures and susceptibilities for AKI according to the KDIGO
recommendation. The incidence and severity of AKI (KDIGO 2012)
and requirement of RRT were assessed over 48 hours after admission. In addition, ICU mortality and variables such a norepinephrine dose,
mean arterial pressure, hemoglobin level, cumulative fl uid balance and
urine production were noted at the time of biomarker evaluation (4 to
6 hours) and for the fi rst 24 hours after admission. i
Results A total of 120 patients were included in the study. The area under
the curve (AUC) for IGFBP7/TIMP2 >0.3 was 0.83 for early detection of
AKI, 0.86 for moderate and severe AKI, 0.86 for RRT in the fi rst 48 hours
after admission and 0.86 for ICU mortality. Patients with IGFBP7/
TIMP-2 >0.3 had a higher risk (odds ratio 11.7) for development of AKI
compared with patients with IGFBP7/TIMP-2 ≤0.3. The norepinephrine Figure 1 (abstract P380). NC, Nephrocheck (TIMP2 × IGFBP7); Cr,
creatinine. S138 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P381 who developed AKI or worsening AKI (n = 58) had a mean score of
2.79 ± 1.21 versus 2.30 ± 1.14 in those who never developed AKI or
improved (n = 150), P = 0.006. UMS-ACRS score >2 on admission had a
sensitivity of 0.89 for identifying progressive AKI. Reference UMS-ACRS score of 5
to 8 on admission had a positive predictive value for worsening AKI of
60%, a negative predictive value of 69% and a likelihood ratio 3.1 for
developing AKI or worsening AKI. who developed AKI or worsening AKI (n = 58) had a mean score of
2.79 ± 1.21 versus 2.30 ± 1.14 in those who never developed AKI or
improved (n = 150), P = 0.006. UMS-ACRS score >2 on admission had a
sensitivity of 0.89 for identifying progressive AKI. UMS-ACRS score of 5
to 8 on admission had a positive predictive value for worsening AKI of
60%, a negative predictive value of 69% and a likelihood ratio 3.1 for
developing AKI or worsening AKI. P381
Urinary tissue inhibitor of metalloproteinases-2 and insulin-like
growth factor-binding protein 7 as early biomarkers of acute kidney
injury and renal recovery following cardiac surgery
A Zarbock1, M Meersch1, C Schmidt1, S Martens1, J Rossaint1, K Singbartl2,
D Görlich1, J Kellum3, H Van Aken1
1University of Münster, Germany; 2Penn State College of Medicine Hershey, PA,
USA; 3University of Pittsburgh, PA, USA
Critical Care 2014, 18(Suppl 1):P381 (doi: 10.1186/cc13571) Conclusion The mean UMS-ACRS is higher in patients with AKI. Combining UMS with ACRS improves prediction and stratifi cation of
which patients will develop AKI, or progressive AKI, after ICU admission. Clinical implications are that urine microscopy and ACR calculation
are safe, inexpensive, non-invasive and may improve prediction of AKI
in critically ill patients, potentially leading to earlier intervention and
improved outcomes. Introduction Diffi culties in prediction and early identifi cation of acute
kidney injury (AKI) have hindered the ability to develop preventive
and therapeutic measures for this syndrome. We tested the hypothesis
that a urine test measuring insulin-like growth factor-binding protein
7 (IGFBP7) and tissue inhibitor of metalloproteinases-2 (TIMP-2), both
inducers of G1 cell cycle arrest, a key mechanism implicated in AKI,
could predict AKI in cardiac surgery patients. P383 Resveratrol ameliorates apoptosis induced by contrast medium
ioxitalamate in HK-2 human renal proximal tubule cells in vitro
YY Chen, CC Cheng, TC Lin, Huang
Buddhist Tzu Chi General Hospital, Hualien, Taiwan
Critical Care 2014, 18(Suppl 1):P383 (doi: 10.1186/cc13573) y
Methods We studied 50 patients at high risk for AKI undergoing cardiac
surgery with cardiopulmonary bypass. Serial urine samples were
analyzed for [TIMP-2] × [IGFBP7] concentrations. The primary outcome
measure was AKI as defi ned by international consensus criteria
following surgery. Furthermore, we investigated whether urine [TIMP-
2] × [IGFBP7] could predict renal recovery from AKI prior to hospital
discharge. Introduction Computed tomography with contrast medium is a
common diagnostic tool in emergency and critical medicine. Contrast-
induced nephropathy (CIN) is one of the leading causes of hospital-
acquired acute kidney injury. Focus on renal tubule protection may be
a hope to improve the eff ectiveness of current strategies. Results Twenty-six patients (52%) developed AKI. Diagnosis based on
serum creatinine and/or oliguria did not occur until 1 to 3 days after
cardiopulmonary bypass. In contrast, urine concentration of [TIMP-2] ×
[IGFBP7] rose from a mean of 0.49 (0.24) at baseline to 1.51 (0.57) 4 hours
after cardiopulmonary bypass in patients who developed AKI. The
maximum urinary [TIMP-2] × [IGFBP7] concentration achieved in the
fi rst 24 hours following surgery (composite time point) demonstrated
an area under the receiver-operating characteristic curve of 0.84. Sensitivity was 0.92, and specifi city was 0.81 for a cutoff value of 0.50. The decline in urinary [TIMP-2] × [IGFBP7] values was the strongest
predictor for renal recovery. f
Methods We used HK-2 human renal proximal tubule cells to evaluate
the therapeutic potential of resveratrol, a polyphenol phytoalexin Figure 1 (abstract P383). Immunostaining of cytoplasmic DNA
fragmentation in HK-2 cells. Figure 2 (abstract P383). Upregulated survivin expression by resveratrol. Figure 1 (abstract P383). Immunostaining of cytoplasmic DNA
fragmentation in HK-2 cells. Figure 1 (abstract P383). Immunostaining of cytoplasmic DNA
fragmentation in HK-2 cells. p
y
Conclusion Urinary [TIMP-2] × [IGFBP7] serves as a sensitive and
specifi c biomarker to predict AKI early after cardiac surgery and to
predict renal recovery. Recovery from AKI by KDIGO criteria Recovery from AKI by KDIGO criteria
D Schrijvers, J Gunst, G van den Berghe, M Schetz
KU Leuven University Hospital, Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P386 (doi: 10.1186/cc13576) p
p
p
Methods This single-centre, randomized, double-blind, placebo-
controlled study included 75 patients scheduled for CABG with
preexisting renal impairment (estimated glomerular fi ltration rate
based on p-cystatin C <60 ml/minute and >15 ml/minute). The patients
either received a single high dose of EPO (400 IU/kg) or placebo
preoperatively. The primary endpoint was renal protection evaluated
by p-cystatin C at the third postoperative day compared with the
preoperative values. Incidence of acute kidney injury and other renal
biomarker changes were among secondary endpoints.if y
p
g
Critical Care 2014, 18(Suppl 1):P386 (doi: 10.1186/cc13576) Introduction Data on recovery of AKI are mainly limited to persistent
dialysis dependency in patients with dialysis-requiring AKI. The aim of
this analysis is to evaluate recovery from diff erent stages of AKI. y
yf
g
Methods In a large database (n = 4,640) of a previous RCT [1] we
estimated renal recovery from AKI defi ned by KDIGO criteria (without
urine output criteria). Patients with end-stage renal disease (n =
56), kidney transplantation (n = 15) or incomplete data (n = 9) were
excluded. Patients were classifi ed according to their maximal AKI stage
(AKImax) during the ICU stay. Recovery was evaluated by AKI stage
at hospital discharge. Complete recovery was defi ned as the absence
of AKI, partial recovery as persistent AKI with a decrease in AKI stage
compared with AKImax and no recovery as persistence of AKImax or
worsening of AKI after ICU discharge. A persistent 0.3 mg/dl increase of
Screat was also considered as no or partial recovery. Results There was no signifi cant diff erence on the third postoperative
day for p-cystatin C levels (2.1 ± 0.8 mg/l for the study group and
1.9 ± 0.5 mg/l for the control group, P = 0.51). There were no signifi cant
diff erences in other renal biomarkers or measures between the groups
(p-NGAL, p-creatinine, p-urea, and estimated glomerular fi ltration
rate). There were no other diff erences in outcome variables between
the groups. g
p
Conclusion Intravenous administration of a single high dose (400 IU/
kg) of EPO did not have a renal protective eff ect in patients with
reduced kidney function undergoing coronary artery bypass surgery. Recovery from AKI by KDIGO criteria References y
Results A total of 1,296 patients (28%) developed AKI. AKImax was
stage 1 in 580 (45%) (416 with >50% increase of Screat), stage 2 in 207
(16%) and stage 3 in 509 (39%) (348 needing RRT). Mortality increased
from 12 to 42% (P <0.0001), hospital stay increased from 21 (14 to 37)
to 34 (17 to 63) days (P <0.0001) and complete recovery in survivors
decreased from 82 to 53% (P <0.0001) with increasing severity of AKI. In patients requiring RRT, 51% of survivors left the hospital without AKI
whereas 16% remained dialysis dependent. Within the AKI 3 group, the
need for RRT signifi cantly increased mortality (P = 0.0002), but did not
aff ect complete recovery in survivors (51% vs. 58%, P = 0.16). Patients
with a ‘0.3 mg/dl increase of serum creatinine only’ had a signifi cantly
higher mortality than patients without AKI in the ICU (P = 0.0004). They
also had a worse kidney outcome at hospital discharge (P = 0.006). 1. Bahlmann FH, Fliser D: Erythropoietin and renoprotection. Curr Opin Nephrol
Hypertens 2009, 18:15-20. 2. Moore E, Bellomo R: Erythropoietin (EPO) in acute kidney injury. Ann
Intensive Care 2011, 1:3. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 ICU nonsurvivors (n = 229), patients on dialysis at ICU discharge (n =
77) and patients for whom Clcr on the last day of ICU was not available
(n = 206), 784 patients were included in this analysis. We compared
eGFR (MDRD equation) with measured Clcr (based on 24-hour urine
collection and corrected for BSA) at ICU discharge for patient groups
with diff erent ICU stays. We also evaluated the impact of using the two
GFR measurements on the estimation of complete recovery relative to
baseline eGFR. Parameters were compared with the paired t test and
McNemar’s test. produced naturally by several plants, for contrast ioxitalamate-induced
toxicity in vitro. Cytotoxicity was determined by MTT assay. Patterns
of cell death were observed by fl ow cytometry. Cytoplasmic DNA
fragmentation was examined by ELISA. Western blots were used to
analyze the expression of related proteins. y
p
p
Results In a 48-hour administration, ioxitalamate elicited cytotoxicity
on HK-2 cells. Annexin V+ cells were signifi cantly increased after 30 mg/
ml ioxitalamate exposure. A decrease in bcl-2 expression explained
the ioxitalamate-induced apoptosis. Co-treatment with resveratrol
ameliorated the cytotoxicity induced by ioxitalamate. Resveratrol at
12.5 μM decreased ioxitalamate-induced DNA fragmentation through
upregulated expression of survivin. See Figures 1 and 2. Results Amongst the 784 patients with AKI, 456 (58%) reached stage 1,
143 (18%) stage 2 and 185 (24%) stage 3. Mean ± SD Clcr and eGFR at ICU
discharge were respectively 54.5 ± 28 and 76 ± 55 ml/minute/1.73 m2
(P <0.0001). eGFR was not signifi cantly diff erent from Clcr in patients
with ICU stay <7 days. In patients with ICU stay between 8 and 14 days,
eGFR was signifi cantly higher than Clcr (79 ± 51 vs. 48.5 ± 20, P <0.0001)
and the diff erence increased even further in patients with ICU stay
over 14 days (102 ± 70 vs. 42.6 ± 20, P <0.0001). The percentage of
patients with complete recovery diff ered signifi cantly when evaluated
by eGFR (35.3%) or Clcr (28.7%) (P = 0.007). In patients with ICU stay
>14 days, this diff erence increased to 56.4% by eGFR versus 14.1% by
Clcr (P <0.0001). Conclusion Resveratrol ameliorated apoptosis induced by contrast
medium ioxitalamate in human renal proximal tubule cells. Investigations using animal models will be conducted in the future. Estimated GFR versus creatinine clearance for evaluation of
recovery from acute kidney injury y
y
j
y
P Timmermans, J Gunst, G Van den Berghe, M Schetz y
y
j
y
P Timmermans, J Gunst, G Van den Berghe, M Schetz
KU Leuven University Hospital Leuven Belgium g
KU Leuven University Hospital, Leuven, Belgium y
p
g
Critical Care 2014, 18(Suppl 1):P385 (doi: 10.1186/cc13575) Conclusion Increasing severity of AKI according to the KDIGO criteria
is associated with increased mortality and decreased recovery of
kidney function. The need for RRT signifi cantly increases mortality but
complete recovery in survivors of AKI 3 is not diff erent with or without
RRT. The 0.3 mg/dl criterion proves valid with regard to mortality and
kidney outcome. Introduction The aim of this study is to quantify the impact of using
eGFR instead of measured creatinine clearance (Clcr) on the evaluation
of recovery from acute kidney injury (AKI). Introduction The aim of this study is to quantify the impact of using
eGFR instead of measured creatinine clearance (Clcr) on the evaluation
of recovery from acute kidney injury (AKI). Methods From a large RCT’s database [1] we excluded patients with
end-stage renal disease and kidney transplants. In the remaining 4,560
patients, 1,296 (28%) developed AKI (KDIGO criteria). After exclusion of Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P384 P384
Erythropoietin and Protection of Renal function in Cardiac Surgery
(EPRICS) trial
A Dardashti
Lund University and Skane University Hospital, Lund, Sweden
Critical Care 2014, 18(Suppl 1):P384 (doi: 10.1186/cc13574) Conclusion Estimated GFR at ICU discharge is signifi cantly higher than
the measured Clcr in patients with prolonged ICU stay. This diff erence
can be explained by loss of muscle mass with decreased creatinine
production and results in an important overestimation of recovery. Reference Introduction To date, there are no known methods for preventing
acute kidney injury after cardiac surgery. Increasing evidence suggests
that erythropoietin (EPO) has renal anti-apoptotic and tissue protective
eff ects [1], and in animal models a single high dose of EPO has been
shown to ameliorate reperfusion injury after ischemia [2]. However,
recent human studies have shown confl icting results. We aimed to
study the eff ect of a single high dose of EPO preoperatively on renal
function after coronary artery bypass grafting (CABG) in patients with
preoperative impaired renal function. 1. Casaer et al.: N Engl J Med 2011, 365:506-517. 1. Casaer et al.: N Engl J Med 2011, 365:506-517. Casaer et al.: N Engl J Med 2011, 365:506-517. Urine microscopy score combined with albumin creatinine ratio
score improves prediction of future acute kidney injury (AKI) and
worsening AKI g
JJ Dixon1, K Lane1, W Fleming-Nouri2, H Cheema2, P Walker2, I MacPhee3,
B Philips1
1St George’s Hospital and University of London, UK; 2St George’s, University of
London, UK; 3St George’s Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P382 (doi: 10.1186/cc13572) B Philips
1St George’s Hospital and University of London, UK; 2St George’s, University of
London, UK; 3St George’s Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P382 (doi: 10.1186/cc13572) Introduction Patients with AKI have a high morbidity and mortality. Diagnosis of AKI may be improved by examination of the urinary
sediment with microscopy and by measurement of urine albumin. A urine microscopy score (UMS; 0 to 4 points) of renal tubular
epithelial cells and granular casts has previously been developed to
aid diagnosis. We have devised a urine albumin:creatinine ratio score
(ACRS; 0 to 4 points) and have combined this with the UMS with the aim
of stratifying the risk of developing future AKI or worsening AKI (UMS-
ACRS; 0 to 8 points). The aims were to compare UMS-ACRS in critically
ill patients with and without AKI at ICU admission, and to determine
whether a high UMS-ACRS can predict if critically ill patients develop
AKI or worsening AKI. Figure 1 (abstract P383). Immunostaining of cytoplasmic DNA
fragmentation in HK-2 cells. Figure 2 (abstract P383). Upregulated survivin expression by resveratrol. Figure 2 (abstract P383). Upregulated survivin expression by resveratrol. g
Methods Investigators were blinded to diagnosis prior to urine
collection. Microscopy was performed on centrifuged urine obtained
from 227 consecutive critically ill patients in a general ICU on day 1
of admission. Five photographs were taken and the mean UMS was
calculated. An independent reviewer scored the photographs. The urine
albumin:creatinine ratio was calculated and the ACRS determined. The
UMS was then combined with the ACRS. Results Mean UMS-ACRS ± SD was higher (2.66 ± 1.57) in patients with
AKI on ICU admission (n = 106) compared with those without AKI (mean
UMS-ACRS = 2.40 ± 1.03; n = 120), unpaired t test P = 0.14. Patients Figure 2 (abstract P383). Upregulated survivin expression by resveratrol. Figure 2 (abstract P383). Upregulated survivin expression by resveratrol. S139 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P390 P390
Relation between preoperative use of diuretics and renal
replacement therapy after cardiac surgery: a propensity score
analysis
E Curiel-Balsera1, M Delange van der Kroft2, I Macias-Guarasa1,
R Hinojosa Perez1, J Ravina-Sanz1, M Garcia-Delgado1, R Rivera-Fernandez1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain
Critical Care 2014, 18(Suppl 1):P390 (doi: 10.1186/cc13580) Recovery of renal function after acute kid
continuous renal replacement therapy p
py
HY Jung, KH Kim, SC Park, JY Choi, SH Park, CD Kim, YL Kim, JH Cho
Kyungpook National University Hospital, Daegu, South Korea
Critical Care 2014, 18(Suppl 1):P389 (doi: 10.1186/cc13579) y
HY Jung, KH Kim, SC Park, JY Choi, SH Park, CD Kim, YL Kim, JH Cho
Kyungpook National University Hospital, Daegu, South Korea
Critical Care 2014, 18(Suppl 1):P389 (doi: 10.1186/cc13579) g,
,
,
,
,
,
,
Kyungpook National University Hospital, Daegu, South Korea
Critical Care 2014, 18(Suppl 1):P389 (doi: 10.1186/cc13579) Introduction Acute kidney injury (AKI) is increasingly common in
critically ill patients and many patients with severe kidney injury require
continuous renal replacement therapy (CRRT). However, little is known
regarding the incidence rate and associated factors for developing
chronic kidney disease after CRRT in AKI patients. This study aimed to
investigate renal outcome and the factors associated with incomplete
renal recovery in AKI patients who received CRRT. Conclusion By the KDIGO defi nition, AKI occurred in two-thirds of
patients following LTx. AKI portended greater risk of death and loss of
kidney function. y
Methods Between January 2011 and August 2013, 397 patients
received CRRT in our ICU. Among them, patients who had normal renal
function before AKI and were discharged without maintenance renal
replacement therapy (RRT) were included in this study. We examined
the incidence of incomplete renal recovery with estimated glomerular
fi ltration rate (eGFR) <60 ml/minute/1.73 m2 during follow-up. Factors
that increased risk of incomplete renal recovery after AKI were
investigated with multiple logistic regression. y
Reference Casaer et al.: N Engl J Med 2011, 365:506-517. S140 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P387
Incidence and outcomes of acute kidney injury following orthotopic
lung transplant: a population-based cohort study
P Fidalgo1, M Ahmed1, SR Meyer1, D Lien1, J Weinkauf1, FS Cardoso1,
K Jackson2, SM Bagshaw1
1University of Alberta, Edmonton, Canada; 2Alberta Health Services,
Edmonton, Canada
Critical Care 2014, 18(Suppl 1):P387 (doi: 10.1186/cc13577) P387 criteria were used to classify AKI using creatinine adjusted for fl uid
balance. Results Renal replacement therapy was performed on 136 patients in
this group (4.2%). The fl uid accumulation percentage was associated
with an 8% increase in odds for AKI (OR (CI), 1.08 (1.04 to 1.12)), and
a 13% increase in odds for requiring renal replacement therapy (1.13
(1.05 to 1.21)) for each percent increase in fl uid accumulation (l/kg%)
after cardiac surgery, after adjusting for variables including APACHE
score, cardiac failure, type of surgery, and inotrope use in multivariate
analysis. Introduction Acute kidney injury (AKI) is a serious complication
following lung transplantation (LTx) [1-3]. We aimed to describe the
incidence and outcomes associated with AKI following LTx. Introduction Acute kidney injury (AKI) is a serious complication
following lung transplantation (LTx) [1-3]. We aimed to describe the
incidence and outcomes associated with AKI following LTx. y
Conclusion In this relatively homogeneous patient group undergoing
cardiac surgery, postoperative percent fl uid accumulation at 18 hours
was associated with AKI and need for renal replacement therapy. Whether there is residual confounding due to indication for fl uid use
or unmeasured risk factors requires further investigation in controlled
trials. g
Methods A retrospective population-based cohort study of all adult
recipients of LTx at the University of Alberta between 1990 and 2011
was performed. The primary outcome was AKI, defi ned and classifi ed
according to the Kidney Disease: Improving Global Outcomes (KDIGO)
criteria, in the fi rst seven postoperative days. Secondary outcomes
included risk factors, utilization of renal replacement therapy (RRT),
occurrence of postoperative complications, mortality and kidney
recovery. y
References 1. Arnaoutakis GJ, George TJ, Robinson CW, et al.: Severe acute kidney injury
according to the RIFLE (risk, injury, failure, loss, end stage) criteria aff ects
mortality in lung transplantation. J Heart Lung Transplant 2011,
30:1161-1168. 2. Wehbe E, Brock R, Budev M, et al.: Short-term and long-term outcomes of
acute kidney injury after lung transplantation. J Heart Lung Transplant 2012,
31:244-251. Results Forty-one AKI patients were discharged without further
RRT and followed up for a mean of 7 months. Sixteen (39.0%) of 41
patients incompletely recovered their renal function. Patients with
incomplete renal recovery showed older age and longer duration of
anuria compared with complete renal recovery patients (69.7 ± 7.0 vs. 54.8 ± 16.9 years, P = 0.002; 128.6 ± 192.1 vs. 26.9 ± 66.6 hours, P =
0.019). Multivariate analysis adjusting for sex, initial eGFR, hemoglobin
level, diabetes mellitus and hypertension showed that old age and
long duration of anuria were independent risk factors for incomplete
renal recovery (OR = 1.143, 95% CI = 1.020 to 1.281, P = 0.021 and OR =
1.011, 95% CI = 1.001 to 1.032, P = 0.038, respectively). 3. Paradela de la Morena M, De La Torre Bravos M, Prado RF, et al.: Chronic
kidney disease after lung transplantation: incidence, risk factors, and
treatment. Transplant Proc 2010, 42:3217-3219. 3. Paradela de la Morena M, De La Torre Bravos M, Prado RF, et al.: Chronic
kidney disease after lung transplantation: incidence, risk factors, and
treatment. Transplant Proc 2010, 42:3217-3219. Fluid accumulation post cardiac surgery and risk for renal
replacement therapy p
py
EM Moore1, A Tobin2, D Reid2, J Santamaria2, R Bellomo1 EM Moore , A Tobin , D Reid , J Santamaria , R Bellomo
1Monash University, Melbourne, Australia; 2St Vincent’s Hospital, Melbourne,
Australia Conclusion The renal outcome of severe AKI requiring CRRT was
poor even in patients with previous normal renal function. Long-term
monitoring of renal function is needed especially in severe AKI patients
with old age and long duration of anuria. itical Care 2014, 18(Suppl 1):P388 (doi: 10.1186/cc13578) Critical Care 2014, 18(Suppl 1):P388 (doi: 10.1186/cc13578) Introduction We assessed the impact of fl uid accumulation on the
development of acute kidney injury (AKI) and need for continuous renal
replacement therapy in cardiac surgical patients. Fluid accumulation
has been associated with negative outcomes including development of
AKI in critically ill patients [1-3]. As cardiac surgical patients commonly
receive large volumes of i.v. fl uid within 24 hours of surgery, they could
be at risk of the harmful eff ects of fl uid accumulation. References 1. Bouchard J, et al.: Kidney Int 2009, 76:422-427. 1. Bouchard J, et al.: Kidney Int 2009, 76:422-427. 2
Payen D, et al.: Crit Care (London) 2008, 12:R74. 3. Grams ME, et al.: Clin J Am Soc Nephrol 2011, 6:966-973. y
Results Of 445 LTx recipients included, AKI occurred in 306 (68.8%),
with severity classifi ed as stage I in 38.9% (n = 173), stage II in 17.5%
(n = 78) and stage III in 12.4% (n = 55). RRT was received by 36 (8.1%). Independent risk factors associated with AKI included longer duration
of cardiopulmonary bypass (per minute, odds ratio (OR) 1.003; 95%
CI, 1.001 to 1.006; P = 0.02), and mechanical ventilation (per hour
(log-transformed), OR 5.30; 95% CI, 3.04 to 9.24; P <0.001), and use of
cyclosporine (OR 2.03; 95% CI, 1.13 to 3.64; P = 0.02). In-hospital and
1-year mortality were signifi cantly higher in those with AKI compared
with no AKI (7.2% vs. 0%, adjusted P = 0.001; 14.4% vs. 5.0%, adjusted P =
0.02, respectively). At 3 months, those with AKI had greater sustained
loss of kidney function compared with no AKI (estimated glomerular
fi ltration rate (mean (SD)) 68.9 (25.7) vs. 75.3 (22.1) ml/minute/1.73 m2,
P = 0.01).i Renal replacement therapy in very elderly critical care patients
K Brown, HG Jones Renal replacement therapy in very elderly critical care patients
K Brown, HG Jones Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P392 (doi: 10.1186/cc13582) Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P392 (doi: 10.1186/cc13582) Introduction The very elderly (>80 years) UK population is increasing
and along with it there is an increased utilisation of critical care resources
[1]. The use of chronological age as a bar to treatment is unethical, yet
a discrepancy of opinion remains between the disinclined and the
elderly advocate intensivist [2]. Acute kidney injury requiring dialysis
is a frequent complication of critical illness and is associated with high
morbidity and mortality. An increased risk is seen with age due to the
high prevalence of risk factors and chronic kidney disease in the elderly
[3]. g
p
Results The total cohort was composed of 7,276 patients with
63.91 ± 12.45 years and 61.1% male gender. Elective scheduled surgery
was done in 85.9% of patients. Surgical risk assessed by the additive
EuroSCORE was 5.86 ± 3.14 points and predicted mortality by the
Logistic EuroSCORE was 8.10%. Mortality in the ICU was 7.6% and in-
hospital mortality was 10.1% (8.1% missing data). Prior to surgery,
10.4% of patients had a creatinine level between 1.2 and 2 mg/dl,
1.1% between 2 and 2.3 mg/dl, 0.8% between 2.3 and 3.5 mg/dl and
0.3% above 3.5 mg/dl. In the nonmatched cohort, 180 patients (2.5%)
needed RRT. RRT was needed in 3.5% of 3,771 patients with diuretics
and in 1.4% of 3,505 patients not treated with them (P <0.001); 2.61
(1.87 to 3.65). After adjusting with logistic regression by additive
EuroSCORE, SAPS 3, bypass time exceeding 120 minutes and prior renal
dysfunction, the OR was 1.67 (1.15 to 2.45). When we analysed 3,426
matched patients according to the propensity score, RRT was needed
in 3% of 1,713 patients with diuretics and in 1.6% of 1,713 not treated
with them (P <0.009), 1.85 (1.16 to 2.94). Methods Very elderly patients admitted to our tertiary referral ITU were
included in a 2-year (December 2011 to November 2013) retrospective
cohort analysis. The outcome of those receiving RRT was reviewed. Results There were 2,297 admissions to the ITU, of which 323 (14%)
were classifi ed as very elderly with a mean APACHE II score of 17.3. Continuous renal replacement therapy (CVVHD) for acute kidney
injury in critical care: incidence and outcome across South West Wales
K Brown, M Challis, A Mikhail K Brown, M Challis, A Mikhail Morriston Hospital, Swansea, UK Critical Care 2014, 18(Suppl 1):P391 (doi: 10.1186/cc13581) Critical Care 2014, 18(Suppl 1):P391 (doi: 10.1186/cc13581) Introduction Renal replacement therapy in critical care is associated
with increased mortality. It is not known for which patients RRT confers
the most benefi t, or who will recover function and remain dialysis
independent on a long-term basis.f Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods A prospective cohort of adult patients who underwent cardiac
surgery in 11 institutions all over the Andalusia community from March
2008 to July 2012 was included in the ARIAM adult cardiac surgery
project. Diuretic users prior to the intervention were pair-matched to
nonusers on the basis of a propensity score based on demographics,
comorbidities, medication and surgical data. We analysed diff erences
in RRT in both groups. P393 P393
Preventing continuous renal replacement therapies (CRRT)-induced
hypophosphatemia using a phosphate-containing CRRT solution in
the setting of regional citrate anticoagulation
V Pistolesi1, S Morabito1, L Tritapepe1, E Vitaliano2, L Zeppilli1, F Polistena1,
MI Sacco1, E Fiaccadori3, A Pierucci1
1Umberto I, Policlinico di Roma, Rome, Italy; 2Pertini Hospital, Rome, Italy;
3University of Parma Medical School, Parma, Italy
Critical Care 2014, 18(Suppl 1):P393 (doi: 10.1186/cc13583) Preventing continuous renal replacement therapies (CRRT)-induced
hypophosphatemia using a phosphate-containing CRRT solution in
the setting of regional citrate anticoagulation
V Pistolesi1, S Morabito1, L Tritapepe1, E Vitaliano2, L Zeppilli1, F Polistena1,
MI Sacco1, E Fiaccadori3, A Pierucci1
1Umberto I, Policlinico di Roma, Rome, Italy; 2Pertini Hospital, Rome, Italy;
3University of Parma Medical School, Parma, Italy
Critical Care 2014, 18(Suppl 1):P393 (doi: 10.1186/cc13583) Preventing continuous renal replacement therapies (CRRT)-induced
hypophosphatemia using a phosphate-containing CRRT solution in
the setting of regional citrate anticoagulation Conclusion The reported incidence of AKI in critical care ranges from 20
to 50%, with the highest rates seen in sepsis [1]. Utilisation of CRRT for
AKI is higher at our centre than the described 5% [2], potentially due to
close collaboration between critical care and nephrology [3] or relatively
lenient ICU admission criteria. Increasing mortality was seen with age,
APACHE II score and delay in initiation of RRT. Prospective analysis is
required to look at determining biomarkers for AKI and risk factors for
mortality; dynamic monitoring of haemodynamic responders (MAP,
vasopressor requirement <24 hours), percentage creatinine decrease
[4], severity-of-illness scores and urine output. Results of current
RCTs are awaited, which may provide more information on mode of
clearance, fl ow rates and early versus standard initiation of RRT to more
accurately prognose patients’ outcomes. Introduction Phosphate depletion is a known issue during
continuous renal replacement therapies (CRRT) with an incidence
of hypophosphatemia up to 80% when standard CRRT solutions
are used. The aim was to evaluate the eff ects on serum phosphate
and phosphorus supplementation needs of a regional citrate
anticoagulation (RCA) protocol for CRRT combining the use of citrate
with a phosphate-containing CRRT solution. References 1. Bagshaw SM, et al.: Crit Care 2009, 13:R45. 2. Nguyen YL, Et al.: Ann of Intensive Care 2011, 1:29. 3. Stevens LA, et al.: Adv Chronic Kidney Dis 2010, 17:293-301. 4. Cracknell R: The Ageing Population. London: House of Commons Library
Research; 2010. 5. Ansell D, et al., eds: UK Renal Registry Report: 2002. 6. Wight JP, et al.: Qual Health Care. 1998, 7:209-221. 7. McDermid RC, et al.: Crit Care 2011, 15:125. Methods All ICU patients receiving CVVHD (diff usive haemodialysis) for
AKI were analysed in a retrospective cohort study of mixed non/surgical
patients at a tertiary renal centre over a 2-year period (December
2011 to November 2013). Children <18 years, patients on intermittent
haemodialysis or patients requiring plasma exchange were excluded
from analysis. y
Results A total of 2,297 patients were admitted to the ICU, of which 14%
(319) required CRRT. Thirteen patients were excluded from analysis; n =
306, of which 58% were male. Causes of AKI included sepsis (37%),
surgery (13%, of which 82% were emergency procedures) and vascular
events (9%). Mean values for patients requiring RRT versus all ICU
patients: age (65 vs. 62.5 years), APACHE II score (21.2 vs. 14.8), length of
stay (13 vs. 8.2 days). Forty-seven per cent of patients received incident
dialysis <24 hours of admission, with mean fl ow rates of 31 ml/kg/hour
(2 l) in 39%. Mortality at hospital discharge was 56% for RRT versus 20%
in all ICU patients admitted over the same time period. Renal replacement therapy in very elderly critical care patients
K Brown, HG Jones RRT
was utilised in 12.4% (n = 40) of the very elderly patients with a mean
APACHE II score of 25. Forty-fi ve per cent of AKI was due to sepsis and
25% due to emergency surgery. ITU very elderly patient mortality was
30.1%, and in those who received RRT was 42% and 67% at ITU and
hospital discharge respectively. Recovery of renal function was seen in
19 patients at ITU discharge, of these 11 survived to hospital discharge. Two patients required ongoing IHD in the community. Conclusion Preoperative use of diuretics is associated with an increased
risk of need for RRT. P390
Relation between preoperative use of diuretics and renal
replacement therapy after cardiac surgery: a propensity score
analysis E Curiel-Balsera1, M Delange van der Kroft2, I Macias-Guarasa1,
R Hinojosa Perez1, J Ravina-Sanz1, M Garcia-Delgado1, R Rivera-Fernandez1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain E Curiel-Balsera1, M Delange van der Kroft2, I Macias-Guarasa1,
R Hinojosa Perez1, J Ravina-Sanz1, M Garcia-Delgado1, R Rivera-Fernandez1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain fl
Methods We performed a retrospective analysis of prospectively
collected data on all patients admitted after cardiac surgery to St
Vincent’s Hospital ICU, Melbourne, Australia from 1 July 2004 to 30
June 2012 (n = 3,207). The fl uid accumulation percentage (total urine
and chest drain losses subtracted from total i.v. intake (l) /weight (kg) ×
100) was calculated for 18 hours post surgery as most patients were in
the ICU for this period. Acute Kidney Injury Network (AKIN) creatinine q
g
p
Critical Care 2014, 18(Suppl 1):P390 (doi: 10.1186/cc13580) Introduction The aim was to evaluate the relation between
preoperative use of diuretics and renal replacement therapy (RRT) in
postoperative patients of cardiac surgery. Introduction The aim was to evaluate the relation between
preoperative use of diuretics and renal replacement therapy (RRT) in
postoperative patients of cardiac surgery. S141 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P391 g
g
y
Conclusion Current predictions estimate that the very elderly UK
population will almost double by 2030 [4]. The biggest uptake in
acceptance of chronic RRT has been in the elderly [5], where no
diff erence has been shown in health-related quality of life from the
general dialysis population [6]. Our experience suggests that RRT has
a role in the critically ill elderly patient, with 33% surviving to hospital
discharge. The challenge is identifying those most likely to benefi t from
a cohort with multiple comorbidities, against the available resources,
rising demand for critical care in an aging population and increasing
expectations [7]. Continuous renal replacement therapy (CVVHD) for acute kidney
injury in critical care: incidence and outcome across South West Wales
K Brown, M Challis, A Mikhail
Morriston Hospital, Swansea, UK
Critical Care 2014, 18(Suppl 1):P391 (doi: 10.1186/cc13581) Evaluation of functional diff erences between two anticoagulation
methods used in continuous renal replacement therapy in critical
patients Although we
noticed a greater loss of dose and absolute creatinine clearance in
the citrate group, this had no statistical signifi cance (P = 0.18 and P =
0.13). The mortality found for citrate and heparin groups was 60.4%
and 39.4% respectively. The diff erences with statistical signifi cance
related to dialitrauma emerged in K+ (P = 0.03), Ca2+ (P = 0.02), Na+ (P =
0.004), platelets (P = 0.002), pH (P = 0.02) and bicarbonate (P = 0.0001). Logistic regression for mortality in the citrate versus heparin groups
showed the following values: eff ective dose (ROC 0.435 vs. ROC 0.663),
clearance (ROC 0.606 vs. ROC 0.663), SAPS II (ROC 0.482 vs. ROC 0.696),
SOFA (ROC 0.713 vs. ROC 0.696) and RIFLE (ROC 0.695 vs. ROC 0.636). Conclusion We may say that there are functional differences that must Methods We performed a retrospective and analytical study including
patients exclusively submitted to citrate or heparin through years 2011
and 2012. Included were demographic data with SAPS II, SOFA, RIFLE
scores and mortality rate. For functional analysis we consider the timing
of the beginning, duration, loss of dose and loss of creatinine clearance. We analyzed dialitrauma, considering the variation of: potassium, total
and ionized calcium, magnesium, sodium, phosphorus, pH, lactates,
bicarbonate, platelets, albumin, creatinine and urea. Data are presented
as the average and standard deviations. To access the infl uence of dose
and clearance losses on mortality, we used logistic regression test. yp p
p
Conclusion The use of a phosphate-containing CRRT solution,
accounting for about 50 to 60% of the CRRT dose in the setting of
RCA-CVVH or RCA-CVVHDF, allowed one to prevent CRRT-induced
phosphate depletion in most of the patients, minimizing the need for
phosphate supplementation and maintaining phosphorus levels in a
near-normal range throughout CRRT days. Results The study included 44 patients in the citrate group versus 61
in the heparin group. We found no statistical signifi cant diff erences for:
age (P = 0.06); SAPS II (P = 0.28); SOFA (P = 0.19); the timing of beginning
of the technique (P = 0.61), with 34.8% versus 47.5% of patients in R
(RIFLE), 27.8% versus 18% in I (RIFLE) and 16% versus 21% in F (RIFLE);
duration of the technique (P = 0.74) and length of stay. P395 corrected for predilution, was at least 25 ml/kg/hour with about
50 to 60% of dialysis dose given as phosphate-containing solution. By convention, hypophosphatemia was defi ned as follows: mild
(<0.81 mmol/l), moderate (<0.61 mmol/l) and severe (<0.32 mmol/l). Evaluation of functional diff erences between two anticoagulation
methods used in continuous renal replacement therapy in critical
patients
V Goulão, E Lafuente, J Silva, M Fernandes, F Santos, A Ferreira
CHTS, Penafi el, Portugal
Critical Care 2014, 18(Suppl 1):P395 (doi: 10.1186/cc13585) Evaluation of functional diff erences between two anticoagulation
methods used in continuous renal replacement therapy in critical
patients Elimination rates of electrolytes, vitamins and trace elements
during continuous renal replacement therapy with citrate CVVHD:
infl uence of treatment dose Conclusion We may say that there are functional diff erences that must
be taken into account. Despite not having statistical signifi cance on
this sample, losses of dose and creatinine clearance showed a direct
relation with mortality. Introduction During continuous renal replacement therapy (CRRT),
relevant losses of nutritional substrates, vitamins and trace elements
due to diff usive transport and elimination via the fi lter may occur. We
investigated the amount of these losses with regard to treatment dose
during a 72-hour treatment period. Evaluation of functional diff erences between two anticoagulation
methods used in continuous renal replacement therapy in critical
patients Although we
noticed a greater loss of dose and absolute creatinine clearance in
the citrate group, this had no statistical signifi cance (P = 0.18 and P =
0.13). The mortality found for citrate and heparin groups was 60.4%
and 39.4% respectively. The diff erences with statistical signifi cance
related to dialitrauma emerged in K+ (P = 0.03), Ca2+ (P = 0.02), Na+ (P =
0.004), platelets (P = 0.002), pH (P = 0.02) and bicarbonate (P = 0.0001). Logistic regression for mortality in the citrate versus heparin groups
showed the following values: eff ective dose (ROC 0.435 vs. ROC 0.663),
clearance (ROC 0.606 vs. ROC 0.663), SAPS II (ROC 0.482 vs. ROC 0.696),
SOFA (ROC 0.713 vs. ROC 0.696) and RIFLE (ROC 0.695 vs. ROC 0.636).f y p
References Methods In critically ill heart surgery patients undergoing CRRT for
acute kidney injury, we adopted RCA in a CVVH or CVVHDF modality
combining a commercially available citrate solution (18 mmol/l) with a
phosphate-containing CRRT solution as dialysate and/or replacement
fl uid (HCO3
– 30 mmol/l, phosphate 1.2). The prescribed CRRT dose, 1. Case J, et al.: Crit Care Res Pract 2013, 2013:479730 4. Herrera-Gutiérrez ME, et al.: ASAIO J 2006, 52:670-676. S142 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Reference Hetzel GR, Schmitz, Wissing H, et al.: Regional citrate versus systemic
heparin for anticoagulation in critically ill patients on continuous
venovenous haemofi ltration: a prospective randomized multicentre trial. Nephrol Dial Transplant 2011, 26:232-239. Methods Forty-one patients with CRRT were investigated. Patients
were treated with a citrate CVVHD with diff erent standard doses
resulting in a treatment dose range from 14 to 53 (median 27) ml/
kg/hour. Losses were calculated from substrate concentrations in the
dialysate × (dialysate + ultrafi ltration) fl ow. During a 72-hour treatment
period, each 24 hours were determined separately. Regression analysis
was performed for the respective per-day losses related to treatment
doses. P394 Elimination rates of electrolytes, vitamins and trace elements
during continuous renal replacement therapy with citrate CVVHD:
infl uence of treatment dose
P Von Freyberg1, W Stahl2, H Reinelt2, K Träger2
1Klinikum Heidenheim, Germany; 2University Hospital Ulm, Germany
Critical Care 2014, 18(Suppl 1):P394 (doi: 10.1186/cc13584) P396 Results Regression analyses of ER for Ca2+, Mg2+, PO4
2–, zinc, folic acid
and vitamin B12 are shown in Table 1 as the median and interquartile
range. 396
Development of key performance indicators for renal replacement
therapy in adult intensive care to guide safe and cost-eff ective
therapy Evaluation of functional diff erences between two anticoagulation
methods used in continuous renal replacement therapy in critical
patients V Goulão, E Lafuente, J Silva, M Fernandes, F Santos, A Ferreira
CHTS, Penafi el, Portugal
Critical Care 2014, 18(Suppl 1):P395 (doi: 10.1186/cc13585) Results Forty-eight patients were treated with RCA-CRRT for at least
72 hours (total running time 12,502 hours). Two-hundred and nineteen
RCA-CVVH circuits were used with a mean fi lter life of 57.1 ± 41.7 hours
(median 47, IQR 24 to 83). Acid–base status was adequately maintained
without the need for additional interventions on RCA-CRRT parameters
(pH 7.43 (7.40 to 7.47), bicarbonate 25.3 mmol/l (23.8 to 26.6), BE 0.9
(–0.7 to 2.4); median (IQR)). Serum phosphate was steadily maintained
in a narrow range throughout RCA-CRRT days (1.2 mmol/l (0.97 to
1.45); median (IQR)). At some times during CRRT, only 10 out of 48
patients (20.8%) received a low amount of phosphate supplementation
(D-fructose-1,6-diphosphate 1.05 ± 2.04 g/day) for mild (n = 7) to
moderate (n = 3) hypophosphatemia. In particular, considering all
patients, only 33 out of 513 serum phosphorus determinations met the
criteria for mild (n = 24) to moderate (n = 9) hypophosphatemia. Severe
hypophosphatemia was never observed. Introduction The aim of this study is to analyze the functional
alterations that may infl uence the fi nal result when using citrate versus
heparin anticoagulation in critically ill patients [1]. p
g
y
p
Methods We performed a retrospective and analytical study including
patients exclusively submitted to citrate or heparin through years 2011
and 2012. Included were demographic data with SAPS II, SOFA, RIFLE
scores and mortality rate. For functional analysis we consider the timing
of the beginning, duration, loss of dose and loss of creatinine clearance. We analyzed dialitrauma, considering the variation of: potassium, total
and ionized calcium, magnesium, sodium, phosphorus, pH, lactates,
bicarbonate, platelets, albumin, creatinine and urea. Data are presented
as the average and standard deviations. To access the infl uence of dose
and clearance losses on mortality, we used logistic regression test. Results The study included 44 patients in the citrate group versus 61
in the heparin group. We found no statistical signifi cant diff erences for:
age (P = 0.06); SAPS II (P = 0.28); SOFA (P = 0.19); the timing of beginning
of the technique (P = 0.61), with 34.8% versus 47.5% of patients in R
(RIFLE), 27.8% versus 18% in I (RIFLE) and 16% versus 21% in F (RIFLE);
duration of the technique (P = 0.74) and length of stay. Development of key performance indicators for renal replacement
therapy in adult intensive care to guide safe and cost-eff ective
therapy Development of key performance indicators for renal replacement
therapy in adult intensive care to guide safe and cost-eff ective
therapy Table 1 (abstract P394). ER elimination rates Table 1 (abstract P394). ER elimination rates Table 1 (abstract P394). ER elimination rates Table 1 (abstract P394). ER elimination rates
Parameter
Average daily ER Day 1 R2
Day 2 R2
Day 3 R2
Ca2+ (mmol/day)
97 (83 to 107)
0.2125
0.2448
0.2315
Mg2+ (mmol/day)
6 (3 to 9)
0.0247
0.0708
0.0733
PO4
2– (mmol/day)
53 (40 to 69)
0.003
0.0556
0.0012
Zinc (μmol/day)
46 (27 to 73)
0.005
0.0527
0.0502
Folic acid (nmol/day)
268 (180 to 388)
0.0935
0.0031
0.0353
Vitamin B12 (pmol/day)
2,060 (1,690 to 2,558) 0.0009
0.0092
0.0152
Conclusion Only Ca2+ showed a correlation of ER and treatment dose. Mg2+, PO4
2– zinc, folic acid and vitamin B12 were eliminated without a
correlation to treatment dose. y
A Fischer, S Finney Table 1 (abstract P394). ER elimination rates
Parameter
Average daily ER Day 1 R2
Day 2 R2
Day 3 R2 ab e
(abst act 3
). e
at o
ates
Parameter
Average daily ER Day 1 R2
Day 2 R2
Day 3 R2
Ca2+ (mmol/day)
97 (83 to 107)
0.2125
0.2448
0.2315
Mg2+ (mmol/day)
6 (3 to 9)
0.0247
0.0708
0.0733
PO4
2– (mmol/day)
53 (40 to 69)
0.003
0.0556
0.0012
Zinc (μmol/day)
46 (27 to 73)
0.005
0.0527
0.0502
Folic acid (nmol/day)
268 (180 to 388)
0.0935
0.0031
0.0353
Vitamin B12 (pmol/day)
2,060 (1,690 to 2,558) 0.0009
0.0092
0.0152 Royal Brompton Hospital, London, UK y
p
p
Critical Care 2014, 18(Suppl 1):P396 (doi: 10.1186/cc13586) Introduction Renal replacement therapy (RRT) is common. We
undertook to develop and report some key performance indicators
(KPIs) to monitor our provision of this costly therapy. We utilised data
already collected in an electronic clinical information system that
records the care received by our patients. We reduced our prescribed
RRT dose to 25 ml/kg/hour in December 2011 following an appraisal
of the literature [1]. We assessed whether the KPIs informed us if our
practice changed and such changes were sustained.fl Methods We calculate the hourly effl uent rate corrected for a patient’s
predicted body weight, and the lifespan of haemofi lters. This takes less
than 30 minutes each month. Statistical process control charts (SPCs)
are used to assimilate the indicators over time. S143 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P396). KPI for renal replacement therapy 2013
Jan
Feb
Mar
Apr
May
Jun
Jul
Aug
Sep
Oct
Nov
Dec
2013
2013
2013
2013
2013
2013
2013
2013
2013
2013
2013
2013
AICU-RBH no. of patients on CVVHD
8
8
17
15
6
7
13
12
9
15
21
AICU-RBH no. y
A Fischer, S Finney Whilst higher than our guideline
dose, they are signifi cantly less than the doses prior to the change in
practice (both P <0.001). The SPC indicates that the change in practice
has been sustained. See Figure 1 and Table 1. P397
Eff ectiveness of sub-albumin protein leakage membrane EMIC2 in
post-cardiac surgery rhabdomyolysis
G Paternoster, A Covino, R Mercorella, C Di Leo, M Calabrese, G Pittella
San Carlo Hospital, Potenza, Italy
Critical Care 2014, 18(Suppl 1):P397 (doi: 10.1186/cc13587) P397
Eff ectiveness of sub-albumin protein leakage membrane EMIC2 in
post-cardiac surgery rhabdomyolysis
G Paternoster, A Covino, R Mercorella, C Di Leo, M Calabrese, G Pittella
San Carlo Hospital, Potenza, Italy
Critical Care 2014, 18(Suppl 1):P397 (doi: 10.1186/cc13587) Introduction A high postoperative serum myoglobin (MyG)
concentration predicts the incidence of acute kidney injury (AKI)
and need for renal replacement therapy (RRT), as reported in several
surgical settings. The incidence of such events in the ICU is reported to
be 2 to 5% of all causes of AKI [1], but can even worsen in the case of
cardiac surgery (40.3%) [1]. MyG is a small protein (17.8 kDa) that can
be removed with RRT, typically in convection cases. New-generation
membranes, removing sub-albumin protein molecular weight solutes,
can be used in diff usive treatments (CVVHD) with the advantage of
limiting albumin loss and easily combining with citrate anticoagulation,
pivotal for cardio-surgical settings. We assessed the eff ectiveness of
EMIC2 with citrate anticoagulation in AKI prevention of post-cardiac
surgical patients.i g
Conclusion The KPIs could be produced quickly and allowed monitoring
of the reduction in RRT dosing, assuring us that it is in excess of 20 ml/
kg/hour. The KPIs did not require additional data collection processes. We are developing similar indicators for other organ systems, therapies
and processes. y
A Fischer, S Finney Methods This is a c
1,154
1,463
1,769
1,532
1,317
1,565
6
544
602
763
689
636
695
2
4,994
5,526
7,004
6,325
5,838
6,380
2
39.90
28.17
29.10
30.53
33.93
31.52
3
32.46
23.44
22.23
23.60
29.32
24.43
2
0.79
0.84
0.75
0.67
0.84
0.77
0
36.06
48.77
34.02
32.60
38.74
31.30
2
2,477
2,322
4,025
3,638
2,632
3,870
2
680
753
954
861
795
869
3
3,157
3,075
4,979
4,499
3,427
4,739
2
8,151
8,601
11,983
10,824
9,265
11,119
5,
1,019
1,075
705
722
1,544
1,588
3
)
134
118
122
126
143
131
1 during the study. Prior to
doses were 39 and 31 ml/
and delivered doses were
gher than our guideline
es prior to the change in
at the change in practice
y and allowed monitoring
at it is in excess of 20 ml/
ata collection processes. organ systems, therapies
nal-replacement therapy in
7. P397
Eff ectiveness of sub-albumin prote
post-cardiac surgery rhabdomyoly
G Paternoster, A Covino, R Mercorella,
San Carlo Hospital, Potenza, Italy
Critical Care 2014, 18(Suppl 1):P397 (d
Introduction A high postopera
concentration predicts the inciden
and need for renal replacement the
surgical settings. The incidence of su
be 2 to 5% of all causes of AKI [1], b
cardiac surgery (40.3%) [1]. MyG is a
be removed with RRT, typically in c
membranes, removing sub-albumin
can be used in diff usive treatment
limiting albumin loss and easily com
pivotal for cardio-surgical settings. EMIC2 with citrate anticoagulation
surgical patients. M
h d Thi i
i
f i h
602
763
689
636
695
294
629
5,526
7,004
6,325
5,838
6,380
2,699
5,774
28.17
29.10
30.53
33.93
31.52
31.25
29.90
23.44
22.23
23.60
29.32
24.43
21.34
23.93
0.84
0.75
0.67
0.84
0.77
0.66
0.77
48.77
34.02
32.60
38.74
31.30
26.65
23.70
2,322
4,025
3,638
2,632
3,870
2,012
4,644
753
954
861
795
869
368
786
3,075
4,979
4,499
3,427
4,739
2,380
5,430
8,601
11,983
10,824
9,265
11,119
5,079
11,204
1
1,075
705
722
1,544
1,588
391
934
118
122
126
143
131
115
146 Results A total of 736 patients received RRT during the study. Prior to
the dose change, the mean set and delivered doses were 39 and 31 ml/
kg/hour respectively. Thereafter the mean set and delivered doses were
33 and 26 ml/kg/hour respectively. y
A Fischer, S Finney of patient-days on CVVHD
61
73
98
86
65
85
44
77
112
119
137
AICU-RBH fi lter started
32
30
52
47
34
50
26
60
71
62
74
AICU-RBH hours of CVVHD
1,154
1,463
1,769
1,532
1,317
1,565
693
1,422
2,215
2,157
2,393
AICU-RBH estimated no bags
544
602
763
689
636
695
294
629
995
952
1,054
AICU-RBH fl uid cost (£)
4,994
5,526
7,004
6,325
5,838
6,380
2,699
5,774
9,134
8,739
9,676
AICU-RBH ml/kg/hour actual
39.90
28.17
29.10
30.53
33.93
31.52
31.25
29.90
30.40
32.55
32.36
AICU-RBH ml/kg/hour 24 hours
32.46
23.44
22.23
23.60
29.32
24.43
21.34
23.93
25.25
25.38
24.01
AICU-RBH percent on CVVHDF
0.79
0.84
0.75
0.67
0.84
0.77
0.66
0.77
0.82
0.76
0.73
AICU-RBH average fi lter life (hours)
36.06
48.77
34.02
32.60
38.74
31.30
26.65
23.70
31.20
34.79
32.34
AICU-RBH fi lter cost (£)
2,477
2,322
4,025
3,638
2,632
3,870
2,012
4,644
5,495
4,799
5,728
AICU-RBH effl uent bags cost (£)
680
753
954
861
795
869
368
786
1,244
1,190
1,318
AICU-RBH total consumable (£)
3,157
3,075
4,979
4,499
3,427
4,739
2,380
5,430
6,739
5,989
7,045
AICU-RBH total cost CVVHD (£)
8,151
8,601
11,983
10,824
9,265
11,119
5,079
11,204
15,873
14,728
16,721
AICU-RBH average cost per patient (£)
1,019
1,075
705
722
1,544
1,588
391
934
1,764
982
796
AICU-RBH average cost per patient day (£)
134
118
122
126
143
131
115
146
142
124
122 Table 1 (abstract P396). KPI for renal replacement therapy 2013 ived RRT during the study. Prior to
delivered doses were 39 and 31 ml/
mean set and delivered doses were
. Whilst higher than our guideline
n the doses prior to the change in
dicates that the change in practice
d Table 1. ced quickly and allowed monitoring
uring us that it is in excess of 20 ml/
dditional data collection processes. s for other organ systems, therapies
ntinuous renal-replacement therapy in
09, 361:1627. P397
Eff ectiveness of su
post-cardiac surge
G Paternoster, A Cov
San Carlo Hospital, P
Critical Care 2014, 18
Introduction A
concentration pre
and need for renal
surgical settings. Th
be 2 to 5% of all ca
cardiac surgery (40
be removed with R
membranes, remov
can be used in dif
limiting albumin lo
pivotal for cardio-s
EMIC2 with citrate
surgical patients. Plasma fi ltration with dialysis (plasma diafi ltration) in critically ill
patients with acute liver failure p
Y Eguchi1, H Nakae2, T Furuya3, M Isono4, Y Kishi5, T Yoshioka6
1Shiga University of Medical Science, Shiga, Japan; 2Akita University School
of Medicine, Akita, Japan; 3Akita Red Cross Hospital, Akita, Japan; 4Otsu
Municipal Hospital, Shiga, Japan; 5Hikone Municipal Hospital, Hikone, Japan;
6Nishi-Kyoto Hospital, Kyoto, Japan
Critical Care 2014, 18(Suppl 1):P399 (doi: 10.1186/cc13589) Y Eguchi1, H Nakae2, T Furuya3, M Isono4, Y Kishi5, T Yoshioka6
1Shiga University of Medical Science, Shiga, Japan; 2Akita University School
of Medicine, Akita, Japan; 3Akita Red Cross Hospital, Akita, Japan; 4Otsu
Municipal Hospital, Shiga, Japan; 5Hikone Municipal Hospital, Hikone, Japan;
6Nishi-Kyoto Hospital, Kyoto, Japan
Critical Care 2014, 18(Suppl 1):P399 (doi: 10.1186/cc13589) y
g
Results The pretreatment MyG median value was 10,789 ng/ml; it
signifi cantly reduced on average 92.8% during CVVHD (see Figure 1)
and it remained low at ICU discharge (median value 114 ng/ml). sCr
remained stable (average time value equal to 0.94 mg/dl) during
CVVHD; PCT also decreased over time with a reduction rate equal to
78% (from 5.35 ± 4.39 mg/dl to 1.23 ± 1.09 mg/dl at the end of CVVHD). Finally, six patients survived at 90 days. Introduction Removing the middle molecular weight substances
including cytokines and albumin-bound toxin could be eff ective
for patients with acute liver failure (ALF). We have developed a new
system, plasma fi ltration with dialysis (plasma diafi ltration (PDF)) [1,2],
and assessed its effi cacy in multicenter analysis. y
y
Conclusion This small experience confi rms that serum MyG is likely
to increase in post-cardiac surgical high-risk patients and suggests a
benefi cial eff ect of CRRT treatments with EMIC2 membranes and citrate
on serum MyG, potentially preventing AKI. Further larger assessment
can be advised for confi rmation. R f fi
y
y
Methods A subgroup analysis of an observational study conducted
in the ICUs of six hospitals. In PDF, simple plasma exchange is
performed using a selective membrane plasma separator (Evaxclio
EC-2A; Kawasumi Chemical Inc., Tokyo Japan), which has a sieving
coeffi cient of 0.3 for albumin, while the dialysate fl ows outside the
hollow fi bers. The fl ow rate of the blood, dialysate, substitute and
additional substitute was 80 to 100 ml/minute, 600 ml/hour, and 0 to
450 ml/hour according to the rate of water elimination and 150 ml/
hour, respectively. 1.
Keil R, et al.: Comp Met Progr Biomed 2013, S0169:2607. References Methods We report results of EMIC2-based treatments in seven
patients
(four
male/three
female)
with
diff erent
causes
of
rhabdomyolysis (trauma, sepsis, limb ischemia). Five patients had
classic dialysis indications (persistent anuria) while in two patients
treatment was prophylactically started. CRRT were delivered in CVVHD
mode with the EMIC2 dialyzer and with loco-regional trisodium–citrate
anticoagulation. Mb plasma levels were assessed each 12 hours while
the removal rate, total body and dialyzer clearances were estimated by
kinetic modeling as previously described [1]. Clinical data were also
collected and both global and renal patient survival was reported. 1. Mori T, et al.: Ther Apher 2002, 6:463-466. 2. Nakae H, et al, Ther Apher Dial 2010, 14:444-450. 1. Mori T, et al.: Ther Apher 2002, 6:463-466. 2. Nakae H, et al, Ther Apher Dial 2010, 14:444-450. P399 and mean aortic cross-clamping of 98 minutes (range 25 to 190). We measured MyG, procalcitonin (PCT), and creatinin (sCr) at ICU
admission and, if serum MyG was higher than 600 mg/dl, the patient
was treated with CVVHD-EMIC2–citrate anticoagulant within 12 hours
of ICU admission for 72 hours and a dose of 2,000 ml/hour. Biochemical
assays were obtained at 12, 24, and 72 hours and at ICU discharge. P400fi Effi cacy of continuous plasma diafi ltration therapy
T Komura, T Taniguchi, T Noda, M Okajima, S Kaneko
Kanazawa University, Kanazawa, Japan
Critical Care 2014, 18(Suppl 1):P400 (doi: 10.1186/cc13590) g
p
p
Results The median Mb value at CRRT start was 6,971 ng/ml (range
4,679 to 48,011 ng/ml). CRRT were delivered with an average
blood fl ow rate of 143 ± 45 ml/minute and a dialysate fl ow rate of
2,134 ± 1,334 ml/hour. These operating conditions allowed one to stop
treatment on average after 75 ± 47 hours (median 54 hours) with a Mb
reduction of 82.2% (range 99.4 to 44.4%). Overall median Mb removal
per treatment was 59 mg (range 33 to 279 mg) mainly due to the fi rst
24 hours of treatment (54 mg, range 20 to 187 mg). Only two patients
had residual renal function that was in one case measured to account
for only 7.45 mg Mb removal during the entire treatment. Six patients
survived and recovered renal function with no dialysis need at present
follow-up. One patient died during the ICU stay. Introduction Acute liver failure (ALF) is a critical illness with high
mortality. Plasma diafi ltration (PDF) is a blood purifi cation therapy
in which simple plasma exchange is performed using a selective
membrane plasma separator while the dialysate fl ows outside the
hollow fi bers. While several studies demonstrated that PDF therapy is
a useful blood purifi cation therapy for patients with ALF, PDF therapy
is often diffi cult to employ in ALF patients complicated with multiple
organ failure, especially in those with unstable hemodynamics. Furthermore, it is likely to re-occur immediately after PDF therapy. We
developed continuous PDF (CPDF) as a new concept in PDF therapy,
and assessed its effi cacy and safety in ALF patients compared with
conventional plasma exchange (PE) plus continuous hemodiafi ltration
(CHDF) therapy in this study. Conclusion Our data measured high performance of the EMIC2
membrane in Mb removal and confi rm theoretical models indicating
that CRRT with a high cutoff membrane can achieve major Mb removal
within 24 hours with great superiority in comparison with all other
available techniques. Methods Ten ALF patients (gender: male/female = 6/4, age: 47 ± 14)
employed CPDF therapy. The primary outcomes were altered liver
function, measured by the model for end-stage liver disease (MELD)
score, and total bilirubin and prothrombin time International Myoglobin removal of small-protein leakage membrane (EMIC2) in
patients in the ICU: a case series p
P Fabbrini1, R Rona1, M Migliari1, M Viganò1, A Pesenti2, A Stella2
1AO San Gerardo, Monza, Italy; 2Università degli Studi Milano-Bicocca, Milan,
Italy
Critical Care 2014, 18(Suppl 1):P398 (doi: 10.1186/cc13588) y
p
g
Results A multicenter study was underway from October 2005 to
August 2011. We performed PDF on 65 patients with ALF (severe sepsis,
22; post operation, 15; fulminant hepatitis, 11; alcohol hepatitis, 3; graft
versus host disease, 4; and others, 10). The serum total bilirubin, plasma
PT-INR and the model for end-stage liver disease (MELD) score before
the PDF procedure were 15.0 ± 8.15 mg/dl (average ± SD), 2.3 ± 1.5 and
35.8 ± 9.3, respectively. PDF was performed as 9.2 ± 13.2 sessions per
patient and the overall 28-day survival rate was 68.5%. According to the
severity of the MELD score, we stratifi ed patients into three categories
defi ned by the MELD score. The numbers of patients were 15 (23%) in
score 20 to 29, 30 (46%) in score 30 to 39 and 19 (29%) in score over 40. The 28-day survival rates were 73.3%, 40% and 16%, respectively. Introduction Rhabdomyolysis is characterized by breakdown of striated
muscle due to a great number of causes. Acute kidney injury (AKI) is a
common complication as a consequence of high concentrations of
circulating myoglobin (Mb). The AKI degree can vary but often requires
dialysis, a condition which drastically worsens the ICU stay and prognosis. Since Mb overconcentration represents the cause of AKI, one of the
therapy’s aims should be its removal to prevent further kidney damage
and to allow faster renal recovery. Both intermittent hemodialysis and
high-volume CVVHF are poorly eff ective in removing Mb, while small-
protein leakage membranes seem to be promising in this setting. The
aim of our study was therefore to measure effi cacy of Mb removal of a
new high cutoff membrane (EMIC2; Fresenius, cutoff value 40 kDa) for
continuous renal replacement therapies (CRRT) in the ICU setting. Conclusion PDF may be a useful blood purifi cation therapy for ALF, but
PDF should be performed below a MELD score of 30. Reference 1. RENAL Investigators: Intensity of continuous renal-replacement therapy in
critically ill patients. N Engl J Med 2009, 361:1627. EMIC2 with citrate anticoagulation in AKI prevention of post cardiac
surgical patients. Methods This is a case series of eight patients (mean age 62.7 years, fi ve
male, EuroSCORE log 15.61) in cardiac surgery on CPBP for 150 minutes
Figure 1 (abstract P396). Delivered dose of RRT each month. Figure 1 (abstract P397). Figure 1 (abstract P396). Delivered dose of RRT each month. Figure 1 (abstract P396). Delivered dose of RRT each month. g
p
Methods This is a case series of eight patients (mean age 62.7 years, fi ve
male, EuroSCORE log 15.61) in cardiac surgery on CPBP for 150 minutes Figure 1 (abstract P397). Figure 1 (abstract P397). Figure 1 (abstract P397). S144 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Plasma fi ltration with dialysis (plasma diafi ltration) in critically ill
patients with acute liver failure As the substitute from the additional fl uid line,
we added 1,200 ml (150 ml/hour) of fresh frozen plasma followed by
50 ml of 25% albumin considering the loss of albumin by diff usion. As
an anticoagulant, nafamostat mesilate (Torii Pharmaceutical Co. Ltd,
Tokyo, Japan) was used at a rate of 15 to 25 mg/hour. 1. Benedetto U, et al.: J Thorac Cardiovasc Surg 2010, 140:646-670. 1. Benedetto U, et al.: J Thorac Cardiovasc Surg 2010, 140:646-670. P403 Pharmacokinetics of meropenem during continuous renal
replacement therapy in critically ill patients
J Solé Violán1, J Ferrer Agüero1, B Sádaba2, S Sancho3, R Zaragoza3,
P Luque4, M Nieto4, M López5, F García6, C Hernández6, J Azanza2
1HUGC Dr Negrín, Las Palmas de GC, Spain; 2Universidad de Navarra,
Pamplona, Spain; 3Hospital Dr Peset, Valencia, Spain; 4Hospital Clínico,
Zaragoza, Spain; 5Hospital General Yagüe, Burgos, Spain; 6Hospital Morales
Meseguer, Murcia, Spain
Critical Care 2014, 18(Suppl 1):P403 (doi: 10.1186/cc13593) p
p
g
Methods Patients with microbiologically confi rmed severe sepsis/
septic shock and AKI (RIFLE criteria F or more) treated with HCO-
CVVHD, started within 12 hours from the diagnosis, were prospectively
included in the study. The cumulative vasopressor index (CVI),
C-reactive protein levels (CRP), serum lactate concentration (Lac)
and central venous oxygen saturation (ScvO2) were measured before
(T0h) and at 24 hours and 48 hours after HCO-CVVHD initiation. Data
are expressed as the median (range). The Mann–Whitney U test was
applied to detect diff erences in CVI, CRP, Lac and ScvO2 at the three
time points (statistical signifi cance for P <0.05). Introduction Antibiotic dosing for patients with acute renal failure
receiving continuous renal replacement therapy (CRRT) is a clinical
challenge. The aim of this study was to investigate the pharmacokinetics
of meropenem (M) during CRRT. Methods A prospective and multicenter study was conducted at seven
hospitals. Fifteen critically ill patients undergoing either continuous
venovenous hemofi ltration (CVVHF) or hemodiafi ltration (CVVHDF)
were included. Serum and ultrafi ltrate (UF) levels of M were determined
by liquid chromatography. Blood samples were drawn 24 hours after
starting CRRT at 08:00 a.m., 09:00 a.m., 10:00 a.m., 01:00 p.m., 06:00 p.m.,
20:00 p.m. and 08:00 a.m. of the following day. CRRT clearance (Cl), total
amount of M in the UF (MUF), percentage of the dose extracted by
CRRT (EF) and the AUC (ng/hour/ml) were calculated. gi
Results In 16 ICUs, a total of 16 patients (six cardiac surgery, four
abdominal surgery and six medical) met the inclusion criteria and
were enrolled in the study. A signifi cant reduction in CRP levels was
observed over time: 263 (216 to 358) mg/dl at T0h to 153 (56 to 186)
mg/dl at T48h (P <0.05). ScvO2 signifi cantly increased from 45 (40 to
55)% at T0h to 75 (68 to 77)% at T48h (P <0.05). Pharmacodynamics and pharmacokinetics of ciprofl oxacin during
sustained low-effi ciency dialysis Pharmacodynamics and pharmacokinetics of ciprofl oxacin during
sustained low-effi ciency dialysis fi
K Olsen, T Plumb, N Reardon, K Bogard, A Branch-Woods, G Peitz
University of Nebraska Medical Center, Omaha, NE, USA
Critical Care 2014, 18(Suppl 1):P402 (doi: 10.1186/cc13592) Results The MELD score (34.5 to 28.0; P = 0.005), total bilirubin (10.9 to
7.25 mg/dl; P = 0.048), PT-INR (1.89 to 1.31; P = 0.084), and SOFA score
(10.0 to 7.5; P <0.039) were improved 5 days after CPDF therapy. Nine
patients were alive and one patient died due to acute pancreatitis,
complicated by ALF. The effi cacy of CPDF therapy for maintaining liver
function and renal function was not inferior to PE plus CHDF therapy. Parameters of renal function such as the creatinine value were also
improved 5 days after CPDF therapy. Circulation parameters such
as mean arterial pressure and heart rate were maintained without
inotropic and vasopressor support during the CPDF treatment
period. The oxygenation index (PaO2/FiO2) as a measure of pulmonary
function tended to increase after this treatment. We could employ this
treatment without any adverse events, such as infections and unstable
hemodynamics. Introduction Little information is available regarding ciprofl oxacin
pharmacokinetics and pharmacodynamics in sepsis patients receiving
sustained low-effi ciency dialysis (SLED). This study determined the
pharmacokinetics and simulated pharmacodynamics of ciprofl oxacin
in ICU patients during SLED. Methods This study was a prospective evaluation of ciprofl oxacin
pharmacokinetics in patients with sepsis and >18 years of age, urine
output <200 ml/day and receiving SLED for at least 8 hours. Following
informed consent, plasma samples were collected at baseline and 1,
2, 4, and 8 hours after a ciprofl oxacin 400 mg dose i.v. during SLED
and post-SLED therapy at the same times. Dialysate samples were
collected at 4-hour intervals during SLED. Pharmacokinetic parameters
were determined using WinNonlin and compared between the two
periods. Simulated pharmacodynamic parameters were determined
for Pseudomonas aeruginosa using MIC = 2. y
Conclusion In the present study, CPDF therapy safely supported liver
function and generally improved the condition of critically ill patients
with ALF. Results A total of seven patients (four male, three female, age 56.9 ± 7.6,
APACHE II 26.8 ± 2.4) were enrolled. Ciprofl oxacin was cleared relatively
rapidly with a half-life of 6.9 hours and a Ke of 0.108/hour during
SLED compared with 11.9 hours and 0.057/hour post-SLED (P <0.05). Simulated pharmacodynamics demonstrated inadequate coverage for
P. 1.
Morgera S: Crit Care Med 2006, 34:2099-2104. P403 Finally, serum lactate
decreased from 5.1 (3.0 to 9.5) mmol/l at T0h to 1.6 (1.0 to 4.6) mmol/l
at T48h (P <0.05). Conversely, CVI did not signifi cantly reduce over time
(8.2 (4 to 9) at T0h vs. 4.5 (4 to 8) at T48h, P >0.05). g
Results Nine patients were treated with CVVHDF and six with CVVHF. M (0.5 to 2 g) was administered every 6 to 12 h by i.v. infusion over
15 minutes. Data (mean and SD) concerning the dialysate fl ow rate (DF;
ml/hour), blood fl ow rate (ml/minute) and the average UF rate (ml/
kg/hour) for CRRT techniques are shown in Table 1. Pharmacokinetic Conclusion Our preliminary data show that patients with sepsis-
related AKI may benefi t from early treatment with HCO-CVVHD. The
modulation of proinfl ammatory and anti-infl ammatory mediators,
as previously demonstrated [1], may improve microcirculation, tissue
perfusion and cellular oxygenation. Although promising, our results
must be confi rmed at the end of the study with larger observations. Finally, a subgroup analysis is absolutely mandatory in order to explore
diff erent behaviors of tissue perfusion indexes in diff erent populations
of patients. Table 1 (abstract P403). Parameters of CRRT techniques
CVVHF (n = 6)
CVVHDF (n = 9)
DF rate
964/94
Blood fl ow rate
190/33
187/29
UF rate
37.7/5.7
29.8/15.6 Table 1 (abstract P403). Parameters of CRRT techniques Reference S145 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 http://ccforum.com/supplements/18/S1 Normalized Ratio (PT-INR), 5 days after CPDF therapy. Secondary
outcomes included Sequential Organ Failure Assessment (SOFA)
scores, 5 days after CPDF therapy, and the survival rate 14 days after
this therapy. Pharmacodynamics and pharmacokinetics of ciprofl oxacin during
sustained low-effi ciency dialysis aeruginosa during SLED with Cmax/MIC ratio 5.7 ± 1.2 and AUC/MIC
77.5 ± 22.3.l P401 P401
Hemodialysis with high cutoff membranes improves tissue
perfusion in severe sepsis: preliminary data of the Sepsis in Florence
sTudy (SIFT)
G Villa, C Chelazzi, S Valente, AR De Gaudio, S Romagnoli
University of Florence, Italy
Critical Care 2014, 18(Suppl 1):P401 (doi: 10.1186/cc13591) Conclusion Ciprofl oxacin is rapidly cleared during SLED similar to
clearance during normal renal function, which may result in adequate
pharmacodynamic coverage for some pathogens. Introduction It has been demonstrated that blood purifi cation therapy
performed by means of venovenous hemodialysis with high cutoff
membranes (HCO-CVVHD) may modulate the host infl ammatory
response in septic patients with acute kidney injury (AKI), potentially
limiting organ dysfunction. Improvement in hemodynamics and
respiratory function has been described during HCO-CVVHD treatment
[1]. The Sepsis in Florence sTudy (SIFT) has been designed to evaluate
changes in infl ammatory biomarkers and tissue oxygenation/perfusion
indexes in septic ICU patients with AKI during HCO-CVVHD.i P406 Long-term outcomes in acute kidney injury patients treated with
renal replacement therapy who were alive at hospital discharge
V Sergoyne, W De Corte, J Vanhalst, A Dhondt, S Claus, S Oeyen,
J Decruyenaere, E Hoste
University of Ghent, Belgium
Critical Care 2014, 18(Suppl 1):P406 (doi: 10.1186/cc13596) Results Data from 33 patients receiving renal replacement therapy
were analysed. Mean time (± SD) of treatment interruption was
1.4 ± 2.7 hours/day due to fi lter changes, transfers for CT scans and
surgical procedures. Therefore, 94% of the prescribed dose was
delivered. There was a mean of 2.3 fi ltration dose prescriptions
per patient over the observation period (due to changing clinical
conditions), with a total of 77 dose adaptations. Mean E/ABW was
signifi cantly higher than calculated IBW (76.3 kg vs. 61.4 kg), and
thus a diff erence of 14.9 kg (95% CI = 9.2 to 20.6 kg). This resulted in a
signifi cant diff erence in mean fi ltration dose delivered of 33.1 ml/kg/
hour for E/ABW versus 39.7 ml/kg/hour for IBW respectively (P <0.001). As a consequence, in 29.6% (8/27) of cases where HVHDF (>35 ml/kg/
hour) was prescribed, standard volume haemodiafi ltration (SVHDF)
(≤35 ml/kg/hour) was delivered. In 10% (5/50) of cases where SVHDF
was prescribed, HVHDF was delivered (P <0.001). Introduction Acute kidney injury (AKI) treated with renal replacement
therapy (RRT) in ICU patients is associated with high mortality, chronic
kidney disease (CKD) (eGFR <60 ml/minute/1.73 m2, or CKD stage ≥3)
and end-stage kidney disease (ESKD). Data on long-term outcomes
vary among studies due to diff erences in age, CKD, severity of illness,
RRT modality and timing of initiation of RRT. Long-term patient and
kidney outcomes in AKI-RRT patients were evaluated in this study. y
p
y
Methods A retrospective study of all consecutive treated AKI-RRT
patients in a 50-bed ICU academic hospital from August 2004 to
December 2012. Data were retrieved from the electronic ICU, RRT and
hospital patient fi les. Long-term outcomes data were obtained by a
telephone survey. p
Conclusion We conclude that the delivered UF rate in our cohort of
patients diff ered signifi cantly depending on measured or calculated
body weight. In almost one-third of cases where HVHDF was
prescribed, SVHDF was delivered. As many interventions in the ICU are
based on IBW and daily weighing of patients is not uniformly practiced,
this makes comparison of data diffi cult. Impact of ideal versus estimated body weight on haemofi ltration
dosing in critically ill patients with AKI y
p
y
Results During the 9-year study period, a total of 1,291 AKI-RRT patients
were included. Short-term mortality at day 30 was 47.2%; mortality at
1 year was 64.3%. Compared with nonsurvivors, 1-year survivors had
similar age (65 vs. 67 years, P = 0.077), worse kidney function at baseline
(eGFR 46 vs. 52 ml/minute/1.73 m2, P = 0.001; CKD stage ≥3 65% vs. 58%,
P = 0.019), a greater proportion was male (69.0% vs. 63.2%, P = 0.048),
and more were admitted to the cardiac surgery ICU (39% vs. 46%, P =
0.012). They were less severely ill as illustrated by lower SAPS 2 score at
ICU admission (52 vs. 69, P <0.001), and at the time of initiation of RRT,
and a lower SOFA score (9 vs. 11; P <0.001). A smaller proportion was on
mechanical ventilation (85.1% vs. 89.7%, P = 0.042) and on vasoactive
drugs (45.7% vs. 63.9%, P <0.001). Survivors had earlier initiation of RRT
(2 vs. 3 days, P = 0.034), and more frequently intermittent RRT was used
(84.8% vs. 63.2%; P <0.001). When corrected for gender, age, severity of
illness, and modality and timing of RRT, worse baseline kidney function,
defi ned as CKD stage ≥3, remained associated with better 1-year
survival (odds ratio 1.6, 95% CI: 1.1 to 2.2, P = 0.011). Introduction Acute kidney injury (AKI) in the critically ill is an
independent risk factor for adverse outcome [1]. Previously, it was
suggested that high-volume haemofi ltration (HVHF) may confer a
mortality benefi t and lead to a reduction in organ failure compared
with standard ultrafi ltration rates (UF) [2]. This was not confi rmed by a
recent investigation [3]. It has also not been determined whether ideal
(IBW) or estimated/actual body weight (E/ABW) was used to calculate
UF rates. We sought to determine what impact diff erent weight
calculations have on delivered UF rates. Methods A retrospective single-centre study in a tertiary referral
institution. Continuous venovenous haemodiafi ltration (CVVHDF)
was administered according to the patient’s IBW. The delivered UF
rate was then calculated both for IBW and E/ABW. The latter was
based on measurements obtained at the time of ICU admission. We
compared the highest predilution, postdilution and dialysate volume
administered each day according to the diff erent weight estimate
measurements respectively. Student’s t tests and chi-square tests were
used for statistical analysis (P <0.05). 1.
Chertow GM, et al.: J Am Soc Nephrol 2005, 16:3365-3370.
2.
Ronco C, et al.: Lancet 2000, 355:26-30.
3.
Bellomo R, et al.: N Engl J Med 2009, 361:1627-1638. Reference Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S146 Table 2 (abstract P403). Pharmacokinetic parameters for meropenem
CVVHF
CVVHDF
AUC
357/188
433/369
M dose (g/day)
1.7/0.4
2.2/1.4
MUF (mg)
338/104
625/499
EF (%)
28/13
30/26
M Cl (l/hour)
1.2/0.7
1.7/1.5 parameters for M are depicted in Table 2. No diff erences in either EF or
M Cl between the two CRRT techniques were observed. Conclusion A signifi cant removal of M by CVVHF/CVVHDF was
observed. Dose adjustment is necessary in critically ill patients
receiving CRRT. Acknowledgement Supported by EC 81/00469. Table 2 (abstract P403). Pharmacokinetic parameters for meropenem
CVVHF
CVVHDF
AUC
357/188
433/369
M dose (g/day)
1.7/0.4
2.2/1.4
MUF (mg)
338/104
625/499
EF (%)
28/13
30/26
M Cl (l/hour)
1.2/0.7
1.7/1.5 P405
ICU patients treated with RRT for AKI who have chronic kidney
disease have better 1-year outcome compared with patients with
better kidney function
W De Corte1, V Sergoyne2, J Vanhalst3, A Dhondt4, S Claus4, S Oeyen4,
J Decruyenaere4, E Hoste4
1AZ Groeninge, Kortrijk, Belgium; 2Stedelijk Ziekenhuis, Aalst, Belgium; 3Sint-
Jozefziekenhuis, Izegem, Belgium; 4Ghent University Hospital, Ghent, Belgium
Critical Care 2014, 18(Suppl 1):P405 (doi: 10.1186/cc13595) Introduction Chronic kidney disease (CKD) is a risk factor for developing
acute kidney injury (AKI) with need for renal replacement therapy
(RRT). AKI-RRT is associated with important short-term mortality, and
recent data showed there is also important increased risk for 1-year
mortality. The aim of this study is to evaluate variables associated with
1-year survival, and in particular the impact of baseline CKD in a cohort
of AKI-RRT patients. parameters for M are depicted in Table 2. No diff erences in either EF or
M Cl between the two CRRT techniques were observed.i q
Conclusion A signifi cant removal of M by CVVHF/CVVHDF was
observed. Dose adjustment is necessary in critically ill patients
receiving CRRT. g
Acknowledgement Supported by EC 81/00469. Methods A single-center observational study in a 50-bed ICU tertiary
care hospital. During the study period August 2004 to December
2012, all consecutive adult AKI-RRT patients were included. Data were
retrieved from the electronic ICU patient fi le, the electronic hospital
patient fi le and the electronic ICU-RRT database. Long-term outcome
data were collected by a telephone survey. Impact of ideal versus estimated body weight on haemofi ltration
dosing in critically ill patients with AKI Conclusion In ICU patients who had AKI-RRT, 1-year survival was
associated with lower severity of illness. Surprisingly, worse kidney
function or CKD stage ≥3 was also associated with long-term survival. This eff ect remained present after adjudication for relevant covariates. Awakening and Breathing Coordination, Delirium Monitoring and
Early Mobility bundle in adult ICU patients: a preliminary cost
analysis Results Study 1: (1) the number of CD4+ T cells was lower and the
percentage of Tregs in CD4+ T cells was higher in septic shock patients
compared with those without shock. A signifi cant increase in the
number of CD4+ T cells, a signifi cant decrease in the percentage of Tregs
in the CD4+ T-cell population, and a signifi cant decrease in serum IL-10
levels were observed 24 hours after PMX-DHP in septic shock patients
who survived compared with those who did not. (2) IFNγ production
by PBMCs was signifi cantly lower in patients with sepsis than in healthy
volunteers. IFNγ production by IL-2-stimulated and IL-12-stimulated
PBMCs signifi cantly increased after PMX-DHP therapy. Study 2: IFNγ
production by PBMCs in patients with sepsis increased signifi cantly in
the PMX and PLB groups compared with that in the sepsis group. y
G Peitz1, K Dvoracek2, J Sankaranarayanan3, M Balas4, K Olsen1
1University of Nebraska Medical Center, Omaha, NE, USA; 2Avera McKennan
Hospital and University Health Center, Sioux Falls, SD, USA; 3University of
Conneticut/Hartford School of Pharmacy, Storrs, CT, USA; 4The Ohio State
University, Columbus, OH, USA
C
l C
(S
l ) P
(d
/
) y
G Peitz1, K Dvoracek2, J Sankaranarayanan3, M Balas4, K Olsen1
1University of Nebraska Medical Center, Omaha, NE, USA; 2Avera McKennan
Hospital and University Health Center, Sioux Falls, SD, USA; 3University of
Conneticut/Hartford School of Pharmacy, Storrs, CT, USA; 4The Ohio State
University, Columbus, OH, USA y
Critical Care 2014, 18(Suppl 1):P409 (doi: 10.1186/cc13599) Introduction We previously demonstrated a signifi cant increase in
the number of ventilator-free days and reduced the rate of delirium in
ICU patients treated with the Awakening and Breathing Coordination,
Delirium Monitoring and Early Mobility (ABCDE) bundle. This study
investigated whether implementation of the ABCDE bundle was cost-
eff ective at an academic medical center.f Introduction We previously demonstrated a signifi cant increase in
the number of ventilator-free days and reduced the rate of delirium in
ICU patients treated with the Awakening and Breathing Coordination,
Delirium Monitoring and Early Mobility (ABCDE) bundle. This study
investigated whether implementation of the ABCDE bundle was cost-
eff ective at an academic medical center.f Conclusion PMX-DHP directly decreased the number and percentage
of Tregs in peripheral blood circulating CD4+ T cells in patients with
septic shock. PMX-DHP improved IFNγ production by natural killer
(NK)/NKT cells in patients with septic shock. P409 P409
Awakening and Breathing Coordination, Delirium Monitoring and
Early Mobility bundle in adult ICU patients: a preliminary cost
analysis
G Peitz1, K Dvoracek2, J Sankaranarayanan3, M Balas4, K Olsen1
1University of Nebraska Medical Center, Omaha, NE, USA; 2Avera McKennan
Hospital and University Health Center, Sioux Falls, SD, USA; 3University of
Conneticut/Hartford School of Pharmacy, Storrs, CT, USA; 4The Ohio State
University, Columbus, OH, USA
Critical Care 2014, 18(Suppl 1):P409 (doi: 10.1186/cc13599) Polymyxin B-immobilized fi ber hemoperfusion therapy improves
sepsis-related immunosuppression Table 1 (abstract P408). Multivariate analysis for ICU mortality risk factors
P value
OR (95% CI)
SAPS II score
0.04
1.1 (1.01 to 1.1)
Septic shock
0.02
10.4 (1.5 to 71)
PMX-DHP
0.04
0.2 (0.1 to 0.9)
Source control
0.01
0.1 (0.03 to 0.5) Table 1 (abstract P408). Multivariate analysis for ICU mortality risk factors Introduction Sepsis-induced immunosuppression has long been
considered a factor in the late mortality of sepsis patients, but little
is known about the immunity of immunocompetent cells and the
eff ect of polymyxin B-immobilized fi ber hemoperfusion therapy (PMX-
DHP) on sepsis-induced immunosuppression. The present study was
designed to evaluate the eff ect of PMX-DHP on recovery from sepsis-
related immunodefi ciency. i
Methods Patients with septic shock who were treated with PMX-
DHP were enrolled in this study. Study 1: (1) numbers of peripheral
lymphocytes and CD4+ T cells, especially regulatory T cells (Tregs), and
serum cytokine levels were examined to evaluate the eff ects of PMX-
DHP in septic shock patients. (2) Peripheral blood mononuclear cells
(PBMCs) in these patients were examined to evaluate infl ammatory
cytokine production before and after PMX-DHP. The obtained PBMCs
were stimulated with interleukin (IL)-2 and IL-12, anti-CD3 antibody,
or lipopolysaccharide for 24 hours, and tumor necrosis factor alpha
and interferon-gamma (IFNγ) production in the culture supernatants
was measured using enzyme-linked immunosorbent assay. Study 2:
whole blood from patients with sepsis was incubated with a polymyxin
B-immobilized fi lter (cut into small sizes) for small animals for 2 hours
(PMX group), or were treated with 200 μg polymyxin B for 2 hours (PLB
group), or were not treated (sepsis group). IFNγ production by PBMCs
was compared among the three groups. Conclusion EAA is a rapid and reliable method to identify patients
who may be treated with polymyxin B hemoperfusion. Source control
and extracorporeal endotoxin removal have appeared as two eff ective
interventions that should be implemented in the early management of
patients with SS&SSh. 1. Cruz DN, Antonelli M, et al.: Early use of polymyxin B hemoperfusion in
abdominal septic shock. The EUPHAS randomized controlled trial. JAMA
2009, 301:2445-2452. 1. Cruz DN, Antonelli M, et al.: Early use of polymyxin B hemoperfusion in
abdominal septic shock. The EUPHAS randomized controlled trial. JAMA
2009, 301:2445-2452. P407 Polymyxin B-immobilized fi ber hemoperfusion therapy improves
sepsis-related immunosuppression
A Kimura, S Ono, S Hiraki, R Takahata, H Tsujimoto, M Kinoshita, S Aosasa,
K Hatsuse, D Saitoh, K Hase, J Yamamoto
National Defense Medical College, Tokorozawa, Japan
Critical Care 2014, 18(Suppl 1):P407 (doi: 10.1186/cc13597) Endotoxin activity assay and polymyxin B hemoperfusion use in a
cohort of critically ill patients Endotoxin activity assay and polymyxin B hemoperfusion use in a
cohort of critically ill patients y
SL Cutuli, G De Pascale, V Alicino, S Cicconi, V Di Gravio, D Silvestri,
D Giacobelli, E Gasperin, S Marsili, MS Vallecoccia, M Antonelli
Sacro Cuore Catholic University, Rome, Italy
Critical Care 2014, 18(Suppl 1):P408 (doi: 10.1186/cc13598) Introduction Endotoxin plays a crucial role in the pathogenesis of
severe sepsis and septic shock (SS&SSh) [1]. The aim of this study
is to analyze the impact of extracorporeal endotoxin removal with
polymyxin B hemoperfusion (PMX-DHP) (Toraymyxin®). y
y
y
y
Methods All patients admitted to our ICU between 1 April 2011 and 30
June 2013 who developed SS&SSh and underwent endotoxin activity
assay (EAA) measurement were retrospectively evaluated. y
Conclusion The annual mortality in AKI-RRT hospital survivors is
approximately 10% per year during the fi rst 3 years of follow-up. One-
third of patients had an increase of CKD stage at 1 year of follow-up
and almost one-half of patients who had eGFR >60 ml/minute/1.73 m2
developed CKD. Patients who had an increase of CKD had similar
severity of illness, but lower Scr at baseline and at ICU admission, and
had later initiation of RRT compared with patients who had stable or
decreased CKD stage. y
p
y
Results During the study period, EAA was dosed in 100 patients. Eighty-
one patients were aff ected by septic shock. The source of infection was
identifi ed in 70.4% of cases (45% abdominal) and the percentage of
microbiologically confi rmed episodes was 77% (81% Gram-negatives). The mortality rate was 49%. The mean EAA level was 0.66 ± 0.2, and in
66% of patients the value was higher than 0.6. No signifi cant diff erences
were found in terms of SAPS II (P = 0.32) and SOFA score (P = 0.67),
according to EAA level (>/≤0.6). Patients with levels >0.6 presented a
higher percentage of microbiologically confi rmed infections (84% vs. 66%; P = 0.09). Thirty-two of 66 patients with EAA >0.6 were treated
with Toraymyxin®. No complications leading to treatment interruption
were recorded and a relevant decrease of cardiovascular SOFA score
and lactate levels were observed 72 hours after treatment (P = 0.05
and P = 0.06, respectively). Source control and Toraymyxin® treatment
resulted as the only modifi able factors improving the ICU survival rate
(Table 1). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 1.4 mg/dl, P = 0.162, respectively 46 vs. 51 ml/minute/1.73 m2) and we
observed an increase of CKD stage in 36.0% of patients, a decrease in
36.3%, and stable CKD stage in 27.7%. A total 43.1% of patients with
CKD stage <3 at baseline had an increase to CKD stage ≥3 at 1 year. A total 26.6% of patients with CKD stage ≥3 at baseline decreased to
CKD stage <3. A total of 8.3% of hospital survivors developed ESKD. Patients with increase of CKD stage had similar age (67 vs. 64 years,
P = 0.145), SAPS 2 (57 vs. 51, P = 0.858), and SOFA score (9 vs. 9, P =
0.275) compared with patients with stable or decreased CKD stage. There were no diff erences in type of ICU, modality of RRT, or number of
patients treated with vasopressors (44% vs. 47%, P = 0.617) or invasive
ventilation (84% vs. 81%, P = 0.496). However, these patients were more
probably male (76.9% vs. 65.6%, P = 0.042), had lower Scr at baseline
(1.1 vs. 1.7 mg/dl, P <0.001) and at ICU admission (1.7 vs. 2.4 mg/dl,
P <0.001), and were started on RRT later (3 vs. 2 days, P = 0.008). P408 Endotoxin activity assay and polymyxin B hemoperfusion use in a
cohort of critically ill patients
SL Cutuli, G De Pascale, V Alicino, S Cicconi, V Di Gravio, D Silvestri,
D Giacobelli, E Gasperin, S Marsili, MS Vallecoccia, M Antonelli
Sacro Cuore Catholic University, Rome, Italy
Critical Care 2014, 18(Suppl 1):P408 (doi: 10.1186/cc13598) P406 References Results During the study period 1,291 ICU patients were treated
with RRT for AKI. Mortality was 47.2% at day 30 and 57.2% at hospital
discharge. Mortality in hospital survivors showed an important increase
until 3-year follow-up, and a moderate increase later (1 year: 14.4%,
2 years: 20%, 3 years: 35.7%, and 7 years: 39%). In-hospital survivors’
Scr and eGFR at baseline were comparable to 1-year follow-up (1.4 vs. S147 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 An assessment of long-term sleep quality using actigraphy in
survivors of critical illness Methods Fifty-nine patients consented to complete the RCSQ for each
night of their ICU admission. Alongside this, the nurses who had cared
for these patients were asked to assess their patients’ sleep using the
RCSQ. These were then matched with their patients’ responses. The
Bland–Altman method was applied to assess for agreement between
patient and nurse SEIs in order to reveal whether nurses could
accurately estimate their patients’ night sleep. Additionally, Cronbach’s
alpha was derived to assess for internal consistency. Ethical approval
was gained prior to the start of the study.f An assessment of long-term sleep quality using actigraphy in
survivors of critical illness
K Solverson, C Doig
University of Calgary, Canada
Critical Care 2014, 18(Suppl 1):P410 (doi: 10.1186/cc13600) University of Calgary, Canada y
y
Critical Care 2014, 18(Suppl 1):P410 (doi: 10.1186/cc13600) Critical Care 2014, 18(Suppl 1):P410 (doi: 10.1186/cc13600) Introduction Recent studies have suggested that critical illness
survivors experience long-term sleep disruption [1,2]. The Actigraph
device is a sleep watch that has been shown to have equivalent
accuracy to polysomnography and previously used during critical
illness to show sleep disruption [3]. Our objective was to assess patients
long-term sleep quality using the Actigraph device. Results A total of 126 pairs or RCSQs were gathered. The mean diff erence
between nurse and patient SEIs was –0.9, suggesting there is no
signifi cant trend regarding nurses overestimating or underestimating
patients’ SEIs. In total, 94.2% of nurses’ estimations fell within the limits
of agreement. The variability of the diff erences was consistent across
the range of averages. Cronbach’s alpha was 0.63 between nurse and
patient scores, suggesting questionable reliability between the RCSQ
pairs. See Figure 1. g
y
g
g
Methods Study patients were selected from a 24-bed multidisciplinary
ICU. Thirteen patients who were ≥18 years old, stayed longer than
4 days in the ICU and did not have and acute brain injury were followed
up at 2 months post hospital discharge. The Actigraph device was
given to patients to take home and worn for 72 hours. Previously
validated algorithms were used to analyze sleep and wake cycles [4]. Additionally, patient completed the Pittsburgh Sleep Quality Index
(PQSI), as a measure of subjective sleep quality. p
g
Conclusion The data gathered here demonstrate that nurses are not
able to accurately estimate their patients sleep using the RCSQ, and
hence alternative methods of sleep monitoring should be developed
for routine use. P411 P411
Study to assess whether staff are able to accurately assess sleep
quality and quantity in intensive care patients
J Patel, J Baldwin, P Bunting, S Laha
Royal Preston Hospital, Manchester, UK
Critical Care 2014, 18(Suppl 1):P411 (doi: 10.1186/cc13601) P411
Study to assess whether staff are able to accurately assess sleep
quality and quantity in intensive care patients
J Patel, J Baldwin, P Bunting, S Laha
Royal Preston Hospital, Manchester, UK
Critical Care 2014, 18(Suppl 1):P411 (doi: 10.1186/cc13601) yi
Results Data were analyzed from 146 and 150 patients in the pre-
ABCDE and post-ABCDE groups respectively. There were mean
decreases of 0.59 MV days and 0.83 delirium days between the pre
and post bundle implementation. The mean costs (per patient per
ICU stay) of implementing the bundle components were signifi cantly
higher in the post-ABCDE cohort versus the pre-ABCDE cohort ($191
vs. $92, P <0.0001), with an additional increase in total costs ($8,930 vs. $8,624, P = 0.0233). Costs to prevent 1 day of MV and to prevent 1 day of
delirium were $552 and $368 respectively. In the non-MV patients, the
post-ABCDE bundle demonstrated fewer days of delirium than the pre-
ABCDE cohort (0.8 vs. 1.13 days, P <0.05) but had higher overall costs
($5,417 vs. $4,546, P <0.05), resulting in a cost of $2,639 to prevent 1 day
of delirium in a non-MV patient. Introduction Sleep deprivation is recognised as an important cause
of morbidity after ICU admission, but most centres do not routinely
assess their patients’ sleep. Considering the invasive nature and costs
associated with objective sleep measurements, they are unsuitable
for routine use. Subjective measurements off er an easy-to-use and
economical alternative, the most well validated of which is the
Richards–Campbell Sleep Questionnaire (RCSQ). This can be used
to derive an accurate estimation of the sleep effi ciency index (SEI), a
well-validated measure of sleep. However, there are several concerns
regarding patients reporting their sleep quality and quantity using
these questionnaires [1]. Additionally, they cannot be used to assess
sleep in sedated or delirious patients. It has been suggested that one
way to bypass the drawbacks of patients assessing their own sleep
would be to utilise nursing staff [1]. Previous smaller scare studies
have since agreed with this suggestion [2]. This study aimed to assess
whether staff were able to use the RCSQ to accurately assess their
patients’ sleep. P411 Conclusion Implementing the ABCDE bundle in adult ICU patients
appears to be a feasible cost-eff ective strategy when considering costs
of mechanical ventilation and ICU delirium. References consisted of the following components: daily spontaneous awakening
trials (SATs); daily spontaneous breathing trials coordinated with the
SATs; delirium monitoring; and early mobility. The study’s primary
endpoint was the cost-eff ectiveness of the ABCDE bundle in terms of
the bundle’s cost to prevent 1 day of mechanical ventilation (MV) or
1 day of delirium for all patients, as well as for a subgroup of non-MV
patients. All cost-eff ectiveness ratios (CERs) were constructed from
the hospital’s cost perspective. The economic analyses were carried
out in two steps. First, the mean cost per patient per hospital stay
and total costs in the pre-ABCDE and post-ABCDE bundle periods
were compared. Next, CERs of each respective primary endpoint were
computed as incremental costs of implementing the bundle to prevent
1 day of MV and to prevent 1 day of delirium. P <0.05 was considered
statistically signifi cant. References
1. Orwelius L, et al.: Crit Care 2008, 12:R97. 2. Lee C, et al.: Intensive Care Med 2009, 35:314-320. 3. Beecroft J, et al.: Intensive Care Med 2008, 34:2076-2083. 4. Hedner J, et al.: Sleep 2004, 27:1560-1566. 5. Buysse D, et al.: J Clin Sleep Med 2008, 4:563-571. References
1. Orwelius L, et al.: Crit Care 2008, 12:R97. 2. Lee C, et al.: Intensive Care Med 2009, 35:314-320. 3. Beecroft J, et al.: Intensive Care Med 2008, 34:2076-2083. 4. Hedner J, et al.: Sleep 2004, 27:1560-1566. 5. Buysse D, et al.: J Clin Sleep Med 2008, 4:563-571. Awakening and Breathing Coordination, Delirium Monitoring and
Early Mobility bundle in adult ICU patients: a preliminary cost
analysis Therefore, PMX-DHP could
improve sepsis-related immunosuppression. Methods A post-hoc cost-eff ectiveness study was done following
the before–after ABCDE bundle implementation study. The bundle S148 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 An assessment of long-term sleep quality using actigraphy in
survivors of critical illness y
Results Sixty-two percent of patients at 2 months post hospital discharge
reported poor sleep quality as per the PSQI. The Actigraph results
showed patients’ average total sleep time was 6.15 hours, with a sleep
effi ciency of 78%. The mean time to fall asleep was 12 minutes. Patients
had an average of 11 awakenings per night and were awake for an
average of 7 minutes during the awakenings. There were no associations
found between patients’ perceived sleep quality and total sleep, sleep
effi ciency or sleep disruptions. Patients’ severity of illness, as measured
by the APACHE II score, was statistically associated with lower total sleep
time (β = –12.6, P = 0.019), reduced sleep effi ciency (β = –1.18, P = 0.042)
and higher number of sleep disruptions (β = 0.64, P = 0.023). The number
of days ventilated or ICU and hospital length of stay were not statistically
associated with the Actigraph sleep parameters. P414 P414
Haemodynamic eff ects of clonidine in an ovine model of severe
sepsis with septic acute kidney injury
P Calzavacca1, Y Lankadeva2, L Booth2, S Bailey2, M Bailey3, R Bellomo4,
CN May2
1AO Melegnano, PO Uboldo, Cernusco sul Naviglio, Italy; 2Melbourne
University, Parkville, Australia; 3Monash University, Clayton, Australia; 4Austin
Health, Heidelberg, Australia
Critical Care 2014, 18(Suppl 1):P414 (doi: 10.1186/cc13604) References 1. Bourne RS, et al.: Crit Care 2007, 11:226. 1. Bourne RS, et al.: Crit Care 2007, 11:226. 2. Kamdar et al.: Am J Crit Care 2012, 21:261-269. Figure 1 (abstract P411). 2. Kamdar et al.: Am J Crit Care 2012, 21:261-269. Figure 1 (abstract P411). g
Conclusion Survivors of critical illness have high levels of sleep
dysfunction as measured by actigraphy. Patients’ severity of illness
while critically ill appears to increase the level of long-term sleep
dysfunction experienced. There is discordance between objective and
subjective measures of sleep quality, which has been shown previously
[5]. Objective measures of sleep quality are needed on a larger number
of patients to confi rm these fi ndings. Figure 1 (abstract P411). S149 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P412i nursing staff reported they were signifi cantly more confi dent in titrating
opioids after implementation (3 (2; 3) and 3 (3; 4) respectively; P <0.01),
despite a lack of signifi cant diff erence in their reported confi dence to
assess pain. Compliance was good, with a median daily documentation
rate of 66% with the standard being once per 8-hour shift. Median
BPS score rank was signifi cantly higher on patient movement (2 (1;
2)) compared with at rest (1 (1; 2); P <0.001) (1 = no pain, 2 = mild
pain). No statistically signifi cant diff erence was seen in the length of
stay, duration of mechanical ventilation, VAP rate or median sedation
exposure. Pre-implementation median opioid administration when
looking at morphine (mg) equivalence was 455.8 (203.1; 1,174.8), and
post implementation the median increased to 620.3 (218.1; 1,502);
however, this did not reach statistical signifi cance (P = 0.235). There
was no statistically signifi cant change in the prescribing of analgesic
adjuncts. The sample size was underpowered to detect signifi cant
diff erences. nursing staff reported they were signifi cantly more confi dent in titrating
opioids after implementation (3 (2; 3) and 3 (3; 4) respectively; P <0.01),
despite a lack of signifi cant diff erence in their reported confi dence to
assess pain. Compliance was good, with a median daily documentation
rate of 66% with the standard being once per 8-hour shift. Haemodynamic eff ects of clonidine in an ovine model of severe
sepsis with septic acute kidney injury y
j
y
P Calzavacca1, Y Lankadeva2, L Booth2, S Bailey2, M Bailey3, R Bellomo4,
CN May2 1AO Melegnano, PO Uboldo, Cernusco sul Naviglio, Italy; 2Melbourne
University, Parkville, Australia; 3Monash University, Clayton, Australia; 4Austin
Health, Heidelberg, Australia
Critical Care 2014, 18(Suppl 1):P414 (doi: 10.1186/cc13604) Introduction In sepsis, sympathetic nerve activity is increased, which
helps maintain arterial pressure in the face of nitric oxide-induced
vasodilatation. Accordingly, we investigated the haemodynamic
eff ects of the centrally acting α-adrenoceptor agonist clonidine in an
ovine model of severe sepsis. Conclusion Using standard EEG in this small cohort of mechanically
ventilated ICU patients, a deep sedation level was frequently observed. Our preliminary data suggest that simplifi ed EEG with the SedLine
system is less accurate than the standard 19-channel EEG to assess the
depth of sedation in the ICU setting. Methods A prospective interventional blinded crossover study in
12 Merino ewes with cardiac and renal fl ow probes implanted to
continuously measure cardiac output and renal blood fl ow. Arterial
pressure was continuously monitored and blood and urine samples
were taken. After 24 hours of control, sepsis was induced by an
intravenous bolus and continuous infusion of live Escherichia coli
for 32 hours. After 24 hours of sepsis, animals were randomly and
blindly allocated to vehicle infusion or clonidine (1 μg/ml/kg/minute)
for 8 hours. The E. coli infusion was then discontinued, gentamycin
150 mg given i.m. and the animals were followed for 16 hours during
recovery. The animals that survived were crossed over to the alternative
treatment 2 weeks later. Implementation of the Behavioural Pain Scale in sedated
mechanically ventilated patients in a UK ICU
J Jennings, R Bourne
Sheffi eld Teaching Hospital, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P413 (doi: 10.1186/cc13603) Implementation of the Behavioural Pain Scale in sedated
mechanically ventilated patients in a UK ICU
J Jennings, R Bourne
Sheffi eld Teaching Hospital, Sheffi eld, UK
Critical Care 2014, 18(Suppl 1):P413 (doi: 10.1186/cc13603) Results Complete data were collected on eight animals/group, three
animals died/group. Hyperdynamic sepsis with hypotension and
acute kidney injury of similar degree developed in the two groups. Haemodynamic and renal eff ects of clonidine are shown in Figure 1. Conclusion In ovine hyperdynamic sepsis, clonidine transiently
increased urine output without aff ecting creatinine clearance. Results Complete data were collected on eight animals/group, three
animals died/group. Hyperdynamic sepsis with hypotension and
acute kidney injury of similar degree developed in the two groups. Haemodynamic and renal eff ects of clonidine are shown in Figure 1. Introduction Pain is a common problem in mechanically ventilated
patients and assessing pain in the sedated patient is diffi cult, as patients
are often unable to verbalise [1]. Behavioural pain assessment tools
have been developed and validated for the assessment of pain in this
patient group. A behavioural pain assessment tool was implemented
as part of a wider ventilator-associated pneumonia (VAP) prevention
programme within a large UK ICU. Conclusion In ovine hyperdynamic sepsis, clonidine transiently
increased urine output without aff ecting creatinine clearance. P412
Simplifi ed versus standard EEG to measure the depth of sedation in
mechanically ventilated ICU patients Introduction The accurate measure of sedation depth among
mechanically ventilated ICU patients remains challenging. The Patient
State Index (PSI) is a quantitative measure calculated using an algorithm
derived from a simplifi ed four-channel EEG. The aim of this study was
to examine the value of the PSI to assess the level of sedation, and to
verify its accuracy in comparison with the quantitative spectral analysis
derived from a standard 19-channel EEG. Methods Using the SEDLine four-channel simplifi ed EEG system
(Masimo Corporation, Irvine, CA, USA), which assessed depth of
sedation through two frontal leads, we prospectively studied
mechanically ventilated sedated ICU patients and examined whether
the PSI was accurate to quantify the individual level of sedation. Pain
stimuli were applied and changes in PSI were examined and compared
with changes in electrical activity (% of delta power), measured by the
frontal Fp2–Fp1 electrodes using a standard 19-channel EEG system
(Viasys Neurocare, Madison, WI, USA). EEG recordings were performed
simultaneously during 20 minutes, and the relationship between PSI
and % of delta power was analyzed with the Pearson’s correlation
coeffi cient. f
Conclusion The BPS was successfully implemented into routine
nursing practice and signifi cantly improved nurse confi dence in opioid
infusion titration. Analgesic use was not signifi cantly diff erent between
evaluation periods, but the results indicate that further education
on anticipating pain and treating pain pre-emptively with timely
administration of opioids is needed. References References
1. Puntillo K, et al.: Chest 2009; 135:1069-1074. 2. Payen JF, et al.: Crit Care Med 2001; 29:2258-2263. fi
Results Ten consecutive patients (mean age 59 ± 12 years) were
included. EEG recordings were performed on average 6 ± 6 days
from ICU admission. Sedation consisted of propofol (seven patients),
midazolam (two patients) or both (one patient). The median PSI was
54 (range 10 to 97), indicating large individual variations in PSI values. In contrast, the median delta power was 86.3% (range 55.2 to 99.4),
indicating a deep sedation level. Pain stimuli were associated with a
signifi cant increase of PSI value from baseline 51 (range 16 to 96) to
68 (42 to 95) (P = 0.009). However, we found no correlation between
the PSI and the % delta power, both at baseline (R = 0.32, P = 0.37)
and after pain stimulation (R = 0.17, P = 0.63). The % delta power from
frontal electrodes (Fp2–Fp1) was well correlated with that obtained
from posterior electrodes (P4–Pz; R = 0.42, P < 0.0001), and remained
unchanged after pain stimulation, indeed confi rming a deep sedation
level in our patient cohort. References Median
BPS score rank was signifi cantly higher on patient movement (2 (1;
2)) compared with at rest (1 (1; 2); P <0.001) (1 = no pain, 2 = mild
pain). No statistically signifi cant diff erence was seen in the length of
stay, duration of mechanical ventilation, VAP rate or median sedation
exposure. Pre-implementation median opioid administration when
looking at morphine (mg) equivalence was 455.8 (203.1; 1,174.8), and
post implementation the median increased to 620.3 (218.1; 1,502);
however, this did not reach statistical signifi cance (P = 0.235). There
was no statistically signifi cant change in the prescribing of analgesic
adjuncts. The sample size was underpowered to detect signifi cant
diff erences. P412
Simplifi ed versus standard EEG to measure the depth of sedation in
mechanically ventilated ICU patients
T Suys, P Bouzat, A Rossetti, M Oddo
Lausanne University Hospital, Lausanne, Switzerland
Critical Care 2014, 18(Suppl 1):P412 (doi: 10.1186/cc13602) P412
Simplifi ed versus standard EEG to measure the depth of sedation in
mechanically ventilated ICU patients
T Suys, P Bouzat, A Rossetti, M Oddo
Lausanne University Hospital, Lausanne, Switzerland
Critical Care 2014, 18(Suppl 1):P412 (doi: 10.1186/cc13602) P415f Methods The Behavioural Pain Scale (BPS) [2] was selected and
implemented into daily clinical practice supported by a tailored
education programme and incorporation into the clinical information
system (MetaVision). Questionnaires pre and post BPS implementation
were used to assess nursing staff opinions on pain assessment and
opioid infusion titration. Four months of data were compared pre
and post implementation, examining aspects of patient sedation and
analgesia exposure and ventilated patient outcome parameters. 5
Off -label use of clonidine for sedation in Dutch ICUs
J Van der Valk, M Zeeman, M Arbouw, H Van den Oever
Deventer Hospital, Deventer, the Netherlands
Critical Care 2014, 18(Suppl 1):P415 (doi: 10.1186/cc13605) Off -label use of clonidine for sedation in Dutch ICUs
J Van der Valk, M Zeeman, M Arbouw, H Van den Oever
Deventer Hospital, Deventer, the Netherlands
Critical Care 2014, 18(Suppl 1):P415 (doi: 10.1186/cc13605) Off -label use of clonidine for sedation in Dutch ICUs
J Van der Valk, M Zeeman, M Arbouw, H Van den Oever
Deventer Hospital, Deventer, the Netherlands
Critical Care 2014, 18(Suppl 1):P415 (doi: 10.1186/cc13605) Off -label use of clonidine for sedation in Dutch ICUs Introduction Clonidine is an α2-agonist, licensed in most countries
for treatment of hypertension. Other pharmacologic characteristics
of α2-agonists are sedation, hypnosis, anxiolysis, sympatholysis, and
analgesia [1]. Because of these central nervous eff ects, clonidine can Results In the pre-implementation and post-implementation question-
naire (response rate of 38% and 37% respectively of nurses surveyed), S150 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P414). Haemodynamic and renal eff ects of clonidine in established sepsis. li h d
i Figure 1 (abstract P414). Haemodynamic and renal eff ects of clonidine in established sepsis. varied 10-fold and loading doses 15-fold. Clinical studies are required
to establish the safety and effi cacy of clonidine in the ICU setting. References
1. Blaudszun et al.: Anesthesiology 2012, 116:1312-1322. 2. Martin et al.: Crit Care 2005, 9:117-23. varied 10-fold and loading doses 15-fold. Clinical studies are required
to establish the safety and effi cacy of clonidine in the ICU setting. References varied 10-fold and loading doses 15-fold. Clinical studies are required
to establish the safety and effi cacy of clonidine in the ICU setting. References be used off -label to augment sedation and delirium treatment. To our
knowledge there have been no publications evaluating the effi cacy
and safety of clonidine in ventilated critically ill adults. A survey in
German ICUs showed that clonidine was used for sedation in 62% of
units [2]. We undertook an enquiry to investigate the off -label use of
clonidine in Dutch ICUs. 1. Blaudszun et al.: Anesthesiology 2012, 116:1312-1322. 2
M ti
t l C it C
2005 9 117 23 Methods An inventory was sent by email to 25 ICUs in the Netherlands,
determined by the diffi culty to identify a contact person. Comparison of dexmedetomidine and propofol for sedation in
patients with traumatic brain injury Results The response rate was 56%. The results are summarized in
Table 1. Clonidine was used in all 14 responding ICUs; in 36% this
use was reported as often. Licensed use (for hypertension) was 50%. Indications for off -label use were: substance withdrawal (50%), delirium
(71%), and sedation (29%). The route of administration was intravenous
in all cases. Nine ICUs reported the use of a loading dose, irrespective
of indication, varying from 10 to 150 μg, median 150 μg. Ten ICUs
reported the use of continuous infusion, varying from 10 to 100 μg/
hour, median 50 μg/hour. Introduction Both propofol and dexmedetomidine decrease systemic
blood pressure, heart rate, and cardiac output in a dose-dependent
manner. The aim of this study was to compare their safety and effi cacy
for intravenous sedation during mechanical ventilation. Introduction Both propofol and dexmedetomidine decrease systemic
blood pressure, heart rate, and cardiac output in a dose-dependent
manner. The aim of this study was to compare their safety and effi cacy
for intravenous sedation during mechanical ventilation. Conclusion Off -label use of clonidine for sedation and treatment of
withdrawal symptoms and delirium was common practice in Dutch
ICUs. There was a wide range of dosing regimens: infusion schedules Methods Eighty-four patients with traumatic brain injury (Glasgow
scale 7 to 8) entered the study, mean age 44 ± 13.37 years. All patients S151 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P415). Indication and doses of clonidine used in Dutch ICUs Table 1 (abstract P415). Indication and doses of clonidine used in Dutch ICUs
IC levela
Clonidine use
Indication
Loading dose (μg)
Continuous infusion dose (μg/hour)
3
Often
Hypertension sedation
ns
ns
3
Often
Hypertension withdrawal; hypertension delirium; sedation
40 to 120
10 to 80
3
Often
Substance withdrawal; sedation
150
50
3
Often
Substance withdrawal
75 to 150
50
3
Often
Substance withdrawal; hypertension; delirium
10
40 to 100
3
Sometimes
Delirium
ns
30 to 100
3
Sometimes
Hypertension; delirium
150
ns
3
Sometimes
Substance withdrawal; delirium
ns
40
2
Sometimes
Substance withdrawal; delirium
ns
20 to 50
2
Sometimes
Hypertension; sedation
150
40
2
Sometimes
Substance withdrawal; hypertension; delirium
150
12 to 25
1
Sometimes
Hypertension; delirium
150
ns
1
Sometimes
Delirium
50
50 to 100
1
Sometimes
Delirium
ns
ns
ns, not specifi ed. Comparison of dexmedetomidine and propofol for sedation in
patients with traumatic brain injury aLevel of ICU care, with level 3 being the most advanced. Loading dose (μg)
Continuous infusion dose (μg/hour) dexmedetomidine, by evaluation of the systemic vascular system and
cardiac function. dexmedetomidine, by evaluation of the systemic vascular system and
cardiac function. underwent mechanical lung ventilation. Patients were divided into two
groups depending on the type of intravenous sedation. In the fi rst group
(n = 42), sedation was performed by intravenous propofol infusion at a
dose of 4 to 12 mg/kg/hour. In patients of the second group (n = 42),
sedation was carried out by intravenous infusion of dexmedetomidine
at a dose of 0.2 to 1.4 mg/kg/hour. The level of sedation was assessed
with bispectral index monitoring, targeting index 70. For comparison
of methods we evaluated heart rate, blood pressure, SpO2 30, 90 and
180 minutes after the start of sedation. Both groups were matched for
sex, age and comorbidity. Methods After animal preparation and under PiCCO monitoring
(BL), endotoxemic shock was induced by an intravenous bolus of
lipopolysaccharide (LPS, 055:B5) in ketamine-anesthetized rabbits. After fl uid resuscitation and norepinephrine infusion (SD0), animals
were randomized to propofol (PROP, n = 8) or dexmedetomidine (DEX,
n = 8) sedation, with two incremental doses (SD1 and SD2). The mean
arterial pressure (MAP) and central vein pressure (CVP) were monitored. Pulse pressure variation (PPV) and stroke volume variation (SVV) were
assessed to evaluate the preload dependency. Global end-diastolic
volume, vascular resistances, mean systemic fi lling pressure, cardiac
functional index and vascular resistances were assessed at each time
point. Normality was assessed by the Kolmogorov–Smirnov test. Two-
way analysis of variance for repeated measures was applied, and the
Student–Newmann–Keuls post-hoc test when indicated. P <0.05 was
considered signifi cant. y
Results Thirty minutes after the start of sedation in patients of the
fi rst group, HR was 83 ± 11.31 beats/minute, blood pressure was
127 ± 12.87/64 ± 8.54 mmHg, SpO2 was 97 ± 3.01%. In patients of the
second group 30 minutes after the beginning of sedation, HR was 87 ±
10.01 beats/minute, blood pressure was 131 ± 11.67/68 ± 8.19 mmHg,
SpO2 was 97 ± 2.98%. After 90 minutes in the fi rst group of patients, we
observed HR was 81 ± 6.27 beats/minute, blood pressure was 119 ±
11.46/59 ± 4.29 mmHg, SpO2 was 98 ± 2.35%. Comparison of dexmedetomidine and propofol for sedation in
patients with traumatic brain injury In the second group,
HR was 82 ± 7.31 beats/minute, blood pressure was 94 ± 13.62/55 ±
7.81 mmHg, SpO2 was 97 ± 2.76%. In the fi rst group 180 minutes after
the start of sedation, HR was 86 ± 6.19 beats/minute, blood pressure
was 105 ± 10.34/54 ± 4.28 mmHg, SpO2 was 98 ± 1.32%. In the second
group, HR was 75 ± 6.27 beats/minute, blood pressure was 92 ±
12.54/51 ± 6.91 mmHg, SpO2 was 96 ± 2.91%. i
Results At the increasing dose of propofol, both PPV and SVV signifi -
cantly increased in SD1 versus SD0 (P <0.01) and SD2 versus SD0
(P <0.001), but only PPV in SD2 versus SD1 (P = 0.024). Dexmedetomidine
infusion did not aff ect PPV and SVV. At SD1 and SD2, PPV and SVV were
higher in PROP with respect to DEX (P <0.001). Moreover, propofol
infusion increased the heart rate and had no eff ects on cardiac
contractility and vascular resistances. On the contrary, in the DEX group
we recorded a signifi cant decrease in heart contractility and increment
of vascular resistances at SD2. Nonetheless, both drugs aff ected the
MAP, CVP, mean systemic fi lling pressure, global end-diastolic volume
and venous return. 2
Conclusion Using dexmedetomidine at a dose of 0.2 to 1.4 mg/kg/hour
for intravenous sedation is safe in terms of hemodynamic stability and
blood oxygenation for sedation during mechanical lung ventilation in
traumatic brain injury patients. Conclusion In an endotoxemic shock model, after fl uid resuscitation
and during norepinephrine infusion, propofol increased more PPV
and SVV in comparison with dexmedetomidine. At high dosage
the vascular resistances and heart contractility were infl uenced by
dexmedetomidine, but not by propofol. P417f P417
Diff erent eff ects of propofol and dexmedetomidine on preload
dependency in endotoxemic shock with norepinephrine infusion:
a randomized case–control study
T Yu1, C Pan1, S Liu1, F Guo1, F Longhini2, Y Yang1, H Qiu1
1Zhong-Da Hospital, Southeast University, Nanjing, China; 2Eastern Piedmont
University ‘A. Avogadro’, Novara, Italy
Critical Care 2014, 18(Suppl 1):P417 (doi: 10.1186/cc13607) P418 T Yu1, C Pan1, S Liu1, F Guo1, F Longhini2, Y Yang1, H Qiu1
1Zhong-Da Hospital, Southeast University, Nanjing, China; 2Eastern Piedmont
University ‘A. Avogadro’, Novara, Italy
Critical Care 2014, 18(Suppl 1):P417 (doi: 10.1186/cc13607) Propofol: monitoring for complications
l Propofol: monitoring for complications
F Yau, M Healy
Royal London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P418 (doi: 10.1186/cc13608) Infl uence of increased intracranial pressure on sevofl urane-fentanyl
anesthesia in major abdominal surgery
N Trembach, I Zabolotskikh
Kuban State Medical University, Krasnodar, Russia
Critical Care 2014, 18(Suppl 1):P419 (doi: 10.1186/cc13609) Infl uence of increased intracranial pressure on sevofl urane-fentanyl
anesthesia in major abdominal surgery
N Trembach, I Zabolotskikh
Kuban State Medical University, Krasnodar, Russia
Critical Care 2014, 18(Suppl 1):P419 (doi: 10.1186/cc13609) N Trembach, I Zabolotskikh Introduction Increased intracranial pressure (ICP) may adversely aff ect
sevofl urane anesthesia and the recovery period due to a disturbed
cerebral blood fl ow. Eff ect of sevofl urane on cerebral hemodynamics
remains controversial and depends on the extent of the initial value of
ICP [1]. This study was designed to evaluate the safety of sevofl urane-
fentanyl anesthesia during major abdominal surgery in patients with
increased ICP. Methods A total of 124 ASA 3 patients, undergoing major abdominal
surgery (duration 5.6 (4.1 to 6.4) hours), were divided into two
groups: with normal ICP (≤12 mmHg) (N group, 70 patients) and
with ICP >12 mmHg (H group, 54 patients). Initial ICP was evaluated
by venous ophthalmodynamometry [2]. ICP, mean arterial pressure
(MAP) and cerebral perfusion pressure (CPP) were assessed every hour
of anesthesia. Time of recovery of consciousness after anesthesia,
complications and length of stay in the ICU and in the hospital were
also evaluated. Conclusion Deep sedation resulted in greater physician satisfaction
with procedural conditions as well as lower BIS scores but no signifi cant
diff erence in patient satisfaction compared with conscious sedation. Patients with no recall of the procedure had lower BIS scores at the
nadir and end of the procedure. BIS may be a novel tool to monitor
procedural depth, allowing proceduralists to better monitor the narrow
window between adequate sedation and dangerous oversedation. Results Initial ICP was 8 ± 3 mmHg in the N group and 15 ± 2 mmHg in
the H group. During the anesthesia ICP increased in the H group with
a total increase of 33% (from 15 ± 2 to 20 ± 3 mmHg (P <0.05)). In the
N group ICP was stable without any signifi cant change. Decrease of
MAP after induction of anesthesia was similar in the two groups and
was stable during anesthesia. CPP was stable in the N group (above
70 mmHg during the anesthesia), but in the H group CPP decreased
signifi cantly (from 82 mmHg to 63 mmHg (P <0.05)). Time of recovery
of consciousness in the H group was higher (32 ± 6 minutes vs. 20 ± 4 minutes (P <0.05)). Quantifying sedation satisfaction during bronchoscopy using the
Bispectral Index Quantifying sedation satisfaction during bronchoscopy using the
Bispectral Index Quantifying sedation satisfaction during bronchoscopy using th
Bispectral Index
J Palminteri, J Dziodzio, D Seder, J Zuckerman, R Riker
Maine Medical Center, Portland, ME, USA
Critical Care 2014, 18(Suppl 1):P420 (doi: 10.1186/cc13610) p
J Palminteri, J Dziodzio, D Seder, J Zuckerman, R Riker
Maine Medical Center, Portland, ME, USA Critical Care 2014, 18(Suppl 1):P420 (doi: 10.1186/cc13610) Introduction Sedation monitoring with the Bispectral Index (BIS) is
uncommon during bronchoscopy but allows for a more objective
measure of sedation; we hypothesized that higher BIS scores would
correlate with lower patient satisfaction and that lower BIS scores (deep
sedation) would result in better patient and physician satisfaction. Introduction Sedation monitoring with the Bispectral Index (BIS) is
uncommon during bronchoscopy but allows for a more objective
measure of sedation; we hypothesized that higher BIS scores would
correlate with lower patient satisfaction and that lower BIS scores (deep
sedation) would result in better patient and physician satisfaction. Methods Between October 2012 and August 2013, bronchoscopy
using conscious (CS) or monitored anesthetic deep sedation (DS) was
monitored with BIS. Medication administration and procedures were
time-stamped. Sedation was administered blinded to BIS score. DS
cases used propofol infusions, CS cases used bolus midazolam and
fentanyl. Providers rated sedation satisfaction, cough, and the ability
to perform the intended procedure using a 100 mm visual analog
scale at the end of the procedure blind to BIS (0 unsatisfi ed to 100
satisfi ed). Patients were surveyed at 1 hour and 24 hours regarding
overall sedation, symptoms, and procedure recall (unpleasant recall 1,
no recall 4). Group diff erences were considered statistically signifi cant
at P <0.05. p
p y
Methods Between October 2012 and August 2013, bronchoscopy
using conscious (CS) or monitored anesthetic deep sedation (DS) was
monitored with BIS. Medication administration and procedures were
time-stamped. Sedation was administered blinded to BIS score. DS
cases used propofol infusions, CS cases used bolus midazolam and
fentanyl. Providers rated sedation satisfaction, cough, and the ability
to perform the intended procedure using a 100 mm visual analog
scale at the end of the procedure blind to BIS (0 unsatisfi ed to 100
satisfi ed). Patients were surveyed at 1 hour and 24 hours regarding
overall sedation, symptoms, and procedure recall (unpleasant recall 1,
no recall 4). Group diff erences were considered statistically signifi cant
at P <0.05. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 life-threatening complication [1]. An audit done in 2011 highlighted
that lipid profi le and electrocardiograms (ECGs) were rarely monitored. We recommended regular monitoring of these parameters when
propofol sedation is used for over 3 days and that propofol-sparing
agents are considered in these patients at risk of developing PRIS. higher in the H group (6 ± 2 days vs. 4 ± 2 days (P <0.05) and 15 ± 3 days
vs. 11 ± 2 days in N group (P <0.05)).l Conclusion Sevofl urane-fentanyl anesthesia in patients with increased
ICP was characterized by a delayed recovery with a higher incidence of
postoperative delirium and higher length of stay in the ICU and in the
hospital. The main cause of this is a decrease of CPP in patients with
high ICP due to low craniocerebral compliance. References g
p
p g
Methods In patients who required propofol sedation for 4 days or more,
we prospectively monitored: frequency of performing lipid profi le and
12-lead ECG; and frequency of co-administration of a propofol-sparing
agent. 1. Dahyot-Fizelier C, et al.: Ann Fr Anesth Reanim 2012, 31:e229-e234. 2. Firsching R, et al.: J Neurosurg 2011, 115:371-374. g
Results We collected data from 25 patients. The duration of propofol
infusion was 4 to 15 days (mean 8.5 days). Mean propofol dose in
the fi rst 4 days was 2.2 mg/kg/hour. Maximum daily propofol dose
ranged from 2.1 to 3.8 mg/kg/hour. Lipid profi le was checked in 16/25
(64%) patients (20% in 2011) whilst on propofol sedation. However,
these were checked following 3 days continuous infusion in only
three patients. The triglyceride level was ≥2.2 mmol/l (very high) on
fi rst testing in 75% of patients. All patients had a 12-lead ECG done
on admission. Seventeen of 25 (68%) had a further ECG performed
whilst on continuous propofol infusion (45% in 2011). Additional ECGs
were done in 13/17 patients (zero in 2011). ECG changes that we feel
were attributable to propofol occurred in two patients, one of whom
developed severe PRIS. Fourteen of 25 (56%) patients (55% in 2011)
were on concomitant sedative agents. This included the patient who
developed PRIS. P419l Results Twenty-six procedures were monitored, 20 with CS and six
endobronchial ultrasound procedures with DS. There was no diff erence
with respect to age or gender. The mean doses of midazolam and
fentanyl were 5 mg and 85 μg, respectively. BIS values were lower at all
predefi ned points of the procedure for DS cases versus CS. Physicians
were more satisfi ed with sedation and the lack of cough with DS, but
there was no signifi cant diff erence in patient satisfaction between
the two groups with regards to overall sedation, procedure-related
symptoms or willingness to have repeat bronchoscopy. Patients with
no recall had lower nadir BIS scores (46 vs. 71, P = 0.03) and scores
at procedure end (76 vs. 94, P = 0.04) compared with those with any
recall. There was no diff erence in the doses of midazolam or fentanyl
in CS cases despite statistically signifi cant diff erences in patient recall
and BIS scores. Junior fellows scored greater satisfaction with sedation,
were less bothered by cough and more often felt able to perform the
intended procedure compared with senior fellows. Quantifying sedation satisfaction during bronchoscopy using the
Bispectral Index Conclusion Awareness of complications from prolonged propofol
sedation is increasing amongst our clinicians. This is refl ected in the
increased frequency of lipid profi le and ECG monitoring compared
with 2011. However, we feel that more regular and routine monitoring
is essential to aid early detection of this potentially fatal complication. We recommend that all patients at risk of developing PRIS should have
these parameters monitored on a daily basis as standard. Reference 1. Jacobi J, et al.: Clinical practice guidelines for the sustained use of sedative
and analgesics in the critically ill adult. Crit Care Med 2002, 30:119-141. 1.
Dahyot-Fizelier C, et al.: Ann Fr Anesth Reanim 2012, 31:e229-e234.
2.
Firsching R, et al.: J Neurosurg 2011, 115:371-374. Propofol: monitoring for complications
F Yau, M Healy
Royal London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P418 (doi: 10.1186/cc13608) Propofol: monitoring for complications
F Yau, M Healy
Royal London Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P418 (doi: 10.1186/cc13608) Introduction Septic shock is a status characterized by the simultaneous
use of vasopressors and sedative drugs in critical care patients. Little
is known about the possible interference of these drugs during shock
status. We aimed to clarify how propofol could diff erently aff ect the
preload dependency in an endotoxemic model in comparison with Introduction This re-audit aims to test our strategy for monitoring
patients on propofol sedation for prolonged periods. Propofol infusion
syndrome (PRIS), once established, is diffi cult to treat and currently
there is limited guidance on how best to monitor for this potentially Introduction This re-audit aims to test our strategy for monitoring
patients on propofol sedation for prolonged periods. Propofol infusion
syndrome (PRIS), once established, is diffi cult to treat and currently
there is limited guidance on how best to monitor for this potentially S152 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Infl uence of increased intracranial pressure on sevofl urane-fentanyl
anesthesia in major abdominal surgery
N Trembach, I Zabolotskikh
Kuban State Medical University, Krasnodar, Russia
Critical Care 2014, 18(Suppl 1):P419 (doi: 10.1186/cc13609) The incidence of postoperative delirium
was higher in the H group (22.2% vs. 12.8% in the N group (P <0.05)). There were no signifi cant diff erences between two groups in other
complications. Total length of stay in the ICU and in the hospital was P421 P423 P423
Delirium screening, prevention and treatment in the ICU:
a systematic review of implementation strategies
Z Trogrlic1, M Van der Jagt1, J Bakker1, MC Balas2, EW Ely3,
PH Van den Voort4, E Ista5
1Erasmus MC University Medical Center Rotterdam, the Netherlands 2The
Ohio State University, Columbus, OH, USA; 3Vanderbilt University Medical
Center, Nashville, TN, USA; 4Onze Lieve Vrouwe Gasthuis, Amsterdam, the
Netherlands; 5Erasmus MC University Medical Center Rotterdam – Sophia
Children’s Hospital, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P423 (doi: 10.1186/cc13613) P423
Delirium screening, prevention and treatment in the ICU:
a systematic review of implementation strategies
Z Trogrlic1, M Van der Jagt1, J Bakker1, MC Balas2, EW Ely3,
PH Van den Voort4, E Ista5
1Erasmus MC University Medical Center Rotterdam, the Netherlands 2The
Ohio State University, Columbus, OH, USA; 3Vanderbilt University Medical
Center, Nashville, TN, USA; 4Onze Lieve Vrouwe Gasthuis, Amsterdam, the
Netherlands; 5Erasmus MC University Medical Center Rotterdam – Sophia
Children’s Hospital, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P423 (doi: 10.1186/cc13613) g
p
Methods A total of 932 patients were admitted to our PICU from 1
October 2011 to 31 March 2013. Of these, 127 paediatric patients
were supported on mechanical ventilation on the fi rst day in the PICU
and received intravenous analgesics and sedatives. A retrospective
review of a prospectively collected database. The statistical method
was the Mann–Whitney U test, and P <0.05 was considered statistically
signifi cant. Results Twenty-eight patients were scored with the WAT-1 during
weaning from the drugs. Median age was 14 months (1 to 73 months)
and the most common reasons for ventilation were airway trouble
and pneumonia. Eight of 28 were diagnosed withdrawal syndrome,
20 were not. There were no signifi cant diff erences in age, body weight,
cumulative morphine and benzodiazepine dose before weaning. In the
withdrawal group, the lactate level, catecholamine index, Paediatric
Index of Mortality 2 and heart rates were greater when they were
admitted to hospital. Further, there are longer length of PICU stay and
shorter ventilator-free days for patients with WAT-1 score >3. But all of
them are alive at 28 days, so there is no diff erence in 28-day mortality. Conclusion Our study suggest that severely ill paediatric patients
tended to suff er from withdrawal syndrome and then resulted in short
ventilator-free days and longer PICU stay. But there is no diff erence in
mortality. P421 Introduction The occurrence of delirium heralds a circumstance of
higher risk of death, longer stay, higher cost, and greater likelihood
of long-term brain dysfunction, and yet the majority of ICU patients
worldwide do not get routinely monitored for delirium, thus obstructing
timely prevention and management strategies. Determination of
eff ective implementation strategies regarding screening, treatment
and prevention of delirium is critical to address needed modifi cations
in the culture of patient care in the ICU. The aim of this study was to
summarize the effi cacy of and the barriers to implementation of
delirium management. yf
y
y
Conclusion Our study suggest that severely ill paediatric patients
tended to suff er from withdrawal syndrome and then resulted in short
ventilator-free days and longer PICU stay. But there is no diff erence in
mortality. g
Methods We searched PubMed, Embase, PsychINFO, Cochrane and
CINAHL for studies published between January 2000 and October
2012, and included them when implementation strategies and their
effi cacy and/or potential barriers of implementation were described. Results In all studies (n = 34) multifaceted education strategies
were used and combined (median: 5; IQR: 4 to 6). Positive results
were reported for both process and clinical outcomes: adherence to
delirium screening – improvement after implementation compared
with the before measurement, by 15 to 57%; only measured after
implementation, between 84 and 92%; delirium knowledge (on
a 10-point scale; improved from 6.1 and 6.2 before to 8.2 and 7.4
respectively (P <0.001) after implementation); length of stay in the ICU
(4.1 vs. 5.9 days; P = 0.21 and 6.3 to 5.35 days; P < 0.009) and hospital
stay (12 days vs. 18 days; P = 0.036 and from 55 to 27 days; P <0.0001);
and decreased mortality (29.4% vs. 22.9%; P = 0.009; and OR = 0.45;
95% CI = 0.22 to 0.92; P = 0.03). The major barriers found impairing
implementation concerned clinicians’ attitude and healthcare
professionals’ knowledge. Reference Reference Reference
1. Franck LS, et al.: Pain 2012, 153:142-148. Reference
1. Franck LS, et al.: Pain 2012, 153:142-148. P421 P421
Risk factor of withdrawal syndrome in the paediatric ICU
C Tanaka1, N Shimizu2, O Staito2, M Motomura2, I Watanabe2
1Japanese Musashino Red Cross Hospital, Tokyo, Japan; 2Tokyo Metropolitan
Children’s Centre, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P421 (doi: 10.1186/cc13611) Introduction Critically ill paediatric patients supported on mechanical
ventilation frequently receive analgesia and sedation. Iatrogenic
withdrawal syndrome occurs with the abrupt discontinuation or
too rapid weaning of opioids and benzodiazepines. We induce the Introduction Critically ill paediatric patients supported on mechanical
ventilation frequently receive analgesia and sedation. Iatrogenic
withdrawal syndrome occurs with the abrupt discontinuation or
too rapid weaning of opioids and benzodiazepines. We induce the S153 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 merits further investigation and the decision to insert the epidural
catheter should be discussed with the patient considering both local
experience and legal dispute in case of medical complications. merits further investigation and the decision to insert the epidural
catheter should be discussed with the patient considering both local
experience and legal dispute in case of medical complications. Withdrawal Assessment Tool-1 (WAT-1) [1] to evaluate children during
weaning from analgesics and sedatives. The patient is diagnosed
with withdrawal syndrome when the score is 3 or >3. We compared
the subjects who ever had a score over 3 and those with lower scores
and assessed the risk factors and outcome of withdrawal syndrome
between two groups. P422 Epidural analgesia reduces perioperative myocardial infarction and
all-cause mortality after cardiac surgery: but at least 25 epidural
hematomas have already happened
G Landoni, M Greco, I Francesca, D Taddeo, O Saleh, A Belletti, A Putzu,
R Lembo, A Zangrillo
Vita-Salute San Raff aele University, Milan, Italy
Critical Care 2014, 18(Suppl 1):P422 (doi: 10.1186/cc13612) Introduction Epidural analgesia on top of general anesthesia in cardiac
surgery might improve relevant clinical outcomes but the incidence of
epidural hematoma is under-reported. Introduction Epidural analgesia on top of general anesthesia in cardiac
surgery might improve relevant clinical outcomes but the incidence of
epidural hematoma is under-reported. Methods An international web-based, online, viral, anonymous survey,
a systematic review of the literature, and a meta-analysis of randomized
and matched studies were performed.i p
g
Conclusion Implementation strategies used suggest a strong potential
for multifaceted strategies to be able to aff ect both process and clinical
outcomes. The majority of studies focused only on implementation
of delirium screening. There is a knowledge defi cit regarding effi cacy
of well-prepared implementation of integral delirium management
considering screening, prevention, and treatment preceded by
analysis of barriers. Further research on the extent and contents of
implementation interventions aimed at integral delirium management
such as those described in the recent ABCDE bundle and PAD guideline
are necessary. Results Nine epidural hematomas were identifi ed in 198 published
manuscripts. The risk of epidural hematoma (9:13,429) calculated on all
published evidence might be therefore estimated to be 1:1,492 (95%
confi dence interval (CI) = 1:2,857 to 1:833). Through an anonymous,
web-based, viral, international survey, we identifi ed at least 16 further
nonpublished epidural hematomas together with at least 72,400
epidural analgesia catheters positioned in cardiac surgery in the last
20 years. The risk of epidural hematoma (25:85,829) is therefore 1:3,436
(95% CI = 1:2,325 to 1:5,076) including both published and unpublished
data. Out of the 66 randomized and case-matched studies, 57 trials
reported the incidence of all-cause mortality at the longest available
follow-up with a signifi cant reduction in the epidural group (59/3,137
(1.9%) in the epidural group vs. 108/3,246 (3.3%) in the control arm, RR
0.64 (95% CI 0.48 to 0.85), P = 0.002, NNT = 69). P424f A nutritional protocol and personalized support reduce the
cumulative caloric defi cit of cardiac surgery patients A nutritional protocol and personalized support reduce the
cumulative caloric defi cit of cardiac surgery patients
E De Waele, K De Bondt, J Czapla, J Nijs, D Nguyen, PM Honoré, H Spapen
Universitair Ziekenhuis Brussel, Jette, Belgium
Critical Care 2014, 18(Suppl 1):P427 (doi: 10.1186/cc13617) i
g
y p
E De Waele, K De Bondt, J Czapla, J Nijs, D Nguyen, PM Honoré, H Spapen
Universitair Ziekenhuis Brussel, Jette, Belgium
Critical Care 2014, 18(Suppl 1):P427 (doi: 10.1186/cc13617) Introduction Providing adequate feeding in cardiac surgery patients
is gaining importance [1]. The aims were to assess the preoperative
nutritional status, to compare postoperative energy needs with
eff ectively delivered amounts, and to evaluate the impact of a dietitian
on optimizing postoperative energy balances. Methods Following ethical approval, the practice of measuring
GRVs and the subsequent management of EN was retrospectively
reviewed over a 3-month period, September to December 2012, and
prospectively reviewed over a 3-month period, September to December
2013, following the change in practice. Recorded parameters included:
length of ICU admission; admitting diagnosis; duration of EN; GRVs;
prescribed calories; delivered calories via an enteral route; requirement
for PN; duration of PN; and cost of total parenteral nutrition (TPN). Methods A prospective interventional study in adult patients after
elective CABG and/or heart valve surgery. The patients’ nutritional
risk was determined by the NRS 2002 and the Malnutrition Universal
Screening Tool (MUST) [2]. A dedicated dietitian managed and assisted
the nutritional approach. For each patient, global energy intake
(intentional and non-intentional) and balance (diff erence between
energy target and global caloric intake) were calculated daily during
and after ICU stay until hospital discharge. The Harris–Benedict
equation was used to calculate daily energy requirements. When
energy delivery did not reach 60% of calculated needs, a protocol-
driven nutritional intervention was initiated. Results The change of practice in terms of GRVs and management
of EN led to an increased percentage of prescribed calories that was
delivered. There was a reduced requirement for PN and reduced cost of
TPN also associated with this change in practice. Conclusion Increasing the threshold of GRV prior to reducing or
stopping EN can result in increased calories delivered to ICU patients
and a reduced requirement for and cost of TPN. Results Two hundred patients were enrolled during a 10-month period,
representing 2,690 study-days. Mean age was 67 ± 11 years. Early enteral feeding in the septic critically ill patient: evaluation of
our feeding protocol
h
d
k
l
l
b
l k M Theodorakopoulou, I Dimopoulou, S Karambi, A Strilakou,
A Diamantakis, S Orfanos, A Armaganidis
University Hospital of Athens Greece ‘Attikon’, Attiki, Greece
Critical Care 2014, 18(Suppl 1):P426 (doi: 10.1186/cc13616) M Theodorakopoulou, I Dimopoulou, S Karambi, A Strilakou,
A Diamantakis, S Orfanos, A Armaganidis
University Hospital of Athens Greece ‘Attikon’, Attiki, Greece
Critical Care 2014, 18(Suppl 1):P426 (doi: 10.1186/cc13616) Introduction It has been established that early enteral nutrition
in critically ill patients improves overall outcome and mortality. In
our unit, feeding protocols were established based on the ESPEN
recommendations and have been implemented for the last 2 years. The purpose of this study was to evaluate the compliance of our septic
patients’ nutritional approach with our feeding protocols. Conclusion Close monitoring of caloric intake shouldered by interventions
based on a predefi ned algorithm under supervision of a dedicated
nutrition team restricts the caloric defi cit in cardiac surgery patients. References Increased threshold for gastric residual volumes and impact on
nutrition in the ICU J Brohan, M Richardson, S O Riain
Limerick Regional Hospital, Limerick, Ireland
Critical Care 2014, 18(Suppl 1):P425 (doi: 10.1186/cc13615) Conclusion Although the initiation of early enteral feeding seems
adequate for a good number of septic patients on D0, is still far off for a
signifi cant percentage of those patients on D3 and is even worse on D7. The caloric goal achievements were better on D3 but very suboptimal
on D7. There was no association, however, between nutritional status
and compliance with the feeding protocols. It is therefore mandatory
to follow daily the nutritional therapy of the septic patient and not rely
only on the feeding protocols. Introduction Gastric residual volumes (GRVs) as measured at regular
intervals are considered a marker of tolerance of enteral nutrition (EN). There is controversy surrounding this practice, however. The absolute
value for the designated cutoff value for GRVs varies widely in the
literature. No prospective randomized control trials have suggested
that their use improves patient outcomes in the ICU. It has also not been
shown, therefore, that GRVs are an accurate predictor of aspiration or
pneumonia. However, the use of GRVs as a guide to the continuation
of EN can result in a reduction in the percentage of goal calories
received by patients. Prior to February 2013, in our ICU the threshold
of GRVs prior to withholding of EN was 200 ml. This tolerated volume
was increased to 500 ml in February 2013, in compliance with recent
guidelines. By increasing the acceptable GRVs to this level, the aim was
to increase the percentage of goal calories received by patients via the
enteral route. P427 A nutritional protocol and personalized support reduce the
cumulative caloric defi cit of cardiac surgery patients In total,
42.5% of the patients had a NRS 2002 score >3 and were considered
to be nutritionally at risk. MUST identifi ed a high, medium, or low risk
in respectively 1%, 4% and 95% of subjects. Mean energy requirement
was 2,046 ± 347 kcal and mean daily intake 1,452 ± 335 kcal. Sixty-two
percent of the caloric need was met during the entire hospital stay. Nutritional intervention was necessary in 52% of cases: oral feeding
supplementation for 546 study-days, enteral feeding: 401 days,
parenteral feeding: 367 days. This reduced the mean cumulative caloric
defi cit to 9,085 kcal. P424
Eff ect of enteral and/or parenteral glutamine supplementation on
mortality and morbidity in the critically ill
H Sungurtekin, I Ozturk, B Beder, S Serin
Pamukkale University Medical Faculty, Denizli, Turkey
Critical Care 2014, 18(Suppl 1):P424 (doi: 10.1186/cc13614) P424
Eff ect of enteral and/or parenteral glutamine supplementation on
mortality and morbidity in the critically ill
H Sungurtekin, I Ozturk, B Beder, S Serin
Pamukkale University Medical Faculty, Denizli, Turkey
Critical Care 2014, 18(Suppl 1):P424 (doi: 10.1186/cc13614) Conclusion Epidural analgesia on top of general anesthesia in cardiac
surgery might reduce the incidence of all-cause mortality (NNT 69). The incidence of epidural hematoma in this setting is 1:3,436 (95% CI =
1:2,325 to 1:5,076) including both published and unpublished data. In
fact, we identifi ed at least 25 epidural hematomas that occurred so far
from the following countries: Belgium (n = 1), Brazil (n = 1), France (n =
1), Germany (n = 2), India (n = 2), Italy (n = 1), Japan (n = 2), Korea (n =
1), Malaysia (n = 1), Norway (n = 2), Russia (n = 3), Sweden (n = 1), the UK
(n = 3), and the USA (n = 4). Even if from the public health point of view
the benefi ts seem to encourage the use of epidural analgesia in cardiac
surgery with a possible reduction in perioperative mortality, this topic Introduction In this study we aimed to compare the eff ectiveness
of enteral, parenteral and combined enteral–parenteral glutamine
supplementations in the nutrition of critical care patients. Methods This is a single-center, randomized controlled clinical trial. During the 5-day study period, all patients received standard enteral
nutrition product and were divided into three groups, including
parenteral glutamine (Group I), enteral glutamine (Group II) and
enteral + parenteral glutamine (Group III) supplementations. Blood S154 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Reference 1. Estívariz CF, et al.: J Parenter Enteral Nutr 2008, 32:389-402. P425 1.
Estívariz CF, et al.: J Parenter Enteral Nutr 2008, 32:389-402. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 met the CCM criteria for sepsis upon admission to the ICU. APACHE II
score, SOFA score, weight, BMI and nutritional status were calculated. Patients were initiated for enteral feeding based on the established
feeding protocol within 48 hours of admission. The feeding status of
the patient was recorded on the start day (D0), day 3 (D3) and day 7
(D7). Factors aff ecting the feeding process and its progression were
also recorded biochemistry, rates of infections, length of stay in the ICU and duration
of mechanical ventilation were evaluated. biochemistry, rates of infections, length of stay in the ICU and duration
of mechanical ventilation were evaluated. Results Sixty patients were included in this study. There was no
statistically signifi cant diff erence for biochemical values between the
diff erent feeding groups. Frequency of infections ranged as Group
II >Group III >Group I and mortality as Group II = Group III >Group I. Length of stay in the ICU and duration of mechanical ventilation were
signifi cantly longer in Group II than the others. Results The patient mean age was 71.4 ± 12.2. LOS in the ICU was 9 to
21 days. Based on BMI, 18% of the patients were malnourished upon
admission. APACHE II was 26 ± 7.8 and SOFA was 9.2 ± 4.6. The mortality
rate was 42.5%. Enteral nutrition started early in 64 (77.1%) of the
patients (D0), on day 3 (D3) 29 (45.31%) patients met their caloric goals
and on day 7 (D7) only 18 (28.1%) patients achieved their caloric goals. Discontinuation of enteral feeding was mainly due to procedures,
whereas late start and/or decreased hourly intake were due to GI
complications, GI intolerance, excessive diarrhoea and hemodynamic
instability. There was no association between compliance with the
feeding protocol and the LOS, nutritional status, severity or disease
progression. gi
y
g
p
Conclusion Although mortality was not signifi cantly diff erent between
groups, parenteral glutamine administration causes less stay of ICU
and mechanical ventilation. This needs a more powerful randomized
controlled study [1]. P430
Changes in urinary electrolytes during acute respiratory acid–base
modifi cations
M Ferrari
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P430 (doi: 10.1186/cc13620) Introduction The renal system compensates respiratory disorders
of acid–base equilibrium by modifying the urinary electrolyte
composition [1]. Such a condition mainly involves changes in urinary
ammonium excretion as a reaction to prolonged periods of acid–base
disequilibrium, leaving the renal response to acute derangements
unexplored. We aimed to determine the acute variations of urinary
ammonium [NH4+]u, sodium [Na+]u, potassium [K+]u and chloride
[Cl–]u concentrations following controlled minimal respiratory acid–
base imbalances, and to further investigate whether urinary anion
gap ([AG]u = [Na+]u + [K+]u – [Cl–]u) and sodium and chloride diff erence
([Na+]u – [Cl–]u) might unveil an early activation of the renal response. Conclusion The level of vitamin C was markedly decreased. Replacement of vitamin C should be considered for the homeless who
visit the emergency department after alcohol ingestion. u
u
Methods Patients admitted to the ICU after major surgery were
enrolled, during intubation and sedation. Patients with chronic renal
failure were excluded. A urinary catheter was connected to the quasi-
continuous urinary analyzer KING®, measuring [NH4+]u, [Na+]u, [K+]u and
[Cl–]u over time. Based upon the arterial pH (pHa) at entrance, patients
were randomly assigned to controlled hypoventilation (30% reduction
of minute ventilation if pHa ≥7.40) or hyperventilation (30% increase
of minute ventilation if pHa <7.40) for 2 hours. Samples for blood gas
analysis were collected every 30 minutes. P429
Acid–base disorders according to the Stewart approach in septic
patients
J Szrama, P Smuszkiewicz, I Trojanowska
University Hospital, Poznan, Poland
Critical Care 2014, 18(Suppl 1):P429 (doi: 10.1186/cc13619) Introduction ICU patients often develop acid–base disorders. In
clinical practice, there are several methods (for example, Henderson–
Hasselbalch) used to interpret acid–base data, but most of them
provide little information and fail to identify the cause of the problem. Stewart’s approach which is based on physicochemical principles
has growing popularity among clinicians in critical care. This method
includes three independent variables that determine plasma pH
(strong ion diff erence (SID), PCO2, and total weak acid concentration –
mainly albumins and phosphate). Introduction ICU patients often develop acid–base disorders. In
clinical practice, there are several methods (for example, Henderson–
Hasselbalch) used to interpret acid–base data, but most of them
provide little information and fail to identify the cause of the problem. y
y
Results Thirty patients were enrolled; 20 were hypoventilated,
10 hyperventilated. Ramadoss J, et al.: Can J Physiol Pharmacol 2011, 89:227-231. References 1. Cresci G, et al.: Nutrition intervention in the critically ill cardiothoracic
patient. Nutr Clin Pract 2012, 27:323-334. p
2. Lomivorotov VV, et al.: Prognostic value of nutritional screening tools for 2. Lomivorotov VV, et al.: Prognostic value of nutritional screening tools for
patients scheduled for cardiac surgery. Interact Cardiovasc Thorac Surg 2013,
16:162-168. Methods A prospective study was done on a 24-bed mixed ICU over a
period of 18 months. Eighty-three patients ≥18 years were included in
the study. All patients were dependent on mechanical ventilation and patients scheduled for cardiac surgery. Interact Cardiovasc Thorac Surg 2013,
16:162-168. S155 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P428 P428
Vitamin B and C levels of homeless patients who visit the
emergency department with alcohol ingestion
HJ Lee, JH Shin, E Kang, J Jung, DK Kim
SMG-SNU Boramae Medical Center, Seoul, South Korea
Critical Care 2014, 18(Suppl 1):P428 (doi: 10.1186/cc13618) ninety-three ABG results met the criteria of metabolic acidosis, 473 were
categorized into the metabolic alkalosis group and 324 results were
within the range value of BE according to the Henderson–Hasselbalch
concept. In the metabolic acidosis group (BE <–2), 34.7% of the results
had elevated lactate concentration, 100% revealed hypoalbuminemia,
96.9% had Cl/Na ratio >0.75 revealing SID acidosis, while 42.5% met the
criteria of SIG acidosis. In the normal range BE group, 21.3% revealed
lactate concentration >2 mmol/l, 100% had hypoalbuminemia, 98.4%
had Cl/Na ratio >0.75 revealing SID acidosis and hyperchloremia, while
14.5% showed SIG acidosis. The analysis of the ABG with BE >2 group
showed that 18.4% had elevated lactate concentration, 99.1% revealed
hypoalbuminemia, 88.8% had Cl/Na ratio >0.75 (SID acidosis) and 4.6%
showed SIG acidosis. ninety-three ABG results met the criteria of metabolic acidosis, 473 were
categorized into the metabolic alkalosis group and 324 results were
within the range value of BE according to the Henderson–Hasselbalch
concept. In the metabolic acidosis group (BE <–2), 34.7% of the results
had elevated lactate concentration, 100% revealed hypoalbuminemia,
96.9% had Cl/Na ratio >0.75 revealing SID acidosis, while 42.5% met the
criteria of SIG acidosis. In the normal range BE group, 21.3% revealed
lactate concentration >2 mmol/l, 100% had hypoalbuminemia, 98.4%
had Cl/Na ratio >0.75 revealing SID acidosis and hyperchloremia, while
14.5% showed SIG acidosis. P430 P430
Changes in urinary electrolytes during acute respiratory acid–base
modifi cations
M Ferrari
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P430 (doi: 10.1186/cc13620) Table 1 (abstract P428). Reference
Lower than
Higher than
Mean (SD)
range
reference (%)
reference
(%)
Vitamin B1
158.1 (80.2)
59 to 213
3.1
13.8
Vitamin B12
741.5 (432.2)
200 to 950
2.7
22.6
Vitamin B6
51.9 (53.8)
20 to 202
23.1
1.9
Vitamin C
15.57 (13.4)
26.1 to 84.6
82.7
0
Conclusion The level of vitamin C was markedly decreased. Replacement of vitamin C should be considered for the homeless who
visit the emergency department after alcohol ingestion. References The analysis of the ABG with BE >2 group
showed that 18.4% had elevated lactate concentration, 99.1% revealed
hypoalbuminemia, 88.8% had Cl/Na ratio >0.75 (SID acidosis) and 4.6%
showed SIG acidosis. Introduction Vitamins are essential micronutrients and depletions are
reported for chronically ill patients. It is well known that the general
nutrition status of the homeless is poor, especially for heavy alcoholics. But there were few data about the actual vitamin status of homeless
patients. We want to evaluate the vitamin levels of homeless patients. Methods This study was conducted at a single urban teaching hospital
emergency department. We performed a retrospective chart review
of blood vitamin B1, B12, B6 and C levels of homeless patients. These
vitamins are a common supplement in our center and sometimes
blood levels are drawn if the patient is drunk, needs i.v. hydration and
has cachexic features. Conclusion In critically ill patients with the BE values <–2, with
BE in the range of normal value and BE >2 we observed complex
acid–base
disturbances
with
coexistence
of
hyperchloremic
acidosis, hyperlactatemia, SIG acidosis and alkalosis caused by
hypoalbuminemia. The Stewart approach is more eff ective in detecting
acid–base disturbances and quantifying individual components of
acid–base abnormalities and provides a detailed insight into their
pathogenesis. Results During study periods, vitamin levels were checked for 156
patients. The number of male patients was 146 (94%) and the mean
age was 50 ± 10.2. Vitamin C levels were 15.8 ± 1.3 mg/l. For 84 patients,
levels of vitamin C were decreased. For vitamin B1 (152 ± 7.2 nmol/l),
vitamin B12 (725.5 ± 35.4 pg/ml), and vitamin B6 (50.3 ± 5.5 ng/ml),
there were three, two and 23 patients below the reference ranges
respectively. See Table 1. P430
Changes in urinary electrolytes during acute respiratory acid–base
modifi cations
M Ferrari
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P430 (doi: 10.1186/cc13620) At 2 hours from ventilation change, pHa was
respectively decreased from 7.44 ± 0.02 to 7.34 ± 0.02 and increased
from 7.37 ± 0.03 to 7.44 ± 0.02 (P <0.001) in the two groups. Mean
[NH4+]u rose by 2.6 ± 3.3 mEq/l in hypoventilated patients and fell by
2.5 ± 2.4 mEq/l in the hyperventilated (P <0.001). No diff erence in mean
[K+]u was observed at any time, while [Na+]u and [Cl–]u progressively
decreased in both groups (P <0.05). [Na+]u was reduced by 48 ± 43 mEq/l
during hypoventilation and by 32 ± 41 mEq/l during hyperventilation
(P = 0.14), while [Cl–]u decreased by 29 ± 69 and by 46 ± 66 mEq/l
respectively (P = 0.93). Whereas [AG]u did not diff er between groups,
[Na+]u – [Cl–]u variation of hyperventilated patients was greater than
that of hypoventilated (17 ± 34 vs. –18 ± 54 mEq/l, P <0.05). Stewart’s approach which is based on physicochemical principles
has growing popularity among clinicians in critical care. This method
includes three independent variables that determine plasma pH
(strong ion diff erence (SID), PCO2, and total weak acid concentration –
mainly albumins and phosphate). Methods The prospective analysis of arterial blood gases (ABG) was
performed according to the Henderson–Hasselbalch approach and
the Stewart method. The results were categorized into three groups
according to the Henderson–Hasselbalch concept and the BE values:
BE <–2, metabolic acidosis; BE between –2 and 2, normal values; BE >2,
metabolic alkalosis. The aim of the study was to compare the effi cacy
of the traditional Henderson–Hasselbalch approach with acid–base
disturbances with the Stewart concept in the population of critically
ill septic patients. Conclusion During acute respiratory modifi cations, changes in urinary
ammonium can be observed within the fi rst 2 hours even while
maintaining arterial pH within a physiologic range. This response
seems to be better associated with changes in the diff erence between
urinary sodium and chloride rather than anion gap. Reference Results The analysis included 990 arterial blood gases taken from 43
consecutive septic patients admitted to the ICU. One hundred and Ramadoss J, et al.: Can J Physiol Pharmacol 2011, 89:227-231. P431
Admission hypomagnesemia as a mortality predictor in medical
critically ill patients y
p
A Permata Sari, C Pitoyo, D Aditianingsih, C Rumende
Medical Faculty Indonesia University, Jakarta Pusat, Indonesia
Critical Care 2014, 18(Suppl 1):P431 (doi: 10.1186/cc13621) y
p
A Permata Sari, C Pitoyo, D Aditianingsih, C Rumende
Medical Faculty Indonesia University, Jakarta Pusat, Indonesia
Critical Care 2014, 18(Suppl 1):P431 (doi: 10.1186/cc13621) Introduction Magnesium is the second most abundant intracellular
cation and serves as a cofactor in more than 300 enzymatic reactions. Hypomagnesemia is a common electrolyte imbalance in critically ill
patients; yet it is frequently overlooked. Previous studies highlighted
the relationship between hypomagnesemia and mortality in these
patients [1,2]. This study was carried out on patients admitted to the
critical care unit and seeks to fi nd admission hypomagnesemia’s role as
a 28-day mortality predictor in medical critically ill patients. References P432 Impact of reduced frequency of phosphate testing on detected
phosphate levels and phosphate prescription in critical care
D Hepburn, H Roberts, S Zouwail
University Hospital of Wales, Cardiff , UK
Critical Care 2014, 18(Suppl 1):P432 (doi: 10.1186/cc13622) Eff ect of albumin and total protein concentration on plasma sodium
measurements in the ICU Results This study was conducted consecutively from April to July 2013. Most subjects were male (62%) with mean age 52.6 ± 15.93 years. The
occurrence of sepsis (33.3%) and cardiac disturbances (24.7%) were the
most common problems among patients. The mean MSOFA score for
the hypomagnesemics was higher than the normal group (4.91 ± 4.19
vs. 3.77 ± 3.52). Subgroup analysis in the MSOFA 0 to 7 group had
signifi cant P = 0.015 (chi-square) and crude RR = 2.2 (95% CI = 1.19 to
4.06). From survival analysis, the survival mean of hypomagnesemia
patients was lower than the normal group (19.4 vs. 22.8 days), and so
was the survival percentage (52.7% vs. 74.7%). Introduction Direct ion-selective electrode without dilution is the most
eff ective method for determination of the concentration of the ionized
fraction of sodium [1]. We tested the hypothesis that the diff erence
between indirect and direct sodium assays would be related to the
plasma albumin concentration or the total protein concentration. Methods A retrospective observational study was conducted in which
plasma sodium concentrations, from 101 paired venous and arterial
samples from patients admitted to the ICU, were respectively analyzed on
the arterial blood gas (ABG) analyzers (direct ion-selective electrode) and
the central laboratory auto-analyzers (indirect ion-selective electrode). A
paired t test was performed comparing the central laboratory and ABG
measurements. Correlation and regression analysis were performed
between total protein concentration, albumin and the diff erences
between the central laboratory and ABG assays for sodium. Conclusion There was a high prevalence of hypomagnesemia in
medical critically ill patients and it was associated with a high mortality
rate. Reference Reference
1. Burtis C, et al.: Tietz Textbook of Clinical Chemistry and Molecular Diagnostics. Elsevier; 2006:983-1018. Reference
1. Burtis C, et al.: Tietz Textbook of Clinical Chemistry and Molecular Diagnostics. Elsevier; 2006:983-1018. P434 p
p
p
p
p
p
Results A total of 4,253 tests were performed in phase 1, and 3,641
in phase 2 – a reduction of 612 (14.4%). The ICU workload was
similar in both phases. There was no signifi cant diff erence in mean
phosphate levels or detected incidence of abnormal phosphate levels
in phase 1 versus phase 2. Mean level was 1.13 ± 0.40 mmol/l versus
1.14 ± 0.43 mmol/l (P = 0.42). Severe hypophosphatemia (<0.4 mmol/l)
was relatively uncommon: n = 18 in phase 1 (0.42% of tests) versus 19
(0.52%), P = 0.42, in phase 2. Mild hypophosphatemia (0.4 to 0.7 mmol/l)
was frequent, with 1,203 episodes (28.2% of tests) versus 1,088 (29.8%),
P = 0.42. Hyperphosphatemia (>1.5 mmol/l) was also common in both
phases with 608 detected episodes (14.3% of tests) versus 572 (15.7%),
P = 0.49. Pharmacy data show phosphate replacement fell signifi cantly,
from 687 prescriptions in phase 1 to 395 in phase 2, with drug cost-
savings estimated at £1,430. 1.
Grissom CK, et al.: Am Med Assoc 2010, 4:277-284.
2.
Safavi MR, et al.: MEJ Anesth 2007, 19:645-660. P430
Changes in urinary electrolytes during acute respiratory acid–base
modifi cations
M Ferrari
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P430 (doi: 10.1186/cc13620) S156 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 P431 Conclusion Reducing testing from daily to three times weekly was not
associated with a signifi cant change in mean phosphate levels nor
with detection of abnormally high/low phosphate levels. Daily testing,
however, is associated with higher rates of phosphate prescription. It is
known that there is signifi cant diurnal variation in serum phosphate [2]
and we speculate that mild hypophosphataemia self-corrects without
intervention. Treating mild hypophosphatemia may therefore not be
indicated. P431
Admission hypomagnesemia as a mortality predictor in medical
critically ill patients
A Permata Sari, C Pitoyo, D Aditianingsih, C Rumende
Medical Faculty Indonesia University, Jakarta Pusat, Indonesia
Critical Care 2014, 18(Suppl 1):P431 (doi: 10.1186/cc13621) Impact of reduced frequency of phosphate testing on detected
phosphate levels and phosphate prescription in critical care
D Hepburn, H Roberts, S Zouwail
University Hospital of Wales, Cardiff , UK
Critical Care 2014, 18(Suppl 1):P432 (doi: 10.1186/cc13622) p
p
p
p
D Hepburn, H Roberts, S Zouwailf University Hospital of Wales, Cardiff , UK Introduction Phosphate is essential for cell and bone function [1]. In
critical illness, hypophosphatemia is common and practice is often
to correct even mild derangement [2]. Its supplementation has
signifi cant cost and risk including hypotension and hypocalcaemia. We
investigated whether changing frequency of routine serum phosphate
testing had eff ects on the detected incidence of abnormal plasma
levels and prescription of phosphate. y
Conclusion The diff erence between indirect and direct sodium
assays was found to be statistically related to the plasma albumin
concentration and the total protein concentration. Although the
relationship was found to be weak, the total protein concentration
should be monitored when measuring sodium by indirect ion-selective
electrode. Methods This was a service improvement project using observational,
anonymous data. We collected data on serum phosphate levels in a
33-bed ITU over two 6-month periods before and after introduction of
a new testing regime (phases 1 and 2). In phase 1, phosphate levels
were tested daily. In phase 2, phosphate levels were tested three times
per week. Replacement was at clinical discretion. Pharmacy data on
phosphate prescription were compared for both phases. Reference References References
1. Grissom CK, et al.: Am Med Assoc 2010, 4:277-284. 2. Safavi MR, et al.: MEJ Anesth 2007, 19:645-660. 1. Grissom CK, et al.: Am Med Assoc 2010, 4:277-284. 2. Safavi MR, et al.: MEJ Anesth 2007, 19:645-660. 1. Grissom CK, et al.: Am Med Assoc 2010, 4:277-284. 2. Safavi MR, et al.: MEJ Anesth 2007, 19:645-660. y
y
Results The central laboratory sodium measurement was, on average,
1.46 mmol/l more than the ICU assay, limits of agreement 1.18 to
1.74 mmol/l greater, P <0.001. Bland–Altman analysis of the central
laboratory result minus the ICU sodium measurement had limits
of agreement of 1.3 to –4.2 mmol/l. The correlation between the
assay diff erences and total protein concentration and albumin were
respectively r = 0.24 (P = 0.01) and r = 0.20 (P = 0.04). The diff erence
in plasma sodium concentration between the assays increased as
the plasma concentration albumin or total protein concentration
decreased (respectively: r2 = 0.04 and r2 = 0.06).f References 1. Geerse et al.: Treatment of hypophosphatemia in the intensive care unit. Crit Care 2010, 14:R147. 1. Geerse et al.: Treatment of hypophosphatemia in the intensive care unit. Crit Care 2010, 14:R147. 2. Pocock et al.: Diurnal variations in serum biochemical and haematological
measurements. J Clin Pathol 1989, 42:172-179. 2. Pocock et al.: Diurnal variations in serum biochemical and haematological
measurements. J Clin Pathol 1989, 42:172-179. y
y
y
Methods This is a cohort prospective study with prognostic research
recruiting 150 critically ill patients in a major tertiary hospital. Blood
samples were collected for estimation of serum total magnesium on
admission, and then the patients were followed over 28 days. Cardiac surgery alters the sensitivity of the dynamic interaction
between the pituitary and adrenal glands Methods Inclusion criteria: mechanical ventilation previewed at ICU
admission >8 days and mortality predicted at ICU admission over
13% (SAPS II >32 points). After the clinical run-in period of 48 hours,
samplings were taken to measure baseline blood melatonin and TAC,
beginning from the third ICU night and day (midnight and 02:00 p.m.). At 8:00 p.m. of the third ICU day, treatment with 3 mg + 3 mg melatonin
(Group M) or placebo (Group P) began: each patient received two
tablets per day, at 8:00 p.m. and midnight, until ICU discharge. Further
samplings were taken during the early (fourth night and day) and the
late (eighth night and day) treatment phases. Melatonin was measured
through an ELISA essay; TAC was measured with a specifi c kit. B Gibbison1, J Walker1, G Russell1, K Stevenson2, Y Kershaw1,
G Asimakopoulos2, GD Angelini1, SL Lightman1
1University of Bristol, UK; 2University Hospitals Bristol NHS FT, Bristol, UK
Critical Care 2014, 18(Suppl 1):P435 (doi: 10.1186/cc13625) Introduction Both ACTH and cortisol are secreted in a diurnal rhythm. Underlying this is an ultradian rhythm of discrete pulses [1] as a result
of the feedforward:feedback interactions between cortisol and ACTH
[2]. These pulses are critical for normal function; pulsatile and constant
infusions yield diff erent transcriptional responses [3] and patients on
optimal (nonpulsatile) glucocorticoid replacement have twice the
age-related mortality of the general population [4]. We have now
characterised the ultradian rhythm and pituitary–adrenal interaction
of patients undergoing coronary artery bypass grafting (CABG). i
Results Sixty-four critically ill patients were enrolled. Endogenous
melatonin was shown decreased in the run-in period and in the
placebo group compared with healthy subjects. All patients reached
satisfying pharmacological values with enteral administration: peak of
blood melatonin value (pg/ml) was 2,514 (982 to 7,148) for the M group
versus 20 (15 to 62) for the P group (P <0.001) during the fi rst treatment
night, while maintaining signifi cant diff erences also during the
daytime: 51 (23 to 180) M group versus 14 (11 to 24) P group (P = 0.001). The same trend was observed in the late treatment samples (eighth
ICU day). Regarding TAC values (nmol Trolox equivalent/μl plasma), a
signifi cant diff erence was highlighted during the night (107 (97 to 123)
M group vs. 61 (42 to 89) P group, P <0.001), but not during the daytime
(37 (30 to 69) M group vs. Cardiac surgery alters the sensitivity of the dynamic interaction
between the pituitary and adrenal glands 28 (25 to 50) P group, P = 0.092). Correlation
between melatonin and TAC: Spearman’s rho = 0.33 (P <0.001). Methods Twenty male patients presenting for elective CABG (on-pump
and off -pump) were recruited. Blood samples were taken for 24 hours
from placement of the fi rst venous access. Cortisol was sampled
every 10 minutes, ACTH was sampled every hour and cortisol binding
globulin (CBG) was sampled at baseline, at the end of operation and at
the end of the 24-hour period. Results Cortisol and ACTH were pulsatile throughout the perioperative
period and the cortisol–ACTH interaction persists (Figure 1). The
sensitivity of this interaction (calculated by the ratio of cortisol to ACTH
pulse amplitude) changed at about 8 hours post surgery such that the
adrenal sensitivity to ACTH increased. Conclusion Enteral administration of melatonin was adequate in
the early phase of critically illness, with pharmacokinetics similar to
published data [2]. The administration of melatonin seems to increase
the TAC, with a possible meaningful role in critically ill patients. References Figure 1 (abstract P435). Figure 1 (abstract P435). 1. Mistraletti G, et al.: Intensive Care Med 2011, 37:S181. 2. Mistraletti G, et al.: J Pineal Res 2010, 48:142-147. 1. Mistraletti G, et al.: Intensive Care Med 2011, 37:S181. 2. Mistraletti G, et al.: J Pineal Res 2010, 48:142-147. References 1. Veldhuis JD, et al.: Am J Physiol 1989, 257:E6-E14. 2. Walker JJ, et al.: Proc Biol Sci 2010, 277:1627-1633. 2. Walker JJ, et al.: Proc Biol Sci 2010, 277:1627-1633. 3. Conway-Campbell BL, et al.: J Neuroendocrinol 2010, 22:1093-1100. 4. Bergthorsdottir R, et al.: J Clin Endocrinol Metab 2006, 91:4849-4853. g
Results Central diabetes insipidus (CDI) developed in 106 patients. Against the background of substitution therapy, we did not observe
the development of complications, hypovolemia, hypernatremia, or
hyperosmolality. Out of 48 cases of CSWS, in 12 cases the symptoms
interleaved with the symptoms of CDI. For 24 patients, CSWS was
complicated by depressed consciousness, for three patients by
convulsions against the background of hypovolemia, hyponatremia,
or hypo-osmolality. No correlation between BPN level and absence of
CSWS symptoms was found. 3. Conway-Campbell BL, et al.: J Neuroendocrinol 2010, 22:1093-1100. 4. Bergthorsdottir R, et al.: J Clin Endocrinol Metab 2006, 91:4849-4853. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Russian Polenov’s Neurosurgical Institute from 2001 to 2012. Patients
were between 16 and 55 years old. A total of 142 patients were operated
for brain tumor, 72 of them of basal–supratentorial localization; eight
severe brain trauma; 62 of the hemorrhagic type of stroke, one herpes
encephalitis. We excluded from this study the patients with heart and
renal failure receiving diuretics. We measured BP, HR, CVP, hourly and
daily urine output, level of K and Na in plasma, brain natriuretic peptide
(BNP) one to four times a day, and levels of K and Na in urine in single
and daily servings. All patients were receiving dexamethasone at a
dose between 8 and 32 mg/day as an anti-edema therapy, and thus
levels of ACTH and cortisol were not investigated. Conclusion Both cortisol and ACTH remain pulsatile during and
after cardiac surgery and the pituitary–adrenal interaction persists,
although the sensitivity of the adrenal glands changes throughout the
perioperative period. Our study shows that endogenous glucocorticoid
levels reach very high oscillating levels following cardiac surgery, which
not only invalidate the interpretation of point measures of adrenal
function to diagnose adrenal insuffi ciency but also demonstrate that
constant infusions of hydrocortisone are unphysiological. References Melatonin blood values and total antioxidant capacity in critically
ill patients p
LA D’Amato, G Mistraletti, D Longhi, IR Piva, F Marrazzo, C Villa, M Tozzi,
R Paroni, E Finati, G Iapichino
Università degli Studi di Milano, Milan, Italy
Critical Care 2014, 18(Suppl 1):P436 (doi: 10.1186/cc13626) Conclusion In patients with acute brain trauma we observed two
syndromes causing water–electrolyte disturbance – CDI and CSWS. CSWS generally is more severe than CDI. We could not determine
a correlation between BPN level and the absence of presence of the
CSWS symptoms. Introduction Endogenous melatonin is decreased in critically ill
patients; oral supplementation could help them to cope with sleep
disruption and sepsis. Among patients who took part in a trial on
melatonin and need for sedation [1], some were studied with blood
sampling to describe their melatonin blood values and the relationship
with total antioxidant capacity (TAC) in plasma. Cardiac surgery alters the sensitivity of the dynamic interaction
between the pituitary and adrenal glands
B Gibbison1, J Walker1, G Russell1, K Stevenson2, Y Kershaw1,
G Asimakopoulos2, GD Angelini1, SL Lightman1
1University of Bristol, UK; 2University Hospitals Bristol NHS FT, Bristol, UK
Critical Care 2014, 18(Suppl 1):P435 (doi: 10.1186/cc13625) Main causes of water–electrolyte disturbances in patients with
acute brain injury: central diabetes insipidus and cerebral salt
wasting syndrome Main causes of water–electrolyte disturbances in patients with
acute brain injury: central diabetes insipidus and cerebral salt
wasting syndrome
L Tsentsiper, N Dryagina
Russian Polenov’s Neurosurgical Institute, Saint Petersburg, Russia
Critical Care 2014, 18(Suppl 1):P434 (doi: 10.1186/cc13624) L Tsentsiper, N Dryagina L Tsentsiper, N Dryagina
Russian Polenov’s Neurosurgical Institute, Saint Petersburg, Russia
Critical Care 2014, 18(Suppl 1):P434 (doi: 10.1186/cc13624) Russian Polenov’s Neurosurgical Institute, Saint Petersburg, Russia
Critical Care 2014, 18(Suppl 1):P434 (doi: 10.1186/cc13624) Introduction Water–electrolyte disturbances are one of the most
common complications of acute brain injury of various origins,
threatening the life of the patient and requiring timely correction. In
this work we studied the structure of water–electrolyte complications
in patients in the neurological intensive care with acute brain injury. Methods We analyzed 259 cases of water–electrolyte disturbances that
developed in patients treated in the Department of Intensive Care of S157 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Evaluation of blood glucose control in ICU patients with Space
GlucoseControl: a European study Evaluation of blood glucose control in ICU patients with Space
GlucoseControl: a European study
J Blaha, on behalf of the SGC NIS Study Group
General University Hospital, Prague, Czech Republic
Critical Care 2014, 18(Suppl 1):P438 (doi: 10.1186/cc13628) p
p
g
p
Methods Adult surgical patients with planned ICU admission of
≥24 hours at four medical centers were consented. Following admission
to the ICU, the skin of an upper arm was cleaned and a 6 mm diameter
site was prepared with controlled micro-abrasion using the Symphony
CGM system. A transdermal CGM sensor containing glucose oxidase
was applied. Following a 1-hour warm-up period, a calibration was
performed. Blood samples were obtained from a radial artery catheter
approximately every hour, centrifuged to plasma, and glucose was
measured using a YSI 2300 STAT Plus Glucose Analyzer (reference BG). A
maximum of 30 reference BG samples were collected for each patient. Samples were collected as frequently as every 15 minutes for trend
analysis. CGM was prospectively calibrated every 4 hours. All treatment
decisions were based on BG alone. Safety was assessed by visual
inspection of the site using a dermatological scale following sensor
removal. A study was defi ned as evaluable for CGM sessions >16 hours. Results Thirty-two subjects completed the study. Additional subjects
were not considered evaluable due to early discharge from the ICU,
failure or early removal of the radial artery catheter, or administration
of intravenous acetaminophen. The study cohort was 19% female, 28%
diabetes, 56% cardiac surgery, with a mean age of 65 ± 13 years. Overall
mean absolute relative diff erence between CGM and reference BG was
12.5%. Continuous glucose error-grid analysis, which assesses point
and trend accuracy, showed 98.2% of readings in the A zone (clinically
accurate) and 1.2% in the B zone (benign errors). Glucose values ranged
from 49 to 324 mg/dl. No device or study-related adverse events were
reported. y
J Blaha, on behalf of the SGC NIS Study Group y
J Blaha, on behalf of the SGC NIS Study Group y
p
General University Hospital, Prague, Czech Republic y
p
,
g
,
p
Critical Care 2014, 18(Suppl 1):P438 (doi: 10.1186/cc13628) Introduction Regardless of the ongoing debate on optimum target
ranges, glycaemia control (GC) remains an important therapeutic goal
in critically ill patients. Dozens of diff erent insulin protocols for ICUs
have been developed with diff erent complexity, eff ectiveness, blood
glucose (BG) variability and safety. P437 3
Continuous prediction of glucose-level changes using an electronic
nose in critically ill patients
JH Leopold, RT Van Hooijdonk, LD Bos, T Winters, PJ Sterk, A Abu-Hanna,
MJ Schultz
Academic Medical Center, Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P437 (doi: 10.1186/cc13627) Introduction Many if not most critically ill patients are treated with
insulin during their stay in the ICU [1]. Intensive monitoring of the blood
glucose level is a prerequisite for effi cient and safe insulin titrations Introduction Many if not most critically ill patients are treated with
insulin during their stay in the ICU [1]. Intensive monitoring of the blood
glucose level is a prerequisite for effi cient and safe insulin titrations S158 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 management (enteral, parenteral or both) was carried out at the
discretion of the each centre. in these patients [2]. Current continuous glucose measurement
techniques rely on subcutaneous glucose measurements [3] or
measurements in blood [4]. We hypothesized that changes in volatile
organic compound (VOC) concentrations in exhaled breath refl ect
changes in the blood glucose level. Changes in VOC concentrations can
be analyzed continuously using a so-called electronic nose (eNose) [5]. Our aim was to investigate exhaled breath analysis to predict changes
in glucose levels in intubated ICU patients. Results Seventeen centres from nine European countries included a
total of 508 patients. During the study a total of 29,575 BG values were
entered into the SGCs and the same number of recommendations
were rendered. The mean time-in-target was 77.5 ± 20.9%. The
mean proposed next measurement time was 2.0 ± 0.5 hours. Only
four episodes of hypoglycaemia <2.2 mmol/l occurred (0.01% of
measurements).fi g
p
Methods Exhaled breath was analyzed in 15 intubated ICU patients
who were monitored with a subcutaneous CGM device. eNose results
were compared with subcutaneous glucose measurements and linear
regression models were built, including subject-specifi c models, and
whole-sample models. The models were validated using temporal
validation by training the model on the fi rst 75% of measurements and
prospectively testing on the last 25% of measurements. Performance
of the models was measured using an R2 value, Clarke error grids (CEG)
and rate-error grid analysis (R–EGA). Conclusion SGC is a safe and very effi cient system to control BG in ICU
patients. P439 P439
Evaluation of Symphony CGM, a non-invasive, transdermal
continuous glucose monitoring system for use in critically ill
patients
J Joseph1, M Torjman2, J Reich3, A Furnary4, S Nasraway3,
M McNamara-Cullinane5, D Olson5, D Walton5
1Thomas Jeff erson University Hospital, Philadelphia, PA, USA; 2Cooper
University Hospital, Camden, NJ, USA; 3Tufts Medical Center, Boston, MA,
USA; 4Providence Heart and Vascular Institute, Portland, OR, USA; 5Echo
Therapeutics, Philadelphia, PA, USA
Critical Care 2014, 18(Suppl 1):P439 (doi: 10.1186/cc13629) P439
Evaluation of Symphony CGM, a non-invasive, transdermal
continuous glucose monitoring system for use in critically ill
patients
J Joseph1, M Torjman2, J Reich3, A Furnary4, S Nasraway3,
M McNamara-Cullinane5, D Olson5, D Walton5
1Thomas Jeff erson University Hospital, Philadelphia, PA, USA; 2Cooper
University Hospital, Camden, NJ, USA; 3Tufts Medical Center, Boston, MA,
USA; 4Providence Heart and Vascular Institute, Portland, OR, USA; 5Echo
Therapeutics, Philadelphia, PA, USA
Critical Care 2014, 18(Suppl 1):P439 (doi: 10.1186/cc13629) Evaluation of Symphony CGM, a non-invasive, transdermal
continuous glucose monitoring system for use in critically ill
patients
J Joseph1, M Torjman2, J Reich3, A Furnary4, S Nasraway3,
M McNamara-Cullinane5, D Olson5, D Walton5
1Thomas Jeff erson University Hospital, Philadelphia, PA, USA; 2Cooper
University Hospital, Camden, NJ, USA; 3Tufts Medical Center, Boston, MA,
USA; 4Providence Heart and Vascular Institute, Portland, OR, USA; 5Echo
Therapeutics, Philadelphia, PA, USA
Critical Care 2014, 18(Suppl 1):P439 (doi: 10.1186/cc13629) Evaluation of Symphony CGM, a non-invasive, transdermal
continuous glucose monitoring system for use in critically ill
patients Conclusion Exhaled breath prediction of glucose levels seems
promising. However, performance of the current models is too low to
be used in daily practice. References 1. Schultz MJ, et al.: Intensive Care Med 2010, 26:173-174. 2. Preiser J-C, et al.: Intensive Care Med 2009, 35:1738-1748. 3. Kosiborod M, et al.: Crit Care 2013, 17(Suppl 2):462. 4. Schierenbeck F, et al.: Diabetes Technol Ther 2013, 15:26-31. Introduction Glycemic control in the ICU has been shown to reduce
morbidity, mortality and length of stay. However, current methods of
blood glucose (BG) monitoring are invasive, intermittent and labor-
intensive. Continuous glucose monitoring (CGM) has potential to
improve safety/effi cacy of BG control. The performance of a non-
invasive, transdermal CGM system (Symphony CGM; Echo Therapeutics,
Philadelphia, PA, USA) was evaluated in post-surgical ICU patients. 5. Röck F, et al.: Chem Rev 2008, 108:705-725. References 1. Jacobi J, et al.: Crit Care Med 2012, 40:3251-3276. 2. Cordingley JJ, et al.: Intensive Care Med 2009, 35:123-128. 3. Blaha J, et al.: Diab Care 2009, 32:757-761. 4. Amrein K, et al.: Diabetes Technol Ther 2012, 14:690-695. g
y
Results Changes in VOC concentrations were associated with changes
in subcutaneous glucose levels. R2 performance had a mean value of
0.67 (0.34 to 0.98) for subject-specifi c models, and a mean value of
0.70 (0.52 to 0.96) for the model for the whole sample. However, when
externally validating the model, the predictive performance dropped
to a mean R2 of 0.19 (0.00 to 0.70) for subject-specifi c models, and 0.04
for the model for the whole sample. Point accuracy in CEG was mostly
good with >99% in zones A and B; trend accuracy, as visualized with
R–EGA, was low. Time-course evaluation of blood glucose changes in response to
insulin delivery in critically ill patients Very
Very
Variable
low
Low
Control
High
high
Number of patients
11,471
70,106
521,839
77,423
187,553
ICU mortality* (%)
55
31
13
18
26
ICU LOS*
7
6
4
5
6
*P <0.001. y
y
p
F Bass1, S Bird1, N Hammond1, J Myburgh2, S Finfer1
1Royal North Shore Hospital, St Leonards, NSW, Australia; 2The George Institute
for Global Health, Sydney, Australia
Critical Care 2014, 18(Suppl 1):P440 (doi: 10.1186/cc13630) Introduction Intravenous insulin by infusion is commonly used
for blood glucose control in the ICU and blood glucose is almost
exclusively monitored by intermittent sampling. The rate of change
in blood glucose concentration [BG] when the insulin infusion rate is
changed is not known, and as a result the optimum time to measure
[BG] after changing the infusion rate is unclear. during the fi rst 24 hours from admission were recorded. BG control
value was defi ned as BG (≥4.0 ≤9.9 mmol/l). Other BG levels were
defi ned as: very low, ≤2.2 mmol/l (≤40 mg/dl); low, >2.2 ≤3.9 mmol/l
(40 to 70 mg/dl); high, ≥10.0 <11.1 mmol/l (180 to 200 mg/dl); and very
high, ≥11.1 mmol/l (200 mg/dl). g g
Methods Following institutional ethics approval and patient consent,
using a GluCath Continuous Glucose Monitoring system sensor
deployed via a radial artery catheter we studied the change in [BG] in
response to a 1 unit/hour increase in the insulin infusion rate during
the fi rst 48 hours after cardiac surgery. [BG] was recorded every
10 seconds. Insulin was infused at a concentration of 1 unit/5 ml/hour
via a volumetric pump. We recorded [BG] for 2 hours after changing
the insulin infusion rate. Data aff ected by artifacts produced by blood
draws and subsequent fl ushing of the arterial catheter were excluded
and linear interpolation was used to estimate missing [BG] data.i Results There was an increased incidence of mortality in those patients
with at least one BG measure below 3.9 mmol/l (70 mg/dl) compared
with those without (Table 1). There was a link between BG levels and
LoS for surviving patients with the longest hospital stays (critical
care and total hospital) experienced by those with BG levels below
2.2 mmol/l (40 mg/dl). g
Conclusion There is a strong association between BG levels during
admission and mortality and LoS outcomes. Evaluation of blood glucose control in ICU patients with Space
GlucoseControl: a European study Although comparison of existing
protocols is diffi cult due to signifi cant diff erences in processes and
outcome measures, computerized clinical decision support systems
generally achieved better GC with consistently lower hypoglycaemia
rates than that achieved with paper-based protocols [1]. The enhanced
Model Predictive Control (eMPC) algorithm, developed by the CLINICIP
group, is the eff ective clinically proven protocol, which has been
successfully tested at multiple institutions on medical and surgical
patients with diff erent nutritional protocols [2,3]. The eMPC models
the behaviour of glucose and insulin in ICU patients with a variable
sample interval based on the accuracy of the BG prediction. It has
been integrated in the B.Braun Space GlucoseControl (SGC) system,
which allows direct data communication between pumps and Space
Control with the incorporated eMPC algorithm. Although SGC is
already clinically used in dozens of ICUs worldwide, there are few only
published experiences with its use [4]. Methods The primary objective of this multicentre European non-
interventional study was to evaluate the performance (effi ciency)
of SGC under routine conditions in adult ICU patients requiring BG
control. The primary endpoint was the percentage of time within the
target range, and secondary outcome measures were the frequency
of hypoglycaemic episodes and BG measurement intervals. Patients in
this trial were assigned to the target range 4.4 to 8.3 mmol/l. Nutritional Conclusion The Symphony CGM system demonstrated clinically
relevant accuracy and excellent safety in a variety of patients and
ICU environments. Future studies are needed to determine whether
Symphony CGM can be used to direct therapy and improve BG control
in this patient population. S159 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Table 1 (abstract P441). Critical care outcomes Table 1 (abstract P441). Critical care outcomes P440 P440
Time-course evaluation of blood glucose changes in response to
insulin delivery in critically ill patients
F Bass1, S Bird1, N Hammond1, J Myburgh2, S Finfer1
1Royal North Shore Hospital, St Leonards, NSW, Australia; 2The George Institute
for Global Health, Sydney, Australia
Critical Care 2014, 18(Suppl 1):P440 (doi: 10.1186/cc13630) Time-course evaluation of blood glucose changes in response to
insulin delivery in critically ill patients Although it is not possible
to make the link with causation from our dataset, we present results
from the largest single dataset of critical care unit patients [1,2]. Results There were fi ve episodes where the insulin infusion increased
by 1 unit/hour. [BG] decreased modestly for 50 minutes, after which
there was marked interpatient variability in subsequent [BG] trend
(Figure 1). The median (range) change in BG (mmol/l) at 30 minutes: –0.5
(–0.7/+0.1), 60 minutes: –0.1 (–0.7/+1.0), 90 minutes: –0.3 (–0.7/+0.6)
and 120 minutes: –0.5(–1.2/+2.9). Acknowledgement Funding from Edwards Lifesciences. References 1. Van den Berghe G, et al.: Intensive insulin therapy in critically ill patients. N
Engl J Med 2001, 345:1359-1367. g
2. The NICE-SUGAR Study Investigators: Intensive versus conventional glucose
control in critically ill patients. N Engl J Med 2009, 360:1283-1297. Conclusion Within the fi rst hour the change in [BG] was consistent but
beyond this time it was highly variable. Further studies are needed
to understand the dynamics of [BG] in response to changes in insulin
infusion rates, but these data suggest [BG] should be checked hourly
until stable. 2. The NICE-SUGAR Study Investigators: Intensive versus conventional glucose
control in critically ill patients. N Engl J Med 2009, 360:1283-1297. First clinical study data from therapeutic use of a novel continuous
glucose monitoring system in the ICUi Introduction The aim of this study was to determine the safety and
effi cacy of treating patients using a novel intravenous continuous
glucose monitoring (CGM) system (GlucoClear™; Edwards Lifesciences). The practical benefi t of controlling blood glucose in the critically ill
remains contentious, largely because of the lack of tools to adequately
measure and therefore manage levels in real time. A system that is able
to provide instant, constantly calibrated, accurate values is a major
bonus to ICU care and we report here the fi rst clinical use of a novel
CGM system directly used to manage postoperative glycaemia. Methods All consecutive consenting adult patients undergoing
cardiac surgery involving cardiopulmonary bypass and requiring
postoperative insulin (>98% of patients) were enrolled in the study with
a target enrolment of 100. Blood glucose was measured via a dedicated
peripheral intravenous catheter with values reported every 5 minutes. The primary outcome was the number of data points in the target
glycaemic control range (4.4 to 8.0 mmol/l), using a dynamic insulin
protocol. Secondary endpoints include mean glucose levels, time in
range and number of hypoglycaemic and hyperglycaemic episodes.i Results For the fi rst 45 patients, mean age was 67.7 years (male
52.8%), 54% had undergone valve surgery with or without CABG and
the majority (67%) had no history of diabetes. The CGM sensor was
typically sighted in the forearm or hand (90.5%) and was resited on
7.5% occasions. Median monitoring time in the ICU was 28.4 hours. Mean glycaemic value was 6.8 mmol/l. From the possible 18,609
glucose values (one per 5 minutes), 16,808 values were recorded
(90.3%). Overall, 13,389/16,808 values (79.6%) were within the target
range. No hypoglycaemic episodes (≤2.2 mmol/l) were recorded at
any point. There were 219/16,808 values (1.3%) in the hyperglycaemic
range (≥10.0 mmol/l). Impact of corticosteroid administration in septic shock on glycemic
variability
L Mirea1, R Ungureanu1, D Pavelescu1, IC Grintescu1, C Dumitrache2,
D Mirea3, I Grintescu1
1Clinical Emergency Hospital of Bucharest, Romania; 2National Institute of
Endocrinology, Bucharest, Romania; 3Elias University Emergency Hospital,
Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P445 (doi: 10.1186/cc13635) Conclusion This new CGM system enabled signifi cantly improved
glycaemic control despite the challenges of working with an entirely
new system of glucose control in a unit with over 200 nurses. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 refi ned to maximise the benefi t of GGM. Overall, the evidence from
the fi rst applied clinical use of this novel CGM showed that proper
safe, tight glycaemic control can be achieved. Further investigations
are required to demonstrate the reduction in morbidity and mortality
using CGM, and we plan to embark on further studies to address this. autocalibration unit. We have now completed a 34-patient trial using
this device and present the data collected from this study. autocalibration unit. We have now completed a 34-patient trial using
this device and present the data collected from this study. y
Methods The study used GlySure sterile, single-use sensors and a
5-lumen 9.5-Fr CVC device, allowing the fl uorescence optical-based
sensor to be placed into the patient’s right internal jugular vein. The
screen data were blinded to the bedside staff . Data from the monitor
were later compared with sample measurement from the Yellow
Springs (YSI) glucose analyzer. The data accuracy was measured using
the mean absolute relative diff erence (MARD), an error calculation tool. Results The device met the primary safety and eff ectiveness endpoints
of the trial. The 456 sample values recorded by the monitor based
on 8-hour calibrations were correlated with samples taken from the
YSI and the MARD for the study was 9.40%. The analysis showed that
89.23% of the data fell within the A zone of the Clark error grid, with the
rest falling within the B zone. g
Conclusion The results demonstrate a good correlation with the
accepted standard of blood glucose determination in ICU practice. Early detection of glycemic excursions can provide carers with the
opportunity for an early intervention and thus achieve the elusive
target of TGC around the chosen target range. 1. Mackenzie I, Whitehouse T, Nightingale P: Intensive Care Med 20
37:435-443. 2. Krinsley JS: Crit Care Med 2008, 36:3008-3013. 3. Krinsley JS: Crit Care 2011, 15:R173. 4. Krinsley JS: Crit Care 2013, 17:R37. 5. Mulavisala KP, Gopal PB, Crane B: Crit Care 2012, 16: P175. 1. Mackenzie I, Whitehouse T, Nightingale P: Intensive Care Med 2011,
37:435-443. 2. Krinsley JS: Crit Care Med 2008, 36:3008-3013. 3. Krinsley JS: Crit Care 2011, 15:R173. 4. Krinsley JS: Crit Care 2013, 17:R37. 5. Mulavisala KP, Gopal PB, Crane B: Crit Care 2012, 16: P175. Impact of corticosteroid administration in septic shock on glycemic
variability
L Mirea1, R Ungureanu1, D Pavelescu1, IC Grintescu1, C Dumitrache2,
D Mirea3, I Grintescu1
1Clinical Emergency Hospital of Bucharest, Romania; 2National Institute of
Endocrinology, Bucharest, Romania; 3Elias University Emergency Hospital,
Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P445 (doi: 10.1186/cc13635) Glycaemia and critical care outcomes 1Care Hospital Nampally, Hyderabad, India; 2STAR Hospitals, Hyderabad, India
Critical Care 2014, 18(Suppl 1):P442 (doi: 10.1186/cc13632) y
M Cecconi1, C Ryan2, D Dawson2, N Di Tomasso2, G McAnulty2, B Philips2,
A Rhodes2
1St George’s Hospital, London, UK; 2St George’s Healthcare NHS Trust, London,
UK
Critical Care 2014, 18(Suppl 1):P441 (doi: 10.1186/cc13631) M Cecconi1, C Ryan2, D Dawson2, N Di Tomasso2, G McAnulty2, B Philips2,
A Rhodes2 Introduction While there is ongoing discussion of the optimal range
for glycemic control in hospital intensive care, recent publications from
Mackenzie and colleagues [1] and Krinsley [2-4] suggest not only that
mean BG should be considered, but also that glucose variability and
complexity may be equally important. This has increased the need for
continuous systems which can provide early warnings of hypoglycemia
and eff ectively measure variability. GlySure Ltd has developed an
intravascular glucose monitoring system to simplify the application of
hospital protocols for tight glycemic control (TGC) at the point of care. Experience with the original research-based instrumentation [5] has
now been incorporated into a combined pre-production monitor and Critical Care 2014, 18(Suppl 1):P441 (doi: 10.1186/cc13631) Introduction The aim of this study was to determine the impact of
preadmission or fi rst 24-hour blood glucose (BG) measurements in UK
ICUs on mortality. Introduction The aim of this study was to determine the impact of
preadmission or fi rst 24-hour blood glucose (BG) measurements in UK
ICUs on mortality. Methods The Intensive Care National Audit & Research Centre case-mix
programme database on adult admissions to general, neuroscience
and cardiothoracic critical care units was used for analysis. Within the
database, the highest and lowest blood glucose (BG) values measured Figure 1 (abstract P440). Blood glucose change after infusion change and after calibration. S160 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P443 P443
First clinical study data from therapeutic use of a novel continuous
glucose monitoring system in the ICU
N Scawn1, N Coulson1, I Kemp1, P Candolfi 2, F Andrews1, V Mather1,
C McGee1, J Goldstein2
1The Liverpool Heart and Chest Hospital, Liverpool, UK; 2Edwards Lifesciences,
Nyon, Switzerland
Critical Care 2014, 18(Suppl 1):P443 (doi: 10.1186/cc13633) First clinical study data from therapeutic use of a novel continuous
glucose monitoring system in the ICU
N Scawn1, N Coulson1, I Kemp1, P Candolfi 2, F Andrews1, V Mather1,
C McGee1, J Goldstein2
1The Liverpool Heart and Chest Hospital, Liverpool, UK; 2Edwards Lifesciences,
Nyon, Switzerland
Critical Care 2014, 18(Suppl 1):P443 (doi: 10.1186/cc13633) Anti-infl ammatory and antioxidant eff ects of ranolazine on primary
cultured astrocytes Introduction Because of its ability to block late INa [1], ranolazine is
used as an antianginal agent for the treatment of chronic angina
pectoris when angina is not adequately controlled by other agents
[2]. Besides its cardiovascular eff ects, ranolazine improves diff erent
neuronal functions, and thus its use has been proposed for the
treatment of pain and epileptic disorders [3,4]. Since astrocytes are
involved in neuronal infl ammatory processes, and autoimmune
and neurodegenerative diseases [5], we have investigated the anti-
infl ammatory and antioxidant eff ects of ranolazine in primary cultured
astrocytes. y
Results There were no diff erences between the three groups at the
beginning of the study regarding demographic data and the clinical
characteristics, including BG value. BG levels were strongly correlated
with severity of septic shock estimated by APACHE II score (r = +0.241;
P = 0.005) or Simplifi ed Acute Physiology Score II (r = 0.280; P = 0.001) –
Pearson correlation. The risk of death is signifi cantly increased if SD of
BG is more than 20 mg/dl (67.7% vs. 20.8%, P = 0.000). A total 94.4% of
deceased patients in group A registered a SD of BG more than 20 mg/dl
versus 89.5% in group B or 40% in group C (P = 0.006). In total, 53.5% of
patients in group A needed insulin therapy versus 25.5% in group B or
27.3% in group C. The dose was between 30.28 ± 6.65 UI/day in group
A, 37.85 ± 11.95 UI/day in group B, and 14.28 ± 5.76 UI/day in group C
(P >0.05). Methods We incubated diff erentiated rat astrocytes in primary culture
(10 days of culture) [5] for 24 hours with ranolazine (10–5, 10–6, 10–7 M). We measured the protein expression levels of PPARγ and Cu/Zn-SOD by
western blot technique. Protective eff ect of ranolazine on cell viability
was assayed using MTT conversion assay. Finally, to evaluate the eff ect
of ranolazine on the IL-1β cytokine and TNFα mediators, we used the
enzyme-linked immunosorbent assay technique. Conclusion BG variability is highly associated with mortality compared
with BG mean daily value or insulin dose. SD levels above 20 mg/dl
were associated with a signifi cantly higher mortality rate relative to
those with SD levels below 20 mg/dl. N Ojukwu, C Talati, S Wijayatilake, G De la Cerda, A Bellini, R Jain
Queen’s Hospital, London, UK
C iti
l C
2014 18(S
l 1) P448 (d i 10 1186/
13638) Introduction Tuberculous meningitis (TBM) is the least common
extrapulmonary manifestation of tuberculosis. Although the UK
incidence of TBM is relatively low, it carries a high mortality and
morbidity [1]. Neurological deterioration continues to be an important
reason for ICU admission [2]. Little is known about the outcomes for
TBM patients requiring ICU admission. Our aim is to evaluate patient
demographics, TBM clinical data, and the necessity for organ support,
and whether this can be associated with outcome. i
Methods Ninety-six patients were studied. The following parameters
were calculated during the fi rst week after ICU admission. (1) Maximum
value of SOFA score (SOFAmax). (2) Mean, standard deviation,
maximum, minimum, and diff erence of BG levels (BGm, BGsd, BGmax,
BGmin, BGd (BGmax – BGmin), respectively). BG levels were measured
basically every 6 hours. (3) Correlation between SOFAmax and BG
parameters using two-dimensional (correlation coeffi cient rt) and linear
regression analysis (rl). Methods A retrospective study at a tertiary centre of patients with TBM
admitted to our ICU between 2000 and 2012. Data were retrieved on
demographics, microbiology, radiology and pharmacological fi ndings
and type and level of organ support. APACHE II and SOFA scores were
calculated. Patients were stratifi ed into two groups: CSF PCR+ve and
CSF PCR–ve. l
Results (1) Mortality of the patients with SOFAmax 0 to 3, 4 to 5, 6 to 7, 8
to 9, and 10 or more were 0%, 14%, 23%, 40%, and 89%, respectively. (2)
rt and rl (rt/rl) between SOFAmax and BG parameters: BGsd (0.49/0.36),
BGmax (0.47/0.32), BGm (0.45/0.23), BGd (0.44/0.32), and BGmin
(0.25/0.06). (3) BG ranges that indicate SOFAmax less than 5 calculated
from the two-dimensional correlation curves between SOFAmax and
BGsd, BGmax, BGm, and BGd were 35 ± 25, 250 ± 112, 150 ± 33, and
156 ± 115 mg/dl, respectively. Results Eight patients (six males:two females) were evaluated. Total
mean age was 43.9 ± 8.09 years. A reduction in GCS was the main
reason for ICU admission. All patients received ≥3 anti-TBM drugs
and steroids. Two CSF PCR+ve patients had primary drug resistance
to isoniazid. There was also a longer mean delay in the time of onset
of anti-TBM treatment in CSF PCR+ve patients (4 ± 2.88 days). Higher
APACHE II and SOFA scores on admission (mean = 23, 8.5) were Conclusion BG parameters except BGmin were two-dimensionally
related to the severity. P448 g
j
1Shisei Hospital, Saitama, Japan; 2Keiyo Hospital, Tokyo, Japan gl
References References
1. Belardinelli L, et al.: J Pharmacol Exp Ther 2013, 344:23-32. 2. Siddiqui MA, et al.: Drugs 2006, 66: 693-710. 3. Park YY, et al.: J Neurophysiol 2013, 109:1378-1390. 4. Kahlig KM, et al.: Br J Pharmacol 2010, 161:1414-1426. 5. Vallés SL, et al.: Brain Pathol 2004, 14:365-371. 2. Siddiqui MA, et al.: Drugs 2006, 66: 693-710. 2. Siddiqui MA, et al.: Drugs 2006, 66: 693-710. 3. Park YY, et al.: J Neurophysiol 2013, 109:1378-1390. Anti-infl ammatory and antioxidant eff ects of ranolazine on primary
cultured astrocytes y
y
q
Results Compared with control cells, treatment with ranolazine
induced an increment of anti-infl ammatory PPARγ and reduced
the proinfl ammatory mediators IL-1β and TNFα in primary cultured
astrocytes. Ranolazine (10–6 M) also increased the expression of
antioxidant protein Cu/Zn-SOD and caused a signifi cant increase in cell
viability.l P446 q
g
3. Park YY, et al.: J Neurophysiol 2013, 109:1378-1390. Blood glucose target in acute phase suggested by the analysis of
the relationship between blood glucose profi le and the severity of
the diseases y
4. Kahlig KM, et al.: Br J Pharmacol 2010, 161:1414-1426. 5. Vallés SL, et al.: Brain Pathol 2004, 14:365-371. M Hoshino1, Y Haraguchi2, K Oda1, S Kajiwara1 M Hoshino1, Y Haraguchi2, K Oda1, S Kajiwara1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Methods In a prospective, controlled study, 134 patients with septic
shock were randomized into three study groups: group A (n = 43),
200 mg/day hydrocortisone hemisuccinate in four daily doses; group
B (n = 47), same dose of hydrocortisone hemisuccinate in continuous
administration; group C (n = 44), no hydrocortisone hemisuccinate. Patients with diabetes mellitus were excluded. The duration of
hydrocortisone treatment was a maximum 7 days. The target blood
glucose (BG) level was below 180 mg/dl. BG values were analyzed by
calculating mean daily values, standard deviation (SD) of BG values
as an index of glycemic variability, and insulin doses. The local ethics
committee approved the study.f First clinical study data from therapeutic use of a novel continuous
glucose monitoring system in the ICUi Performance notably improved with experience and also highlighted
that even previously validated dynamic algorithms will need to be Introduction The purpose of this study was to assess the relation
between glycemic control and the severity of sepsis in a cohort of
patients with vasopressor-dependent septic shock treated with
corticosteroids [1,2]. S161 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P447 P447
Anti-infl ammatory and antioxidant eff ects of ranolazine on primary
cultured astrocytes
FB El Amrani, S Guerra, D Aguirre-Rueda, MD Mauricio, P Marchio, JM Vila,
SL Vallés, F Fernández, M Aldasoro
University of Valencia, Spain
Critical Care 2014, 18(Suppl 1):P447 (doi: 10.1186/cc13637) References 1. Waeschle RM, Moerer O, Hilgers R, et al.: The impact of the severity of sepsis
on the risk of hypoglycemia and glycemic variability. Crit Care 2008,
12:R129.f Conclusion Ranolazine decreases infl ammatory mediators IL-1β and
TNFα, and increases anti-infl ammatory PPARγ as well as the antioxidant
Cu/Zn-SOD in astrocytes in culture. These results suggest that
ranolazine could be useful as a neuroprotective drug in pathologies
inducing infl ammatory damage and oxidant processes. 2. Loisa P, Parviainen I, Tenhunen J, et al.: Eff ect of mode of hydrocortisone
administration on glycemic control in patients with septic shock. A
prospective randomized trial. Crit Care 2007, 11:R21. Tuberculous meningitis: a 10-year case analysis of critical care
admissions p
p
y
p
y
p
Critical Care 2014, 18(Suppl 1):P446 (doi: 10.1186/cc13636) Introduction Blood glucose (BG) control in acute illness improves
outcome. However, how to manage BG levels, or BG target, is not clearly
elucidated. In this study, the BG target was suggested by the analysis of
the relationship between BG profi le and the severity of the diseases. Methods Ninety-six patients were studied. The following parameters
were calculated during the fi rst week after ICU admission. (1) Maximum
value of SOFA score (SOFAmax). (2) Mean, standard deviation,
maximum, minimum, and diff erence of BG levels (BGm, BGsd, BGmax,
BGmin, BGd (BGmax – BGmin), respectively). BG levels were measured
basically every 6 hours. (3) Correlation between SOFAmax and BG
parameters using two-dimensional (correlation coeffi cient rt) and linear
regression analysis (rl). Introduction Blood glucose (BG) control in acute illness improves
outcome. However, how to manage BG levels, or BG target, is not clearly
elucidated. In this study, the BG target was suggested by the analysis of
the relationship between BG profi le and the severity of the diseases. N Ojukwu, C Talati, S Wijayatilake, G De la Cerda, A Bellini, R Jain
Queen’s Hospital, London, UK N Ojukwu, C Talati, S Wijayatilake, G De la Cerda, A Bellini, R Jain
Queen’s Hospital, London, UK Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 to compare known clinical predictors of MV and determine predictors
of prolonged MV. associated with a positive CSF PCR result. Increased requirements for
mechanical ventilation (100%), tracheostomy (50%), inotropes (75%),
neurosurgical intervention (predominantly CSF drainage) (100%) and
enteral feeding (50%) were all signifi cant for this group. Mortality and
long-term neurological morbidity were substantially higher for PCR+ve
patients (75% and 25%). In contrast, the majority of culture-negative
patients survived (75%), and experienced good recoveries at follow-up. Overall mortality was 50%. associated with a positive CSF PCR result. Increased requirements for
mechanical ventilation (100%), tracheostomy (50%), inotropes (75%),
neurosurgical intervention (predominantly CSF drainage) (100%) and
enteral feeding (50%) were all signifi cant for this group. Mortality and
long-term neurological morbidity were substantially higher for PCR+ve
patients (75% and 25%). In contrast, the majority of culture-negative
patients survived (75%), and experienced good recoveries at follow-up. Overall mortality was 50%. Methods We conducted a retrospective chart review of consecutive
CSI admitted between 1 January 2005 and 1 March 2009. We recorded
data related to the injury, the duration of MV, respiratory complications,
ICU and hospital length of stay and patients’ outcomes. A review of the
literature identifi ed known predictors (ASIA level, ISS, level of injury,
and so forth). Univariate and multivariate logistic regression were used
to identify predictors of MV and prolonged MV. y
Conclusion This is the second documented case analysis of TBM and
ICU admission in adult patients [1,2]. Findings show that poor outcomes
are associated with positive CSF PCR results. Factors linked to poor
outcomes include delays in initiating anti-TBM treatment, neurosurgical
interventions, and an increased requirement for multiorgan support. Earlier drug susceptibility testing would be preferable particularly for
patients with positive CSF PCR cultures. Given the potential severity
of TBM, a high index of clinical suspicion remains critical towards
optimizing outcomes. y p
p
g
Results Of the 208 patients, 82% were male and the mean age was
51 years. Hospital mortality was 8.7%. Main causes of injury were
motor vehicle accidents (39.7%) and falls (43.2%). Injuries below C4
level represented 51.5% of the population. A complete loss of motor
function (ASIA level A and B) was found in 34.9% of patients. The mean
and median ISS score was 20.7. P452 P452
Evaluation of the ocular microcirculation in brain-dead patients:
fi rst step towards a new method of multimodal neuromonitoring? T Tamosuitis1, A Pranskunas1, N Balciuniene1, V Pilvinis1, EC Boerma2
1Lithuanian University of Health Sciences, Kaunas, Lithuania; 2Medical Centre
Leeuwarden, the Netherlands
Critical Care 2014 18(Suppl 1):P452 (doi: 10 1186/cc13642) g
y
Methods During surgery, samples of cerebrospinal fl uid and
arterial blood were simultaneously withdrawn to evaluate lactate
concentration. Samples were collected at fi ve fi xed times during and
after surgery: T1 (beginning of the intervention), T2 (15 minutes after
aortic cross-clamping), T3 (just before unclamping), T4 (end of surgery),
and T5 (4 hours after the end of surgery).l ritical Care 2014, 18(Suppl 1):P452 (doi: 10.1186/cc13642) Introduction Multimodal neuromonitoring is a part of goal-
directed therapy in severe neurosurgical pathology that leads to
better understanding and therefore accurate and timely correction
of disturbances of cerebral perfusion. The aim of our study was to
evaluate and compare microcirculation in the conjunctiva of the eye
and sublingual mucosa in brain-dead patients and healthy volunteers. No studies to our knowledge with this purpose were performed
previously. We hypothesized that direct videomicroscopic evaluation
of conjunctival microcirculation is linked to cerebral blood fl ow. Results Mean lactate levels in cerebrospinal fl uid rose consistently
from the beginning of the intervention steadily until after surgery (T1 =
1.83 mmol/l, T2 = 2.10 mmol/l, T3 = 2.72 mmol/l, T4 = 3.70 mmol/l,
T5 = 4.31 mmol/l). Seven patients developed spinal cord injury; two of
them had delayed injury occurring 24 hours after the end of surgery;
the remaining fi ve had early onset. In this group of fi ve patients,
preoperative cerebrospinal fl uid lactate levels were signifi cantly
(P = 0.04) higher than those of the other 40 patients preoperatively
(2.12 ± 0.35 vs. 1.79 ± 0.29 mmol/l). jl
Methods We evaluated microcirculation of the eye conjunctiva and
sublingual mucosa of 10 brain-dead diagnosed patients and 10
healthy volunteers. Brain-death diagnoses were certifi ed by cerebral
angiography. Direct in vivo observation of the microcirculation
was obtained with sidestream dark-fi eld imaging. Assessment
of microcirculatory parameters of convective oxygen transport
(microvascular fl ow index (MFI), proportion of perfused vessels (PPV)),
and diff usion distance (perfused vessel density (PVD) and total vessel
density (TVD)) was performed according to international criteria. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 In total, 78 patients required MV (37.5%)
and 30 patients required prolonged MV (14.4%). After multivariate
analysis, four predictors of MV were identifi ed: pneumonia (OR = 52.83);
ISS score >22 (OR = 4.09); age (OR = 1.02); level C1 to C4 (2.34); and
two predictors of prolonged MV: ASIA score A and B (OR = 5.57) and
pneumonia (OR = 8.76). References G Landoni, M Pieri, V Testa, S Silvetti, M Zambon, G Borghi, M Azzolini,
AL Di Prima, L Nobile, R Lembo, A Zangrillo
Vita-Salute San Raff aele University, Milan, Italy
Critical Care 2014, 18(Suppl 1):P449 (doi: 10.1186/cc13639) References
1. Krueger H, et al.: Chronic Dis Inj Can 2013, 33:113-122. 2. Devivo MJ: Spinal Cord 2012, 50:365-372. 3. Como JJ, et al.: J Trauma Inj Infect Crit Care 2005, 59:912-916. 4. Durga P, et al.: Anesth Anal 2010, 110:134-140. 5. Honarmand A, et al.: Ulus Travma Acil Cerrahi Derg 2008, 14:110-117. 6. Branco BC, et al.: J Trauma 2011, 70:111-115. Introduction The aim was to evaluate the role of intrathecal lactate as
an early predictor of spinal cord injury during thoracoabdominal aortic
aneurysmectomy. Forty-four consecutive patients were scheduled to
undergo thoracoabdominal aortic aneurysmectomy. Two patients
had a type B dissecting aneurysm; all other 42 patients suff ered from
degenerative aneurysm. P452 Conclusion The preoperative cerebrospinal lactate concentration is
elevated in patients who will develop early-onset spinal cord injury
after thoracoabdominal aortic aneurysmectomy. This may allow a
better stratifi cation of these patients, suggesting a more aggressive
strategy of spinal cord function preservation and possibly guaranteeing
them a better outcome. N Ojukwu, C Talati, S Wijayatilake, G De la Cerda, A Bellini, R Jain
Queen’s Hospital, London, UK
C iti
l C
2014 18(S
l 1) P448 (d i 10 1186/
13638) Therefore, a part of the severe patients seemed
to have lower BG levels and lower BG variability. Targeting those BG
parameters in early phase within the abovementioned levels was
considered to link to better outcome. S162 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References 1. Pehlivanoglu F, et al.: Scientifi cWorldJournal 2012, 2012:169028. 2. Verdon R, et al.: Clin Infect Dis 1996, 22:982-988. 1. Pehlivanoglu F, et al.: Scientifi cWorldJournal 2012, 2012:169028. 2. Verdon R, et al.: Clin Infect Dis 1996, 22:982-988. Conclusion In our study ISS, cervical level and age were associated with
MV but not with the need for prolonged MV, whereas pneumonia was
an independent risk factor for both. This is a potentially preventable
risk factor where specifi c strategies can be applied to improve patients’
outcome. P450 Predictors of ventilatory outcome in cervical spinal injuries
HT Wang, DW Williamson, MA Albert
Hopital Sacre-Coeur de Montreal, Canada
Critical Care 2014, 18(Suppl 1):P450 (doi: 10.1186/cc13640) y
g
Results All brain-dead patients required vasopressor support to sustain
perfusion of donor organs. The MFI of small vessels was signifi cantly
lower in brain-dead patients in comparison with healthy controls in
ocular conjunctiva (2.6 (2.4 to 2.8) vs. 3.0 (3.0 to 3.0), P = 0.03) and in
sublingual mucosa (2.8 (2.6 to 2.9) vs. 3.0 (3.0 to 3.0), P = 0.04). TVD
and PVD of small vessels were signifi cantly lower in brain-dead patients
in comparison with healthy controls in ocular conjunctiva (10.2 (5.2
to 14.8) vs. 17.0 (15.4 to 27.2) mm/mm2, P = 0.023 and 5.2 (2.9 to 7.2)
vs. 10.1 (8.5 to 16.7) l/mm, P = 0.023), but there was no diff erence in
sublingual mucosa.i Introduction Spinal cord injuries aff ect 50 persons per million every
year in North America [1], with over 50% occurring at the cervical
level [2]. Cervical spinal cord injuries (CSI) are at particular risk for
mechanical ventilation (MV), pulmonary complications and increased
length of hospital stay. A few small cohort studies looked at predictors
of MV [3-6], and to our knowledge there are no studies addressing
factors associated with prolonged MV. The purpose of this study was Conclusion We were able to identify a signifi cant reduction of capillary
density in the eye conjunctiva but not in sublingual mucosa when S163 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 medical quality between the urban and depopulated areas. To improve
the problem, telemedicine using a mobile device between general
physicians and stroke specialists became important with the increasing
demand for rapid and correct diagnosis for treatment of acute stroke. We developed a system for rapidly exchanging diagnostic images and
clinical information in depopulated areas to develop the standard comparing microcirculation of brain-dead diagnosed patients and
healthy volunteers. However, the presence of conjunctival fl ow in case
of general cerebral fl ow is completely absent, making it diffi cult to use
conjunctival fl ow as a substitute for brain fl ow. P453 thrombolytic therapy using alteplase for acute ischemic stroke [1,2]. External validation of an early warning alert for elevated
intracranial pressure in the Avert-IT database Introduction After severe traumatic brain injury (TBI), episodes of
elevated intracranial pressure (ICP) are associated with poor outcome. Previously we developed a model to predict increased ICP, 30 minutes
in advance, using the dynamic characteristics of routinely monitored
minute-by-minute ICP and mean arterial blood pressure (MAP) signals
[1]. The model was developed using data from the Brain-IT database
[2]. Here we present external validation results of this model, on a more
recent cohort of adult TBI patients from the AVERT-IT project [3]. y
Results The k-support system was managed in 102 emergency
patients, 65 patients (64%) were classifi ed as neurological disease, 41
(40%) as stroke, 11 (11%) as head injury, two (2%) as epilepsy. The detail
of stroke was ischemia in 35 (34%), hemorrhage in four (4%) and SAH in
two (2%). Two ischemic stroke patients were treated with intravenous
thrombolysis of alteplase using the k-support system and a ‘drip-
and-ship’ paradigm. One patient using alteplase showed complete
recanalization of the middle cerebral artery. The consultations resulted
in hospitalization in 42%, transfer in 37% and return home in 20%. ece t co o t o adu t
pat e ts
o
t e
p oject [3]. Methods A retrospective analysis of physiological data collected at the
minute resolution, from 43 adult patients from the AVERT-IT project. A
total of 67 episodes of ICP above 30 mmHg lasting at least 10 minutes
were identifi ed in this cohort. Four-hour time series of ICP and MAP
anteceding each episode by 30 minutes were analyzed. Additional time
series not preceding elevated ICP episodes were used for validation. Results Table 1 summarizes the main fi ndings. Performance of the
model in the original study [1] is reproduced in the fi rst column. The
model retains identical performance for all criteria in the cohort of
more recent TBI patients of the AVERT-IT database. Methods A retrospective analysis of physiological data collected at the
minute resolution, from 43 adult patients from the AVERT-IT project. A
total of 67 episodes of ICP above 30 mmHg lasting at least 10 minutes
were identifi ed in this cohort. Four-hour time series of ICP and MAP
anteceding each episode by 30 minutes were analyzed. References 1. Guiza et al.: Crit Care Med 2013, 41:554. 2. [http://www.brainit.org]
3. [http://www.avert-it.org] 1. Guiza et al.: Crit Care Med 2013, 41:554. 2. [http://www.brainit.org]
3. [http://www.avert-it.org] External validation of an early warning alert for elevated
intracranial pressure in the Avert-IT database Additional time
series not preceding elevated ICP episodes were used for validation.i p
Conclusion Before introduction of the k-support system, the standard
thrombolytic therapy using alteplase for acute ischemic stroke could
not operate in the Kaifu area due to the absence of stroke specialists
and the long distance to a neighboring stroke center. The telemedicine
system using a mobile device as the k-support system can be used
anytime, anywhere and by anyone. This system can communicate
with the doctors, between general physicians in depopulated areas
and specialists in urban areas, and may become a useful tool for acute
patient management in not only stroke but also other emergency
diseases g
Results Table 1 summarizes the main fi ndings. Performance of the
model in the original study [1] is reproduced in the fi rst column. The
model retains identical performance for all criteria in the cohort of
more recent TBI patients of the AVERT-IT database. Table 1 (abstract P453). Database
Brain-IT
Avert-IT
AUROC
0.85
0.83
aBrier SS (%)
34
30
Cal large
0.00
0.01
Cal slope
0.99
1.03
Accuracy (%)
77
77 References
1. Takao H, et al.: Stroke 2012, 43:236-239. 2. Tekle WG, et al.: Stroke 2012, 43:1971-1974. References
1. Takao H, et al.: Stroke 2012, 43:236-239. 2. Tekle WG, et al.: Stroke 2012, 43:1971-1974. P450 Methods A system was consisted of communicating patient data and
imaging between the hospital system and participating staff members
in and out of the hospital using mobile devices. The system can transfer
clinical data and large volumes of CT and MRI, and expert opinion in
real time. We developed the system (k-support) in the Kaifu area, which
is a typical depopulated area in Tokushima Prefecture, Japan, between
the general physicians in Tokushima Prefectural Kaifu Hospital and
specialists in stroke and cardiovascular disease at Tokushima University
Hospital from February 2013. External validation of an early warning alert for elevated
intracranial pressure in the Avert-IT database
M Beckers1, F Güiza1, B Depreitere1, I Piper2, R Donald3, G Van den Berghe1,
G Meyfroidt1
1University Hospitals Leuven, Belgium; 2Southern General Hospital, Glasgow,
UK; 3University of Glasgow, UK
Critical Care 2014, 18(Suppl 1):P453 (doi: 10.1186/cc13643) P454
New support system using a mobile device for diagnostic image
display and treatment of acute stroke in Japanese depopulated
areas
T Kageji1, H Oka1, F Obata2, K Tani3, H Bando2, R Tabata3, M Kohno3
1Tokushima University Hospital, Tokushima, Japan; 2Tokushima Prefectural
Kaifu Hospital, Kaifu, Japan; 3The University of Tokushima Graduate School,
Tokushima, Japan
Critical Care 2014, 18(Suppl 1):P454 (doi: 10.1186/cc13644) References Eff ects of cardiac output-guided hemodynamic management on
fl uid administration after aneurysmal subarachnoid hemorrhage
B Bergmans, M Egal, J Van Bommel, J Bakker, M Van der Jagt
Erasmus MC – University Medical Center, Rotterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P455 (doi: 10.1186/cc13645) Conclusion The obtained external validation results, on a previously
unseen cohort of adult TBI patients, confi rm the robustness of the
model to accurately predict future increased ICP events 30 minutes
in advance. The general applicability of the model is probably due to
its sparseness, as it only uses two routinely monitored signals as input,
namely ICP and MAP. These results are a large step forward in our work
toward an early warning system for elevated ICP that can be used
worldwide. Introduction In patients with aneurysmal subarachnoid hemorrhage
(SAH), hypervolemic therapy may result in fl uid overload that may be
associated with adverse clinical outcomes [1,2]. We hypothesized that
a goal-directed transpulmonary thermodilution (TPT) monitoring
protocol aiming for normovolemia may result in decreased fl uid intake
while sustaining adequate volume status in poor-grade SAH patients. Methods Following the introduction of the hemodynamic protocol
in 2011, 26 consecutive patients with SAH were included until
2013. Using TPT (PiCCO; Pulsion), cardiac output (CO), global end-
diastolic volume index (GEDVI) and extravascular lung water index
(EVLWI) were determined. Fluid administration was targeted at
fl uid unresponsiveness. Indications for start of the protocol were:
hypotension (in spite of fl uids), pulmonary edema or cardiac stunning,
daily fl uid balance ≤–1 l, cerebral ischemia (DCI) with progressive
symptoms. Data were collected on fl uid intake and output up to 3 days
before and 3 days after the start of TPT. We assessed the course of fl uid
input and output and hemodynamic parameters before and after the
start of the protocol with the generalized estimating equation. P454
New support system using a mobile device for diagnostic image
display and treatment of acute stroke in Japanese depopulated
areas New support system using a mobile device for diagnostic image
display and treatment of acute stroke in Japanese depopulated
areas T Kageji1, H Oka1, F Obata2, K Tani3, H Bando2, R Tabata3, M Kohno3
1Tokushima University Hospital, Tokushima, Japan; 2Tokushima Prefectural
Kaifu Hospital, Kaifu, Japan; 3The University of Tokushima Graduate School,
Tokushima, Japan p
g
g q
Results Mean age was 55 ± 16, and median Glasgow Coma Scale on
admission was 8 (IQR 6 to 13). TPT was started at a median of 1 day after
ICU admission (IQR 0 to 4). DCI developed in 70% and the in-hospital
death rate was 45%. Compared with days preceding the protocol (day
–3 to –1), TPT (day 0 to 3) was associated with decreased fl uid intake
(compared with day 3 as reference; day –1: +1.14 ± 0.31 l, P <0.001; day
0: +0.68 ± 0.29 l, P = 0.019; day 1: +0.73 ± 0.31 l, P = 0.02), increased p
Critical Care 2014, 18(Suppl 1):P454 (doi: 10.1186/cc13644) Introduction Stroke is the main cause of deterioration of activity of
daily living in Japan. The social problem in Japan is the diff erence in S164 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 PbrO2 (Licox, GMS) ICP, CPP, MABP, CVP, local brain temperature, body
core temperature, PCO2, and blood glucose among others. The cerebral
monitoring probes were inserted via a Bolt (ICP, PbrO2, microdialysis)
and an additional burr hole (CBF). All probes were positioned in the
penumbra and location was verifi ed by brain CT. The PbrO2 arm of this
study and its signifi cance is still underway and will be announced later. Thirteen of the patients were successfully discharged from the ICU
while eight did not survive. fl uid output (day –2: –0.91 ± 0.46 l, P <0.05 compared with day 3), and
consequently a strong decrease in fl uid balance (day –3: +2.10 ± 0.56
l, P <0.001; day –2: +2.66 ± 1.14 l, P = 0.02; day –1: +1.41 ± 0.37 l,
P <0.001). The decreased fl uid intake and fl uid balances did not result
in decreased CO, GEDVI or EVLWI on days 1 to 3 compared with day
0 (mean PCCI 3.5 l/minute/m2, mean GEDVI 761 ml/m2, mean EVLWI
10.8 ml/kg). P454
New support system using a mobile device for diagnostic image
display and treatment of acute stroke in Japanese depopulated
areas Conclusion Our data suggest that in poor-grade SAH patients goal-
directed fl uid management with TPT is feasible to decrease intake and
increase diuresis without adverse eff ects on cardiac output or preload
parameters. Future research should assess the eff ect of such a protocol
on clinical outcomes. g
Results The fi nal data are currently under statistical evaluation, which
will be completed at the time of presentation. However, there is
indication of a link between brain glucose levels and CBF values, but
it is not clear as to the CBF–PbrO2 correlation that is the second part
of this study under evaluation. This may be due to the fl uctuation of
brain glucose because of brain ischemia, hyperemia, hypermetabolism
or hypometabolism. So far we are able to establish a correlation of CBF
and lactate/pyruvate ratio only in persistently low CBF values. References 1. Mutoh T, et al.: Stroke 2009, 40:2368-2374. 2. Ibrahim GM, Macdonald RL: Neurocrit Care 2013, 19:140. 1. Mutoh T, et al.: Stroke 2009, 40:2368-2374. 1. Mutoh T, et al.: Stroke 2009, 40:2368-2374. 2. Ibrahim GM, Macdonald RL: Neurocrit Care 2013, 19:140. y
y
y
Conclusion This will be a fi nal report of a study in human patients
with severe subarachnoid hemorrhage and traumatic brain injury. The
results indicate correlations of varying signifi cance between the pooled
data still under statistical analysis. We hope that the outcome of our
study will be able to answer questions regarding the pathophysiology
of severe brain injury and guide us in the titration of therapy, as it is
needed by each individual patient [1-4]. y
References g
y
Critical Care 2014, 18(Suppl 1):P456 (doi: 10.1186/cc13646) References
1. Morgan Stuart R, et al.: Neurocrit Care 2010, 12:188-198. 2. Tisdall MM, et al.: Br J Anaesth 2007, 99:61-67. 3. Nordström CH: Crit Care 2008, 12:R9I. 4. Jaeger M, et al.: Acta Neurochir (Wien) 2005, 147:51-56. References
1. Morgan Stuart R, et al.: Neurocrit Care 2010, 12:188-198. 2. Tisdall MM, et al.: Br J Anaesth 2007, 99:61-67. 3. Nordström CH: Crit Care 2008, 12:R9I. 4. Jaeger M, et al.: Acta Neurochir (Wien) 2005, 147:51-56. Introduction The receptor for advanced glycation end products
(RAGE) is a multiligand receptor of the immunoglobulin superfamily
that has been implicated in multiple neuronal and infl ammatory stress
processes. In the present study, we investigated changes in RAGE
immunoreactivity and its protein levels in the gerbil hippocampus (CA1
to 3 regions) after 5 minutes of transient global cerebral ischemia. 4. Jaeger M, et al.: Acta Neurochir (Wien) 2005, 147:51-56. 58
New look at the 20 mmHg ICP threshold New look at the 20 mmHg ICP threshold New look at the 20 mmHg ICP threshold
FG Guiza1, BD Depreitere1, IP Piper2, GV Van den Berghe1, GM Meyfroidt1
1University Hospitals Leuven, Belgium; 2Southern General Hospital, Glasgow
UK
Critical Care 2014, 18(Suppl 1):P458 (doi: 10.1186/cc13648) g
g
Methods The ischemic hippocampus was stained with cresyl violet
(CV), NeuN (a neuron-specifi c soluble nuclear antigen) antibody and
Fluro-Jade B (a marker for neuronal degeneration). g
FG Guiza1, BD Depreitere1, IP Piper2, GV Van den Berghe1, GM Meyfroidt1
1University Hospitals Leuven, Belgium; 2Southern General Hospital, Glasgow,
UK FG Guiza1, BD Depreitere1, IP Piper2, GV Van den Berghe1, GM Meyfroidt1
1University Hospitals Leuven, Belgium; 2Southern General Hospital, Glasgow,
UK Results Five days after ischemia–reperfusion, delayed neuronal death
occurred in the stratum pyramidale (SP) of the CA1 region. RAGE
immunoreactivity was not detected in any regions of the CA1 to 3
regions of the sham group. RAGE immunoreactivity was detected
only in the CA1 region from 3 days post ischemia, and the RAGE
immunoreactivity was newly expressed in astrocytes, not in neurons. In
addition, the level of RAGE protein was highest at 5 days post ischemia. In brief, both the RAGE immunoreactivity and protein level were
distinctively increased in astrocytes in the ischemic CA1 region from
3 days after transient cerebral ischemia. Critical Care 2014, 18(Suppl 1):P458 (doi: 10.1186/cc13648) Critical Care 2014, 18(Suppl 1):P458 (doi: 10.1186/cc13648) Critical Care 2014, 18(Suppl 1):P458 (doi: 10.1186/cc13648 Introduction We present a method based on minute-by-minute ICP
monitoring and outcome (GOS) to visualize in a clinically useful way
the dynamic aspects of secondary injury. Introduction We present a method based on minute-by-minute ICP
monitoring and outcome (GOS) to visualize in a clinically useful way
the dynamic aspects of secondary injury. Methods A retrospective analysis of data from 165 adult patients from
the Brain-IT database [1]. A color-coded contour plot was made for the
association between good outcome and the number of secondary
insults of ICP during the ICU stay, as defi ned by continuous values of
insult duration and thresholds. Conclusion These results indicate that the increase of RAGE expression
in astrocytes at post ischemia may be related to the ischemia-induced
activation of astrocytes in the ischemic CA1 region. Figure 1 (abstract P458). Eff ect of transient cerebral ischemia on the expression of receptor
for advanced glycation end products in the gerbil hippocampus
proper p
p
JH Cho, CW Park, HY Lee, MH Won, JY Lee, DJ Chung Kangwon National University, Chuncheonsi, South Korea Model of intracranial hypertension of tumor etiology in laboratory
ratsi Model of intracranial hypertension of tumor etiology in laboratory
rats
AN Kolesnikov, VI Cherniy, KA Kardash, TA Mustafi n, VN Stasyuk,
IV Koktishev
Donetsk National Medical University of Maxim Gorky, Donetsk, Ukraine
Critical Care 2014, 18(Suppl 1):P459 (doi: 10.1186/cc13649) AN Kolesnikov, VI Cherniy, KA Kardash, TA Mustafi n, VN Stasyuk,
IV Koktishev AN Kolesnikov, VI Cherniy, KA Kardash, TA Mustafi n, VN Stasyuk,
IV Koktishev Donetsk National Medical University of Maxim Gorky, Donetsk, Ukraine
Critical Care 2014, 18(Suppl 1):P459 (doi: 10.1186/cc13649) Introduction The objective of this research is the creation of an
experimental model of intracranial hypertension (ICH) of the tumor
etiology in white nonlinear rats. Figure 1 (abstract P460). Methods Work was executed in the neurophysiology laboratory on
12 white nonlinear rats, weight 280 to 320 g, preselected according
to criteria of bioethical rules. For modeling ICH in animals, standard
anesthesia was carried out. A longitudinal section was spent in the
projections of saggital suture from the frontal to occipital bone. The
off ensive surgical stage anesthesia showed loss of palpebral and
lingual refl exes. Further, according to the stereotactic atlas coordinates,
a burr hole was performed, through which sterile two-component anti-
allergen and depyrogenized gel in the amount of 0.025 ml was applied
into the fourth ventricle with an intracerebroventricular microinjector. The injector was at an angle of 12° in order to avoid injuring vessels,
its distal end entering a depth 4.5 mm in the fourth ventricle, and was
installed and documented in the burr hole for measuring intracranial
pressure. Monitoring during operations included: respiration, heart
rate, ECG, thermometry, and control of diuresis. Figure 1 (abstract P460). Results In all animals the heart rate decreased to an average of
180 beats/minute during 90 minutes after the introduction of the
intracerebroventricular two-component gel. Also there was a decrease
in respiration rate by an average of <70 breaths/minute. Behavioral
responses of animals were evaluated. The average intensity and the
duration of such actions as shaking, friction, licking and carding
decreased. Decline in grooming was possibly associated with breached
central regulation in the brain of studied rats. Macroscopically in
the preparation we observed a pronounced hyperemia of obtained
materials, which may indirectly indicate the syndrome of ICH. Survival
of the animals was: 3 days – 100%, 7 days – 100%, 14 days – 92%,
21 days – 83%. Correlation of thermal Doppler fl owmetry and microdialysis values
in patients with severe subarachnoid hemorrhage and traumatic
brain injury DC Papadopoulos1, P Papamichalis1, As Filippidis2, D Karangelis3,
TH Bekiari4, KN Fountas5, G Vretzakis5, KN Paterakis5, A Komnos1
1General Hospital of Larisa, Greece; 2Boston Medical Center, Boston, MA, USA;
3Onassis Cardiac Surgey Center, Athens, Greece; 4Prefectural Authority of
Thessaly, Larisa, Greece; 5University Hospital of Larissa, School of Medicine,
University of Thessaly, Larisa, Greece
C
l C
(S
l ) P
(d
/
) y
y
Critical Care 2014, 18(Suppl 1):P457 (doi: 10.1186/cc13647) Introduction The purpose of this study is to investigate the relationship
between continuously monitored regional cerebral blood fl ow (CBF)
and microdialysis values in severe subarachnoid hemorrhage and
traumatic brain injury patients. Methods Advanced multimodal neuromonitoring including measure-
ments of CBF (QFlow, Hemedex) and brain lactate, pyruvate, lactate/
pyruvate ratio, glycerol and glucose values using microdialysis
(CMA600, microdialysis) were performed in 21 patients with severe
subarachnoid hemorrhage (n = 17) and traumatic brain injury (n = 4). Thirteen of the patients were successfully discharged from the ICU
while eight did not survive. Additional recorded parameters include Figure 1 (abstract P458). S165 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Results Figure 1 visualizes in blue the region associated with good
outcome for continuous values of thresholds and durations of
secondary insults. The thick black line indicates the transition towards
the negative association region in red. A best-fi t exponential curve is
superimposed. This clearly shows that insults below 20 mmHg of ICP
can be detrimental if sustained for long periods. Alternatively, they can
be tolerated for higher thresholds but only for shorter periods. Figure 1 (abstract P460). Conclusion Secondary injury is dynamic such that not only thresholds
but also insult duration are relevant. The proposed visualization goes
beyond the static 20 mmHg ICP threshold introduced in [2] and
provides a more accurate representation that could help the clinician
in identifying when the patient’s outcome could be making a turn for
the worse. Model of intracranial hypertension of tumor etiology in laboratory
ratsi y
Conclusion The main result of this work can be considered creation of
a successful and workable model of ICH. The developed model is the
testing ground to assess especially anesthesia protection in patients
with the syndrome of ICH including tumor etiology and has no analogs. lactate, serum sodium and C-reactive protein (CRP) between arterial
and jugular venous bulb blood. j g
Methods An observational study. Between 1 January and 31 October
2013 we included neurocritical patients (NCP) with multimodal
neuromonitoring (MMN). Daily samples of arterial blood and venous
jugular bulb blood were obtained for measuring pCO2, lactate, serum
sodium and CRP.i j g
Methods An observational study. Between 1 January and 31 October
2013 we included neurocritical patients (NCP) with multimodal
neuromonitoring (MMN). Daily samples of arterial blood and venous
jugular bulb blood were obtained for measuring pCO2, lactate, serum
sodium and CRP.i P460 Arterial–jugular bulb diff erences in pCO2, lactate, serum sodium
and C-reactive protein in neurocritical patients
M Canitrot, S Ugarte
INDISA Clinic, Santiago, Chile
Critical Care 2014, 18(Suppl 1):P460 (doi: 10.1186/cc13650) References References
1. [http://www.brainit.org]
2. Marmarou et al.: J Neurosurg 1991, 75:59-66. 1. [http://www.brainit.org] 2. Marmarou et al.: J Neurosurg 1991, 75:59-66. Effi cacy of terutroban in preventing delayed cerebral ischemia after
subarachnoid hemorrhage: a functional isotope imaging study on
a rat model D Lagier1, B Guillet2, L Velly1, N Bruder1, M Alessi2 D Lagier , B Guillet , L Velly , N Bruder , M Alessi
1CHU Timone, Marseille, France; 2Aix Marseille University, Marseille, France
Critical Care 2014, 18(Suppl 1):P461 (doi: 10.1186/cc13651) 1CHU Timone, Marseille, France; 2Aix Marseille Univer p
g
Methods Consecutive patients admitted to our ICU for aSAH were
enrolled in the study. CBF-Vm and the pulsatility index (PI) were
obtained by TCCS in both mean cerebral arteries (MCAs) at two
scheduled time points, <3 days (T1) and 7 to 10 days (T10), and at
least once every other day after bleeding. The highest Vm between
left and right and the corresponding PI were chosen for analysis. All
patients underwent brain MRI plus TOF-MRI angiography at T1 and
T10 to assess radiologic VSP. Symptomatic VSP was defi ned as a new
neurologic defi cit associated with radiological VSP. The occurrence of
DCI was evaluated on DWI sequences. The C statistic (ROC curves) and
nonparametric t test were used for analysis. Introduction After a subarachnoid hemorrhage (SAH), delayed
cerebral ischemia (DCI) remains the principal cause of morbid
mortality. F2-isoprotanes are recognized as biomarkers of DCI. These
lipid metabolites, by fi xing the thromboxane and prostaglandin
(TP) receptor, induce vasoconstriction and platelet aggregation. Our
objective was to evaluate the effi cacy of terutroban (TER), a TP receptor-
specifi c antagonist, in preventing DCI after SAH. i
g
g
Methods Twenty rats were assigned to one of three groups: a double
250 μl intracisternal injection (ICI) was realized with saline in the
CONTROLS group (n = 6) or with autologous arterial blood in the SAH
(n = 8) and SAH+TER (n = 6) groups. Treated animals received an oral
administration of 30 mg/kg/day TER during 5 days following blood
injection. Rats were evaluated using a functional isotope imaging
technique (high-resolution microSPECT). Brain capture of three 99m
technetium radiolabeled tracers was evaluated: HMPAO at day (D) 0, 2
and 5 for cerebral perfusion quantifi cation, DTPA at D3 for blood–brain
barrier (BBB) integrity study and annexin V-128 at D4 for apoptotic
activity study. Radioactivity was measured in a predefi ned region of
interest: cerebrum, cerebellum and brainstem. Statistical analysis: one-
way ANOVA followed by Student’s t test. Results Forty-three consecutive patients were recruited. Thirty-seven
patients had simultaneous TCCS measures and MRI (mean age 58 years,
28% WFNS 4 to 5). Reference Figure 1 (abstract P461). HMPAO uptake at day 2 and day 5. *P <0.01
versus day 0; #P <0.01 versus day 2; ‡P <0.01. 1. Carrera E, et al.: Transcranial Doppler for predicting delayed cerebral
ischemia after subarachnoid hemorrage. Neurosurgery 2009, 65:316-324. References 1. Futier et al.: Crit Care 2010, 14:R19. 1. Futier et al.: Crit Care 2010, 14:R19. F Di Corte, S Piff eri, L Capuano, S Magnoni, V Conte, F Ortolano, N Stocchetti
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P462 (doi: 10.1186/cc13652) 2. Chieregato et al.: Acta Neurochir 2005, Suppl 95. 3. Stochetti et al.: Anesthesiology 2005, 103:957. 4. Chieregato et al.: J Neurosurg Anesthesiol 2007, 19:222. Introduction Cerebral vasospasm (VSP) and delayed cerebral ischemia
(DCI) play a central role in worsening the neurological outcome
in patients with aneurismal subarachnoid hemorrhage (aSAH) [1]. Transcranial color-coded duplex sonography (TCCS) is a non-invasive
tool to detect VSP and predict DCI, but its clinical utility is limited by
low accuracy. Our aim was to perform a sensitivity/specifi city analysis
of TCCS in predicting clinical VSP and DCI. Arterial–jugular bulb diff erences in pCO2, lactate, serum sodium
and C-reactive protein in neurocritical patients Results There were 45 NCP, six (13%) with MMN (fi ve men). Mean age
was 37 ± 11 years (35 to 61). Diagnostics: two TBI, two SAH, one stroke,
one lupus encephalitis. APACHE II was 27 ± 6.5 (25 to 39). Glasgow
Coma Scale at admission was 14 ± 4 (4 to 14). pCO2 (mmHg): arterial
41 ± 6.3 versus jugular 45 ± 7.4 (r = 0.7, P = 0.007). Lactate (mg/dl):
arterial 11 ± 5.6 versus jugular 13.5 ± 3.9 (r = 0.7, P = 0.9). Sodium (mEq/dl): Results There were 45 NCP, six (13%) with MMN (fi ve men). Mean age
was 37 ± 11 years (35 to 61). Diagnostics: two TBI, two SAH, one stroke,
one lupus encephalitis. APACHE II was 27 ± 6.5 (25 to 39). Glasgow
Coma Scale at admission was 14 ± 4 (4 to 14). pCO2 (mmHg): arterial
41 ± 6.3 versus jugular 45 ± 7.4 (r = 0.7, P = 0.007). Lactate (mg/dl):
arterial 11 ± 5.6 versus jugular 13.5 ± 3.9 (r = 0.7, P = 0.9). Sodium (mEq/dl): Introduction Several reports indicate the potential usefulness of
monitoring brain metabolic parameters and their correlation with the
system [1-4]. We want to establish diff erences and correlation in pCO2, S166 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 arterial 141 ± 4.5 versus 141 ± 4.4 (r = 0.8, P = 0.15). CRP (mg/dl): arterial
8 ± 7.4 versus 17 ± 11.6 (r = 0.9, P <0.001). The correlation and trend
curves are shown in Figure 1. arterial 141 ± 4.5 versus 141 ± 4.4 (r = 0.8, P = 0.15). CRP (mg/dl): arterial
8 ± 7.4 versus 17 ± 11.6 (r = 0.9, P <0.001). The correlation and trend
curves are shown in Figure 1. Conclusion We made the fi rst microSPECT scan description of a DCI
rat model. After induction of SAH, TER improves cerebral perfusion,
prevents BBB disruption in the brainstem and decreases apoptotic
phenomenon in the cerebrum. g
Conclusion A suitable correlation is observed for the arterial–jugular
bulb in diff erent variables. There is a signifi cant diff erence in CRP and
pCO2 values being persistently higher in the jugular, particularly for
CRP. Studies are required to defi ne its interpretation and potential
usefulness. R f P462 Accuracy of transcranial color-coded duplex sonography in
predicting clinical vasospasm and delayed cerebral ischemia in
patients with subarachnoid hemorrhage
F Di Corte, S Piff eri, L Capuano, S Magnoni, V Conte, F Ortolano, N Stocchetti
Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy
Critical Care 2014, 18(Suppl 1):P462 (doi: 10.1186/cc13652) Effi cacy of terutroban in preventing delayed cerebral ischemia after
subarachnoid hemorrhage: a functional isotope imaging study on
a rat model Eleven patients (30%) developed symptomatic VSP
and 26 (70%) did not (NVSP). Vm increased signifi cantly from T1 to T10
in both groups (VS: P = 0.03, NVSP P = 0.01). The accuracy of TCCS at T10
(Vm) for predicting vasospasm was described by an AUC of 0.86 (CI =
0.74 to 0.98) and a cutoff value >115 cm/seconds (90% sensitivity, 73%
specifi city). Interestingly, a cutoff value >168 cm/second corresponded
to the best specifi city (92% specifi city), but low sensitivity (45%). The
accuracy of PI for predicting VSP was lower (AUC 0.75). The accuracy of
TCCS for predicting DCI was also poor (AUC 0.57). Considering larger
DCI only (volume >2 ml), the accuracy was slightly increased (AUC 0.75). Conclusion TCCS is useful to predict clinical VSP with good accuracy. The Vm cutoff value >115 cm/second might be considered as a warning
threshold, while higher values (>168 cm/second) identify high-risk
patients. The accuracy of TCCS in predicting DCI is low, which indicates
that mechanisms other than VSP are likely to play a role. Reference y
y
Results Brain HMPAO perfusion microSPECT (Figure 1) reveals a
transient hypoperfusion after ICI (D2) and a lasting hypoperfusion in
the SAH group. TER curtailed the SAH-induced decrease of the HMPAO
uptake. TER also signifi cantly counteracted the SAH-induced increase
of DTPA in the brainstem (SAH 2.6 ± 0.7 vs. SAH+TER 1.3 ± 0.1 ppm/
mm3; P <0.05) and increase of annexin V-128 in the cerebrum (SAH
1.2 ± 0.1 vs. SAH+TER 1 ± 0.06 ppm/mm3; P <0.05). Brain death determination in Europe: one condition with too many
nuances
IA Crippa, A Bronco, A Vargiolu, G Citerio
San Gerardo Hospital, Monza, Italy
Critical Care 2014, 18(Suppl 1):P464 (doi: 10.1186/cc13654) y
y
gi
Results Of a total 1,221 patients admitted to our ICU, 37 patients (18
men, 19 women, age 65 ± 20) were clinically diagnosed with brain
death. Primary diagnoses were 18 post-cardiac arrest syndromes,
14 cerebrovascular diseases, and four traumatic subarachnoid
hemorrhages. GCS on admission was 4.5 ± 2.7 and days to cardiac
arrest after diagnosed brain death was 8.6 ± 13.2. Urine volume for the
last 24 hours was 997 ± 1,712 and serum potassium level was 4.8 ± 1.7. PaO2 and PaCO2 were 131.9 ± 80.6 and 48.9 ± 13.8, respectively. The
fi nal causes of cardiac arrest were 20 cardiac failures, 11 renal failures
and six respiratory failures, although with mechanical ventilator
support. The fi nal cause of cardiac arrest due to respiratory failure had
signifi cantly longer stay in the ICU and days after diagnosis of brain
death than cardiac failure or renal failure (27.2 ± 22.6 days vs. 9.2 ± 10.0
and 8.1 ± 4.6, P <0.05; 23.2 ± 24.0 vs. 6.0 ± 9.0 and 5.4 ± 5.2, P <0.05,
respectively).ii Introduction A patient is declared brain dead (BD) when physicians
determine permanent loss of brain functions. Unfortunately, criteria for
defi ning BD vary across diff erent countries [1]. We therefore decide to
survey BD diagnostic modalities in Europe in order to describe diff erences. Methods A multiple-choice questionnaire was developed on an online
platform [2]. Direct link was sent to national representatives of the
European Society of Intensive Care Medicine and NeuroIntensive Care
section’s members. Thirty-three countries were contacted. Answers were
reviewed. In cases of discrepancies or missing data, participants were
contacted for further clarifi cation. Descriptive statistics have been applied. Results Twenty-eight participants returned the questionnaire (85%). Every country has either specifi c law (93%) or guidelines issued by the
scientifi c society (89%). Clinical examination, essential to the diagnosis,
is the only requirement in 50% of countries. Coma, apnea, absence
of corneal and cough refl exes are always necessary. Blood pressure
and electrolytes are checked in 64% as mandatory prerequisites. The
apnea test is legally defi ned in 86% of countries. Eighty-two percent
of countries require achievement of a target paCO2 level while the
Netherlands’ law states target apnea duration. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 of the legal issues involved. Therapy is continued except in the case of
donation of organs for transplantation from brain-dead patients until
their cardiac arrest. Consequently, we may determine what the fi nal
cause of death is in brain-dead patients. Our hypothesis is that brain-
dead patients ultimately die of cardiac failure. Results Wernicke’s area activation was observed in nine patients
(eight patients with TBI, one with hypoxia). During the subsequent
examination, which lasted from 3 to 12 months, seven patients with
activated Wernicke’s area showed further consciousness expansion up
to the minimal consciousness state (further consciousness expansion
was seen in two patients). Two other patients with activated Wernicke’s
area did not show any signs of consciousness. Two patients revealed
signifi cant activity in the Broca’s area. of the legal issues involved. Therapy is continued except in the case of
donation of organs for transplantation from brain-dead patients until
their cardiac arrest. Consequently, we may determine what the fi nal
cause of death is in brain-dead patients. Our hypothesis is that brain-
dead patients ultimately die of cardiac failure. p
y
Methods From January 2011 to December 2012, brain-dead
adult patients in our ICU were investigated. The declaration of
brain death is determined by clinical neurological examinations,
electroencephalography, and the auditory brain-stem response test. Age, sex, primary diagnosis, Glasgow Coma Scale (GCS) on admission,
the number of days from the diagnosis of brain death until cardiac
arrest (days), the fi nal cause of cardiac arrest, urine volume for the
last 24 hours (ml), serum potassium levels (mEq/l), PaO2 (mmHg) and
PaCO2 (mmHg) on the last day were evaluated. Values are expressed
as mean ± SD. Data were analyzed by Kruskal–Wallis test and Mann–
Whitney U test. P <0.05 was considered statistically signifi cant. gi
y
Conclusion According to the fi rst results of the study one can conclude
that behind the outwardly similar clinical symptoms in patients in VS
lies a diverse (due to the organization of brain functions) group of
patients. fMRI enables one to reveal the fi rst signs of cognitive activity;
that is, reveals the linguistic value of speech addressed to the patient
which cannot be detected during routine neurological examination. Acute and long-term outcomes of ICU-acquired weakness: a cohort
study and propensity matched analysis Acute and long-term outcomes of ICU-acquired weakness: a coho
study and propensity matched analysis
G Hermans1, H Van Mechelen2, B Clerckx2, T Vanhullenbusch2,
D Mesotten2, A Wilmer1, MP Casaer2, P Meersseman1, Y Debaveye2,
PJ Wouters2, R Gosselink2, G Van den Berghe2
1UZ Leuven, Belgium; 2KU Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P466 (doi: 10.1186/cc13656) y
p
p
y
y
G Hermans1, H Van Mechelen2, B Clerckx2, T Vanhullenbusch2,
D Mesotten2, A Wilmer1, MP Casaer2, P Meersseman1, Y Debaveye2,
PJ Wouters2, R Gosselink2, G Van den Berghe2
1UZ Leuven, Belgium; 2KU Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P466 (doi: 10.1186/cc13656) G Hermans1, H Van Mechelen2, B Clerckx2, T Vanhullenbusch2,
D Mesotten2, A Wilmer1, MP Casaer2, P Meersseman1, Y Debaveye2,
PJ Wouters2, R Gosselink2, G Van den Berghe2
1UZ Leuven, Belgium; 2KU Leuven, Belgium
Critical Care 2014, 18(Suppl 1):P466 (doi: 10.1186/cc13656) Introduction ICU-acquired weakness is a frequent complication of
critical illness. It is unclear whether it is a marker or mediator of poor
outcomes. We aimed to determine acute and long-term outcomes and
costs of ICU-acquired weakness among long-stay (≥8 days) ICU patients
and to assess the impact of recovery of weakness at ICU discharge. Methods Data were prospectively collected during an RCT (Clinical
trials.gov: NCT00512122) [1,2]. Impact of weakness (MRC sum <48) on
outcomes and costs was analyzed with 1:1 propensity score-matching
for baseline characteristics, illness severity and risk factor exposure
prior to assessment. Among weak patients, impact of persisting
weakness at ICU discharge on risk of death after 1 year was examined
with multivariable Cox proportional-hazard analysis. l
Conclusion There are still areas of uncertainty and disparities in
brain death diagnosis in European countries. This predisposes to
misdiagnosis and confusion both for clinicians and families. Measures
to promote uniformity of brain death procedures and clinical practice
are therefore desirable. References 1. Wijdicks EF: Brain death worldwide: accepted fact but no global consensus
in diagnostic criteria. Neurology 2002, 58:20-25. 2. [www.surveyplanet.com] p
p
y
Results A total 227 of the 405 (56%) long-stay assessable ICU patients
were weak; 122 weak patients were matched to 122 not-weak patients. As compared with matched not-weak patients, weak patients had
a lower likelihood at any time for live weaning from mechanical
ventilation (HR: 0.709 (0.548 to 0.918), P = 0.009), live ICU (HR: 0.738
(0.570 to 0.955), P = 0.021) and hospital discharge (HR: 0.682 (0.521 to
0.893), P = 0.005). In-hospital costs/patient (+30.5%, €+5,443/patient,
P = 0.04) and 1-year mortality (30.6% vs. 17.2%, P = 0.015) were also
higher. The 105/227 (46%) weak patients not matchable to not-weak
patients had even worse prognosis and higher costs. At any time
within the fi rst year following ICU admission, compared with patients
who recovered from weakness and adjusted for potential confounders,
those with persistent weakness and MRC sum between 36 and 47 at P465 P465
What do brain-dead patients ultimately die of? A Kawasaki, M Hotta, K Mochiduki, N Saito, M Namiki, M Takeda, T Harada,
A Yaguchi
Tokyo Women’s Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P465 (doi: 10.1186/cc13655) Functional MRI examination results in patients with vegetative
state: revealing of the Wernicke’s area EA Kondratyeva1, SV Diment2, SA Kondratyev EA Kondratyeva1, SV Diment2, SA Kondratyev1
1Russian Polenovs Neurosurgical Institute, St Petersburg, Russia; 2International
Institute of Biological Systems, St Petersburg, Russia
Critical Care 2014, 18(Suppl 1):P463 (doi: 10.1186/cc13653) Introduction The aim was to evaluate the prognostic importance of
the MRI examination using Block Design fMRI in patients in a vegetative
state (VS). Introduction The aim was to evaluate the prognostic importance of
the MRI examination using Block Design fMRI in patients in a vegetative
state (VS). Methods Twenty-two patients corresponding to the international
standards of VS underwent high-resolution MRI (T2 and T1, isomatrix
with slice thickness 1.00 mm, T2 FLAIR FS, DWI, SWI) examination and
Block Design fMRI (paradigm of passive speech). The patients were
aged from 4 to 42 years. Causes of VS: TBI in 19 patients, hypoxia in
three patients. By the time of the examination the patients were in VS
from 1 to 4 months. Figure 1 (abstract P461). HMPAO uptake at day 2 and day 5. *P <0.01
versus day 0; #P <0.01 versus day 2; ‡P <0.01. S167 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Brain death determination in Europe: one condition with too many
nuances
IA Crippa, A Bronco, A Vargiolu, G Citerio
San Gerardo Hospital, Monza, Italy
Critical Care 2014, 18(Suppl 1):P464 (doi: 10.1186/cc13654) Number of physicians
(median 2, range 1 to 4), number of clinical examinations (median 2,
1 to 3), and minimum observation time (median 3 hours, 0 to 12) are
variable requisites in diff erent countries. In 50% of nations, additional
tests are required. Hypothermia (4%), anoxic injury (7%), inability
to complete clinical examination (61%), toxic drug levels (57%),
and inconclusive apnea test (54%) are legal indications to perform
additional tests. Cerebral blood fl ow investigation is mandatory in 18%
of countries, while it is either optional or used only in selected cases
in 82%. Conventional angiography is still the preferred method (50%),
followed by transcranial Doppler (43%), angioCT (39%), CT perfusion
and angioMR (11%). EEG is always (21%) or optionally (14%) recorded. Russia and Croatia evaluate both EEG and cerebral blood fl ow (7%). Conclusion There were signifi cantly longer days until fi nal cardiac arrest
that was caused by respiratory failure than by cardiac failure or renal
failure. Many diff erent observations in each case were shown, such as
urine volume or potassium level on the last day. Not only cardiac failure
but also other failures might lead to fi nal cardiac arrest. P466 P467 Early electrophysiological diagnosis of ICU-acquired weakness
L Wieske, C Verhamme, E Witteveen, A Bouwes, MJ Schultz, IN Van Schaik,
J Horn
Academic Medical Center, University of Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P467 (doi: 10.1186/cc13657) Introduction Cerebral near-infrared spectroscopy (NIRS) represents
an exciting prospect for the non-invasive monitoring of cerebral
tissue oxygenation in traumatic brain injury (TBI). Earlier attempts at
clinical application of cerebral NIRS demonstrated that further work
was needed [1]. The basic layout of the probe portion of these devices
consists of a light source and a light detector, arranged at calculated
distances and confi gurations in order to observe target tissue. We aim
to determine which commercially available NIRS probe represents the
most sensitive layout of sources/detectors for the greatest sensitivity in
observing tissue oxygenation at the optimal depth for TBI. Academic Medical Center, University of Amsterdam, the Netherlands
Critical Care 2014, 18(Suppl 1):P467 (doi: 10.1186/cc13657) Introduction An early diagnosis of ICU-acquired weakness (ICU-AW)
is diffi cult because disorders of consciousness preclude strength
assessment [1]. Electrophysiological (EMG) studies may be an
alternative approach [2]. In this study we investigated feasibility and
diagnostic accuracy of EMG studies to diagnose ICU-AW in unconscious
patients. y
Methods The optimal depth for grey matter target tissue (grey–white
matter junction) was ascertained by reviewing a series of brain CT
scans of patients who had sustained a TBI. Set (average) measurements
were derived from these identifying the target depth of the grey
matter strip from the point of probe placement. Currently there are
fi ve commercially available cerebral NIRS systems. Table 1 presents the
variety of confi gurations off ered by each device. Source detector layouts
were modelled and simulated using the NIRFAST® computational light
modelling software (developed at the University of Birmingham) [2]. The novel approach of this modelling system makes no extrapolated
assumptions based on subtraction. p
Methods Newly admitted unconscious ICU patients (RASS <–3),
ventilated for ≥2 days, were included in this single-center prospective
cohort study. EMG testing included ulnar (motor/sensory), peroneal
(motor) and sural (sensory) studies. Myography was performed
when coagulation was normal (dorsal interossei I/II, deltoid and
tibial muscles). Reliability of results was checked by an experienced
neurophysiologist, blinded for strength. Motor/sensory studies were
abnormal if amplitudes were below the 2.5th percentile reference
values [3]. Myography was abnormal if spontaneous abnormal activity
was found in ≥1 muscles. P468 P468
Choosing a cerebral near-infrared spectroscopy system for use in
traumatic brain injury: deriving the ideal source detector layout
D Davies1, M Clancy2, Z Su1, H Denghani2, A Belli1
1National Institute for Health Research Surgical Reconstruction and
Microbiology, Edgbaston, Birmingham, UK; 2University of Birmingham –
School of Computational Science, Birmingham, UK
Critical Care 2014, 18(Suppl 1):P468 (doi: 10.1186/cc13658) Acknowledgement GH and HVM contributed equally to this study. R f Acknowledgement GH and HVM contributed equally to this study. References 1. Casaer M, et al.: N Engl J Med 2011, 365:506-517. 1. Casaer M, et al.: N Engl J Med 2011, 365:506-517. 2. Hermans G, et al: Lancet Respir Med 2013, 1:621-629. 1. Casaer M, et al.: N Engl J Med 2011, 365:506-517. 2. Hermans G, et al: Lancet Respir Med 2013, 1:621-629. ,
g
,
2. Hermans G, et al: Lancet Respir Med 2013, 1:621-629. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 ICU discharge had a higher likelihood of death (HR: 1.937, 95% CI: 1.048
to 3.581, P = 0.035). This likelihood of late death was even higher for
those patients with a more severe degree of persistent weakness (MRC
sum <36) (HR: 1.815, 95% CI: 3.693 to 7.514, P <0.001). P465
What do brain-dead patients ultimately die of? Introduction After a patient is declared brain dead, the cessation or
withdrawal of therapy in Japan is quite a diffi cult operation because Introduction After a patient is declared brain dead, the cessation or
withdrawal of therapy in Japan is quite a diffi cult operation because S168 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References References
1. Crit Care Med 2009, 37:S299-S308. 2. Crit Care Med 2009, 37:2632-2637. 3. J Neurol 2004, 251:1491-1497. Conclusion Patients with ICU-acquired weakness had worse acute
morbidity outcomes, consumed more resources and revealed higher
mortality after 1 year than patients without weakness. Persistence of
weakness at ICU discharge further increased late mortality. P467 P469
Single-subject assessment of the distribution of white matter
abnormalities measured by diff usion tensor imaging in patients
with severe traumatic brain injury
S Magnoni1, M Macrì2, F Stretti2, C Mac Donald3, R Biffi 2, E Zanier4,
A Snyder3, J Shimony3, N Stocchetti1, D Brody3
1Fondazione IRCCS Cà Granda – Ospedale Maggiore Policlinico, Milan, Italy;
2Milan University, Milan, Italy; 3Washington University, St Louis, MO, USA;
4IRCCS – Istituto di Ricerche Farmacologiche Mario Negri, Milan, Italy
Critical Care 2014, 18(Suppl 1):P469 (doi: 10.1186/cc13659) P469
Single-subject assessment of the distribution of white matter
abnormalities measured by diff usion tensor imaging in patients
with severe traumatic brain injury Introduction Traumatic axonal injury (TAI) is a major contributor to
adverse outcomes following traumatic brain injury (TBI). Diff usion
tensor imaging (DTI) is a magnetic resonance imaging technique,
which provides a robust measure of white matter integrity in patients
with TBI. Certain brain regions have been identifi ed as particularly
susceptible to TAI by means of DTI. Few studies, however, have focused
on describing the distribution of DTI abnormalities in individual TBI
patients. The aim of this project was to conduct an exploratory analysis
of the extent and distribution of axonal injury in TBI patients at a single-
subject level. Methods Patients admitted to the ICU for severe TBI underwent brain
MRI and DTI (32 directions, b = 1,000, voxel size 2 × 2 × 2 mm3) between
2 weeks and 3 years after injury. For each individual patient, we
enrolled fi ve age-and-sex-matched healthy volunteers who underwent
the same DTI protocol and were used as controls (31 total). We used a
region of interest (ROI) automated analysis [1] to quantify white matter
integrity. The fractional anisotropy (FA) maps were segmented using a
white matter parcellation map covering the entire brain. Our primary
outcome was the normalized diff erence in FA between each patient
and the controls. Abnormalities were defi ned as values that were more
than 2 SD below the mean of the values for the matched controls for
each ROI. Figure 2 (abstract P468). CT measurements and sensitivities at depth. Results Twelve TBI patients with a median age of 30 years (range 20 to
38) and a median GCS of 5 (range 5 to 7) were included. The majority of
them had diff use axonal injury according to CT and conventional MRI. Reference [www.mristudio.org] [www.mristudio.org] y
Conclusion Based on the computational modelling of our work,
the FORE-SIGHT NIRS device by CAS Medical source detector layout
provides the greatest sensitivity at depth for the purposes of cortical
monitoring in trauma. Variations in the layout have a signifi cant impact
on the quality of signal detected. 1.
Wolf M, et al.: J Biomed Opt 2007, 12:062104. P470 Long-term outcome after severe traumatic brain injury
M Ciapetti, M Migliaccio, A Cecchi, M Bonizzoli, A Peris
Intensive Care Unit, Florence, Italy
Critical Care 2014, 18(Suppl 1):P470 (doi: 10.1186/cc13660) P467 Analysis of individual ROIs revealed that all subjects had numerous
abnormal ROIs, varying from 14 to 64 (median 21) out of 78 regions
assessed. The most frequently altered regions were the frontal lobe,
orbital–frontal regions, corpus callosum, internal capsules, superior
and inferior longitudinal fasciculi, cingulum, cerebellar structures and
corona radiata. Thalamus, hippocampus and occipital lobes were less
frequently aff ected. q
yf
Conclusion The extent and distribution of TAI varies on a patient
basis. These fi ndings highlight the need for standardized methods to
precisely assess TAI in single subjects. Such single-subject methods will
probably improve prognostic accuracy and may be useful in clinical
trials. Results We reviewed 32 trauma series CT brain images and the
average depth to grey matter was derived as 21.37 mm (range 16.59
to 31.03 mm, SD 2.33) from the surface (Figure 1). The spectrum of
sensitivity of the fi ve probes was modelled (Figure 2). As is apparent
here, the FORE-SIGHT (CAS Medical, CT, USA) probe currently off ers the
greatest sensitivity at our derived target depth. 2.
Dehghani H, et al.: Commun Numer Methods Eng 2008, 25:711-732. P467 Upon awakening, strength was assessed (ICU-
AW: average MRC <4 [1]), blinded for EMG. Feasibility was determined
as the percentage of measurements that could be performed and
were reliable. Diagnostic accuracy was analyzed using sensitivity and
specifi city. Figure 1 (abstract P468). Light scatter predictions of available systems/
probes illustrated. i
y
Results We included 35 patients (ICU-AW: 17). EMG testing was done
on day 4 (IQR: 3 to 6). Feasibility was 94%, 89%, 77%, 34% and 31%
for ulnar motor, peroneal motor, ulnar sensory, sural sensory and
myography studies, respectively. Figure 1 displays amplitude values. Sensitivity/specifi city was 100%/0%, 100%/31%, 31%/100%, 50%/25%
and 67%/38%, respectively. Conclusion Feasibility of ulnar and peroneal studies was acceptable;
feasibility of sural and myography studies was low. Diagnostic accuracy
was low for all studies. This may be improved with new reference values. Figure 1 (abstract P467). Dotted lines represent 2.5th percentile
reference values [3]. Figure 1 (abstract P468). Light scatter predictions of available systems/
probes illustrated. Figure 1 (abstract P468). Light scatter predictions of available systems/
probes illustrated. Figure 1 (abstract P467). Dotted lines represent 2.5th percentile
reference values [3]. S169 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (abstract P468). Available source detector layouts
Probe
Wavelengths (nm)
Sources
Detectors
Spacing (mm)
Peak depth sensitivity
Optiplex TX (ISS, IL, USA)
690, 830
4
1
30, 35, 40, 45
8
INVOS (Covidien, MA, USA)
730, 810
1
2
30, 40
8
EQUANOX (Nonin, MN, USA)
730, 810, 880
2
2
20, 40
7
FORE-SIGHT (CAS Medical, CT, USA)
690, 780, 805, 850
1
2
20, 50
10
NIRO-200NX (Hamamatasu, Japan)
735, 810, 850
1
2
19.2, 20
9 Table 1 (abstract P468). Available source detector layouts Figure 2 (abstract P468). CT measurements and sensitivities at depth. Vitamin D level could aff ect the recovery rate in traumatic brain
injury: a retrospective study Introduction Severe traumatic brain injury (TBI) is a major cause
of death in people between 19 and 45 years old. Gastrointestinal
dysfunction is the most common complication due to mucosal
ischemia, motility disorders, and disruption of the gut barrier, with
severe consequences: malnutrition, weight loss, and high risk of
infections [1]. Therefore, maintaining the intestinal barrier function is
a systematic engineering project. Selected new probiotics due to the
capacity to bind and neutralize toxins, and to interfere with pathogen
adherence, by immunomodulatory properties, mopping up the
infection, could improve recovery of critically ill patients [2]. Our aim
was to assess the eff ects of a new probiotic in an early enteral regimen
on clinical outcome of severe TBI patients, in terms of VAP incidence,
tolerance to enteral nutrition, duration of mechanical ventilation, and
mortality rate. FI Socci, S Di Valvasone, A Cecchi, M Bonizzoli, A Terreni, A Peris
AOU Careggi, Florence, Italy FI Socci, S Di Valvasone, A Cecchi, M Bonizzoli, A Terreni, A Peris
AOU Careggi, Florence, Italy FI Socci, S Di Valvasone, A Cecchi, M Bonizzoli, A Terreni, A Peris
AOU Careggi, Florence, Italy gg
y
Critical Care 2014, 18(Suppl 1):P471 (doi: 10.1186/cc13661) Critical Care 2014, 18(Suppl 1):P471 (doi: 10.1186/cc13661) Introduction Recent studies have shown that 1,25-dihydroxyvitamin
D3 (vitamin D) defi ciency may aff ect negatively the clinical course of
traumatic brain injury (TBI) [1]. This problem becomes important with
respect to the older patient considering a 50% prevalence of vitamin
D defi ciency [2]. Data from the Third National Health and Nutrition
Examination Survey [3] document more than 60% of Caucasians
aff ected by D defi ciency [4] so that all patients with TBI of any age are
theoretically at risk of unfavorable outcome [2]. The objective of this
preliminary study was to determine whether low levels of vitamin D at
admission to the ICU (<24 hours) could negatively aff ect neurological
recovery of patients with TBI. y
Methods A prospective randomized 1-year study of 64 patients 19
to 78 years old allocated to receive for 10 days either an early enteral
diet plus a new probiotic (Bioent; Lactobacillus bulgaricus 10 trillion
CFU/cp + activated charcoal) every 6 hours (Group A) or the same
formula without probiotics (Group B). The diets were isocaloric and
isonitrogenous, and there were no diff erences between groups in
gender, age, and nutritional status. Vitamin D level could aff ect the recovery rate in traumatic brain
injury: a retrospective study We assessed the VAP incidence,
duration of mechanical ventilation, tolerance to enteral nutrition,
length of ICU stay, duration of diarrhea episodes, and mortality rate. The ANOVA test and t test were carried out; P <0.05 was considered
signifi cant. y
p
Methods We retrospectively analyzed the data of 46 patients aff ected
by TBI (65% severe, 9.5% moderate, 28.5% moderate) both isolated or
associated with other extracranial lesions. The sampling of vitamin D
was carried out within 24 hours from ICU admission. We had registered
GCS at the moment of presentation (GCS in) and at discharge (GCS
out) and their diff erence (GCS diff ) compared with levels of vitamin D. Patients that died in the ICU were assigned a GCS out = 0. See Table 1. Results Our data, according to other studies [5], confi rm the presence of
a defi ciency of vitamin D (Table 1); however, they do not demonstrate a
statistical signifi cance correlation at the univariate regression (R = 0.04;
P = 0.786) between vitamin D level and outcome from the ICU. There
was no correlation stratifying patients for age, for TBI class, for Injury
Severity Score and for BMI. Methods We retrospectively analyzed the data of 46 patients aff ected
by TBI (65% severe, 9.5% moderate, 28.5% moderate) both isolated or
associated with other extracranial lesions. The sampling of vitamin D
was carried out within 24 hours from ICU admission. We had registered
GCS at the moment of presentation (GCS in) and at discharge (GCS
out) and their diff erence (GCS diff ) compared with levels of vitamin D. Patients that died in the ICU were assigned a GCS out = 0. See Table 1.i Results Our data, according to other studies [5], confi rm the presence of
a defi ciency of vitamin D (Table 1); however, they do not demonstrate a
statistical signifi cance correlation at the univariate regression (R = 0.04;
P = 0.786) between vitamin D level and outcome from the ICU. There
was no correlation stratifying patients for age, for TBI class, for Injury
Severity Score and for BMI. Results The infection rate was higher in group B, the duration of
mechanical ventilation was shorter in group A, and the patients in
group A received 91.7% of total caloric needs by an enteral route versus
74.68% in group B. 1.
Chatterjee M, et al.: Vitamin D and genomic stability Mutat Res 2001;
475:69-87. P471 ,
,
Emergency Hospital Floreasca, Bucharest, Romania
Critical Care 2014 18(Suppl 1):P472 (doi: 10 1186/cc13662) ,
,
Emergency Hospital Floreasca, Bucharest, Romania Emergency Hospital Floreasca, Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P472 (doi: 10.1186/cc13662) g
y
p
Critical Care 2014, 18(Suppl 1):P472 (doi: 10.1186/cc13662) Could selected probiotics have benefi cial eff ects on clinical
outcome of severe traumatic brain injury patients?
D Pavelescu, L Mirea, I Grintescu
Emergency Hospital Floreasca, Bucharest, Romania
Critical Care 2014, 18(Suppl 1):P472 (doi: 10.1186/cc13662) D Pavelescu, L Mirea, I Grintescu Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Table 1 (P471) profound impact of TBI is not only felt by the individuals who suff er
the injury but also their caregivers and society as a whole. In this study
we observed the long-term outcome of patients with severe traumatic
brain injury admitted to our intensive care. TBI
Descriptive statistics
Isolated Associated P value
Dead
8.70%
Percentage
22
78
Male
87%
GCS in
4 ± 3
8 ± 5
0.043
Age
50 ± 21
GCS out
10 ± 4
10 ± 5
0.933
BMI
26.36 ± 4.14
GCS diff
6 ± 4
3 ± 6
0.151
ISS
29 ± 15
Vitamin D (ng/ml)
17 ± 8.5
17 ± 9.8
0.597
Vitamin D
73.90%
Length of
12 ± 7
8 ± 9
0.261
defi ciency
stay ICU (days)
(<30 ng/ml) j
y
Methods This study includes all patients (n = 160) with severe head
trauma (GCS <9) admitted to the ICU of the emergency department
of a tertiary referral center (Careggi Teaching Hospital, Florence, Italy)
from 2009 to 2012. All patients will undergo a clinical assessment
after 1 year, which is routine post-intensive follow-up. As an objective
index of ability to function after injury, the Glasgow Outcome Scale
(GOS) will be used. The neurological evaluation to determine the
outcome of patients by GOS is performed in two diff erent modes. All
eligible patients 1 year after discharge from the ICU are contacted by
telephone by a nurse of the intensive care staff and invited to make a
visit to the surgery follow-up, where a intensivist evaluates the patient
and determines the GOS. For the patients who were still hospitalized at
6 months in rehabilitation departments, GOS assessment is performed
by a doctor of the structure and notifi ed by telephone. 2. Milos C, et al.: Combination treatment with progesterone and vitamin D
hormone may be more eff ective than monotherapy for nervous system
injury and disease. Neuroendocrinology 2009, 30:158-172. yi
y
Results The ICU and hospital mortality was respectively 33.7% (n =
54) and 36.9% (n = 59). The mortality at 1 year was 44.4% (n = 71). The
results of the neurological follow-up at 1 year were: GOS 2: 5.6% (n = 9),
GOS 3: 10% (n = 16), GOS 4: 13.1% (n = 21), GOS 5: 26.9% (n = 43).i 3. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Plan and Operation of the Third National Health and Nutrition Examination
Survey, 1988–94. DHHS publication No. (PHS)94-1308 – Vital and Health
Statistics, series 1, no. 32. Hyattsville, MD: US Department of Health and
Human Services, Public Health Service, CDC; 1994. Conclusion According to the other studies, our data confi rm that the
severe traumatic brain injury is associated with a high mortality at 1
year. One-half of the survivors have a diff erent level of disability. References 4. Khazai N, et al.: Calcium and vitamin D: skeletal and extraskeletal health. Curr Rheumatol Rep 2008, 10:110-117. 4. Khazai N, et al.: Calcium and vitamin D: skeletal and extraskeletal health. Curr Rheumatol Rep 2008, 10:110-117. 5. Cecchi A, et al.: Vitamin D defi ciency in septic patients at ICU admission is
not a mortality predictor. Minerva Anest 2011, 77:1184-1189. 1. Nichol AD, et al.: Measuring functional and quality of life outcomes
following major head injury: common scales and checklists. Injury 2011,
42:281-287. 2. Roozenbeek B, et al.: Prediction of outcome after moderate and severe
traumatic brain injury: external validation of the(IMPACT) and (CRASH)
prognostic models. Crit Care Med 2012, 40:1609-1617. References Introduction Traumatic brain injury is a major public health issue,
which results in signifi cant mortality and long-term disability [1,2]. The S170 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P474 P474
Long-term outcome prediction using IMPACT and APACHE II in
patients with traumatic brain injury treated in the ICU
R Raj, R Kivisaari, J Siironen, M Skrifvars
Helsinki University Central Hospital, Helsinki, Finland
Critical Care 2014, 18(Suppl 1):P474 (doi: 10.1186/cc13664) Critical Care 2014, 18(Suppl 1):P473 (doi: 10.1186/cc13663) Introduction We investigated whether blood alcohol levels (BAL) had
any impact on presentation and outcome in patients with traumatic
brain injury (TBI). Introduction The International Mission for Prognosis and Analysis of
Clinical Trials (IMPACT) is currently the most robust prognostic model
in patients with traumatic brain injury (TBI). No studies have compared
this TBI-specifi c prediction model with general ICU models, such as the
Acute Physiology and Chronic Health Evaluation II (APACHE II) [1,2]. This
study investigates the performance and the correlation of the IMPACT
and APACHE II models for long-term outcome prediction in patients
with TBI. y
Methods Forty-six patients with TBI requiring intubation between
January 2000 and December 2012 were included. Patients were
grouped into BAL-positive (>0.5‰; n = 24) and BAL-negative (<0.5‰;
n = 22). Physiological parameters and outcome (survival to hospital
discharge (STHD)) and neurological outcomes (Glasgow Outcome
Scale (GOS), Cerebral Performance Category (CPC) and Glasgow Coma
Scale (GCS)) were analyzed. Diff erences between groups were analyzed
using Student’s t test and results presented as mean ± SD. Methods The study population consisted of TBI patients admitted to
a designated ICU in southern Finland during a 4-year period (2009
to 2012). The IMPACT and APACHE II performances were assessed by
calculating discrimination (by area under the curve), calibration (by
GiViTI calibration test and Hosmer–Lemeshow C statistic) and precision
(by Brier score). Correlation between the IMPACT and APACHE II was
tested by Spearman’s rho. Primary outcome was 6-month mortality. Results Of the total 897 included patients, overall 6-month mortality
was 22%. The IMPACT and APACHE II showed similar AUCs (0.81, 95%
CI = 0.77 to 0.84; 0.80, 95% = CI 0.76 to 0.83) and Brier scores (0.134,
0.135). Calibration tests revealed signifi cant (P <0.05) deviations
between observed and predicted risk for both models. A moderately
strong, positive correlation between the IMPACT and the APACHE II g
Results There were no signifi cant diff erences in gender and age
distributions between the BAL-negative and BAL-positive groups (73%
vs. 88% male; P = 0.218; 53 ± 21 vs. 43 ± 17 years; P = 0.098). Vitamin D level could aff ect the recovery rate in traumatic brain
injury: a retrospective study There is a signifi cant diff erence in the number of
diarrhea episodes, and the ICU length of stay was signifi cantly lower
in group A; there was no signifi cant diff erence in the mortality rate
between groups. See Figure 1. y
Conclusion Vitamin D defi ciency is really prevalent in our TBI cases
but does not seem to aff ect neurological recovery at ICU discharge;
however, these preliminary results should be exposed to several
criticisms and need to be confi rmed with prospective studies. Conclusion Early administration of new probiotics to severe TBI patients
could have benefi cial eff ects in terms of reduction of GI dysfunction,
VAP incidence and length of ICU stay. S171 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1 pp
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P472). Figure 1 (abstract P472). Figure 1 (abstract P472). Figure 1 (abstract P472). Conclusion BAL did not have a signifi cant eff ect on presenting
physiological parameters such as systolic BP and RR. It did, however,
aff ect the presenting GCS score, which was signifi cantly lower in the
BAL-positive group. BAL did not seem to have an eff ect on functional
outcome or mortality measured by STHD. No favorable neuroprotective
or deleterious eff ect was observed, demonstrated by no signifi cant
diff erences in CPC, GOS or GCS scores at discharge. Conclusion BAL did not have a signifi cant eff ect on presenting
physiological parameters such as systolic BP and RR. It did, however,
aff ect the presenting GCS score, which was signifi cantly lower in the
BAL-positive group. BAL did not seem to have an eff ect on functional
outcome or mortality measured by STHD. No favorable neuroprotective
or deleterious eff ect was observed, demonstrated by no signifi cant
diff erences in CPC, GOS or GCS scores at discharge. P473
Eff ect of blood alcohol level on outcome of patients with traumatic
brain injury
k
k
d
l l Eff ect of blood alcohol level on outcome of patients with traumatic
brain injury
V Borovnik Lesjak, M Strnad, V Vujanović Popović, T Pelcl
ZD dr. Adolfa Drolca Maribor, Slovenia
Critical Care 2014, 18(Suppl 1):P473 (doi: 10.1186/cc13663) Functional status after 3 years in ICU patients with traumatic brain
injury Figure 1 (abstract P474). Area under the curve for the new models. Introduction The aim was to study the functional status at 1 year and
after 3 years in ICU patients with traumatic brain injury (TBI). Introduction The aim was to study the functional status at 1 year and
after 3 years in ICU patients with traumatic brain injury (TBI). Methods A prospective cohort study of patients with TBI admitted to
Carlos Haya Hospital, Malaga, between 2004 and 2008. l
d d Introduction The aim was to study the functional status at 1 year and
after 3 years in ICU patients with traumatic brain injury (TBI). Methods A prospective cohort study of patients with TBI admitted to
Carlos Haya Hospital, Malaga, between 2004 and 2008. y
p
j
y (
)
Methods A prospective cohort study of patients with TBI admitted to
Carlos Haya Hospital, Malaga, between 2004 and 2008. was noted (Spearman’s rho = 0.566, P <0.001). The IMPACT and the
APACHE II were found to identify slightly diff erent groups of patients
that eventually do not survive (Figure 1). y
p
,
g ,
Results We studied 531 patients, age 40.35 ± 19.75 years, APACHE II
17.94 ± 6.97, GCS admission 7.53 ± 3.83 points. Cranial tomography
at admission was: diff use injury type I (10.4%), diff use injury type
II (28.1%), diff use injury type III (24.5%), diff use injury type IV (8.3%),
evacuated mass lesion (22.6%), non-evacuated mass lesion (6.2%). Hospital mortality was 28.6%. One-year mortality was 171 (32.2%)
(missing: 6.6%). After 3 years, mortality was 181(34.1%) (16.2% missing). We followed 496 patients for 1 year after admission (35 were missing)
and assessed their functional status using the GOS. Thus, 22.7% were
normal and 20% presented some limitations but were self-suffi cient,
representing 55.6% of those who survived hospital admission. A
total of 57.3% presented bad evolution (died: 34.5%, vegetative: 3%,
disabled not self-suffi cient: 19.8%). After 3 years we followed 445
patients and 86 (16.2%) were missing. Thus, 132 patients (29.7% of 445
patients) were normal and 15.3% presented some limitations but were
self-suffi cient, representing 75.76% of those who survived hospital
admission. Fifty-six percent of 445 patients presented bad evolution
(died: 40.7%, vegetative: 2.2%, disabled not self-suffi cient: 12.1%). Functional status after 3 years in ICU patients with traumatic brain
injury Of
445 patients studied after 3 years of admission 171 died, and of the 274
who survived 198 (72.2%) were in a similar functional situation after
1 year, 11 (4.01%) had worsened functional situation, of which 10 had
died, and 65 (27.72%) had improved situation (P <0.001). y
g
Conclusion The IMPACT and the APACHE II models showed equal
performance for 6-month mortality prediction. A moderately strong,
positive correlation, with some major discrepancies between the
models, was found. Thus, features of both the IMPACT and APACHE II
models are valuable for optimal outcome prediction in patients with
TBI treated in the ICU. Validating and comparing the CAM-ICU and the ICDSC in mild and
moderate traumatic brain injury patients: a multicenter prospective
study Conclusion This study shows that approximately 75% of the patients
who survived after 3 years from admission to the ICU with traumatic
brain injury presented good recovery with functional situation normal
or with some limitations but self-suffi cient. Between 1 and 3 years after
admission, approximately 25% of patients improved their functional
situation. Introduction The Confusion Assessment Method for the ICU (CAM-
ICU) and the Intensive Care Delirium Screening Checklist (ICDSC) are
recommended for routine delirium screening. However, literature
about delirium assessment in traumatic brain injury (TBI) remains
scarce. The aim of our study was to evaluate the validity and reliability
of the CAM-ICU and the ICDSC for delirium assessment in patients with
mild to moderate TBI. P474 There were
also no diff erences in initial systolic blood pressure (BP; 144 ± 30 vs. 132 ± 37 mmHg; P = 0.241) and respiratory rate (RR; 13 ± 6 vs. 12 ± 7/
minute; P = 0.891) but BAL did aff ect the initial GCS score (7 ± 3 vs. 5 ± 2;
P = 0.022). There was no eff ect on CPC (3.5 ± 1.9 vs. 2.8 ± 1.8; P = 0.185),
GOS (2.4 ± 1.8 vs. 3.0 ± 1.7; P = 0.270), and GCS at discharge from the
hospital (14 ± 2 vs. 14 ± 2; P = 0.801). There were also no diff erences in
length of hospital stay (LOHS; 15 ± 23 vs. 23 ± 34; P = 0.372) and STHD
(1.6 ± 0.5 vs. 1.3 ± 0.5; P = 0.083). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 S172 Figure 1 (abstract P474). Area under the curve for the new models. Results During an 8-month period, 61 patients (mean age
56.4 ± 18.5 years, mean APACHE II score 11.4 ± 6.5, mean GCS 13 ± 2)
were enrolled. The overall sensitivity and specifi city for CAM-ICU (62%
and 74%, respectively) and ICDSC (64% and 79%, respectively) were
similar. The overall kappa for inter-rater reliability for the CAM-ICU and
ICDSC was 0.64 and 0.68, respectively. In subgroup analyses, the CAM-
ICU and ICDSC showed increased sensitivity and decreased specifi city
in moderate TBI as well as deeper levels of sedation (RASS –2 to –3). Conclusion Criterion validity and inter-rater reliability of the CAM-ICU
and ICDSC were good. Severity of TBI and depth of sedation infl uence
delirium assessments. Clinicians should be aware of those limitations
before using these clinical tools in this population. Results During an 8-month period, 61 patients (mean age
56.4 ± 18.5 years, mean APACHE II score 11.4 ± 6.5, mean GCS 13 ± 2)
were enrolled. The overall sensitivity and specifi city for CAM-ICU (62%
and 74%, respectively) and ICDSC (64% and 79%, respectively) were
similar. The overall kappa for inter-rater reliability for the CAM-ICU and
ICDSC was 0.64 and 0.68, respectively. In subgroup analyses, the CAM-
ICU and ICDSC showed increased sensitivity and decreased specifi city
in moderate TBI as well as deeper levels of sedation (RASS –2 to –3). Conclusion Criterion validity and inter-rater reliability of the CAM-ICU
and ICDSC were good. P475 Validating and comparing the CAM-ICU and the ICDSC in mild and
moderate traumatic brain injury patients: a multicenter prospective
study
E Bebawi1, L Deslauriers1, AA Tessier1, AJ Frenette1, MM Perreault2,
MS Delisle2, JC Bertrand1, M Desjardins2, F Bernard1, P Rico1, K Khwaja2,
L Burry3, DR Williamson1
1Hôpital du Sacré-Coeur de Montréal, Canada; 2McGill University Health
Center, Montreal, Canada; 3Mount Sinai Hospital, Toronto, Canada
Critical Care 2014, 18(Suppl 1):P475 (doi: 10.1186/cc13665) P474 Severity of TBI and depth of sedation infl uence
delirium assessments. Clinicians should be aware of those limitations
before using these clinical tools in this population. References 1. Lingsma et al.: Lancet Neurol 2010, 9:543-554. 1. Lingsma et al.: Lancet Neurol 2010, 9:543-554. 2. Maas et al.: Lancet Neurol 2013, 12:1200-1210. 2. Maas et al.: Lancet Neurol 2013, 12:1200-1210. P476 P476
Functional status after 3 years in ICU patients with traumatic brain
injury
M Delange van der Kroft1, M Arias-Verdú2, E Banderas-Bravo2,
E Curiel-Balsera2, A Muñoz-Lopez2, J Fernandez-Ortega2,
R Rivera-Fernandez2, M Prieto-Palomino2
1County Hospital of Axarquia, Velez Malaga, Spain; 2Carlos Haya University
Hospital, Malaga, Spain
Critical Care 2014, 18(Suppl 1):P476 (doi: 10.1186/cc13666) Outcome measures in randomized controlled trials of patients with
severe traumatic brain injury: a systematic review g
Results A total of 1,625 patients were included. Overall 6-month
mortality was 33%. The APACHE II and SAPS II-based models showed
good discrimination (area under the curve (AUC) 0.79, 95% confi dence
interval (CI) = 0.75 to 0.82; and 0.80, 95% CI = 0.77 to 0.83), calibration
(P >0.05) and precision. The SOFA-based model showed poor
discrimination (AUC 0.68, 95% CI = 0.64 to 0.72) and precision but
good calibration (P >0.05). The adjusted SOFA model displayed better
discrimination (AUC 0.79, 95% CI = 0.76 to 0.82). The reference model
showed comparable performance with all scoring system-based
models regarding discrimination (AUC 0.77, 95% CI = 0.74 to 0.80),
precision and calibration. See Figures 1 and 2. j
y
y
G Lalonde1, M Shemilt1, F Lauzier1, P Desjardins1, A Boutin1, L Moore1,
D Fergusson2, R Zarychanski3, A Turgeon1
1Laval University, Quebec, Canada; 2OHRI, Ottawa, Canada; 3University of
Manitoba, Winnipeg, Canada
Critical Care 2014, 18(Suppl 1):P478 (doi: 10.1186/cc13668) Introduction Traumatic brain injury (TBI) is a major cause of death
and long-term disability worldwide, and understanding its eff ect on
health is critical. Although mortality has been a gold standard for years,
functional scales and quality of life have been used as main outcome
measures over the last decades due to their usefulness and aid in
decision-making for medical teams, patients, and families. Despite
this preference, no consensus exists for the most optimal outcome
measure. We systematically reviewed outcome measures used in
randomized controlled trials (RCTs) in patients with severe TBI admitted
to an acute care hospital. Conclusion A simple prognostic model, based only on age and GCS,
displayed a fairly good prognostic performance in predicting 6-month
mortality of ICU-treated patients with moderate-to-severe TBI. The
use of more complex scoring systems added little to the prognostic
performance. p
References p
Methods We searched MEDLINE, EMBASE, Cochrane Central, BIOSIS and
references of eligible trials. RCTs published over the last 7 years (2006
to October 2013) in 18 selected journals (based on impact factor) were
considered for inclusion. RCTs performed in adults with severe TBI (GCS
≤8) were eligible. The primary endpoint was the outcome measures
used in RCTs. The secondary outcomes were the timing of assessment
and the methodological quality of trials using the Cochrane risk of
bias assessment tool. Two independent reviewers selected trials and
collected data using a standardized form. 1. Rothen et al.: Curr Opin Crit Care 2008, 14:513-519. 1. Rothen et al.: Curr Opin Crit Care 2008, 14:513-519. 2. Woodhouse et al.: Curr Opin Crit Care 2009, 15:450-455. 3. Ridley et al.: Anaesthesia 1998, 53:1185-1194. 2. Woodhouse et al.: Curr Opin Crit Care 2009, 15:450-455. 3. Ridley et al.: Anaesthesia 1998, 53:1185-1194. P479 Predicting 6-month mortality of patients with traumatic brain
injury: usefulness of common severity scores
MB Skrifvars1, R Raj1, S Bendel2, T Selander2, R Kivisaari1, J Siironen1,
M Reinikainen3
1Helsinki University Central Hospital, Helsinki, Finland; 2Kuopio University
Hospital, Kuopio, Finland; 3North Karelia Central Hospital, Joensuu, Finland
Critical Care 2014, 18(Suppl 1):P479 (doi: 10.1186/cc13669) p
Conclusion Young adults and older people involved mainly in motor
vehicle accidents and falls respectively were among the high-risk
groups for severe TBI. Management of these patients goes beyond
the ICU and involves, but is not limited to, social support, emotional
motivation and community reintegration of these patients [2]. TBI
among the high-risk groups is largely preventable. Public awareness
and prevention programmes will go some way in reducing the
incidence of TBI amongst the high-risk groups. Introduction Severity of illness scoring systems is paramount for the
evaluation of quality of care of critically ill and trauma patients [1-3]. The purpose of the present study was to evaluate the usefulness of
the Acute Physiology and Chronic Health Evaluation II (APACHE II),
Simplifi ed Acute Physiology Score II (SAPS II) and Sequential Organ
Failure Assessment (SOFA) scores in predicting long-term outcome of
patients with moderate-to-severe traumatic brain injury (TBI). Methods A Finnish multicenter ICU database was screened for TBI
patients admitted in 2003 to 2012. Logistic regression was used
for customization of the APACHE II, SAPS II and SOFA for 6-month
mortality prediction. An adjusted SOFA model, including age, and a
reference model, including only age and Glasgow Coma Scale, were
built for comparison. A randomized split-sample technique was used
for internal validation and prognostic performance was determined by
assessing discrimination, calibration and precision. 1. Ministry of Health 2012 Health Facts Singapore [http://www.moh.gov.sg/
content/moh_web/home/statistics/Health_Facts_Singapore/Principal_
Causes_of_Death.html] 2. Chua KS, et al.: A brief review of traumatic brain injury rehabilitation. Ann
Acad Med Singapore 2007, 36:31-42. 2. Chua KS, et al.: A brief review of traumatic brain injury rehabilitation. Ann
Acad Med Singapore 2007, 36:31-42. 2. Chua KS, et al.: A brief review of traumatic brain injury rehabilitation. Ann
Acad Med Singapore 2007, 36:31-42. P478
Outcome measures in randomized controlled trials of patients with
severe traumatic brain injury: a systematic review
G Lalonde1, M Shemilt1, F Lauzier1, P Desjardins1, A Boutin1, L Moore1,
D Fergusson2, R Zarychanski3, A Turgeon1
1Laval University, Quebec, Canada; 2OHRI, Ottawa, Canada; 3University of
Manitoba, Winnipeg, Canada
Critical Care 2014, 18(Suppl 1):P478 (doi: 10.1186/cc13668) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Conclusion Outcome measures used to evaluate the eff ect of
intervention in RCTs performed in patients with severe TBI in acute
care are heterogeneous. A signifi cant proportion of trials did not
consider evaluating the functional status or other clinically meaningful
outcomes, and very few trials assessed outcomes beyond 6 months. Thus, a signifi cant proportion of RCTs in patients with severe TBI are
based on outcome measures not clinically useful to guide or change
practice in this population. demographic profi les of severe TBI in the local context, with implications
in the management of severe TBI, particularly the utilisation of critical
care resources. Results A total of 780 patients were admitted with TBI during the
study period, of which 365 patients (46.8%) sustained severe TBI. The
majority (75.3%) of the severe TBI patients were male. There was a
bimodal preponderance of severe TBI cases in young adults (age 21
to 40) and older people (age >61). Motor vehicle accidents (48.8%)
and falls from <2 m (35.1%) were the main mechanisms of injury. Invasive monitoring was frequently employed in these patients with
severe TBI: arterial blood pressure monitoring in 298 patients (81.6%),
central venous pressure monitoring in 219 patients (60.0%), and
intracranial pressure monitoring in 173 patients (47.4%). The incidence
of use of tiered therapy such as sedation, mild hyperventilation,
osmotherapy with mannitol, cerebrospinal fl uid drainage, barbiturate
coma and decompressive craniectomy to control ICP converged with
international practices. P479 P477 P477
Demographic profi les and extent of critical care resources
utilisation in patients with severe traumatic brain injury: a Tan Tock
Seng Hospital National Neuroscience Institute study
J Yang1, JZ Wee2, CT Chong1
1Tan Tock Seng Hospital, Singapore; 2Ministry of Health, Singapore
Critical Care 2014, 18(Suppl 1):P477 (doi: 10.1186/cc13667) Methods A prospective observational study of mild to moderate TBI
adult patients in two critical care trauma centers. Patients underwent
delirium assessment on days 3, 5 and 7 with the CAM-ICU and the
ICDSC. Psychiatrists or neurointensivists evaluated delirium using the
DSM-IV criteria for delirium. Assessments results were blinded and
performed independently. Criterion validity of the CAM-ICU and the
ICDSC were calculated from 2 × 2 frequency tables using standard
defi nitions of sensitivity, specifi city, positive and negative predictive
value, and overall accuracy. Because delirium was assessed repeatedly,
estimates of 95% CIs for binary repeated data using generalized
estimating equation in conjunction with the Huber–White estimator
were performed. Inter-rater reliability for the CAM-ICU and ICDSC was
assessed with the kappa coeffi cient. Introduction Trauma is the fi fth principal cause of death in Singapore,
with traumatic brain injury (TBI) being the leading specifi c subordinate
cause [1]. Introduction Trauma is the fi fth principal cause of death in Singapore,
with traumatic brain injury (TBI) being the leading specifi c subordinate
cause [1]. Methods This 8-year retrospective review of patients with severe
TBI admitted to the neuroICU (NICU) of the National Neuroscience
Institute, Tan Tock Seng Hospital between 2004 and 2011 reports the S173 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P480
Work activities after 3-year follow-up in ICU patients with traumatic
brain injury j
y
M Arias-Verdu1, M Delange van der Kroft2, E Curiel-Balsera1, A Muñoz-Lopez1,
J Fernandez-Ortega1, R Rivera-Fernandez1, M Prieto-Palomino1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain
Critical Care 2014, 18(Suppl 1):P480 (doi: 10.1186/cc13670) j
y
M Arias-Verdu1, M Delange van der Kroft2, E Curiel-Balsera1, A Muñoz-Lopez1,
J Fernandez-Ortega1, R Rivera-Fernandez1, M Prieto-Palomino1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain
Critical Care 2014, 18(Suppl 1):P480 (doi: 10.1186/cc13670) j
y
M Arias-Verdu1, M Delange van der Kroft2, E Curiel-Balsera1, A Muñoz-Lopez1,
J Fernandez-Ortega1, R Rivera-Fernandez1, M Prieto-Palomino1
1Carlos Haya University Hospital, Malaga, Spain; 2County Hospital of
Axarquia, Velez Malaga, Spain
Critical Care 2014, 18(Suppl 1):P480 (doi: 10.1186/cc13670) Results From 5,602 citations retrieved after removal of duplicates, 36
RCTs met eligibility criteria. The outcome measures most frequently
used were neurophysiologic indices (n = 18, 50%), the Glasgow Outcome
Scale (n = 17, 47%), mainly at 6 months, nonspecifi c complications
(n = 15, 42%), mortality (n = 12, 33%), and biomarkers (n = 10, 28%). Nine trials reported only physiologic indices and did not present any
clinical or functional outcome measures. The methodological quality
of included RCTs was heterogeneous. We observed a low risk of bias
for sequence generation (n = 29, 80%), allocation concealment (n =
20, 55%), complete data reporting (n = 30, 83%), selective reporting
(n = 36, 100%), and sample size (n = 21, 58%) but a high risk of bias for
blinding (n = 20, 55%). Introduction The aim was to study work activities after 3 years in
patients admitted to the ICU with traumatic brain injury (TBI). Introduction The aim was to study work activities after 3 years in
patients admitted to the ICU with traumatic brain injury (TBI). Introduction The aim was to study work activities after 3 years in
patients admitted to the ICU with traumatic brain injury (TBI). Methods A prospective cohort study in an ICU of a reference hospital. We studied ICU-admitted patients consecutively with TBI between 2004
and 2008. We used validated scales including the Glasgow Outcome
Scale (GOS) and the Project for the Epidemiological Analysis of Critical
Care Patients Quality of Life questionnaire. Methods A prospective cohort study in an ICU of a reference hospital. We studied ICU-admitted patients consecutively with TBI between 2004
and 2008. P481 P481
Enteral administration of antiepileptic agents could have effi cacy
for prevention of post-traumatic seizures in severe traumatic brain
injury
K Mocjiduki, H Suzuki, A Kawasaki, M Hotta, M Namiki, T Harada, M Takeda,
A Yaguchi
Tokyo Women’s Medical University, Tokyo, Japan
Critical Care 2014, 18(Suppl 1):P481 (doi: 10.1186/cc13671) P480
Work activities after 3-year follow-up in ICU patients with traumatic
brain injury We used validated scales including the Glasgow Outcome
Scale (GOS) and the Project for the Epidemiological Analysis of Critical
Care Patients Quality of Life questionnaire. S174 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 2 (abstract P479). Discrimination. Results We studied 531 patients, age 40.35 ± 19.75 years, APACHE II
17 94±6 97points GlasgowComaScaleatadmission7 53±3 83points
Figure 1 (abstract P479). Calibration. Figure 2 (abstract P479). Discrimination. (16.2% missing). Regarding work activities, after 1 year, 28.5% of 326
patients evaluated have no diffi culties with work, 4.6% have diffi culties
but work as before, 10.1% work only part-time or have changed to a
job requiring minimum eff ort and 56.7% of patients do not work. After
3 years, 41.2% of 238 patients evaluated have no diffi culties with work,
4.6% have diffi culties but work as before, 12.6% work only part-time or
have changed to a job requiring minimum eff ort and 41.6% of patients
do not work. Evolution between 1 and 3 years by the McNemar test was
statistically signifi cant (P <0.001). A total of 173 patients were in similar
situation, only one had deteriorated and in 62 (26.05%) patients the
evaluation of work activity had improved. y
Conclusion After 1 year of admission from the ICU with TBI, more than
50% of patients have diffi culties with work. After 3 years the number of
patients who work has increased although approximately 40% of the
surviving patients do not work. Enteral administration of antiepileptic agents could have effi cacy
for prevention of post-traumatic seizures in severe traumatic brain
injury K Mocjiduki, H Suzuki, A Kawasaki, M Hotta, M Namiki, T Harada, M Takeda,
A Yaguchi Introduction Antiseizure prophylaxis is recommended for preventing
only early post-traumatic seizures (PTS) in the guidelines for the
management of severe traumatic brain injury (TBI) by the Brain Trauma
Foundation. Phenytoin is recommended to reduce the incidence
of early PTS prophylaxis. Early enteral nutrition has recently shown
theoretical advantages for prevention of bacterial translocation to
maintain normal turnover of gut mucosa and is commonly used for
TBI patients. Our hypothesis is that the enteral administration of
antiepileptic agents is also useful for early PTS. Figure 1 (abstract P479). Calibration. Figure 1 (abstract P479). Calibration. Results We studied 531 patients, age 40.35 ± 19.75 years, APACHE II
17.94 ± 6.97 points, Glasgow Coma Scale at admission 7.53 ± 3.83 points. Cranial tomography at admission was: diff use injury type I (10.4%),
diff use injury type II (28.1%), diff use injury type III (24.5%), diff use
injury type IV (8.3%), evacuated mass lesion (22.6%), non-evacuated
mass lesion (6.2%). Hospital mortality was 28.6%, 171 (32.2%) patients
died after 1 year (6.6% missing) and 181 (34.1%) died after 3 years p
p
g
y
Methods This retrospective observational study included all adult
patients admitted to our tertiary academic medico-surgical ICU due to
TBI from September 2011 to August 2012. Patients who have epilepsy
as a past history were excluded. Clinical data were collected from
electrical medical archives. The baseline characteristics collected were
age, gender, diagnosis, antiepileptic agents, timing of start and adverse
eff ects of those agents, and methods of administration. S175 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Results Of 65 patients with TBI, 25 patients (18 men, seven women;
mean age 56.7 ± 20.1) who were administered antiepileptic agents for
PTS prophylaxis were studied. Fifteen cerebral contusions, 10 acute
subdural hematomas, nine traumatic subarachnoid hemorrhages,
two cerebral infarctions, two pneumocephalus and one traumatic
intracerebral hemorrhage were shown in 25 patients. All patients
were alive 28 days after the injury. Fourteen patients (56%) were
intravenously administered (13 phenytoin and one phenobarbital),
while 11 patients (44%) were administered with enteral feeding
(four valproates, four carbamazepine and three zonisamides) as PTS
prophylaxis. Simulation-based education for cardiopulmonary resuscitation and
airway management protocols: a brief report of a systematic review
and meta-analysis Simulation-based education for cardiopulmonary resuscitation and
airway management protocols: a brief report of a systematic review
and meta-analysis
A Cortegiani, V Russotto, A Naro, G Sanzo, G Grutta, SM Raineri,
A Giarratano
University of Palermo, Italy
Critical Care 2014, 18(Suppl 1):P482 (doi: 10.1186/cc13672) y
A Cortegiani, V Russotto, A Naro, G Sanzo, G Grutta, SM Raineri,
A Giarratano
University of Palermo, Italy
Critical Care 2014, 18(Suppl 1):P482 (doi: 10.1186/cc13672) y
A Cortegiani, V Russotto, A Naro, G Sanzo, G Grutta, SM Raineri,
A Giarratano
University of Palermo, Italy
Critical Care 2014, 18(Suppl 1):P482 (doi: 10.1186/cc13672) f
Methods All ambulances of the Hiroshima City Fire Department are
equipped with a specially designed transmission device (RVT-SD200;
Sony) that transmits high-resolution visual images and patient vital
data using video cameras and a bio-monitor. We analyzed video data
of OHCA patients transported by ambulance from November 2012
through December 2012, and evaluated the performance of CPR
during transportation in accordance with the 2010 guidelines. The
hands-off time was calculated as the time without chest compressions
divided by the total CPR time. Introduction We aimed to summarize the effi cacy of simulation-based
education in cardiopulmonary resuscitation and airway management
[1]. Methods We searched the MEDLINE, Scopus and EMBASE databases
for all peer-reviewed articles enrolling physicians/medical students
in a simulation of either cardiopulmonary resuscitation or airway
management protocols compared with no intervention or traditional
teaching methods. We categorized the outcomes of the studies into
four groups: task success, process skill, time skill, knowledge. Task
success was defi ned as evaluation of successful completion of the
task, process skill as evaluation of the procedure, time skill as the
time required to complete the task, and knowledge as the objective
assessment of conceptual understanding. When studies investigated
more than one outcome, we considered the primary outcome, the
overall measure or the most clinically relevant outcome. Results Thirty-two resuscitation episodes during transportation by
ambulance were analyzed. Median CPR time per episode was 846
seconds (range 126 to 1,833 seconds). In total, the fraction of time
without chest compression was 19.5 ± 7.6% (mean ± SD). Enteral administration of antiepileptic agents could have effi cacy
for prevention of post-traumatic seizures in severe traumatic brain
injury The average start day of PTS prophylaxis was 2.6 days
after the injury by intravenous administration, and 2.2 days by enteral
administration, respectively. Two patients with phenytoin showed
hepatic dysfunction as an adverse eff ect and no patient showed early
PTS both by intravenous and by enteral administrations. favor of simulation. Pooled eff ect size for process skill was 0.48 (0.11 to
0.84), for time skill was 0.29 (0.13 to 0.73) and for knowledge was 0.41
(0 to 0.84). Conclusion Simulation is an eff ective educational method to improve
performance of physicians/medical students in the application of
protocols for cardiopulmonary resuscitation and airway management. Reference 1. McGaghie WC, et al.: A critical review of simulation-based medical
education research: 2003–2009. Med Educ 2010, 44:50-63. P483 Video analysis of cardiopulmonary resuscitation performance of
ambulance crews during transportation g
p
H Giga1, T Otani1, T Sadamori1, K Une1, Y Kida1, K Ota1, J Itai1, S Yamaga1,
S Kusunoki2, S Ohshimo1, Y Iwasaki1, N Hirohashi1, K Tanigawa1
1Hiroshima University, Hiroshima, Japan; 2Critical Care Medical Center,
Hiroshima Prefectural Hospital, Hiroshima, Japan
Critical Care 2014, 18(Suppl 1):P483 (doi: 10.1186/cc13673) y
y
Conclusion The present study has some limitations because it is a
single-center retrospective analysis. However, enteral administration of
antiepileptic agents could be useful for PTS prophylaxis. Considering
cost, adverse eff ects and serum monitoring, there is a possibility of
enteral administration of antiepileptic agents as an alternative to
intravenous phenytoin. Introduction High quality of chest compressions during cardio-
pulmonary resuscitation (CPR) is a critical determinant of outcome from
out-of-hospital cardiac arrest (OHCA). Unfortunately, however, victims
often do not receive adequate chest compression for various reasons,
particularly during transportation. Recent studies have demonstrated
the interruption time of chest compression using transthoracic
impedance analysis, but more information is needed to evaluate the
performance of CPR provided by ambulance crews and reveal reasons
for hands off chest during CPR. Simulation-based education for cardiopulmonary resuscitation and
airway management protocols: a brief report of a systematic review
and meta-analysis Reasons
for interruption and its fraction of time in total hands-off time were
as follows: 36% accounted for rhythm analysis/pulse check, 31% for
ventilation, 11% for setting up automated chest compression devices,
8% for tracheal intubation/placement of supraglottic airway devices,
4% for intravenous line placement/administration of adrenaline, 3% for
rescuer change, and 7% for adjustment of patient position/correction
of rescuer posture and others. y
Results From 8,528 articles, we selected 24 studies (13 randomized
controlled studies, eight pre–post studies, three case–control
studies) involving 1,149 participants. Compared with no intervention
or traditional teaching methods, simulation was associated with
a signifi cant improvement from mild to moderate of all outcomes
(Figure 1). Log of odds ratio for task success was 2.03 (0.46 to 3.59) in Conclusion The fraction of time without chest compression observed
in this study was comparative with those found in other studies in spite
of the diffi cult situations, such as during transportation. Most frequent
reasons for hands-off time were rhythm analysis and ventilation even
though the ambulance crews strictly adhered to the guidelines. Figure 1 (abstract P482). S176 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 P484
Implementation of the PulsePoint smartphone application for
crowd-sourcing bystander resuscitation
SC Brooks1, H Worthington1, T Gonedalles2, B Bobrow3, LJ Morrison4
1Queen’s University, Kingston, Canada; 2St Michael’s, Toronto, Canada;
3University of Arizona Medical College, Phoenix, AZ, USA; 4University of
Toronto, Canada
Critical Care 2014, 18(Suppl 1):P484 (doi: 10.1186/cc13674) P484 with 100% survival and in-hospital ICU transfer. The cardiac arrest (CA)
group depended on cause of CA: cardiac arrhythmia (n = 12), survival
50%; surgical etiology (nontraumatic), survival 50%, mean age 70;
myocardial infarction (n = 12), survival 83%, mean age 61; sepsis (n =
6), survival 67%, mean age 48; drugs overdose (n = 2), survival 100%;
traumatic cardiac arrest (n = 15), 89% mortality, mean age 41; and CA
with unknown etiology, survival 38%, mean age 68. Conclusion Emergency room cardiac arrest arrivals are not correlated
with ER-CPA total activity. Good survival rates are probably related to a
special quick response protocol and trained teams. Outcomes research
to detect potential improvement in nurse care is needed, and should
be evidence guided. Worst results in survival rates must be detected as
the main topics for nursing care development. Introduction Only a minority of patients suff ering out-of-hospital
cardiac arrest receive any bystander cardiopulmonary resuscitation
(CPR). What is the role of head computed tomography in
post-resuscitation care? What is the role of head computed tomography in
post-resuscitation care? Y Valzani1, A Marudi2, S Baroni2, G De Grandis2, R Stacca2, E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P486 (doi: 10.1186/cc13676) p
Y Valzani1, A Marudi2, S Baroni2, G De Grandis2, R Stacca2, E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P486 (doi: 10.1186/cc13676) Y Valzani1, A Marudi2, S Baroni2, G De Grandis2, R Stacca2, E Bertellini2
1University of Modena and Reggio Emilia, Modena, Italy; 2Nuovo Ospedale
Civile Sant’Agostino Estense, Modena, Italy
Critical Care 2014, 18(Suppl 1):P486 (doi: 10.1186/cc13676) Methods We conducted a structured survey delivered via Survey
Monkey optimized for mobile devices. All alerted PulsePoint users
between 28 June 2012 and 1 November 2013 were sent an invitation
to participate in the survey. Survey responses associated with test
activations and emergency medical services (EMS) professionals on
active duty were excluded from the analysis. Introduction Guidelines recommend to perform head computed
tomography (CT) in nontraumatic cardiac arrest only if the patient
remains unconscious after return of spontaneous circulation [1]. Nevertheless, in cardiac arrest due to neurological causes, head CT
would dramatically change the therapeutic strategy in these patients
[2]. The aim of this study is to present the experience of our ICU in
nontraumatic out-of-hospital cardiac arrest (OHCA) patients and to
demonstrate that neurological abnormalities can be the primary cause
of cardiac arrest. y
y
Results Of 4,827 survey requests sent, 995 responded and completed
our survey (response rate 21%). Respondents identifi ed themselves
as fi refi ghters (30%), paramedics (19%), EMTs (16%), nurses (4.4%),
MDs (0.83%) and other professions (50%). Of those who received
a PulsePoint alert, 23% (157/690) responded by making their way
towards the location of the emergency. Of those who responded, 70%
(110/157) arrived on scene. Most of those who did not arrive said they
saw professional rescuers already on scene and turned back (52%,
24/47). Of those who arrived on scene, only 34% (37/110) found a
person unconscious and not breathing normally. The majority found
a person on scene who was not suff ering cardiac arrest. Of those who
arrived on scene prior to EMS and also found a cardiac arrest victim
on scene who required resuscitation, 80% (8/10) performed bystander
CPR. Simulation-based education for cardiopulmonary resuscitation and
airway management protocols: a brief report of a systematic review
and meta-analysis Bystander CPR is associated with improved odds for survival. The PulsePoint smartphone application alerts users in the vicinity of
a cardiac arrest to facilitate immediate citizen bystander resuscitation. Addressing implementation barriers may provide an opportunity
to increase eff ectiveness of the application. PulsePoint is currently
active in over 400 communities in the United States. Our objective
was to identify modifi able barriers to optimal implementation of the
PulsePoint smartphone application. P485 Emergency room advanced life support after cardiac arrest:
outcomes and survival, nursing care and team response
A Villamor, A Tugas, Y Masguret, M Bayon, P Ceregido
Barcelona Clinic Hospital, Barcelona, Spain
Critical Care 2014, 18(Suppl 1):P485 (doi: 10.1186/cc13675) What is the role of head computed tomography in
post-resuscitation care? Methods We collected data for all patients with nontraumatic OHCA
admitted to the ICU from 1 January 2012 to 31 December 2012. We
recorded mean age, male-to-female ratio, cause of cardiac arrest and
mortality in the ICU. Results Thirty-four survive cardiac arrest patients were admitted to the
ICU. Mean age was 66 years. The male-to-female ratio was 2:1. Sixteen
patients died in the ICU. Head CT scans obtained in the immediate post-
arrest period found signifi cant abnormalities in four patients (three
subarachnoid hemorrhage and one ischemic ictus) with immediate
modifi cation of treatment. Conclusion We observed a very high proportion of bystander CPR
(80%) for victims of out-of-hospital cardiac arrest when PulsePoint
users arrived before EMS. This suggests that optimized PulsePoint
implementation may increase community bystander CPR rates. Alert
specifi city for cardiac arrest may be too low (the cry wolf scenario) with
current default activation criteria. Also, the current activation radius
(0.5 mile) may be too large because EMS frequently arrive before the
PulsePoint responder. i
Conclusion Head CT abnormalities can be found in cardiac arrest
patients. Further investigations are necessary to evaluate the impact
of cardiac arrest from neurological causes and to establish the role of
neuroimaging in these patients. f References References 1. Cocchi et al.: Intern Emerg Med 2010, 5:533-538. 2. Ball et al.: Can J Anesth 2005, 52:892-893. 1. Cocchi et al.: Intern Emerg Med 2010, 5:533-538. 1. Cocchi et al.: Intern Emerg Med 2010, 5:533-538. 2. Ball et al.: Can J Anesth 2005, 52:892-893. P487 To see or not to see: does video CPR perform better than telephone
CPR? A Ghuysen1, A Delfosse1, S Stipulante2, A Donneau3, V D’Orio1
1CHU – Ulg Liège, Belgium; 2Federal Public Health Services, Liege, Belgium;
3Liège University, Liege, Belgium
Critical Care 2014, 18(Suppl 1):P487 (doi: 10.1186/cc13677) Initial anticoagulation strategy for extracorporeal cardiopulmonary
resuscitation patients p
Critical Care 2014, 18(Suppl 1):P489 (doi: 10.1186/cc136 Introduction Out-of-hospital cardiac arrest (OOHCA) causes 60,000 UK
and 300,000 US deaths each year. Survival to hospital discharge in the
developed world has historically been 7 to 10% with obvious cognitive
impairment in 10% of survivors. Primary percutaneous coronary
intervention (PPCI) and targeted temperature management (TTM) (or
at least hyperthermia avoidance) have been shown to improve survival
in comatose patients post OOHCA. There is no reliable method to
predict poor outcome on presentation. We aimed to identify factors
associated with poor outcome in our single-centre regional referral
OOHCA population. Y Iwashita, M Matsuduki, M Yukimitsu, K Yokoyama, T Nakata,
A Yamamoto, K Ishikura, H Imai
Mie University Hospital, Tsu, Mie, Japan
Critical Care 2014, 18(Suppl 1):P488 (doi: 10.1186/cc13678) Introduction Extracorporeal cardiopulmonary resuscitation (ECPR)
is increasingly being used in emergency and critical care medicine in
Japan. Although a major complication of this procedure is bleeding,
the optimal heparin dose and activated coagulation time (ACT) remain
unknown. p p
Methods We performed a pragmatic single-centre retrospective
review over 18 months commencing 1 January 2011 of all patients
admitted to our regional OOHCA centre ICU following successful
resuscitation from OOHCA. In keeping with guidelines, all patients
were assessed for suitability for PPCI and TTM. A good outcome was
defi ned by a Pittsburgh Cognitive Performance Category (CPC) score
of 1 to 2 (independence, mild impairment) on hospital discharge. A
poor outcome was defi ned as death or CPC 3 to 4 (moderate to severe
impairment, coma) on hospital discharge. CPC scoring was determined Methods We retrospectively evaluated the initial heparin doses, ACT
values, and complications of patients who received ECPR between
February 2011 and November 2013 at the Emergency and Critical Care
Center, Mie University Hospital, Japan. Results ECPR was performed in 45 patients, and the ACT was evaluated
in 32 patients. All patients were administered 3,000 U unfractionated
heparin at the time of priming the circuit. Patients for whom
cannulation took a longer time received an additional 2,000 to 3,000 U
unfractionated heparin. The average heparin dose administered Table 1 (abstract P489). Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 was 53.6 U/kg body weight. The average ACT was 231.3 seconds. In
17 of the 32 patients, the ACT exceeded 200 seconds. Three patients
experienced fatal bleeding in the chest wall, which could not be
stabilized by conservative treatment. One patient developed a cerebral
infarction. There were no signifi cant diff erences between the patients
with fatal bleeding and those without fatal bleeding with regard to the
heparin dose, ACT, and duration of CPR. every 2 minutes. A total of 120 students without prior CPR training were
recruited from upper secondary school, during regular class hours,
and randomly assigned to the t-CPR group (n = 60) versus the v-CPR
group (n = 60). The Resusci®Anne SkillReporter™ manikin was used to
evaluate CPR performance. Data were transferred from the manikin
into a computerized database using the Laerdal SkillReporting System
V.2.2.1 software. Further analysis was based on audio-recordings and
video-recordings. Primary outcome measures were the results of the
Cardiff evaluation test; the secondary measures were global scoring of
a complete 7-minute period of CPR.i Conclusion According to the Extracorporeal Life Support Organization
guidelines, the target ACT should be around 1.5 times the normal
ACT. However, it is diffi cult to obtain the normal ACT in emergency
situations. Many of our patients’ ACTs exceeded 200 seconds, and
three patients experienced fatal bleeding that was possibly due to
chest compression. Post-cardiac arrest patients often experience
coagulopathy due to either cardiac arrest or hypothermia therapy. Therefore, an anticoagulation protocol other than the pulmonary
extracorporeal membrane oxygenation protocol is required for ECPR
patients. We evaluated our anticoagulation protocol for ECPR and
observed that our patients’ ACTs frequently exceeded the target value
and some experienced fatal bleeding. The anticoagulation protocol for
post-CPR patients may need to be reconsidered. Results The mean chest compression rate increased signifi cantly in the
v-CPR group as compared with t-CPR (110 ± 16 vs. 86 ± 28; P <0.0001),
while depth remained constant (48 ± 13 mm vs. 47 ± 16 mm, P =
NS). Hand positioning was correct in 91.7% of cases with v-CPR, but
only in 68% with t-CPR (P = 0.001). The hands-off period was almost
nonexistent in the v-CPR group (0 vs. 7 seconds; P = 0.0016), but the
median no-fl ow time was signifi cantly greater in the v-CPR group (146
vs. 122 seconds, P < 0.0001). P488 pl
Hammersmith Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P489 (doi: 10.1186/cc13679) P489
Predictors of poor outcome in out-of-hospital cardiac arrest
JE Petrie, S Brett, R Stümpfl e
Hammersmith Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P489 (doi: 10.1186/cc13679) P489
Predictors of poor outcome in out-of-hospital cardiac arrest
JE Petrie, S Brett, R Stümpfl e
Hammersmith Hospital, London, UK
Critical Care 2014, 18(Suppl 1):P489 (doi: 10.1186/cc13679) Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 As a consequence, global evaluation of
CPR performance revealed a signifi cant improvement in v-CPR group
score as compared with the t-CPR group (6 vs. 5, P < 0.001). g
Conclusion Video-assisted CPR using this original algorithm allows
bystanders to reach compression rates and depths close to international
guidelines and to reduce hands-off events during CPR. To see or not to see: does video CPR perform better than telephone
CPR? Introduction An organized team response and trained nursing staff in
the emergency room critical patient area (ER-CPA) are the main factors
to determine cardiopulmonary resuscitation (CPR) success rates. The
objective was to evaluate outcomes in the emergency room after
advanced life support (ALS) by reanimation teams, to improve nursing
care, quality of resuscitation and survival. Introduction The ALERT algorithm, a simple and eff ective com-
pression-only telephone CPR (t-CPR) protocol, has been previously
demonstrated to help bystanders initiate CPR. According to their
worldwide availability, mobile phone communications may play
an increasing role in emergency calls. Preliminary studies suggest
that they might improve dispatcher’s understanding of the rescuer’s
situation. However, there is currently no validated protocol for
videoconference-assisted CPR (v-CPR). We initiated the present study
to validate an original protocol of v-CPR based on the ALERT algorithm
and to evaluate the potential benefi t of this assistance in comparison
with classical t-CPR. Introduction The ALERT algorithm, a simple and eff ective com-
pression-only telephone CPR (t-CPR) protocol, has been previously
demonstrated to help bystanders initiate CPR. According to their
worldwide availability, mobile phone communications may play
an increasing role in emergency calls. Preliminary studies suggest
that they might improve dispatcher’s understanding of the rescuer’s
situation. However, there is currently no validated protocol for
videoconference-assisted CPR (v-CPR). We initiated the present study
to validate an original protocol of v-CPR based on the ALERT algorithm
and to evaluate the potential benefi t of this assistance in comparison
with classical t-CPR. q
y
Methods We included all adult patients receiving ALS in the ER-CPA
during 1 year. Cases not allowed CPR are excluded. A retrospective
design, multivariate with ALS performed, gender, age, cause of arrest,
precedence, outcome and hospital derivation, and 100% of cases
studied. Results A total of 149 patients were attended in the ER-CPA with
ALS maneuvers during the studied period (9.23% of a total 1,613). Thirty-four of them were nonheart-beating donors. The protocol was
performed with 23 eff ective donors and 31 organs were obtained for
transplant. Respiratory arrest (n = 31) was the best outcome group, Methods We developed a strictly worded algorithm for v-CPR, adapted
from the ALERT t-CPR protocol, with additional re-evaluation loops, S177 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Post Arrest Consult Team: a knowledge translation strategy for
post-cardiac arrest care Results Of the 51 patients, 21 were S. Mean age was 70 years (± 15) in
the S, of which 10 (48%) were male, and in the nonsurvivors (NS) mean
age was 70 years (± 17) (P = 0.916) with 23 (77%) male patients (P =
0.042). The initial rhythm was asystole in 11 S and in 20 NS (P =0.386),
pulseless electrical activity in two S and NS (P = 1), and ventricular
fi brillation in eight S and six NS (P = 0.207). The arrest was witnessed
in 15 NS and 16 S (P = 0.083). Lay rescuer BLS was performed in 17 NS
and nine S (P = 0.4). A signifi cant diff erence in time of EC and start of
ALS was observed between S (12 minutes; 8 to 15) and NS (14 minutes;
12 to 17) (P = 0.03). Mean initial rSO2 was 34% (± 23) and 24% (± 12.5)
in S and NS (P = 0.077). We observed a negative correlation between
mean initial rSO2 and time between EC and ALS (correlation coeffi cient
–0.243; P = 0.041). Critical Care 2014, 18(Suppl 1):P492 (doi: 10.1186/cc13682) Critical Care 2014, 18(Suppl 1):P492 (doi: 10.1186/cc13682 Introduction Lack of standardized care contributes to low survival in
admitted out-of-hospital cardiac arrest (OHCA) patients. The objective
of our study was to implement a Post Arrest Consult Team (PACT) and
improve the quality of care for admitted OHCA patients. Introduction Lack of standardized care contributes to low survival in
admitted out-of-hospital cardiac arrest (OHCA) patients. The objective
of our study was to implement a Post Arrest Consult Team (PACT) and
improve the quality of care for admitted OHCA patients. p
q
y
p
Methods We conducted a prospective cohort study with concurrent
controls from February 2011 to February 2013 in a network of 29
Toronto-area hospitals. The PACT was implemented in two hospitals
and functioned as a consult service with a nurse and physician on-
call 24/7. Patients from other network hospitals acted as concurrent
controls. The PACT focused on four key processes of care: targeted
temperature management (TTM); coronary angiography; avoidance of
premature withdrawal of life-sustaining therapy (WLST <72 hours) on
the basis of neuroprognostication; and electrophysiology assessment. We included nontraumatic OHCA patients who were >18 years old,
survived at least 6 hours, and were comatose. We excluded patients
with do-not-resuscitate orders, intracranial or other severe bleeding. P490 Results There were 247 admissions to the ICU following OHCA from
2010 to 2012. Seven patients were excluded for missing/incomplete
data. In total, 102 patients (42.5%) survived to discharge. PAR ranged
from –2 to 18. Zero was the most frequent score. Only one of 15
admissions with PAR >5 (PAR 13) survived. A total of 101 patients with
PAR ≤5 survived (45%). Acute myocardial infarction was identifi ed as
the precipitating event in 111 patients (46%). Mean initial cerebral saturation and time to start advanced life
support in out-of-hospital cardiac arrest: are they correlated? C Genbrugge, C De Deyne, I Meex, F Jans, W Boer, J Dens
ZOL, Genk, Belgium
Critical Care 2014, 18(Suppl 1):P490 (doi: 10.1186/cc13680) Introduction During advanced life support (ALS) it is still impossible to
predict return of spontaneous circulation (ROSC) or outcome. Cerebral
saturation (rSO2) measurements with near-infrared spectroscopy
can be used in cardiac arrest circumstances and could play a role in
predicting ROSC or neurologic outcome [1]. It is known that an initial
rhythm of asystole and a long no/low-fl ow time has a worse outcome. We measured rSO2 during ALS in out-of hospital cardiac arrest (OHCA)
patients and compared the mean rSO2 during the fi rst minute with the
time between the emergency call (EC) and start of ALS. Conclusion Only one of 240 OHCA patients admitted to the ICU over
a 3-year period with PAR >5 survived until discharge. PAR scoring has
been shown to be useful in helping decide the appropriateness of ICU
admission for combined IHCA/OHCA. Our data support its use in isolated
OHCA. PAR ≤5 appears to be poorly predictive of survival. However,
PAR >5, combined with clinical evaluation, could help identify OHCA
nonsurvivors and avoid ICU admissions that do not benefi t the patient. References 1. Bernard SA: Emerg Med 1998, 10:25-29. y
Methods With IRB approval, rSO2 was prospectively measured between
December 2011 and November 2013 in 51 OHCA cases with presumed
cardiac cause during ALS. One sensor of the EQUANOX Advance was
applied to the right side of the patient’s forehead when the medical
emergency team arrived. The measurement was continued until death
of the patient or arrival at the ICU. Survivors (S) are defi ned as sustained
ROSC longer than 20 minutes. CPR data were collected using the
Utstein CPR data registration. Post Arrest Consult Team: a knowledge translation strategy for
post-cardiac arrest care We used generalized linear mixed models to assess whether PACT
implementation was associated with higher odds of achieving each of
the four targeted processes of care while adjusting for secular trends
unrelated to the intervention. Conclusion A tendency towards higher mean initial rSO2 in S compared
with NS was observed together with a negative correlation between
mean initial rSO2 and time between the EC and start of ALS. Also a
signifi cant diff erence in time between the EC and start of ALS between
S and NS is observed. Larger studies are needed to confi rm the possible
function of rSO2 as a surrogate for time between the EC and start of ALS. Reference 1. Ito N et al.: Resuscitation 2012, 83:46-50. P490 The Mann–Whitney test and Pearson chi-
square were utilized for comparison of S and nonsurvivors (NS) data. The Pearson test was used to examine correlation. 2. Ebell MH: J Fam Pract 1992, 34:551-558. 3. O’Keefe S, et al.: Resuscitation 1994, 28:21-25. 4. Porter R, et al.: Crit Care 2011, 15:P299. Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 has been fully validated for predicting survival following OHCA. The
Prognosis After Resuscitation (PAR) score was developed from meta-
analysis in 1992. A score >5 (from seven variables) predicts nonsurvival
following in-hospital cardiac arrest (IHCA) [2,3]. Porter and colleagues
demonstrated that PAR >5 is a useful predictor of nonsurvival for
combined IHCA/OHCA ICU admissions [4]. We aim to evaluate PAR
application to adult ICU admissions at University Hospitals Bristol
(UHB), UK following OHCA. has been fully validated for predicting survival following OHCA. The
Prognosis After Resuscitation (PAR) score was developed from meta-
analysis in 1992. A score >5 (from seven variables) predicts nonsurvival
following in-hospital cardiac arrest (IHCA) [2,3]. Porter and colleagues
demonstrated that PAR >5 is a useful predictor of nonsurvival for
combined IHCA/OHCA ICU admissions [4]. We aim to evaluate PAR
application to adult ICU admissions at University Hospitals Bristol
(UHB), UK following OHCA. from physiotherapy and occupational therapy assessments in the
clinical notes. Continuous data were analysed using a two-tailed t test
or Mann–Whitney U test, categorical data with a chi-squared test. from physiotherapy and occupational therapy assessments in the
clinical notes. Continuous data were analysed using a two-tailed t test
or Mann–Whitney U test, categorical data with a chi-squared test. Results Sixty-nine patients were admitted to our ICU following
successful resuscitation from OOHCA in the 18-month period. Presenting features and outcomes are shown in Table 1. Conclusion Good outcome was associated with a shockable rhythm on
presentation, cardiac cause, arrest occurring in daylight hours (08:00
to 20:00) and shorter time between collapse and ROSC. Poor outcome
was associated with placement of an advanced airway device, lower
pH, higher base defi cit and higher lactate. g
Methods The Innovian (Dräger) electronic clinical information database
was searched retrospectively for all OHCA ICU admissions from 2010 to
2012. Data were extracted using an electronic pro forma in Microsoft
Excel. Missing/incomplete data were excluded. Survival was defi ned as
survival to discharge from the acute hospital (UHB). Initial anticoagulation strategy for extracorporeal cardiopulmonary
resuscitation patients Presenting features and outcome at hospital discharge of ICU OOHCA patients
Good outcome (CPC 1 to 2)
Poor outcome (dead or CPC 3 to 4)
Total
P value
Age
63.3 ± 16.8
63.6 ± 14.4
63.5 ± 14.7
NS
Male sex
21/26 (81%)
29/43 (67%)
50/69 (72%)
NS
Arrest occurring 08:00 to 20:00
14/19 (74%)
16/36 (44%)
30/55 (55%)
<0.05
VF/VT as initial rhythm
25/26 (96%)
25/43 (58%)
50/69 (72%)
<0.001
Bystander CPR
12/26 (46%)
24/43 (56%)
36/69 (52%)
NS
Time from collapse to ROSC (minutes)
18.3 ± 11
32.3 ± 26
27.1 ± 23
<0.05
Advanced airway management
14/24 (58%)
38/42 (90%)
52/66 (79%)
<0.005
Cardiac cause
24/26 (92%)
30/43 (70%)
54/69 (78%)
<0.05
Angiography
19/26 (73%)
23/43 (53%)
42/69 (61%)
NS
Therapeutic hypothermia
24/26 (92%)
41/43 (95%)
64/69 (93%)
NS
Presenting pH
7.21 ± 0.11
7.08 ± 0.18
7.13 ± 0.17
<0.01
Presenting base defi cit (mmol/l)
–7.9 ± 6.2
–13.8 ± 5.9
–11.5 ± 6.7
<0.001
Presenting lactate (mmol/l)
4.3 ± 3.0
8.3 ± 4.5
6.8 ± 4.4
<0.0005 Table 1 (abstract P489). Presenting features and outcome at hospital discharge of ICU OOHCA patients Table 1 (abstract P489). Presenting features and outcome at hospital discharge of ICU OOHCA patients
Good outcome (CPC 1 to 2)
Poor outcome (dead or CPC S178 Critical Care 2014, Volume 18 Suppl 1
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Post Arrest Consult Team: a knowledge translation strategy for
post-cardiac arrest care
SC Brooks1, D Scales2, K Dainty2, S Gray2, R Pinto3, E Racz2, M Gaudio2,
A Amaral2, A Baker2, M Chapman2, E Crystal2, P Dorian2, N Fam2, R Fowler2,
J Friedrich2, M Madan2, G Rubenfeld2, O Smith4, LJ Morrison2
1Queen’s University, Kingston, Canada; 2University of Toronto, Canada;
3Sunnybrook Health Sciences Centre, Toronto, Canada; 4St Michael’s, Toronto,
Canada
Critical Care 2014 18(Suppl 1):P492 (doi: 10 1186/cc13682) P493
One-year assessment of in-hospital cardiac arrest
M Ahmed, A Kochhar, O Rose
Univeristy Hospital Lewisham, London, UK
Critical Care 2014, 18(Suppl 1):P493 (doi: 10.1186/cc13683) P493
One-year assessment of in-hospital cardiac arrest
M Ahmed, A Kochhar, O Rose
Univeristy Hospital Lewisham, London, UK
Critical Care 2014, 18(Suppl 1):P493 (doi: 10.1186/cc13683) survivors of cardiac arrest (CA). Despite this, in our country there are
still few centers that apply hypothermia post CA regularly. We describe
a Chilean experience with endovascular hypothermia post CA, in three
ICUs of the same university clinical center [1-3]. Introduction This retrospective audit evaluated adult patients who
suff ered in-hospital cardiac arrest (IHCA) against the recent National
Confi dential Enquiry into Patient Outcome and Death (NCEPOD)
report [1]. It looked specifi cally at the recognition of the acutely
unwell, the interventions made, the decisions taken from admission
through to the post-arrest period and the outcomes following
cardiopulmonary resuscitation (CPR). The audit aims to guide future
improvements in preventing cardiac arrest and enhancing end-of-life
care decision-making.f Methods A descriptive cohort study. All surviving comatose patients
after CA were included, and underwent endovascular hypothermia
management according to protocol. CoolGard™ internal cooling
equipment was used. Variables: delay between CA and hypothermia
(34°C), time in hypothermia, complications, ventilatory and hemo-
dynamic management. Main outcome measures: mortality and neuro-
logical follow-up to 6 months with Glasgow Outcome Score Extended
(GOSE). Results Twenty-seven patients were managed in the ICU post CA (18
outpatients). Twenty-four were men (89%), mean age 33.5 ± 19 years
(16 to 76). Delay was considered (time between CA and achieving
target temperature of 34°C): median 10.5 ± 3.3 hours (3 to 18 hours). Hypothermic maintenance (from when it reaches 34°C until it returns
to 36°C): 24 ± 18 hours (24 to 48 hours). Complications of hypothermia:
fi ve hypokalemia (18.5%), three ventricular arrhythmias (11%), one
vein thrombosis (3.7%). There were no deaths during hypothermia. Hospital mortality was two cases (7.4%). At 6 months it was three
(11%). Neurological outcome at discharge and 6 months are shown in
Figure 1. Good outcome (GOSE 5 to 8) occurred in 11 patients (40%) at
discharge. Good outcome at 6 months occurred in 20 patients (74%). Methods Medical notes of adult patients suff ering IHCA, over a 1-year
period, were identifi ed and data were collected using a validated
NCEPOD audit tool. Knowledge and use of therapeutic hypothermia in cardiac arrest
victims among healthcare staff in Greece Conclusion The results from this audit highlight persistent defi ciencies
in the care pathway for the acutely unwell patient. Improvement will be
focused on earlier consultant review and better recognition of warning
signs with appropriate action taken. Furthermore, earlier routine and
senior clinician-led discussions on appropriate end-of-life care are vital. References Knowledge and use of therapeutic hypothermia in cardiac arrest
victims among healthcare staff in Greece
P Manthou1, T Katsoulas1, A Korobeli1, L Kiriakou2, G Fildissis1
1Department of Nursing University, Athens, Greece; 2Gonk Agioi Anargiroi
Hospital, Kifi ssia, Greece
Critical Care 2014, 18(Suppl 1):P495 (doi: 10.1186/cc13685) P Manthou1, T Katsoulas1, A Korobeli1, L Kiriakou2, G Fildissis1
1Department of Nursing University, Athens, Greece; 2Gonk Agioi Anargiroi
Hospital, Kifi ssia, Greece
Critical Care 2014, 18(Suppl 1):P495 (doi: 10.1186/cc13685) P Manthou1, T Katsoulas1, A Korobeli1, L Kiriakou2, G Fildissis1
1Department of Nursing University, Athens, Greece; 2Gonk Agioi Anargiroi
Hospital, Kifi ssia, Greece
Critical Care 2014, 18(Suppl 1):P495 (doi: 10.1186/cc13685) 1. Findlay G, et al.: Time to Intervene? A Review of Patients who Underwent
Cardiopulmonary Resuscitation as a Result of an In-hospital Cardiorespiratory
Arrest. London: NCEPOD; 2012. [http://www.ncepod.org.uk/ 2012report1/
downloads/CAP_summary.pdf] 1. Findlay G, et al.: Time to Intervene? A Review of Patients who Underwent
Cardiopulmonary Resuscitation as a Result of an In-hospital Cardiorespiratory
Arrest. London: NCEPOD; 2012. [http://www.ncepod.org.uk/ 2012report1/
downloads/CAP_summary.pdf] Introduction Therapeutic hypothermia (TH) improves the neurologic
outcome of patients who survive after cardiac arrest but suff er from
severe secondary neurological damage [1]. In 2010, the use of TH after
cardiac arrest was included in the ERC guidelines. The purpose of this
study was to investigate the knowledge of the medical and nursing
staff on the implementation of TH in patients after cardiac arrest [2]. 2. Meaney PA, et al.: Crit Care Med 2010, 38:101-108. 2. Meaney PA, et al.: Crit Care Med 2010, 38:101-108. Predicting survival in patients admitted to intensive care
following out-of-hospital cardiac arrest using the Prognosis After
Resuscitation score Predicting survival in patients admitted to intensive care
following out-of-hospital cardiac arrest using the Prognosis After
Resuscitation score
H Davies, A Loosely, S Dolling, R Eve
University Hospitals Bristol NHS Foundation Trust, Bristol, UK
Critical Care 2014, 18(Suppl 1):P491 (doi: 10.1186/cc13681) Predicting survival in patients admitted to intensive care
following out-of-hospital cardiac arrest using the Prognosis After
Resuscitation score
H Davies, A Loosely, S Dolling, R Eve
University Hospitals Bristol NHS Foundation Trust, Bristol, UK
Critical Care 2014, 18(Suppl 1):P491 (doi: 10.1186/cc13681) Results The primary analysis included 162 patients from two
intervention hospitals and 892 from 27 control hospitals. Thirty-
two percent of the patients were female and the mean age was
65.3 ± 16.5 years. Almost one-half (46%) of patients had a shockable
initial cardiac arrest rhythm, 41% had bystander CPR, and 5% had an
AED applied. PACT did not improve use of TTM (ratio of ORs = 1.03,
95% CI = 0.89 to 1.20), angiography for patients without ST-elevation H Davies, A Loosely, S Dolling, R Eve H Davies, A Loosely, S Dolling, R Eve
University Hospitals Bristol NHS Foundation Trust, Bristol, UK
Critical Care 2014, 18(Suppl 1):P491 (doi: 10.1186/cc13681) Introduction Out-of-hospital cardiac arrest (OHCA) has a poor
prognosis even after successful resuscitation [1]. No scoring system S179 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 myocardial infarction (ratio of ORs = 1.10, 95% CI = 0.87 to 1.40), or
electrophysiology assessment (ratio of ORs = 1.06, 95% CI = 0.81 to
1.38) as compared with concurrent control hospitals. Patients in the
intervention group were less likely to have life support withdrawn
within 72 hours on the basis of neuroprognosis compared with patients
in the concurrent control group (ratio of ORs = 0.62, 95% CI = 0.39 to 0.98). Conclusion PACT was associated with reduced WLST <72 on the
basis of neuroprognostication but did not improve other important
post-cardiac arrest processes of care. Further work is underway to
identify factors that infl uenced implementation. This will guide future
consideration of the PACT model in other settings. myocardial infarction (ratio of ORs = 1.10, 95% CI = 0.87 to 1.40), or
electrophysiology assessment (ratio of ORs = 1.06, 95% CI = 0.81 to
1.38) as compared with concurrent control hospitals. Predicting survival in patients admitted to intensive care
following out-of-hospital cardiac arrest using the Prognosis After
Resuscitation score Patients in the
intervention group were less likely to have life support withdrawn
within 72 hours on the basis of neuroprognosis compared with patients
in the concurrent control group (ratio of ORs = 0.62, 95% CI = 0.39 to 0.98). Conclusion PACT was associated with reduced WLST <72 on the
basis of neuroprognostication but did not improve other important
post-cardiac arrest processes of care. Further work is underway to
identify factors that infl uenced implementation. This will guide future
consideration of the PACT model in other settings. P493
One-year assessment of in-hospital cardiac arrest
M Ahmed, A Kochhar, O Rose
Univeristy Hospital Lewisham, London, UK
Critical Care 2014, 18(Suppl 1):P493 (doi: 10.1186/cc13683) These data included patient demographics, initial
clerking and consultant review, patient care during the 48 hours prior to
cardiac arrest, the resuscitation status of the patient, the resuscitation
attempt, the post-cardiac arrest care and survival to discharge rates. p
p
g
Results Medical notes were available for assessment for 69 out of the 82
patients that were identifi ed as having IHCA between 1 October 2011
and 30 September 2012. The frequency of IHCA showed no correlation
to day of the week or month. Initial clerking was incomplete in history-
taking (16% vs. 14% in NCEPOD) and in examination (46% vs. 24% in
NCEPOD). The majority of patients were appropriately escalated in a
timely fashion (94% vs. 82% in NCEPOD), but fi rst consultant review
was delayed beyond 12 hours in 49% of cases (48% in NCEPOD). A
total 81% of patients suff ered cardiac arrest 24 hours after admission
(68% in NCEPOD). Warning signs for cardiac arrest were considered
present in 59% of cases (75% in NCEPOD), with a signifi cant proportion
going unrecognised (27%) despite multiple medical reviews. Out-of-
hours CPR attempts (68% vs. 59% in NCEPOD) seemed be associated
with poorer survival. The survival to discharge rate after in-hospital
cardiac arrest was 10.1%. This compares with 14.6% in the NCEPOD
data and 20% in larger studies [2]. Ninety per cent of patients had no
documentation of resuscitation status (78% in NCEPOD). Conclusion Our series shows a low mortality and a very good
neurological outcome. There was no mortality or severe complications
associated with endovascular hypothermia. It is a safe and feasible
technique implemented in Latin American critical care units. Even the
delay in achieving the objective of hypothermia is very long. R f 1. Kory et al.: Resuscitation 2011, 82:15-20. 2. Seder et al.: Crit Care Med 2009, 37:S211-S222. 3. Holzer et al.: N Engl J Med 2010, 363:1256-1264. 1. Kory et al.: Resuscitation 2011, 82:15-20. 1. Kory et al.: Resuscitation 2011, 82:15-20. 2. Seder et al.: Crit Care Med 2009, 37:S211-S222. 3. Holzer et al.: N Engl J Med 2010, 363:1256-1264. Figure 1 (abstract P494). Figure 1 (abstract P494). P494
d f
p
p
Methods Data were collected by an anonymous questionnaire
designed for the purpose of research, addressed to medical and nursing
staff of Greek hospitals. The questionnaire consisted of questions about
knowledge and behavior related to TH induction, target temperature
and duration of cooling. Information about the potential barriers to
implementation of TH was also collected. Endovascular hypothermia after cardiac arrest in a Chilean ICU
M Canitrot, S Ugarte
INDISA Clinic, Santiago, Chile
Critical Care 2014, 18(Suppl 1):P494 (doi: 10.1186/cc13684) Figure 1 (abstract P494). Figure 1 (abstract P494). Endovascular hypothermia after cardiac arrest in a Chilean ICU
M Canitrot, S Ugarte
INDISA Clinic, Santiago, Chile
Critical Care 2014, 18(Suppl 1):P494 (doi: 10.1186/cc13684) Introduction For more than a decade, mild hypothermia has been
a standard for enhancing the neurological prognosis in comatose Results We obtained 344 questionnaires from 16 hospitals. The
population of the study was registered nurses (RN) (63.8%) and doctors S180 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 24 hours of targeting body temperature at 33°C or 36°C. These results
suggest that hypothermia does not alter host immune response. Reference 24 hours of targeting body temperature at 33°C or 36°C. These results
suggest that hypothermia does not alter host immune response. Reference
1. Nielsen N, et al.: Targeted temperature management at 33°C versus 36°C
after cardiac arrest. N Engl J Med 2013, 369:2197-2206. 24 hours of targeting body temperature at 33°C or 36°C. These results
suggest that hypothermia does not alter host immune response. Reference (36.2%). The majority of health staff (81.5%) had never implemented
TH. A total 45.8% of respondents stated that the main reasons for not
using TH were the lack of information and training about the method,
the lack of nursing staff , the lack of available cooling methods and the
required time. The most common methods of application were cold
packs and intravenous fl uids. Only 30.2% of the doctors and 5.5% of
the nurses (P <0.001) actually had the knowledge to implement TH,
and this was demonstrated by correct answers. Of the respondents
who answered that they did know the method, only 23.9% answered
correctly; about the target temperature, the maintenance and
rewarming phase. A total 59.1% of doctors, despite having attended
the Advanced Cardiac Life Support seminar, were not able to answer
correctly the knowledge questions. Continuous education of health
professionals and the existence of a protocol were proposed by 65%
of participants as the best way of increasing knowledge and adherence
with ERC guidelines about TH. 1. Nielsen N, et al.: Targeted temperature management at 33°C versus 36°C
after cardiac arrest. N Engl J Med 2013, 369:2197-2206. Endovascular hypothermia after cardiac arrest in a Chilean ICU
M Canitrot, S Ugarte
INDISA Clinic, Santiago, Chile
Critical Care 2014, 18(Suppl 1):P494 (doi: 10.1186/cc13684) P497 P497
Derived electromyography is an accurate measure of shivering
burden during targeted temperature management
T May, DS Seder, GF Fraser, BM McCrum, CF Hoover, RR Riker
Maine Medical Center, Portland, ME, USA
Critical Care 2014, 18(Suppl 1):P497 (doi: 10.1186/cc13687) Introduction Shivering complicates targeted temperature manage-
ment (TTM) by increasing metabolism, oxygen consumption,
rest ing energy expenditure, and carbon dioxide production and
is associated with lower brain tissue oxygen levels; all of these
may limit the eff ectiveness of TTM. However, the recognition and
measurement of shivering are subjective and ill-defi ned. The Bedside
Shivering Assessment Scale (BSAS) is the only validated tool to
describe the intensity of shivering. We hypothesized that the derived
electromyography (dEMG) value measured by the bispectral index
monitor (BIS) would agree with energy expenditure due to shivering,
compared with the BSAS. Conclusion Therapeutic hypothermia is rarely used in Greek hospitals. The level of knowledge is mainly related to the lack of education and
the lack of information about new techniques. Programs for continuing
education are necessary for the use of new therapeutic techniques in
the fi eld of health. i
References 1. Erb JL, Hravnak M, Rittenberger JC: Therapeutic hypothermia after cardiac
arrest. Am J Nurs 2012, 112:38-44. 1. Erb JL, Hravnak M, Rittenberger JC: Therapeutic hypothermia after cardiac
arrest. Am J Nurs 2012, 112:38-44. 2. Metzger JC, Eastman AL, Pepe PE: Year in review 2010: critical care – cardiac
arrest and cardiopulmonary resuscitation. Crit Care 2011, 15:239. 2. Metzger JC, Eastman AL, Pepe PE: Year in review 2010: critical care – cardiac
arrest and cardiopulmonary resuscitation. Crit Care 2011, 15:239. 2. Metzger JC, Eastman AL, Pepe PE: Year in review 2010: critical care – cardiac
arrest and cardiopulmonary resuscitation. Crit Care 2011, 15:239. Methods We measured continuous indirect calorimetry during a 2
to 5 hour time span during targeted temperature management in
12 patients being treated for hypoxic ischemic encephalopathy after
cardiac arrest. Patients were excluded if seizing, requiring >FiO2 0.5,
exhibiting early spasticity, or not shivering. The BSAS was measured
every 15 minutes by a blinded observer and shivering was treated for
a BSAS ≥1, as per institutional protocol. The association of dEMG and
BSAS as a predictor of resting energy exposure (REE) was measured
using linear regression and Pearson’s correlation. P498 P498 Shivering during targeted temperature management after cardiac
arrest: a physiologic description
T May, DS Seder, GF Fraser, CF Hoover, RR Riker, BM McCrum
Maine Medical Center, Portland, ME, USA
Critical Care 2014, 18(Suppl 1):P498 (doi: 10.1186/cc13688) P496 g
g
Results The study population included 12 patients. Average age was
54 years, nine patients were male, eight patients had a CPC of 1 to 3 on
hospital discharge. There were a total of 182 measurements of BSAS,
dEMG, and REE. There is improved correlation between REE and dEMG
compared with REE and BSAS (0.24 (CI = 0.10 to 0.37) vs. 0.10 (CI =
–0.04 to 0.24); P <0.001 vs. 0.14). Each increase in dEMG resulted in an
increase of 14 kcal of energy expenditure (P = 0.003). Introduction Induced hypothermia is applied in the ICU and in the
operating theater to reduce ischemia–reperfusion injury. It is thought
that induced hypothermia may hamper the immune response and
therefore carry the risk of acquiring or aggravating an infection. We
investigated the eff ect of hypothermia on host response by comparing
survivors of cardiac arrest in which body temperature was kept at
either 33°C or 36°C. Conclusion Continuous dEMG power measured by Covidien BIS monitors
is a more accurate and less subjective measure of shivering burden
compared with the intermittent BSAS. Introducing dEMG into clinical
practice may improve recognition of shivering, allow quantifi cation of
the metabolic cost of shivering, and serve as a more reliable research tool
for diagnostic and treatment strategies of shivering. Methods As a substudy to the Target Temperature Management trial [1]
in which cardiac arrest patients admitted to the ICU were randomized
to maintaining either 33°C (n = 11) or 36°C (n = 9) for 24 hours, blood
was drawn at the start and end of the target temperature phase as well
as after reaching normotemperature. Host response was measured via
monocyte human leukocyte antigen-DR (HLA-DR) expression and via
whole blood stimulation with TLR ligands lipopolysaccharide (LPS) and
lipoteicoic acid (LTA) for 24 hours. Plasma levels of interleukin (IL)-1β,
IL-1RA, IL-6, IL-8, IL-10, tumor necrosis factor alpha (TNFα), macrophage
infl ammatory proteins (MIP)-1, monocyte chemotactic protein (MCP)-
1 and soluble CD40 ligand levels were determined with ELISA or
Luminex. Statistics were by unpaired Mann–Whitney U tests. Shivering during targeted temperature management after cardiac
arrest: a physiologic description arrest: a physiologic description
T May, DS Seder, GF Fraser, CF Hoover, RR Riker, BM McCrum
Maine Medical Center, Portland, ME, USA
Critical Care 2014, 18(Suppl 1):P498 (doi: 10.1186/cc13688) y
p
y
Results HLA-DR expression was decreased compared with healthy
controls, without diff erences between 33°C and 36°C. Following whole
blood stimulation with LPS, TNFα and IL-6 production was lower
after cardiac arrest compared with healthy controls. The 33°C and
36°C groups diff ered at baseline in TNFα levels after LPS whole blood
stimulation. After 24 hours of temperature management, there was
no diff erence in both TNFα and IL-6 production between the groups
following TLR ligand stimulation. After cessation of temperature
management only TNFα levels increased after LTA stimulation. Plasma
levels of IL-1RA, IL-8 and IL-10 were decreased after cardiac arrest
compared with healthy controls. In plasma levels of IL-1β, MIP-1 and
soluble CD40 ligand there were no diff erences between the 33°C and
36°C groups at all time points. Apart from baseline diff erences, there
were no diff erences between 33°C and 36°C in plasma levels of IL-1RA,
IL-8, IL-10 and MCP-1.l Introduction Targeted temperature management (TTM) is used to treat
hypoxic ischemic encephalopathy (HIE), elevated intracranial pressure,
status epilepticus, and other brain injuries. Shivering complicates TTM,
and the associated energy burden and its response to treatment are
poorly understood. We describe the pattern of shivering and response
to neuromuscular blockade in a series of patients undergoing TTM
after cardiac arrest using continuous indirect calorimetry. Methods With IRB approval, we studied 16 patients undergoing
TTM for HIE with continuous calorimetry during their treatment. The calorimeter measures inspired and expired oxygen and carbon
dioxide, which are used in the Weir equation to calculate resting
energy expenditure (REE). We excluded patients known to be actively
seizing, requiring FiO2 >0.5, with early spasticity, or who did not shiver. All patients received counterwarming, moderate analgosedation, and
bolused vecuronium in response to visible shivering, measured hourly
by nurses using the Bedside Shivering Assessment Scale. Conclusion Cardiac arrest induces a decrease in proinfl ammatory
response. There were no diff erences in immune host response after S181 Critical Care 2014, Volume 18 Suppl 1
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http://ccforum.com/supplements/18/S1 Results Sixteen patients of average age 57 included 12 men. Twelve
patients had CPC of 1 to 3 on hospital discharge. References References References
1. N Engl J Med 2002, 346:549-555. 2. Crit Care Med 2011, 39:1113-1125. 1. N Engl J Med 2002, 346:549-555. Serum phosphate concentration during the rewarming period after
deep hypothermic circulatory arrest
H Hayami1, O Yamaguchi2, S Ishida3, Y Koide4, T Gotoh2
1Yokohama Municipal Citizen’s Hospital, Yokohama, Japan; 2Yokohama City
University Hospital, Yokohama, Japan; 3Yokohama City University Medical
Center, Yokohama, Japan; 4Hayama Heart Center, Hayama, Japan
Critical Care 2014, 18(Suppl 1):P501 (doi: 10.1186/cc13691) p
Results Forty-three patients were admitted in Group 1, 28 in Group
2. Of these, 42% in both groups were following out-of-hospital
(OOH) VF arrests. Cooling was attempted in 88% and 82% of OOH VF
patients respectively. For patients with either in-hospital or non-VF/
VT cardiac arrests, the numbers cooled were 16% and 12.5%. Cooling
initiation within 1 hour increased from 27 to 50%. Achievement of a
target temperature of 32 to 34°C within 4 hours of ROSC was 55% and
50% respectively. Target maintenance for 12 to 24 hours after ROSC
increased 79% to 100%. Avoidance of hypothermia <31°C for 48 hours
after ROSC improved 95% to 100%. Slow rewarming at 0.25 to 0.5°C/
hour to 37°C was achieved in 76% and 90%. Avoidance of temperature
>37.2°C for 48 hours after ROSC increased 84 to 100%. Of the patients
cooled, survival with good neurological outcome was achieved in 52%
in Group 1 and 88% in Group 2. Factors involved in prolonged eff ect of neuromuscular blockade in
therapeutic hypothermia Factors involved in prolonged eff ect of neuromuscular blockade in
therapeutic hypothermia p
yp
H Tanaka, T Mochizuki, S Ode, S Ishimatsu
St Lukes International Hospital, Akashi-Chou Chuo-Ku, Japan
Critical Care 2014, 18(Suppl 1):P500 (doi: 10.1186/cc13690) p
yp
H Tanaka, T Mochizuki, S Ode, S Ishimatsu
St Lukes International Hospital, Akashi-Chou Chuo-Ku, Japan
Critical Care 2014, 18(Suppl 1):P500 (doi: 10.1186/cc13690) Introduction Therapeutic hypothermia (TH) following out-of-hospital
cardiac arrest (OHCA) improves neurological outcomes in such patients. During TH, neuromuscular blockade is used to control shivering in
the patient. In our hospital, we use vecuronium as a neuromuscular
blocker. However, occasionally, prolonged eff ects of vecuronium delay
accurate evaluation of patients’ neurological function or extubation. Unfortunately, the factors involved in the prolonged eff ect of
vecuronium in TH remain unclear. Conclusion The energy burden of shivering is underestimated by
standard nutritional formulas in patients undergoing TTM after cardiac
arrest. Subclinical shivering is associated with increased energy
expenditure. Clinical recognition occurs long after the increase in
metabolic activity, and persists for a signifi cant period of time after
treatment. These fi ndings should infl uence how shivering is monitored
and treated during TTM. Methods We conducted a retrospective cohort study of patients
managed with TH following OHCA at our institution from April 2010
to September 2013. We defi ned full-muscle reaction to train-of-four
stimulation (TOF) as the end of eff ects of vecuronium. In this study, the
time from the end of vecuronium administration to full-muscle reaction
to TOF was evaluated as the outcome. We calculated the adjusted
hazard ratio (HR) for the outcome using Cox regression analysis after
adjustment for age, gender, albumin levels, estimated glomerular
fi ltration rate, temperature at the end of vecuronium administration,
and total amount of vecuronium per kilogram of body weight. Temperature management following cardiac arrest: introducing a
protocol improves compliance with targets
P Creber, G Talling, M Oram
Cheltenham General Hospital, Cheltenham, UK
Critical Care 2014, 18(Suppl 1):P499 (doi: 10.1186/cc13689) Results In total, 52 patients were evaluated in this study (86.5% male;
average age, 55.2 years). The median time from the end of vecuronium
administration to full-muscle reaction to TOF was 660 minutes
(maximum: 10,363 minutes; minimum: 72 minutes). Blood albumin
levels on admission decreased the time (adjusted HR: 2.31, 95% CI:
1.073 to 5.004; P <0.05). However, other factors had no signifi cant
diff erence on the time. The amount of vecuronium per kilogram of
weight had no signifi cant diff erences (adjusted HR: 1.073, 95% CI: 0.869
to 1.325; P = 0.511). Introduction We audited the achievement of therapeutic hypothermia
(TH) before and after the introduction of a cooling protocol. Instituting
TH is recommended following the return of spontaneous circulation
(ROSC) for many patients who survive a cardiac arrest [1,2]. The key
intervention may be the avoidance of hyperthermia rather than
cooling [3]. Conclusion The time from the end of vecuronium administration to
full-muscle reaction to TOF decreased in relation to blood albumin
levels on admission. Other factors had no signifi cant diff erence on the
outcome time. Taken together, the outcome time may be determined
by albumin levels and not by the administered amount of vecuronium
per kilogram of body weight. Based on this result, we suggest that
blood albumin levels on admission should be taken into consideration
for appropriate use of vecuronium in TH. g
Methods We conducted a chart review of all patients admitted to the
Department of Critical Care (DCC) at our hospital following cardiac arrest
over 2 years in 2010 to 2012 (Group 1). We recorded compliance with key
recommendations produced by the Royal College of Anaesthetists [4]
although we defi ned post-ROSC hyperthermia as >37.2°C rather than
>38°C. A TH protocol was designed and personnel in the emergency
department and DCC educated as to its use. Recommended practice
was the infusion of cold i.v. normal saline (1 to 2 l) followed by the use
of an intravascular cooling device (Alsius CoolGard™). Data collection
was then undertaken after introduction of the protocol for all patients
admitted to the DCC following cardiac arrest in November 2012 to 2013
(Group 2). Shivering during targeted temperature management after cardiac
arrest: a physiologic description Sixteen shivering
events were monitored with calorimetry among the 12 patients. The
average rate of energy expenditure (without shivering) leading up to
and following paralytic treatment was 1,425 kcal/hour (± 489 kcal/
hour) and 1,386 kcal/hour (± 235 kcal/hour). This was signifi cantly
greater than the predicted basal energy expenditure (1,089 ± 222
kcal; P = 0.007 and P <0.001). Time from a change in baseline energy
expenditure to recognition and treatment of clinical shivering was 57
(± 64) minutes, and from treatment with neuromuscular blockade to
baseline energy expenditure was 30 (± 20) minutes. This accounts for
a total diff erence of 15,223 kcal (± 10,997 kcal) before treatment and
7,113 kcal (± 3,706 kcal) after treatment for each shivering episode
compared with baseline (P = 0.01 and P = 0.003). P502l Infl uence of baseline magnesium concentrations on shivering in
therapeutic temperature modulation
KL Johnson
HCMC, Minneapolis, MN, USA
Critical Care 2014, 18(Suppl 1):P502 (doi: 10.1186/cc13692) g
Results Twenty patients receiving TTM for TBI were evaluated (March
to October 2013). One-half of the patients maintained targeted BSAS
scores <1 for the full duration of TTM (n = 10 of 20). Serum Mg levels
at the initiation of TTM were observed to negatively correlate with the
level of shivering, as indicated by the BSAS scoring system (P = 0.02). See Figure 1. g
Results Twenty patients receiving TTM for TBI were evaluated (March
to October 2013). One-half of the patients maintained targeted BSAS
scores <1 for the full duration of TTM (n = 10 of 20). Serum Mg levels
at the initiation of TTM were observed to negatively correlate with the
level of shivering, as indicated by the BSAS scoring system (P = 0.02). See Figure 1. Introduction Therapeutic temperature modulation (TTM) is widely
used in the care setting to improve outcomes of patients with traumatic
brain injury (TBI). Through fever prevention, both oxygen utilization
and caloric expenditure are reduced, so metabolic effi ciency can be
maximized [1]. However, patient cooling is not without consequences
and shivering is experienced by more than 70% of patients achieving
TTM. Because shivering triggers an increase in metabolic demand,
causing additional oxygen consumption and the promotion of
catabolism, its prevention is ideal [2]. We set out to review the data
surrounding the anti-shivering component of a normothermia protocol
in the surgical ICU (SICU) of one Minnesota hospital. g
Conclusion The literature suggests the positive impact of TTM on
patient outcomes can be maximized with shivering prevention [2]. Current SICU practices provide a similar Mg loading dose for all patients,
regardless of baseline Mg levels. In our observed patients, achieving a
baseline serum Mg level >2 was associated with lower shivering scores
throughout the TTM course. This supports the hypothesis that serum
Mg concentrations prior to TTM are important predictors of shivering
reduction, and suggests that loading doses of Mg should be tailored to
the individual patient to achieve such levels. f Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Figure 1 (abstract P502). Occurrence of SND was defi ned as neurological disarrangement such
as irritability, confusion, or delirium within 48 hours after operation. Occurrence of SND was defi ned as neurological disarrangement such
as irritability, confusion, or delirium within 48 hours after operation. as irritability, confusion, or delirium within 48 hours after operation. Results Durations of CPB, aortic clamp, and circulatory arrest were
194 ± 51, 136 ± 53, and 70 ± 17 minutes respectively. Nine patients
underwent ACP (89 ± 26 minutes) and 11 patients underwent RCP
(56 ± 25 minutes). Concentration of ALac, ScvO2, and P changed at 2, 4, 6,
10 hours after CPB as follows: ALac 4.0 ± 1.9, 5.1 ± 2.6, 5.3 ± 3.3, 4.0 ± 2.8
mmol/l, ScvO2 71 ± 6.7, 67 ± 10, 67 ± 9.7, 65 ± 11%, and P 2.9 ± 0.9,
2.4 ± 0.7, 2.2 ± 1.0, 1.8 ± 0.8 mg/dl, respectively. Serum P recovered to
2.6 ± 1.4 at 18 hours after CPB. The incidence of hypophosphatemia
(<2.6 mg/dl) and SND in our series were 18/20 (90%) and 14/20(70%)
respectively. There was a correlation between minimum P and time to
confi rm M6 on the GCS (P = 0.508, Fisher r-to-z transformation), but no
signifi cant correlation between SND. The mortality rate during the fi rst
28 days was 5% (1/20). y
Conclusion Serum
phosphate
decreased
dramatically
during
the rewarming period after deep hypothermic circulatory arrest. There was a moderate correlation between minimum phosphate
concentration and time to confi rm M6 on the GCS. Monitoring
phosphate concentration might predict neurological recovery after
deep hypothermic circulatory arrest. Figure 1 (abstract P502). attention paid to the anti-shivering portion of the protocol. Serum
magnesium (Mg) levels were assessed prior to initiation of TTM and
Bedside Shivering Assessment Scale (BSAS) scores were collected. attention paid to the anti-shivering portion of the protocol. Serum
magnesium (Mg) levels were assessed prior to initiation of TTM and
Bedside Shivering Assessment Scale (BSAS) scores were collected. Results Twenty patients receiving TTM for TBI were evaluated (March
to October 2013). One-half of the patients maintained targeted BSAS
scores <1 for the full duration of TTM (n = 10 of 20). Serum Mg levels
at the initiation of TTM were observed to negatively correlate with the
level of shivering, as indicated by the BSAS scoring system (P = 0.02). See Figure 1. Serum phosphate concentration during the rewarming period after
deep hypothermic circulatory arrest H Hayami1, O Yamaguchi2, S Ishida3, Y Koide4, T Gotoh2
1Yokohama Municipal Citizen’s Hospital, Yokohama, Japan; 2Yokohama City
University Hospital, Yokohama, Japan; 3Yokohama City University Medical
Center, Yokohama, Japan; 4Hayama Heart Center, Hayama, Japan
Critical Care 2014, 18(Suppl 1):P501 (doi: 10.1186/cc13691) H Hayami1, O Yamaguchi2, S Ishida3, Y Koide4, T Gotoh2
1Yokohama Municipal Citizen’s Hospital, Yokohama, Japan; 2Yokohama City
University Hospital, Yokohama, Japan; 3Yokohama City University Medical
Center, Yokohama, Japan; 4Hayama Heart Center, Hayama, Japan
Critical Care 2014, 18(Suppl 1):P501 (doi: 10.1186/cc13691) Introduction Short-term neuropsychologic dysfunction (SND) is often
observed during the postoperative period of open total arch repair
(TAR) under deep hypothermic circulatory arrest (DHCA). We supposed
that there might be a large consumption of high-energy phosphates
during the rewarming period, and this might be associated with
awakening and SND. Due to diffi culty in measuring such high-energy
phosphates at the bedside, we measured the serum phosphate
concentration (P) as a substitute, and assessed its infl uence on
awakening and postoperative SND. Conclusion The institution of a temperature management protocol
improved compliance with recommended goals, both in achieving
hypothermia and in the avoidance of hyperthermia. References Methods Twenty patients with a mean age of 68 ± 11 years who
underwent open TAR under DHCA applied at a temperature of 20°C,
with antegrade cerebral perfusion (ACP) or retrograde cerebral
perfusion (RCP), were enrolled. Arterial blood gas lactate concentration
(ALac), ScvO2, and P were measured at 2, 4, 6, and 10 hours after
weaning from cardiopulmonary bypass (CPB). We also measured time
to confi rm M6 on the Glasgow Coma Scale (GCS), and incidence of SND. 1. Nolan JP, et al.: ERC Guidelines 2010. Resuscitation 2010, 81:1219-1276. 2. HACA Study Group: N Engl J Med 2002, 346:549-556. 3. Nielsen N, et al.: N Engl J Med 2013, 369:2197-2206. 4. Nolan J: Implementation of therapeutic hypothermia. In Raising the
Standard: A Compendium of Audit Recipes. 3rd edition. Edited by Colvin J,
Peden C. Royal College of Anaesthetists; 2012:200-201. 1. Nolan JP, et al.: ERC Guidelines 2010. Resuscitation 2010, 81:1219-1276. 2. HACA Study Group: N Engl J Med 2002, 346:549-556. 3. Nielsen N, et al.: N Engl J Med 2013, 369:2197-2206. 4. Nolan J: Implementation of therapeutic hypothermia. In Raising the
Standard: A Compendium of Audit Recipes. 3rd edition. Edited by Colvin J,
Peden C. Royal College of Anaesthetists; 2012:200-201. Serum phosphate concentration during the rewarming period after
deep hypothermic circulatory arrest S182 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 Critical Care 2014, Volume 18 Suppl 1
http://ccforum.com/supplements/18/S1 References Methods A retrospective review was conducted looking at SICU
patients managed with a normothermia protocol, with particular 1. Badjatia N: Crit Care Med 2009, 37:S250-S255. 2. Badjatia N, et al.: Crit Care Med 2009, 37:1893-1896.
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PTSD, Depression, and Anxiety among Palestinian Women Victims of Domestic Violence in the Gaza Strip
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British journal of education, society & behavioural science
| 2,015
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cc-by
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. Thabet1*, Ahmad Abu Tawahina2, Tischler Victoria3 and Panos Vostanis4 1Department of Child and Adolescent Psychiatry, Al-Quds University, School of Public Health,
Child Institute-Gaza, Palestine. 2Gaza Community Mental Health Program, Gaza, El Rasheed Street, Palestine. 3Department of Behavioural Sciences, Faculty of Medicine and Health Sciences,
University of Nottingham, UK. 4Department of Child Psychiatry, School of Medicine- Greenwood Institute of Child Health,
School of Psychology Westcotes House Westcotes Drive Leicester LE3 OQU UK 1Department of Child and Adolescent Psychiatry, Al-Quds University, School of Public Health,
Child Institute-Gaza, Palestine. 2 ,
2Gaza Community Mental Health Program, Gaza, El Rasheed Street, Palestine. 3Department of Behavioural Sciences, Faculty of Medicine and Health Sciences,
University of Nottingham, UK. 3Department of Behavioural Sciences, Faculty of Medicine and Health Sciences,
University of Nottingham, UK. 4Department of Child Psychiatry, School of Medicine- Greenwood Institute of Child Health,
School of Psychology Westcotes House, Westcotes Drive, Leicester LE3 OQU, UK. Authors’ contributions This work was carried out in collaboration between all authors. Authors A. A. Thabet and AAT designed the
study, wrote the protocol. Authors A. A. Thabet, AAT, TV and PV wrote the first draft of the manuscript. Authors A. A. Thabet, AAT, TV and PV managed the literature searches. Authors A. A. Thabet, TV and
PV analyses of the study performed the spectroscopy analysis and wrote the final draft. All authors
read and approved the final manuscript. British Journal of Education, Society &
Behavioural Science
11(2): 1-13, 2015, Article no.BJESBS.18960
ISSN: 2278-0998
SCIENCEDOMAIN international
www.sciencedomain.org
PTSD, Depression, and Anxiety among Palestinian
Women Victims of Domestic Violence in the
Gaza Strip
A. A. Thabet1*, Ahmad Abu Tawahina2, Tischler Victoria3 and Panos Vostanis4
1Department of Child and Adolescent Psychiatry, Al-Quds University, School of Public Health,
Child Institute-Gaza, Palestine.
2Gaza Community Mental Health Program, Gaza, El Rasheed Street, Palestine.
3Department of Behavioural Sciences, Faculty of Medicine and Health Sciences,
University of Nottingham, UK.
4Department of Child Psychiatry, School of Medicine- Greenwood Institute of Child Health,
School of Psychology Westcotes House, Westcotes Drive, Leicester LE3 OQU, UK.
Authors’ contributions
This work was carried out in collaboration between all authors. Authors A. A. Thabet and AAT designed the
study, wrote the protocol. Authors A. A. Thabet, AAT, TV and PV wrote the first draft of the manuscript.
Authors A. A. Thabet, AAT, TV and PV managed the literature searches. Authors A. A. Thabet, TV and
PV analyses of the study performed the spectroscopy analysis and wrote the final draft. All authors
read and approved the final manuscript.
Article Information
DOI: 10.9734/BJESBS/2015/18960
Editor(s):
(1) Tompson Makahamadze, School for Conflict Analysis and Resolution, George Mason University,
USA.
Reviewers:
(1) Anonymous, University of Sri Jaywardenepura, Sri Lanka.
(2) Alfredo Rodríguez-Sedano, Department of Education, University of Navarre, Pamplona, Spain.
(3) Anonymous, Cayetano Heredia University, Peru.
(4) Anonymous, India.
Complete Peer review History: http://sciencedomain.org/review-history/10284
Received 19th May 2015
Accepted 2nd July 2015
Published 30th July 2015
ABSTRACT
Background: Domestic violence is a universal phenomenon which affects all family members and
specially children and women. Common reactions to domestic violence are post-traumatic stress
di
d
d
i
d
i t
Original Research Article British Journal of Education, Society &
Behavioural Science
11(2): 1-13, 2015, Article no.BJESBS.18960
ISSN: 2278-0998 Article Information DOI: 10.9734/BJESBS/2015/18960
Editor(s):
(1) Tompson Makahamadze, School for Conflict Analysis and Resolution, George Mason University,
USA. Reviewers:
(1) Anonymous, University of Sri Jaywardenepura, Sri Lanka. (2) Alfredo Rodríguez-Sedano, Department of Education, University of Navarre, Pamplona, Spain. (3) Anonymous, Cayetano Heredia University, Peru. (4) Anonymous, India. Complete Peer review History: http://sciencedomain.org/review-history/10284 Received 19th May 2015
Accepted 2nd July 2015
Published 30th July 2015 Original Research Article ABSTRACT Background: Domestic violence is a universal phenomenon which affects all family members and
specially children and women. Common reactions to domestic violence are post-traumatic stress
disorder, depression, and anxiety. *Corresponding author: E-mail: abdelazizt@hotmail.com; Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 Aims: The aim of this study is to find type and severity of domestic violence against Palestinian
women in the Gaza Strip, and to investigate whether it is associated with mental health problems
such as post-traumatic stress disorder, depression, and anxiety. Aims: The aim of this study is to find type and severity of domestic violence against Palestinian
women in the Gaza Strip, and to investigate whether it is associated with mental health problems
such as post-traumatic stress disorder, depression, and anxiety. p
p
y
Methods: The study sample included 622 Palestinian women randomly selected from the five areas
of the Gaza Strip aged from 18 to 50 years (mean age = 31.5 years). They were interviewed using
questionnaires including Sociodemogrophic variables, Conflicts Tactics Scale, post-traumatic stress
disorder scale, Beck Depression Inventory, Taylor manifestation Anxiety Scale. p
y
y
y
ults: The study showed that psychological assault was 56.91%, physical assault 37.3%
sical injury 12.06%, and sexual assault was 7.14%. The study showed that domestic violence was significantly higher in women living in villages than in
cities or camps. Also, women living in villages experienced more psychological abuse than women
living in cities or camps. g
p
The study showed that 71 women (11.4%) had been diagnosed as post-traumatic stress disor
5% had moderate to severe depression, and 29.9% had very severe anxiety. The study showed that psychological assault toward women was positively correlated to depression,
anxiety, and posttraumatic stress disorder. Also, there were significant positive relationships
between physical assault and depression, anxiety, and posttraumatic stress symptoms. Physical
injury and sexual assault were significantly positively related to post traumatic stress disorder,
depression, and anxiety. p
y
Conclusion: The study showed that one third Palestinian women exposed to physical violence and
half of them exposed to psychological violence which lead to post-traumatic stress disorder
depression, and anxiety. So, a great need for more programs for women victims of domestic
violence in Palestinian society are needed with well trained professionals in the field of
psychological support and therapy. More specific programs should be established in Gaza to enable
women of using new coping strategies with difficulties. ABSTRACT Also, training programs including primary
health care professional such physicians, nurses, social service experts, and midwives should be
provide to enable them of early detection of victims of violence and provide social support to these
women. Keywords: Anxiety; depression; domestic violence; Palestinian women; PTSD. 1. INTRODUCTION Physical 2 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 violence from their partners was reported in 23–
49% of those women, and sexual violence was
reported in 10–50% of them [4]. found that 23.3% suffered physical abuse from
their husbands, 61.7% psychological abuse, and
10.9% sexual abuse at least once during the
year 2005. There were higher rates of all forms
of abuse in the West Bank compared to the Gaza
Strip. For single, never-married women the rates
were found to be 25% for physical abuse and
52.7% for psychological abuse experienced at
least once during the year 2005. Similar to their
ever-married counterparts, the West Bank had
higher rates of abuse than the Gaza Strip. Other studies of domestic violence in non-
Western contexts suggest that traditional norms
may still exert an influence on the status of
women. For example, a study of Sri Lankan
medical students [5] and Jordanian men [6]
revealed that strong patriarchal beliefs were used
to justify violence against women. A previous
study involving Palestinian women found that 13-
69% strongly agreed that wife beating was
justified
under
certain
circumstances,
for
example, when a wife was sexually unfaithful [7]. In Saudi Arabia, it was revealed that 30% of male
respondents had been violent toward a female
family member, with female misbehavior cited as
the main reason for the abuse, in addition to
disapproval
over
dress
and
conduct
for
unmarried women. The most likely targets of
such violence were, in order of likelihood, sisters,
mothers, sisters-in-law, aunts, and wives [13]. In
a study of Qatari female students, 80% of whom
were single never-married women, it was found
that 39% were abused by their brothers, 38% by
their fathers, and 22% reported abuse from their
mothers [14]. Sociodemographic variables such as younger
age and limited decision-making power are
significant predictors of both physical and
psychological abuse of single, never-married
Palestinian women; religion was found to be
significant for psychological abuse alone [8]. A number of previous studies have examined the
incidence of domestic violence and attitudes
towards male to female spousal abuse in Arabic
countries and Islamic cultures. In a reported the
results of two national surveys of married
Palestinian woman living in the West Bank and
Gaza strip. 1. INTRODUCTION Living in rural areas and camps,
poverty,
unemployment,
being
a
Muslim,
husbands has a low level of education and
women having a higher educational level than
their husbands were factors predicted domestic
violence in women [6]. In Syria, 26% of married
women reported at least three instances of
abuse during the year, while weekly battering
occurred among 3.3% of married women [9]. Similarly, Bedouin Arab women in Israel have a
48% lifetime exposure rate to violence in their
families [10]. Another, family public health survey
from Iraq documented that 83.1% of women
reporting at least one form of marital control. Overall, younger married women were the most
likely to report restrictions; 74.5% of those aged
15 to 24 years reported having to ask permission
to seek health care, compared to 60.3% of those
aged 40 to 49 years. As for emotional or
psychological
violence,
33.4%
of
women
reported at least one form of violence and 21.2%
of women experienced physical violence [11]. National research on violence against women in
Turkey revealed 39% of women were physically
and 15% sexually abused by their partner,
whereas 18% were physically and 3% were
sexually abused by a non-partner. The same
research
noted
that
the
most
common
perpetrators in non-partner abuse were fathers
(42%), mothers (32%), and brothers (16%) [15]. The data from the Spanish Women’s Institute
report that 10% of women above the age of 18
have been exposed to intimate-partner violence
[16]. In study were conducted with 96 women
recruited from community health clinics serving
low-income women in an urban U.S. city showed
that all women had experienced some type of
physical violence in the past year based on the
eligibility criteria, most women experienced
severe physical or sexual IPV in the past year
(88.5%). In the past 6 months, 22% of women
experienced no IPV or psychological IPV only,
while 16% experienced minor physical or sexual
intimate-partner violence and 62.5% experienced
severe physical or sexual IPV. Fifty two percent
of women were experiencing intimate-partner
violence from their current partner, while 48%
were experiencing IPV from a former partner
[17]. In 2006, the Palestinian Central Bureau of
Statistics
(PCBS)
conducted
a
Domestic
Violence Survey examining instances of abuse
among ever-married women; single, never-
married women over 18 years; children; and the
elderly [12]. 1. INTRODUCTION Palestine refugee camps, which have one of the
highest population densities in the world. That
camps contain two thirds of the population of
Gaza Strip who had been uprooted from their
lands in 1948. Gaza Strip is composed of five
provinces: North Gaza, Gaza city, Middle area,
Khan Younis and Rafah [1]. Palestine refugee camps, which have one of the
highest population densities in the world. That
camps contain two thirds of the population of
Gaza Strip who had been uprooted from their
lands in 1948. Gaza Strip is composed of five
provinces: North Gaza, Gaza city, Middle area,
Khan Younis and Rafah [1]. Gaza Strip is a narrow piece of land lying on the
coast of the Mediterranean sea. Its position on
the crossroads from Africa to Asia made it a
target for occupiers and conquerors over the
centuries. Gaza Strip is very crowded place with
area 365 sq. Km and constitute 6.1% of total
area of Palestinian territory land. The Gaza Strip
is home to a population of more than 1.76 million
people, including 1.26 million Palestine refugees. For the last decade, the socioeconomic situation
in Gaza has been in steady decline. Years of
conflict and closure have left 80 per cent of the
population
dependent
on
international
assistance. The tightened blockade, imposed
following the Hamas takeover of Gaza in June
2007, has decimated lives and livelihoods,
resulting
in
the
impoverishment
and
de-
development of a highly skilled and well-
educated society. Despite adjustments made to
the blockade by the Government of Israel in June
2010, restrictions on imports and exports
continue to severely hamper recovery and
reconstruction. Over half a million Palestine
refugees in Gaza live in the eight recognized The World Health Organization (WHO) defines
violence as “the intentional use of physical force
or power, threatened or actual, against oneself,
another
person,
or
against
a
group
or
community, that either results in or has a high
likelihood
of
resulting
in
injury,
death,
psychological
harm,
maldevelopment,
or
deprivation” [2]. Others, refers domestic violence to a pattern of
physical, sexual, and/or psychological behaviors
perpetrated by a current or former intimate
partner [3]. The WHO study called “Women's Health and
Domestic Violence against Women” surveyed 10
countries and 24,000 women and showed
prevalence
of
domestic
violence. 2.2.2 Revised conflict tactics scale [34] Studies have demonstrated that living with a
violent intimate male partner is harmful to the
psychological
conditions
of
the
victimized
women. Mental
health
consequences
of
exposure to domestic violence against women
commonly include depression, posttraumatic
stress
disorder
(PTSD),
anxiety,
suicidal
behavior,
abuse
of
alcohol
and/or
other
substances, and personality disorders [26-34]. Conflict
Tactics
Scale
included
subscales
measuring physical, sexual, and psychological,
and injury due to domestic violence. A previous
version of the CTS was used for a study on
domestic violence in the Palestinian territories
[6]. This self-report instrument measures the
frequency of physical abuse, verbal violence,
sexual violence, reasoning tactics, and injury
within an intimate relationship. Participants were
asked to report the frequency with which they
performed
the
various
behavioral
conflict
resolution
tactics
in
the
previous
year. Specifically, 12 items from the Physical Assault
subscale, 8 items from the Psychological
Aggression subscale, 3 items from the Sexual
Coercion subscale, and 6 items from the Injury
subscale were used to measure intimate partner
physical assault, psychological abuse, and
sexual coercion. Participants were asked to
report on the frequency of each of the abusive
acts occurring in a partner conflict situation over The aim of this study is to find type and severity
of domestic violence against Palestinian women
in the Gaza Strip, and to investigate whether it is
associated with mental health problems such as
post-traumatic stress disorder, depression, and
anxiety. 2.2.1 Socio demographic scale Experience of domestic violence is associated
with numerous deleterious effects on mental,
social and emotional wellbeing. For example, it is
associated with posttraumatic stress disorder
(PTSD) [20,21], anxiety, gynaecological and
digestive disorders [22], and depression [23],
low self-esteem [24]. The experience of domestic
violence is associated with a number of
demographic factors such as poverty [25]. Sociodemographic data were collected on the
women’s
socio-demographic
characteristics,
including age, number of children, place of
residence,
education,
marital
status,
occupational status, and, if married, and
husband’s occupation. 1. INTRODUCTION For ever-married women, it was In another study of community sample of 4,114 in
Bangladesh women of age 15 to 49 years having 3 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 at least one child, more than half of the women
(53.9%) were found to be exposed to IPV [18]. the Gaza Strip aged from 18 to 50 years. We
selected the sample according to the population
density of the Gaza Strip. We gave the data
collectors the total number of women from each
area (Gaza Strip is divided in to 5 areas). Each
Data collector had the exact number of women to
be interviewed. From Each area one street was
chosen and every other home was entered and
the women were informed about the purpose of
the study and signed a consent form and were
told that the information will kept confidential with
the researcher co do the interview. Data
collection was done by a will trained group of 10
community health workers. Data was collected in
July to September 2009. There is overwhelming evidence that intimate
partner violence (IPV) is a major contributor to
the ill-health of its women survivors. For
example, an extensive review of the literature
found that IPV posed a significant risk to
women’s physical health, including increased
mortality, injury, disability, chronic pain. In a
Taiwanese study of 109 abused women found
that the medium- and high-risk groups for life-
threatening situations accounted for 82.6% of all
subjects, and 93.6% of all subjects were in a high
score Yahia group of post-traumatic responses
Among the 10 symptom dimensions of psycho-
physiological symptoms, anxiety had the highest
standardized mean score, followed by obsession,
depression,
and
somatization. The
life-
threatening situations had significant positive
correlation
with
the
overall
post-traumatic
responses, the responses of intrusion, and the
general severity index (GSI). Overall post-
traumatic responses, intrusion, and avoidance
were all positively associated with GSI [19]. These
workers
were
based
in
the
(Women Empowerment Project’-WEP). Women
Empowerment Project had three centers one in
Gaza City, Middle area, and South of Gaza- It is
a part of (Gaza Community Mental Health-
CMHP). 2.3 Statistical Analysis Data analyses were performed using SPSS
Version 18 (SPSS, Inc. Chicago, United States). The
frequencies
of
categorical
data
are
presented. Established cut-off scores were used
to provide rates of likely PTSD, depression, and
anxiety. The relationship between domestic
violence,
demographic
variables,
PTSD,
depression, and anxiety was investigated using
the Spearman correlation test, as the continuous
scores were not normally distributed. Differences
in mean scores for violence exposure, mental
health
problems
and
sociodemographic
variables were tested using one way ANOVA. Multivariate linear regression analyses were
performed to determine predictors of total
anxiety, PTSD, and depression scores by types
of violence experienced. 2.2.5 Beck depression inventory [38] the past year using a 7-point scale, with the
following response options: 0 = never, 1 = once,
2 = twice, 3 = 3 to 5 times, 4 = 6 to 10 times, 5 =
11 to 20 times, and 6 = more than 20 times. The
total scores for each subscale were calculated by
adding up the midpoints of the response
categories for each item (e.g., the midpoint for
the 6 to 10 times response was 8). In this study,
the Cronbach’s alpha coefficient was .92 for the
Physical
Assault
subscale,
.88
for
the
Psychological Aggression subscale, .89 for the
Sexual Coercion subscale, and .88 for the Injury
subscale. the past year using a 7-point scale, with the
following response options: 0 = never, 1 = once,
2 = twice, 3 = 3 to 5 times, 4 = 6 to 10 times, 5 =
11 to 20 times, and 6 = more than 20 times. The
total scores for each subscale were calculated by
adding up the midpoints of the response
categories for each item (e.g., the midpoint for
the 6 to 10 times response was 8). In this study,
the Cronbach’s alpha coefficient was .92 for the
Physical
Assault
subscale,
.88
for
the
Psychological Aggression subscale, .89 for the
Sexual Coercion subscale, and .88 for the Injury
subscale. The long form of the BDI is composed of 21
questions or items, each with four possible
responses. Each response is assigned a score
ranging from zero to three (0, 1, 2, 3), indicating
the
severity
of
the
symptom. Individual
questions of the BDI -2 assess mood,
pessimism, sense of failure, self-dissatisfaction,
guilt, punishment, self-dislike, self-accusation,
suicidal
ideas,
crying,
irritability,
social
withdrawal, body image, work difficulties,
insomnia, fatigue, appetite, weight loss, bodily
preoccupation, and loss of libido. Items 1 to 13
assess symptoms that are psychological in
nature, while items 14 to 21 assess more
physical symptoms. The scores of the BDI-2
were, where a score ‹ 20 = no depression, 21-
31=
mild
depression,
32-41
=
moderate
depression, and 42 and above = severe
depression. The Arabic version of the scale was
used in the current study [39]. We calculated the
reliability of the Beck Depression Inventory by
using alpha Chronbach = 0.77. 2.1 Participants The study sample included 622 Palestinian
women randomly selected from the five areas of 4 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 2.2.3 Posttraumatic stress disorder checklist
[35] This checklist contains 17 items adapted from
the DSM-IV PTSD symptom criteria. The 17
PTSD symptoms are rated by the participant for
the previous month on a scale indicating the
degree to which the respondent was bothered
by a particular symptom from 1 (not at all) to 5
(extremely). Items can be categorized as follows:
items 1-4, 17 are for criteria B (intrusive re-
experiencing); items 5-11 are for criteria C)
avoidance and numbness); and items 12-16 are
for criteria D (hyperarousal). Respondents are
asked to rate on a 5-point Likert scale (1 = not at
all to 5 = extremely) the extent to which
symptoms troubled them in the previous month. Using the recommended Posttraumatic Stress
Disorder Checklist cutoff score of 50, Blanchard
found cut of point of 44 [35]. Previous research
has suggested using as a minimum sum either a
score of 3 or 4 on a symptom for it to count as
positive towards the diagnosis. This scale was
used in previous studies and showed high
reliability and validity [36]. In this study, the
Cronbach’s alpha coefficient was high and
acceptable .91. 2.2.4 The taylor manifestation anxiety scale
(TMAS) [37] Taylor developed one of the first measures of
chronic, manifest anxiety, Taylor’s Manifest
Anxiety Scale (MAS). Taylor’s scale consisted
of items selected from the Minnesota Multiphase
Personality Inventory. We used the Arabic
version with 50 items and answer is "Yes= 1" or
"No= 0. The score ranged from (0- 16 no
anxiety), (17- 20 Mild anxiety), (21- 26 moderate
anxiety), and (27- 29 severe anxiety), and (30-50
very severe anxiety). 30 In this study, the
Cronbach’s alpha coefficient was high and
acceptable .79. 3.1 Sociodemographic Characteristics The selected sample included 622 Palestinian
women. Mean age was 30.61 years (SD = 8.9). Most of women were married (64.1%). 22% were
single, 8.8% were divorced and 5% were
widowed. Almost 40% of women had finished
secondary education, 10.8% had completed a
diploma, and 20.7% had university degrees. The 5 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 3.2 Means,
Standard
Deviation,
and
Percentage of Domestic Violence majority (60.6%) lived in cities, 24.4% lived in
refugee camps, and 15% lived in villages. For
those women who were married, 68% of their
husbands had finished secondary education. 11.8% had completed a high diploma, and
19.4% had university degrees. Eighty-eight
percent of women were housewives, 2.4% were
simple workers, and 9.3% were employees. Nearly 45% of women had 8 or more children,
33. 9% had 5-7 children, and 21.1% had 4 and
less children. Almost two-thirds of the women
were living on an average monthly family income
of less than 270 US, 22.8% on less than $450
US and 11.6% were earning $451 or more (see
Table 1). The study showed that psychological assault
was 56.91%, physical assault 37.3%, physical
injury was 12.06%, and sexual assault was
7.14% (see Table 2). 3.2.1 Sociodemographic
variables
and
domestic violence In order to investigate the differences in violence
and socioeconomic variables such as age, type
of residence, education, place of residence,
marital status, number of children, and monthly
family income, a One way ANOVA test was
performed in which each of the demographic
variable was entered as independent variables
and means of violence including subscales as
dependent variable. In order to investigate the differences in violence
and socioeconomic variables such as age, type
of residence, education, place of residence,
marital status, number of children, and monthly
family income, a One way ANOVA test was
performed in which each of the demographic
variable was entered as independent variables
and means of violence including subscales as
dependent variable. Table 1. Sociodemographic characteristics of
the study sample (N = 662) Table 1. Sociodemographic characteristics of
the study sample (N = 662)
Mean age of women in
years
Mean age =30.61,
SD = 8.9
Marital status
No
%
Single
137
22.0
Married
399
64.1
Divorced
55
8.8
Widowed
31
5.0
Type of residence
City
377
60.6
Camp
152
24.4
Village
93
15.0
Women education
Illiterate
15
2.4
Elementary
51
8.2
Primary
123
19.8
Secondary
233
37.5
Diploma
67
10.8
University
129
20.7
High diploma
3
.5
High education
1
.2
Place of residence
North Gaza
134
21.5
Gaza
199
32.0
Middle area
95
15.3
Khan Younis
118
19.0
Rafah
76
12.2
Women job
House wife
549
88.3
Simple worker
15
2.4
Employee
58
9.3
No of children
4 children and less
131
21.1
5-7 children
211
33.9
8 and more children
280
45.0
Family monthly income
Less than US$ 270
408
65.6
US$ 271- 450
142
22.8
US$ 451-700
53
8.5
More than US$ 701
19
3.1 Age was recorded in three categories (18-29
years, 30-39 years, and 40-50 years). There
were no statistically significant differences in
exposure to all subscales of domestic violence
between these age groups, or according to
monthly family income, educational level of
participants and occupational status. According
to place of residence (village, city, and camp),
post hoc tests revealed that total domestic
violence was significantly higher in women living
in villages than in cities or camps that women
living in villages experienced more psychological
abuse than women living in cities or camps
(F= 4.56, p = 0.01) Table 2. 3.5 Depression in Women Depressive symptoms reported ranged from 0,
which equated to no symptoms, to 57 symptoms,
with a mean depression score of 18.50 (SD =
11.57). Using the established cutoff score on the BDI-II
(Gareeb, 2000) where a score ‹ 20 = no
depression, 21-31= mild depression, 32-41 =
moderate depression, and 42 and 3.2.1 Sociodemographic
variables
and
domestic violence In order to investigate differences in post-
traumatic stress disorder scores according to
socioeconomic variables such as age, type of
residence, education, place of residence, marital
status, number of children, and monthly family
income, a One way ANOVA test was performed. Each of the demographic variables was entered
as the independent variable and the PCL mean
scores were entered as dependent variables. Women who were single, divorced, or widowed
had higher post-traumatic stress disorder scores
than women who were married (F=6.9, p =
0.001). Women living in cities had higher PTSD
scores than those living in camps or villages
(F= 5.66, p= 0.004). There were no significant
differences in levels of post-traumatic stress
disorder between groups according to monthly
family income or educational level of women. A One way ANOVA test was performed in which
each of the demographic variables were entered
as independent variables with the mean scores
for anxiety as dependent variables. Women who
were single were more anxious than women who
were married (F= 5.4, p = 0.001). No differences
in reported anxiety were established between
type of residence, educational level and monthly
income. Linear regression analyses were performed to
determine predictors of total anxiety scores by
types of violence experienced. The following
subscale items were found to predict anxiety, I
felt physical pain that still hurt the next day
because of the fight we had (B = 0.19, p =
0.001), he did something to spite me (B = 0.15, p
= 0.004), he accused me of being a lousy lover
(B = 0.12, p = 0.01), I stomped out of the room
or yard (B = .09, p = 0.04). Linear regression analyses were performed to
determine predictors of total post-traumatic
stress disorder scores by types of violence
experienced. The following subscale items were
found to predict post-traumatic stress disorder:
He insulted me (B = 0.15, p = 0.002), I passed
out from being hit on the head by him (B = 0.15,
p = 0.002), I stomped out of the room or yard (B
= 0.15, p = 0.001), he pushed or shoved me (B =
0.14, p = 0.001), he did something to spite me (B
= 0.14, p = 0.001), he burned or scalded me(B =
0.11, p = 0.01), I needed to go to the doctor
because of the fight, but he did not (B = 0.11, p =
0.01). 3.2.1 Sociodemographic
variables
and
domestic violence Means, standard deviation, and
percentage of domestic violence
Items
Mean
SD
%
Psychological
assault
16.34
14.90
56.91
Physical assault
15.18
19.74
37.3
Physical injury
5.91
9.60
12.06
Sexual assault
1.5
4.31
7.14
3.3 Post Traumatic Stress Symptoms in
Women
Our results showed mean score for the post-
traumatic stress disorder was 34.33 (SD=
12.62), with subscale mean scores of 9.96 (SD =
4.4) for intrusion, 14.10 (SD = 5.52 for
avoidance,
and
10.26
(SD
=
4.41)
for
hyperarousal. Using the established cutoff point
of 50 on the PCL, 71 women (11.4%) met the
criteria for a diagnosis of post-traumatic stress
disorder. Table 2. Means, standard deviation, and
percentage of domestic violence Table 2. Means, standard deviation, and
percentage of domestic violence
Items
Mean
SD
%
Psychological
assault
16.34
14.90
56.91
Physical assault
15.18
19.74
37.3
Physical injury
5.91
9.60
12.06
Sexual assault
1.5
4.31
7.14
3.3 Post Traumatic Stress Symptoms in
Women 3.3 Post Traumatic Stress Symptoms in
Women Our results showed mean score for the post-
traumatic stress disorder was 34.33 (SD=
12.62), with subscale mean scores of 9.96 (SD =
4.4) for intrusion, 14.10 (SD = 5.52 for
avoidance,
and
10.26
(SD
=
4.41)
for
hyperarousal. Using the established cutoff point
of 50 on the PCL, 71 women (11.4%) met the
criteria for a diagnosis of post-traumatic stress
disorder. 6 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 scores: 15.6% had no anxiety, 11.3 had mild
anxiety, 25.9% had moderate anxiety, 17.4%
had severe anxiety, and 29.9% had very severe
anxiety. In order to investigate differences in post-
traumatic stress disorder scores according to
socioeconomic variables such as age, type of
residence, education, place of residence, marital
status, number of children, and monthly family
income, a One way ANOVA test was performed. Each of the demographic variables was entered
as the independent variable and the PCL mean
scores were entered as dependent variables. Women who were single, divorced, or widowed
had higher post-traumatic stress disorder scores
than women who were married (F=6.9, p =
0.001). Women living in cities had higher PTSD
scores than those living in camps or villages
(F= 5.66, p= 0.004). There were no significant
differences in levels of post-traumatic stress
disorder between groups according to monthly
family income or educational level of women. R2 = 0.31, Std. error of the estimate = 10.49 3.4 Anxiety in Women The mean score for anxiety was 25.11 (SD =
9.57). Using the established anxiety cut off e 3. Linear regression analysis of total post-traumatic stress disorder and each of the
violence items Table 3. Linear regression analysis of total post-traumatic stress disorder and each of the
violence items
Unstandardized
coefficients
Standardized
coefficients
t
p
95.0%
confidence
interval for B
B
Std. error
Beta
Lower
bound
Upper
bound
He insulted me
.69
.22
.15
3.21
.001
.27
1.12
I passed out from being hit on
the head by him
1.01
.30
.15
3.41
.001
.43
1.59
I stomped out of the room or
yard. .73
.20
.15
3.57
.001
.33
1.13
He pushed or shoved me. .73
.22
.14
3.26
.001
.29
1.17
He did something to spite me. .64
.21
.14
3.07
.001
.23
1.05
He burned or scalded me. -.85
.31
.11
-2.72
.01
-1.47
-.24
I needed to go to the doctor
because of the fight, but he did
not
.74
.28
.11
2.61
.01
.18
1.30
R2 = 0 31 Std error of the estimate = 10 49 7 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 above
=
severe
depression,
57.5%
of
participants reported no depression, 27.5% had
mild, 12.9% had moderate, and 2.1% reported
severe depression. items entered as independent variables. The
following subscale violence items predicted
depressive
symptoms
in
women:
Minor
psychological aggression: ‘he insulted or swore
at me’ (B= 0.15, p = 0.001), ‘he did something to
spite me’ (B= 0.19, p = 0.001), I felt physical pain
that still hurt the next day because of the fight we
had’ (B= 0.16, p = 0.001), someone threatened
to have sexual activity against my will (B= 0.11,
p = 0.01) and he accused me of being a lousy
lover (B= 0.12, p = 0.01). One way ANOVA was performed in which
depression total scores were entered as the
dependent
variable
and
sociodemographic
variables were entered as independent variables. Women
who
were
single
reported
more
depression than those who were divorced,
widowed, or married (F=8.5, p = 0.001). No other
significant differences were found in depression
scores and other sociodemographic variables. R2 = 0.15, Std. error of the estimate= 4.81 3.6 Relationships of Domestic Violence,
Women’s Symptoms of Posttraumatic
Stress, Anxiety, and Depression In order to investigate which types of violence
may
predict
depression
scores,
a
linear
regression
analysis
was
performed. Total
depression (BDI-II) scores were entered as the
dependent variable and each of the violence Our results showed the direct relationships of
domestic
violence,
women’s
symptoms
of
posttraumatic stress, anxiety, and depression. Table 4. Linear regression analysis of total anxiety and each of the violence items Table 4. Linear regression analysis of total anxiety and each of the violence items
Unstandardized
coefficients
Standardized
coefficients
t
p
95.0% confidence
interval for B
B
Std. error
Beta
Lower
bound
Upper
bound
(Constant)
21.41
0.48
44.40
0.001
20.47
22.36
I felt physical pain that
still hurt the next day
because of the fight we
had
0.68
0.15
0.19
4.41
0.001
0.38
0.98
He did something to
spite me. 0.47
0.14
0.15
3.26
0.001
0.18
0.75
He accused me of
being a lousy lover. 0.45
0.17
0.12
2.70
0.01
0.12
0.78
I stomped out of the
room or yard. 0.31
0.15
0.09
2.10
0.04
0.02
0.60
R2 = 0.19, Std. error of the estimate= 7.81 Table 5. Linear regression analysis of total depression and each of the violence items
Unstandardized
coefficients
Standardized
coefficients
t
p
95.0%
confidence
interval for B
B
Std. error
Beta
Lower
bound
Upper
bound
(Constant)
13.15
0.62
21.35
0.001
11.94
14.36
He insulted me
0.61
0.21
0.15
2.94
0.001
0.20
1.02
He did something to spite
me. 0.81
0.20
0.19
4.10
0.001
0.42
1.20
I felt physical pain that still
hurt the next day because
of the fight we had
0.77
0.21
0.16
3.61
0.001
0.35
1.18
Did someone threatened to
have sexual activity without
your will
0.74
0.28
0.11
-2.70
0.01
1.28
0.20
He accused me of being a
lousy lover. 0.60
0.23
0.12
2.66
0.01
0.16
1.05
R2 = 0.15, Std. error of the estimate= 4.81 Table 5. Linear regression analysis of total depression and each of the violence items 8 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 The study showed that psychological assault
toward women was positively correlated to and
depression (r= .42, p <.01) anxiety (r= .39, p
<.01) and posttraumatic stress (r = .52, p <.01)
symptoms. Also, there were significant positive
relationships between physical assault and
depression (r= .30, p <.01), anxiety (r= .31, p
<.01), and posttraumatic stress (r = .41, p <.01)
symptoms. 3.6 Relationships of Domestic Violence,
Women’s Symptoms of Posttraumatic
Stress, Anxiety, and Depression Also, there were significant positive
relationships
between
physical
injury
and
depression (r= .28, p <.01), anxiety (r= .33, p
<.01) and posttraumatic stress (r = .39, p <.01)
symptoms. Sexual assault was positively related
to anxiety (r= .20, p <.01) and posttraumatic
stress (r = .21, p <.01) symptoms. (53.9%) were exposed to IPV [18]. This study
rate of domestic violence is more than found in
study of WHO study which showed that 23–49%
of women reported physical violence 10–50%
reported sexual violence [4]. So, the effect of IPV
on society is now viewed not only as a human
right issue but also as a public health issue. Similarly, in study of Palestinian women living in
refugee camps in Jordon showed that 78%
experienced one form or more of intimate-
partner violence. Nearly half of the women were
victims to either two (24.3%) or three (22.7%)
different types of intimate- partner violence. The
most-reported type of intimate- partner violence
to which the participants were victims was control
by the partner (73.7%), followed by economic
intimate- partner violence, reported by 53.3%,
and emotional intimate-partner violence, reported
by 50.3% of the women [40]. 4. DISCUSSION Means, standard deviations and intercorrelations of study variables 9 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 domestic
violence
survivors. This
systems
approach should take their needs into account,
offer high-quality, timely, and sensitive physical
and mental health care, and provide effective
referrals to other formal support systems. Until
these needs are incorporated into the health care
system itself, survivors will continue to suffer the
health consequences of violence, despite their
universal access to care. Similarly the relationship between the domestic
violence and mental health status of women
previously reported in the literature, domestic
violence has a significant impact on women’s
mental
health
[26,27,28,31,32,42]. Also,
in
another study researcher found that among a
cohort of primarily African American women,
those
who
were
both
HIV-positive
and
experienced any IPV over their lifetime were 7.0
times more likely to report problems with
depression, 4.9 times more likely to report
problems with anxiety, and 12.55 times more
likely to have attempted to commit suicide
compared to women who did not experience IPV
or were HIV-negative [43]. Some investigators
found that women who had experienced IPV
were over three times more likely than women
without
a
trauma
history
to
experience
depression [44]. Furthermore, in their comparison
study showed that the severity of symptoms was
higher in the IPV depressive and the IPV-
depressive/PTSD groups than in both the non-
abused and the IPV -no-symptoms groups. Also,
results showed that the prevalence of emotional
disorders, anxiety, and somatoform disorders
was 22.8%, 24.8%, and 16.9%, respectively [45]. Recently, other showed that the majority of
women exhibited depressive symptoms (73%),
findings have also shown, more severe physical
and sexual IPV was found to be associated with
depression in this sample of low-income abused
women, which is consistent with prior research
examining
women
experiencing
IPV
[17]. Moreover, in study of 50 women survivors of IPV
showed
that
over
half
of
women
were
experiencing either PTSD, clinical depression, or
both at the time they were interviewed. Thirty six
percent had active PTSD, 48% had depression,
and 30% had both [46]. This study results were
consistent with study of 308 Chinese women
survivors of IPV recruited at community setting
and at domestic violence shelters showed that
psychological abuse was associated with mental
health
problems
(depressive
and
PTSD
symptoms) and also physical health problems
(chronic pain) [47]. COMPETING INTERESTS Authors have declared that no competing
interests exist. CONSENT All authors hereby declare that study had been
examined and approved by the appropriate ethics
committee and have therefore been performed in
accordance with the ethical standards laid down
in the 1964 Declaration of Helsinki. REFERENCES 1. The United Nations Relief and Works
Agency for Palestine Refugees in the Near
East
(UNRWA). Facts
and
figures. Available:http://www.unrwa.org/where-we-
work/gaza-strip (Accessed 7 July 2015) 1. The United Nations Relief and Works
Agency for Palestine Refugees in the Near
East
(UNRWA). Facts
and
figures. Available:http://www.unrwa.org/where-we-
work/gaza-strip (Accessed 7 July 2015)
2. Etienne GK. World report on violence
and health. World Health Organization. Geneva: Swizerland; 2002;1. Available:http://www.who.in/violence-
injury-prevention/pdf
(Accessed 7 July 2015) 4. DISCUSSION Other programs should be designed to include
components aimed at reducing women’s use of
avoidance coping. In addition we should focus on
interventions
that
promote
problem-focused
coping and social support coping enhance self-
efficacy and lead to more positive adjustment. Also, interventions should be designed as well to
promote use of these more active approaches to
coping with relationship conflict. Findings suggest that future research should
examine women’s experience other types of
violence such as political and community and
their resilience and coping with such problem. It
would be useful to examine subtypes of using
violence and being victimized (i.e., physical,
sexual,
and
psychological)
because
investigations at this more discrete level may
reveal differential patterns of relationships among
variables depending on the type of violence. 4. DISCUSSION The present study aimed to assess prevalence of
domestic violence and relationship to mental
health problems of women including PTSD,
anxiety, and depression. As shown in our results
Palestinian women in the Gaza Strip exposed to
domestic violence which include psychological,
physical assault, physical injury, and sexual
assault. The study showed that 56.91% reported
psychological and 37.3% reported physical
assault, 12.06% reported physical injury, and
7.14% reported sexual assault. Our results
consistent with previous study which found that
23.3% suffered physical abuse from their
husbands, 61.7% psychological abuse, and
10.9% sexual abuse at least once during the year
2005 [12]. Similarly in study of Qatari female
students, found that 39% were abused by their
brothers, 38% by their fathers, and 22% reported
abuse from their mothers [14]. Our findings were
consistent with another study of Bangladesh
women which more than half of the women This study showed that 11.4% met the criteria for
a diagnosis of post-traumatic stress disorder,
47.1% had severe to very severe anxiety, and
15% of women reported moderate to severe
depression. The study showed significant and
positive relationships between of psychological,
physical assault, injury, and sexual abuse and all
women's mental health problems including post-
traumatic
stress
disorder,
depression,
and
anxiety. Similarly, others found moderate to
severe depression to be a problem among
battered women that was predicted by physical
abuse coupled with daily stress [22]. Moreover,
other study found that prevalence of major
depressive disorder (MDD) among women who
had endured intimate partner violence was 68
percent for lifetime MDD and 18 percent for
current major depressive disorder [41]. Table 6. Means, standard deviations and intercorrelations of study variables
M
SD
1
2
3
4
5
6
7
8
9
10
1. Psychological
assault
16.34 14.90
1
2. Physical assault
15.18 19.75
.69
1.00
3. Physical injury
5.91
9.60
.58
.76
1.00
4. Sexual assault
1.50
4.31
.37
.52
.59
1.00
5. Depression
18.50 11.57
.42
.30
.28
.08
1.00
6. Anxiety
25.14 8.65
.39
.31
.33
.20
.56
1.00
7. PTSD
34.32 12.62
.52
.41
.39
.21
.69
.60
1.00
8. Intrusion
subscale
9.96
4.44
.50
.41
.39
.23
.55
.50
.86
1.00
9. Avoidance
subscale
14.10 5.52
.43
.32
.31
.15
.64
.52
.90
.65
1.00
10. Arousal
subscale
10.26 4.41
.45
.35
.33
.17
.61
.56
.87
.64
.68
1.00 Table 6. 5. CONCLUSION Our study highlights implications for mental
health service management of women victims of
domestic violence in the Palestinian society. To
reduce the risk of adverse family and community
violence, care plans should be in place to
manage risk and specify action if a crisis does
occur. Our findings suggest that a unifying
approach overcoming the health issues of work/gaza-strip (Accessed 7 July 2015)
2. Etienne GK. World report on violence
and health. World Health Organization. Geneva: Swizerland; 2002;1. Available:http://www.who.in/violence-
injury-prevention/pdf
(Accessed 7 July 2015) g
p (
y
)
2. Etienne GK. World report on violence
and health. World Health Organization. Geneva: Swizerland; 2002;1. A
il bl
h
//
h
i / i l Available:http://www.who.in/violence-
injury-prevention/pdf
(Accessed 7 July 2015) Available:http://www.who.in/violence-
injury-prevention/pdf
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R,
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LM,
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Rawashdeh A. Determinants of depressive
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SE, Kahler CW. Psychopathology in
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MA,
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MI,
Celda-Navarro
N,
Blasco-Ros
C,
Echeburúa E, Martinez M. _________________________________________________________________________________
© 2015 Thabet et al.; This is an Open Access article distributed under the terms of the Creative Commons Attribution License
(http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium,
provided the original work is properly cited.
Peer-review history:
The peer review history for this paper can be accessed here:
http://sciencedomain.org/review-history/10284 5. CONCLUSION The impact of
physical,
psychological,
and
sexual
intimate male partner violence on women’s
mental
health:
Depressive
symptoms,
posttraumatic
stress
disorder,
state
anxiety, and suicide. Journal of Women’s
Health Issues. 2006;15:599-611. DOI: 510.1089/jwh. 43. Gielen A, McDonnell KA, O’Campo PJ,
Burke JG. Suicide risk and mental health
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FP, Carrell D, Thompson RS. Medical and
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Intern Med. 2009;169(18):1692-1697. DOI: 10.1001/archinternmed. 33. Pico-Alfonso MA, Echeburúa E, Martinez
M. Personality
disorder symptoms in
women as a result of chronic intimate male 12 Thabet et al.; BJESBS, 11(2): 1-13, 2015; Article no.BJESBS.18960 45. Savas N, Agridag G. The relationship
between women’s mental health and
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46. Edmond T, Bowland S, Mansoo O. Use
of mental health services by survivors of 13
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Asthma Prevalence Associated with Geographical Latitude and Regional Insolation in the United States of America and Australia
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PloS one
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cc-by
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Asthma Prevalence Associated with Geographical
Latitude and Regional Insolation in the United States of
America and Australia Goran Krstic´* Fraser Health, Environmental Health Services, New Westminster, Canada Abstract Competing Interests: The author has declared that no competing interests exist. Competing Interests: The author has declared that no competing interests exist. * E-mail: Goran.Krstic@fraserhealth.ca * E-mail: Goran.Krstic@fraserhealth.ca PLoS ONE | www.plosone.org Abstract Background: It has been proposed that vitamin D deficiency may be responsible for an increase in the prevalence of allergic
diseases and asthma worldwide. Human ability to generate physiologically required quantities of vitamin D through sun
exposure is decreasing with increasing geographical latitude. Objectives: Considering that vitamin D deficiency is usually due to lack of outdoor sun exposure, this study is designed to
test the hypothesis that a higher prevalence of asthma should be expected at high relative to low geographical latitudes. Methods: Linear regression analyses are performed on asthma prevalence in the U.S. adult population vs. geographical
latitude, insolation, air temperature, and air pollution (PM2.5) for 97 major metropolitan/micropolitan statistical areas of the
continental United States of America and on general population asthma prevalence vs. geographical latitude in eight
metropolitan areas of Australia. Results: A 10u change in geographical latitude from southern to northern regions of the Eastern Seaboard is associated with
a 2% increase in adult asthma prevalence (p,0.001). Total insolation in winter months is almost as strong as latitude in its
ability to explain the observed spatial variation in the prevalence of asthma (r2 = 0.43; p,0.001). Similar results are obtained
using the Australian data (r2 = 0.73; p,0.01), suggesting a consistent association between the latitude/insolation and
asthma prevalence worldwide. Conclusions: The results of this study suggest that, as a known modulator of the immune response closely linked with the
geographical latitude and erythemal UV irradiation, vitamin D may play an important role in the development/exacerbation
of asthma. Citation: Krstic´ G (2011) Asthma Prevalence Associated with Geographical Latitude and Regional Insolation in the United States of A
ONE 6(4): e18492. doi:10.1371/journal.pone.0018492 Asthma Prevalence Associated with Geographical Latitude and Regional Insolation in the United States of America and Australia. PLoS
1371/journal.pone.0018492 Editor: Raymond J. Pickles, University of North Carolina at Chapel Hill, United States of America Editor: Raymond J. Pickles, University of North Carolina at Chapel Hill, United States of America Received September 28, 2010; Accepted March 9, 2011; Published April 8, 2011 Copyright: 2011 Goran Krstic´. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits
unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Funding: The author has no support or funding to report. Competing Interests: The author has declared that no competing interests exist. Asthma – U.S. data The data on asthma prevalence in the U.S. adult population
(i.e., age 18 and over) is obtained from the U.S. Department of
Health and Human Services (DHHS), Centers for Disease Control
and Prevention (CDC) Behavioral Risk Factor Surveillance
System [16]. The mean annual asthma prevalence in U.S. ‘‘adults
who have been told they currently have asthma’’ for the period from 2006
to 2008 by Metropolitan/Micropolitan Statistical Area (MMSA)
are included in this study. The obtained data relates to simple
prevalence by MMSA and contains no patient-specific informa-
tion. Therefore, there was no need to request an ethics committee
approval or a written consent from the patients. All asthma
prevalence data used in this study are freely available to download
from online resources. The citation recommended by the CDC is
used to reference the source of asthma prevalence information for
this research paper. Asthma – Australian data The Australian general population asthma prevalence data by
Local Government Area (LGA) for the period from 2004 to 2005
are obtained from the publically available online resource of the
Australian Public Health Information Development Unit [18]. The studied metropolitan areas of Australia include: Sydney –
New South Wales (NSW), Melbourne – Victoria (Vic), Brisbane –
Queensland (Qld), Adelaide – South Australia (SA), Perth –
Western Australia (WA), Hobart – Tasmania (Tas), Darwin –
Northern Territory (NT), and Canberra – Australian Capital
Territory (ACT). The prevalence of asthma in the U.S. adult population, as
presented in Table 1 and Figure 1, is associated with
geographical latitude (r2 = 0.22; p,0.001), annual mean insolation
on horizontal surface (r2 = 0.15; p,0.001), and annual regional air
temperature (r2 = 0.17; p,0.001). The association of asthma
prevalence with the annual mean air pollution as PM2.5 is very
weak
and
not
statistically
significant
(r2 = 0.002;
p = 0.66). Although the annual air temperature appears to be a marginally
better predictor of asthma prevalence than the annual mean
insolation in the studied population, both insolation (r2 = 0.48) and
air temperature (r2 = 0.84) are correlated with the geographical
latitude (Table 1). Statistical analysis Descriptive statistics and scatter plot analysis revealed no
evidence of non-normality in the distribution of asthma preva-
lence, geographical coordinates, insolation, air temperature, and
air pollution data, allowing the use of linear regression analysis
models to evaluate the relationships between the studied variables. Linear regression and correlation analyses are implemented to
evaluate the strength, direction, and statistical significance of
regression/correlation
coefficients. The
selected
independent
variables (i.e., regional horizontal surface insolation, latitude, air
temperature, and air pollution) are compared in terms of their
ability to explain the observed variation in the dependent/
response variable, the prevalence of asthma in the U.S. adult
population, by calculating the coefficients of determination (r2). Linear regression equations are developed and tested for their
ability to predict
the prevalence
of asthma in 97 major
metropolitan/micropolitan areas of the continental U.S. and a
subset of 39 areas from the Eastern Seaboard in response to
meteorology and air pollution at different latitudes. The same
approach is applied to test the correlation between the general
population asthma prevalence and the geographical latitude in
eight metropolitan areas of Australia. Descriptive statistics and scatter plot analysis revealed no
evidence of non-normality in the distribution of asthma preva-
lence, geographical coordinates, insolation, air temperature, and
air pollution data, allowing the use of linear regression analysis
models to evaluate the relationships between the studied variables. A
continuity
of
geographical
latitude
and
longitude
is
considered as important for reducing the influence of statistical
outliers and implementing a meaningful regression analysis. Hence, the studied U.S. geographical area includes all continental
states with the exception of Alaska. Asthma prevalence data are
matched with the data on Air Quality Trends by Core Based
Statistical Areas (CBSA), obtained from the U.S. Environmental
Protection Agency (EPA) [17]. The resulting 97 matched and
collated U.S. wide MMSAs/CBSAs are used in the statistical
analyses presented in this paper. Air pollution and meteorological data The air pollution data for fine airborne particulate matter,
aerodynamic diameter of less than 2.5 mm (i.e., PM2.5), are
obtained from the U.S. EPA Air Trends online information
resource [17]. Mean annual PM2.5 concentrations expressed in
mg/m3 for the period from 1999 to 2008 by matched CBSAs/
MMSAs are included in this study. The mean annual insolation on horizontal surface and air
temperature, expressed in kWh/m2/day and uC, respectively, for
the MMSAs/CBSAs in the period from 1983 to 2005 are obtained
from the National Aeronautics and Space Administration (NASA)
Atmospheric Science Data Center [21]. Central latitudes and
longitudes of cities/statistical areas, as presented by the USGS, are
used to obtain the data on annual mean insolation and air
temperature at specific geographical coordinates and regional
elevation. Asthma Associated with Latitude and Insolation sunscreen, and the skin pigment melanin [12]. Higher prevalence
of vitamin D deficiency has been found among inner-city African
American youth with asthma when compared to non-asthmatic
control subjects [13]. Geological Survey (USGS). The geographical coordinates for
Australian metropolitan areas are obtained from the Guide to
Australia at Charles Sturt University online resource, which is
based on the 1996 data from the Australian Bureau of Statistics
[20]. An intense annual insolation in the lower latitudes of the
southern U.S. regions provides greater potential for the cutaneous
vitamin D production in exposed individuals. It is estimated that
over 95% of the variability in average daily UV dosages can be
explained by the latitude and altitude, where the effect of the
latitude on the UV irradiation on the Earth’s surface is much more
significant than the altitude. The longitude is not statistically
significant in terms of its ability to predict the intensity of the UV
irradiance [14]. Considering that vitamin D is suspected to have a
role in asthma development [8,15] and that vitamin D deficiency
is usually due to lack of outdoor sun exposure [11,12], it is
hypothesized in this study that a higher prevalence of asthma
should be expected at high relative to low geographical latitudes. Introduction proposed that vitamin D deficiency may be responsible for an
increase in the prevalence of allergic diseases and asthma
worldwide, as more time is spent indoors with less exposure to
sunlight, leading to a decreased cutaneous vitamin D production
[8]. Exposure to solar ultraviolet radiation within a wavelength
band of 290–315 nm (UV-B) and production of vitamin D in the
skin is the primary source of vitamin D for many people [9],
particularly for those who do not receive adequate vitamin D doses
through diet. Both positive [1,2] and negative associations [3,4] between the
prevalence of asthma/allergies and geographical latitude have
been reported in the published literature. This is an ecological
study designed to test the proposed hypothesis that the prevalence
of asthma increases with increasing latitude due to a decreasing
intensity
of
solar
irradiation
which
effectively
reduces
the
individual’s cutaneous generation of vitamin D. Maternal vitamin D deficiency/insufficiency is associated with
an increased probability of developing asthma and allergy-related
symptoms in early life of their offspring. Camargo, Devereux and
colleagues concluded that specifically in the northeastern United
States of America, an increased maternal intake of vitamin D from
diet or supplements during pregnancy may decrease the risk of
wheeze symptoms in early childhood [5,6]. Low levels of serum
vitamin D in adults have been associated with impaired lung
function, increased airway hyperresponsiveness, and reduced
glucocorticoid response in asthma [7]. Litonjua and Weiss Higher rates of emergency department visits for acute allergic
reactions have been observed in northeastern when compared to
southern regions of the United States [10], suggesting an
association with latitudinal difference in insolation. Kimlin and
colleagues observed that the available levels of erythemal or
vitamin D producing UV-B irradiation decreases dramatically as
the latitude increases [11], particularly during the four cooler
months (i.e., November to February). The efficiency of vitamin D
production in the exposed skin depends on the dose of solar UV-B
radiation, which can be curtailed by clothing, excess body fat, PLoS ONE | www.plosone.org April 2011 | Volume 6 | Issue 4 | e18492 1 April 2011 | Volume 6 | Issue 4 | e18492 Asthma Associated with Latitude and Insolation Geographical coordinates data Geographical latitudes and longitudes for the main cities in the
MMSAs are obtained using Microsoft Research (MSR) Maps [19]. The geographical information and maps made available online by
the MSR are supplied through their partnership with the U.S. The best predictor of asthma prevalence among the studied
variables is the geographical latitude with an ability to explain up
to 22% of the variation in the prevalence of asthma in the
continental U.S. adult population. Based on the linear regression PLoS ONE | www.plosone.org April 2011 | Volume 6 | Issue 4 | e18492 April 2011 | Volume 6 | Issue 4 | e18492 2 Asthma Associated with Latitude and Insolation Table 1. Linear regression estimates of asthma prevalence in US adult population associated with latitude, annual mean
insolation, air temperature and air pollution (PM2.5). Table 1. Linear regression estimates of asthma prevalence in US adult population associated with latitude, annual mean
insolation, air temperature and air pollution (PM2.5). Table 1. Linear regression estimates of asthma prevalence in US adult population associated with latitude, annual mean
insolation, air temperature and air pollution (PM2.5). Linear Regression
Coefficient/Variable{
Model 1 - Asthma
vs. Latitude
Model 2 - Asthma
vs. Insolation
Model 3 - Asthma
vs. Temperature
Model 4 - Asthma
vs. PM2.5
Model 5 -
Insolation vs. Latitude
Model 6 -
Temperature vs. Latitude
Y-axis Intercept
3.7460.90***
12.2260.96***
9.7760.34***
8.1360.52***
7.0860.31***
45.7461.50***
Latitude (u)
0.1260.02***
—
—
—
20.0760.01***
20.8760.04***
Annual Mean Insolation
(kWh/m2/day)
—
20.9260.23***
—
—
—
—
Annual Mean Air Temperature
(uC)
—
—
20.1160.03***
—
—
—
Air Pollution (PM2.5) (mg/m3)
—
—
—
0.0260.04
—
—
Number of Areas
97
97
97
97
97
97
Coefficient of Determination (r2)
0.22
0.15
0.17
0.002
0.48
0.84
***p,0.001. {Plus-minus values are linear regression coefficients and standard errors (i.e., 6SE). doi:10.1371/journal.pone.0018492.t001 p,0.001. {Plus-minus values are linear regression coefficients and standard errors (i.e., 6SE). doi:10.1371/journal.pone.0018492.t001 p,0.001. {Plus-minus values are linear regression coefficients and standard errors (i.e., 6SE). doi:10.1371/journal.pone.0018492.t001 asthma is observed in Detroit, MI at 10.97% (latitude: 42.35u
North) and the lowest in Miami, FL at 5.03% (latitude: 25.81u
North). analysis, a 10u change in the geographical latitude from southern
to northern U.S. regions is associated with a 1.2% increase in the
prevalence of adult asthma. The highest prevalence of adult Figure 1. Asthma prevalence vs. Asthma Associated with Latitude and Insolation Bothe the regional insolation on horizontal surface (r2 = 0.21;
p,0.001) and air temperature (r2 = 0.16; p,0.001) in winter
months (i.e., November to February) are statistically significant
predictors of asthma prevalence (Table 2, Figure 1). However,
regional insolation during winter appears to be almost as effective
as latitude in terms of its ability to predict the prevalence of asthma
in the U.S. adult population. When compared to the results of
regression
analyses
using
annual
mean
values,
a
stronger
association between latitude and insolation (r2 = 0.80; p,0.001)
is observed for winter months, which is in agreement with the
findings of Kimlin and colleagues [11]. metropolitan regions is positive, statistically significant, and in
agreement with the results obtained using the U.S. adult asthma
prevalence data (Figure 3). The results show that up to 73% of
the variation in asthma prevalence in the Australian general
population could be explained by the variation in the geographical
latitude (r2 = 0.73; p,0.01). A 10u change in the geographical
latitude
from
the
North
to
the
South
is
associated
with
approximately the same increase in asthma prevalence as
presented in Figure 2 for the U.S. Eastern Seaboard region
from the South to the North (i.e., ,2%). It is important to observe
that latitudes in the southern hemisphere have negative values and
that, although the relationship between the absolute latitude and
asthma is positive, the correlation coefficient is mathematically
negative. The correlation matrix in Table 3 shows that asthma prevalence
is best explained by the variation in geographical latitude (r = 0.47)
and winter insolation (r = 20.46), closely followed by annual air
temperature (r = 20.42). Both the geographical longitude (r = 0.15)
and air pollution (r = 0.04) showed weak and not statistically
significant correlation with the prevalence of asthma in U.S. adult
population. Latitude is best correlated with annual air temperature
(r = 20.92), closely followed by winter insolation (r = 20.90). Discussion There are pros as well as cons associated with study designs in
epidemiological research. An ecological study design, as presented
in this and similar papers, has some known limitations in terms of
its ability to provide reliable inferences about the population
characteristics at individual level. As discussed by Robinson in
1950, ecological correlations cannot be validly used as substitutes
for individual correlations [22]. Using the same principle one
could argue that the opposite also applies, where one cannot make
valid inferences about large populations and their possible
interactions by focusing only on the individuals from those
populations. Robinson indicated that the purpose of his paper is to
prevent ‘‘the future computation of meaningless correlations’’. However,
despite lacking the ability to deal with health risk factors at a small-
scale individual level, well designed ecological studies provide
meaningful correlations and inferences that are useful when
dealing with national and international public health issues and
health risk factors at a large-scale population level. In their
revisiting of Robinson’s paper, Subramanian et al. [23] concluded
that ‘‘… perils are posed by not only ecological fallacy but also individualistic
fallacy’’. The regression analysis of a subset of data covering 39 major
metropolitan/micropolitan areas in the U.S. regions of the Eastern
Seaboard (i.e., New England, Middle Atlantic, and South Atlantic)
shows a very strong association between asthma prevalence and
winter insolation (r2 = 0.43; p,0.001). A 10u change in the
geographical latitude from southern to northern regions of the
Eastern Seaboard is associated with a 2% change in adult asthma
prevalence (Figure 2). Considering that asthma prevalence
estimates are more reliable for the U.S. states and regions with
larger population size, having narrower 95% confidence intervals
[16], and that the Eastern Seaboard is home to most highly
populated U.S. cities, a regression analysis based on the data from
this region is expected to be more reliable when compared to the
data for all continental U.S. regions. Multiple regression analyses are performed on asthma preva-
lence vs. insolation, air temperature, and air pollution in an
attempt to identify independent effects of the studied predictors
(Table 4). Geographical coordinates data latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 97
major metropolitan/micropolitan areas of continental U.S. doi:10.1371/journal.pone.0018492.g001 Figure 1. Asthma prevalence vs. latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 97
major metropolitan/micropolitan areas of continental U.S. doi:10.1371/journal.pone.0018492.g001 April 2011 | Volume 6 | Issue 4 | e18492 PLoS ONE | www.plosone.org 3 Asthma Associated with Latitude and Insolation Discussion Air temperature and insolation are the only statistically
significant predictors of asthma in the continental U.S., where the
air temperature appears to be the best predictor based on total
annual data (annual mean air temperature: p,0.01; annual mean
insolation: p = 0.17) and the insolation when only winter data is
applied (winter mean insolation: p,0.05; winter mean air
temperature: p = 0.31). Air pollution is not statistically significant
predictor of asthma in any of the models. Although a similar study design was applied by Staples and
colleagues [3], this is the first comprehensive study that includes
the populations of the continental United States and Australia,
covering over 100 metropolitan areas within a substantial
latitudinal range from both the northern and the southern
hemispheres. It is interesting that Staples and colleagues observed
a negative correlation between the prevalence of asthma and
latitude, which is in contrast to the results of the study on the basis
of more recent data for both the U.S. and Australia as presented in The observed correlation between asthma prevalence and
absolute values of geographical latitude for eight Australian Table 2. Linear regression estimates of asthma prevalence in US adult population associated with insolation and air temperature
in winter months (November to February). Table 2. Linear regression estimates of asthma prevalence in US adult population associated with insolation and air temperature
in winter months (November to February) Table 2. Linear regression estimates of asthma prevalence in US adult population associated with insolation and air temperature
in winter months (November to February). Table 2. Linear regression estimates of asthma prevalence in US adult population associated with insolation and air temperature
in winter months (November to February). Linear Regression Coefficient/
Variable{
Model 7 - Asthma vs. Insolation
Model 8 - Asthma vs. Temperature
Model 9 - Insolation vs. Latitude
Model 10 - Temperature vs. Latitude
Y-axis Intercept
10.7260.48***
8.6060.13***
6.6460.21***
48.6862.61***
Latitude (u)
—
—
20.1160.01***
21.1960.07***
Winter Mean Insolation (kWh/m2/day)
20.9760.19***
—
—
—
Winter Mean Air Temperature (uC)
—
20.0860.02***
—
—
Number of Areas
97
97
97
97
Coefficient of Determination (r2)
0.21
0.16
0.80
0.76
***p,0.001. {Plus-minus values are linear regression coefficients and standard errors (i.e., 6SE). doi:10.1371/journal.pone.0018492.t002 April 2011 | Volume 6 | Issue 4 | e18492 PLoS ONE | www.plosone.org Asthma Associated with Latitude and Insolation Table 3. Discussion Correlation matrix for asthma prevalence in US adult population, latitude, longitude, air pollution (PM2.5), annual
insolation, winter insolation, annual air temperature, and winter air temperature. Latitude (6)
Longitude (6)
Air Pollution
(PM2.5) (mg/m3)
Annual
Insolation
(kWh/m2/day)
Winter
Insolation
(kWh/m2/day)
Annual
Tempera-
ture (6C)
Winter
Tempera-
ture (6C)
Asthma
(%)
Latitude (6)
1.00
Longitude (6)
20.04
1.00
Air Pollution (PM2.5) (mg/m3)
20.15
0.43
1.00
Annual Insolation (kWh/m2/day)
20.69
20.54
20.29
1.00
Winter Insolation (kWh/m2/day)
20.90
20.24
20.13
0.91
1.00
Annual Temperature (6C)
20.92
0.13
0.29
0.51
0.75
1.00
Winter Temperature (6C)
20.87
0.04
0.24
0.51
0.73
0.97
1.00
Asthma (%)
0.47
0.15
0.04
20.38
20.46
20.42
20.40
1.00
doi:10.1371/journal.pone.0018492.t003 Table 3. Correlation matrix for asthma prevalence in US adult population, latitude, longitude, air pollution (PM2.5), annual
insolation, winter insolation, annual air temperature, and winter air temperature. Table 3. Correlation matrix for asthma prevalence in US adult population, latitude, longitude, air pollution (PM2.5), annual
insolation, winter insolation, annual air temperature, and winter air temperature. Table 3. Correlation matrix for asthma prevalence in US adult population, latitude, longitude, air pollution (PM2.5), annual
insolation, winter insolation, annual air temperature, and winter air temperature. territories and across all age groups. In addition, asthma
prevalence data were based on state/territory while geographical
latitudes represented smaller areas of corresponding capital this paper. It should be taken into consideration that Staples et al. (2003) study was based on the 1995 Australian National Health
Survey of approximately 54,000 people from all states and this paper. It should be taken into consideration that Staples et al. (2003) study was based on the 1995 Australian National Health
Survey of approximately 54,000 people from all states and Figure 2. Asthma prevalence vs. latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 39
major metropolitan/micropolitan areas of the eastern seaboard. doi:10.1371/journal.pone.0018492.g002 Figure 2. Asthma prevalence vs. latitude, air pollution (PM2.5), winter insolation, and winter temperature in adult population of 39
major metropolitan/micropolitan areas of the eastern seaboard. doi:10.1371/journal.pone.0018492.g002 April 2011 | Volume 6 | Issue 4 | e18492 PLoS ONE | www.plosone.org 5 Asthma Associated with Latitude and Insolation Table 4. Multiple regression estimates of asthma prevalence in US adult population associated with annual and winter mean
insolation, annual and winter mean air temperature and air pollution (PM2.5). Multiple Regression Coefficient/Variable{
Model 11 - Asthma vs. Annual Mean
Insolation, Temperature, and PM2.5
Model 12 - Asthma vs. Discussion Winter Mean Insolation,
Temperature, and PM2.5
Collinearity Statistics
Collinearity Statistics
Tolerance
VIF#
Tolerance
VIF#
Y-axis Intercept
10.8661.38***
10.0161.06***
Annual Mean Insolation (kWh/m2/day)
20.4260.30
0.53
1.89
—
Annual Mean Air Temperature (uC)
20.1060.03**
0.53
1.89
—
Winter Mean Insolation (kWh/m2/day)
—
20.7260.32*
0.36
2.75
Winter Mean Air Temperature (uC)
—
20.0360.03
0.35
2.87
Air Pollution (PM2.5) (mg/m3)
0.0460.05
0.65
1.53
0.0260.04
0.74
1.36
Number of Areas
97
97
Coefficient of Determination (R2)
0.22
0.22
Adjusted R2
0.19
0.20
***p,0.001;
**p,0.01;
*p,0.05. {Plus-minus values are multiple regression coefficients and standard errors (i.e., 6SE). #VIF – Variance Inflation Factor. doi:10.1371/journal.pone.0018492.t004 Table 4. Multiple regression estimates of asthma prevalence in US adult population associated with annual and winter mean
insolation, annual and winter mean air temperature and air pollution (PM2.5). Table 4. Multiple regression estimates of asthma prevalence in US adult population associated with annual and winter mean
insolation, annual and winter mean air temperature and air pollution (PM2.5). Table 4. Multiple regression estimates of asthma prevalence in US adult population associated with annual and winter mean
insolation, annual and winter mean air temperature and air pollution (PM2.5). regions. The authors indicated that the latitude ranges for some
states/territories spanned over 10u (up to 19u for Queensland). Yet
a single latitude coordinate was applied for each of the states/
territories, not necessarily representing the areas from which the
cases of asthma were identified and clearly affecting the accuracy
of the observed relationship between the asthma prevalence and
geographical latitude in Australia. and found that the prevalence of eczema symptoms was positively
associated with latitude. The authors observed a similar associa-
tion in both 6–7 and 13–14 years age-groups in Europe and also
among 6–7 years old children worldwide, suggesting that ‘‘…
latitude and temperature affect the prevalence of eczema only indirectly, due to
changes in behaviour and differences in sun exposure’’ (emphasis added). They concluded that ‘‘climate may affect the prevalence of asthma and
atopic eczema in children’’. Franco et al. [1] showed a statistically significant positive
correlation between geographical latitude and active asthma
prevalence in the eight International Study of Asthma and
Allergies in Childhood (ISAAC) centres in North-East Brazil. The authors found no relation between the tropical weather and
high prevalence of childhood asthma in the studied population. April 2011 | Volume 6 | Issue 4 | e18492 Asthma Associated with Latitude and Insolation Asthma Associated with Latitude and Insolation annual/winter solar irradiation [29,30]. This may result in a
potentially severe deficiency if sufficient doses of vitamin D are not
obtained through diet and/or supplementation. and asthma prevalence is air temperature and not insolation, one
would expect cold weather in winter months to yield a stronger
correlation of asthma prevalence with air temperature than
insolation. A contrary is observed in this study, where winter
insolation is almost as good as geographical latitude in terms of its
ability to predict the prevalence of asthma. In addition, the results
of multiple regression analyses presented in Table 4 confirm that,
based on the data for winter insolation, winter air temperature,
and air pollution, insolation is the best predictor of asthma. Different immunologic, genetic and environmental mechanisms
are considered in the etiology of asthma and it is proposed that
geographical variation in asthma prevalence could be due to gene-
by-environment interactions [31]. Although cold air has been
associated with worsened respiratory symptoms and exacerbation
of asthma, ambient air temperature is expected to be a symptom
trigger rather than a causal factor initiating respiratory diseases
[32]. Asthma attacks can be triggered by cold air, irritating fumes,
or fine airborne particulate matter [33]. Winter insolation is consistently a stronger predictor of asthma
prevalence than winter air temperature in both the continental
U.S. population and a subset of data for the Eastern Seaboard
states. It appears that populations living in northern regions may
have wider swings in vitamin D levels due to a significant decrease
in vitamin D production during the winter months. When
compared to those living in tropical areas, populations in the
northern regions have much lower production of vitamin D in
summer months which may lead to a weak physiological baseline
at the beginning of winter. This condition could then progress into
a vitamin D insufficiency or a severe deficiency in winter months,
when regional insolation is at its annual minimum, potentially
affecting the immune system and increasing the probability of
respiratory infection and developing/exacerbating asthma. Vitamin D has been recognized as an important immuno-
modulating factor with dendritic cells as its primary targets [34]. Calcitriol (1,25-dihydroxycholecalciferol), the main vitamin D
metabolite, inhibits dendritic cell maturation and T-helper1 (Th1)
cell differentiation, which has been described as a key mechanism
of
allergy
development
[35]. Asthma Associated with Latitude and Insolation The
inhibition
of
Th1
cell
differentiation leads to a predominance of Th2 cells, which has
been implicated in asthma pathogenesis [36,37]. Wjst and Dold
(1999) proposed that nutritional intake of vitamin D for rickets
prophylaxis could be responsible for the increase in the prevalence
of asthma in developed countries over the last three decades,
suggesting that if protective antigen-reactive Th1 memory cells fail
to develop the subsequent predominance of Th2 cells can trigger
allergic reactions [38]. The results of statistical analyses presented in this paper indicate
that the probability for the observed association between latitude/
insolation and asthma prevalence to be simply due to a chance is
very small (i.e., p,0.01). In addition, consistent results are
obtained using the data from the U.S. and Australia further
reducing the probability that this may be just a property of the
data distribution and not a biological or a physiological response. Camargo et al. (2011) studied the relationship between cord-
blood levels of an active metabolite of vitamin D, 25-hydro-
xyvitamin D (25[OH]D), and the risk of respiratory infection,
wheezing, and asthma [48]. The authors concluded that cord-
blood levels of 25[OH]D are inversely associated with the risk of
respiratory infection and childhood wheezing but no association
with incident asthma is observed. These results suggest that active
metabolites of vitamin D could have an effect on reducing the
frequency of respiratory infections, which may lead to a reduction
in exacerbation of symptoms in those suffering from asthma. The results of statistical analyses presented in this paper indicate
that the probability for the observed association between latitude/
insolation and asthma prevalence to be simply due to a chance is
very small (i.e., p,0.01). In addition, consistent results are
obtained using the data from the U.S. and Australia further
reducing the probability that this may be just a property of the
data distribution and not a biological or a physiological response. However, the mechanism of action of vitamin D and its active
metabolites is quite complex and not yet fully understood. One
should take into consideration that, in addition to the inhibition of
dendritic cell maturation, activated vitamin D modulates the
immune response through inhibition or enhancement on multiple
levels of cell function, such as production of both pro- and anti-
inflammatory cytokines, and inhibition of B cell differentiation,
proliferation, and antibody secretion [34]. Asthma Associated with Latitude and Insolation Activated vitamin D
enhances the development of interleukin-IL-10- and reduces the
number of IL-6- and IL-17-secreting cells [39]. High levels of pro-
inflammatory IL-6 and IL-17 cytokines [40,41,42] and low levels
of an anti-inflammatory cytokine IL-10 have been observed in
asthmatic patients [43,44], suggesting that a functional vitamin D
insufficiency/deficiency may be responsible for an increased
probability of developing asthma. Allergies and asthma could be
the result of unbalanced metabolic transformation or inadequate
vitamin D receptor (VDR) binding, leading to plasma accumula-
tion of active/inactive vitamin D metabolites, predominance of
pro-inflammatory cytokines and an impaired immuno-modula-
tion. Camargo et al. (2011) studied the relationship between cord-
blood levels of an active metabolite of vitamin D, 25-hydro-
xyvitamin D (25[OH]D), and the risk of respiratory infection,
wheezing, and asthma [48]. The authors concluded that cord-
blood levels of 25[OH]D are inversely associated with the risk of
respiratory infection and childhood wheezing but no association
with incident asthma is observed. These results suggest that active
metabolites of vitamin D could have an effect on reducing the
frequency of respiratory infections, which may lead to a reduction
in exacerbation of symptoms in those suffering from asthma. Allan et al. (2010) conducted a case-control study of vitamin D
status and asthma in 160 adults aged between 15 and 80 years, 80
with physician-confirmed mild/moderate asthma and 80 age and
gender-matched controls who had a smoking history of ,10 pack-
years [49]. The majority of controls (i.e., 70%) were recruited from
local surgery units and the remainder through the advertising in
local press. The study showed no significant difference in the
serum 25-hydroxyvitamin D3 concentrations between cases and
controls, and no association between 25-hydroxyvitamin D3 levels
and asthma severity or lung function. The authors concluded that
this study does not find evidence to support the use of vitamin D as
an adjunct to conventional therapy in asthma in adults. However,
this study is based on a rather small group of individuals who were
confined to a small geographical area with only a snapshot in time
for a vitamin D status. Although high doses of vitamin D may not
be useful in the treatment of adult asthma as an existing condition,
the study by Allan et al. PLoS ONE | www.plosone.org Discussion In an ecological analysis of geo-climatic variations in the
prevalence of current asthma, allergic rhinitis and chronic cough,
and phlegm in Italy, Zanolin et al. [4] found a negative correlation
between asthma-like symptoms and geographical latitude. Rather
than to focus specifically on the diagnosed asthma cases country-
wide, the study is based on a random sample of 18,873 subjects
with a response rate of 72.7% from different climatic regions,
effectively representing less than 0.03% of the Italian total general
population. The authors suggested that ‘‘variations in the prevalence of
respiratory symptoms according to geo-climatic factors could provide important
clues to the knowledge of the aetiology of asthma’’. Weiland et al. [2] studied the association between climate and
atopic diseases using the data from 146 ISAAC centres worldwide Figure 3. Asthma prevalence vs. latitude in the population of 8
major metropolitan areas of Australia. doi:10.1371/journal.pone.0018492.g003 A report from the US CDC on The State of Childhood Asthma,
United States, 1980–2005 [24] indicates that current asthma
prevalence rates among children 0–17 years of age, by state,
annual average for the period 2001–2005 are generally higher in
the northeast region of the United States. These findings are in
agreement with the results and observations for U.S. adult
population, by metropolitan/micropolitan statistical area, present-
ed in this paper. Ethnic groups with darker skin have higher prevalence of
asthma when compared to those with lighter skin pigmentation
[13,25,26,27]. Darker skin pigmentation is a form of evolutionary
adaptation, providing protection against potentially harmful effects
of excessive UV irradiation doses, developed in populations
inhabiting tropical regions [28]. Therefore, when compared to
natives of higher latitudes with lighter skin pigmentation, natives of
tropical regions migrating from lower to higher latitudes may
become disadvantaged in terms of their ability to synthesize
physiologically required quantities of vitamin D under low levels of Figure 3. Asthma prevalence vs. latitude in the population of 8
major metropolitan areas of Australia. doi:10.1371/journal.pone.0018492.g003 PLoS ONE | www.plosone.org April 2011 | Volume 6 | Issue 4 | e18492 6 References 16. U.S. Department of Health and Human Services (DHHS) - Centers for Disease
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Seaboard regions, total insolation in winter months is almost as
strong as latitude in its ability to explain the observed spatial
variation in the prevalence of asthma in the U.S. adult population. Acknowledgments I would like to thank the Anonymous reviewers for their constructive
comments and suggested changes, and Dusˇica Krstic´ for the encourage-
ment and enthusiastic support. The author had full access to all the data in
the study and takes responsibility for the integrity of the data and the
accuracy of the data analysis. Author Contributions Analyzed the data: GK. Wrote the paper: GK. Analyzed the data: GK. Wrote the paper: GK. Asthma Associated with Latitude and Insolation Asthma Associated with Latitude and Insolation some unknown effects of insolation and UV radiation cannot be
eliminated based on the results of this study. However, in
conjunction with other published studies suggesting a possible
link between vitamin D and asthma, a significant decrease of
vitamin D producing erythemal UV irradiation with an increase in
latitude
provides a plausible
explanation for the
observed
geographical distribution of asthma prevalence in both the
northern and the southern hemispheres. As a modulator of the
immune response, vitamin D could have an influence on the
frequency and severity of respiratory infections which may lead to
exacerbation of symptoms from preexisting asthma. A U.S.-wide
comprehensive study on the relationship between plasma vitamin
D status and the prevalence of asthma in different age groups (e.g.,
children age 0–17 years), ethnic groups and geographical regions
would provide a better understanding of the role that vitamin D
may play in the frequency of respiratory infections, and the
development/exacerbation of allergies and asthma. Although such
a study may confirm or rule out vitamin D, in absence of other
plausible leads in the published literature, it may be difficult to
design a specific study to determine if there are other possible
effects of insolation and UV radiation that could be associated with
asthma. Similar results are obtained using the Australian data, suggesting a
consistent association between the latitude/insolation and asthma
prevalence worldwide. Taking into consideration confounding factors and possible
limitations of an ecological study design, the results presented in
this paper suggest that, as a known modulator of the immune
response closely linked with geographical latitude and erythemal
UV irradiation, vitamin D may play an important role in the
development/exacerbation of asthma. Vitamin D is essential for
the functional immune system and should be maintained at
adequate levels not only in those suffering from asthma but also in
the general population. Hence, community-level educational
programs on asthma may benefit from including recommenda-
tions on adequate diet and vitamin D supplementation to prevent
severe deficiencies, particularly among ethnic groups with darker
skin pigmentation inhabiting high geographical latitudes. Asthma Associated with Latitude and Insolation does not address possible effects of a long-
term vitamin D deficiency/insufficiency, an impaired immuno-
modulation, and how these parameters may affect the prevalence
of asthma in large populations and over large geographical areas
with significantly different levels of annual UV-B insolation. The observed correlation between geographical longitude and
annual insolation (r = 20.54) presented in Table 3 is in
agreement with the estimates of monthly mean erythemal UV
irradiation values for the U.S. and Canada [45], showing an
increase of solar irradiation in the direction from northeastern to
southwestern regions of North America. Considering that total
insolation is almost perfectly correlated with the UV component of
the total solar irradiation on the Earth’s surface (r.0.96, [46,47]),
the correlation between latitude and total insolation presented in
this paper could be used to predict the effect of erythemal UV
irradiation on the skin production of vitamin D in the studied
population. The results of linear regression analyses performed in this study
provide evidence that the geographical latitude can be used to
predict the prevalence of asthma in the U.S. adult population. It is
interesting that in winter months the association of asthma
prevalence with air temperature is weaker than the association
with insolation. If the factor associated with geographical latitude Air temperature and confounding factors that could be
associated with the geographical latitude, such as socio-economic
status, regional diet, demographic structure and ethnic origin, or April 2011 | Volume 6 | Issue 4 | e18492 April 2011 | Volume 6 | Issue 4 | e18492 7 Asthma Associated with Latitude and Insolation 30. Genuis SJ, Schwalfenberg GK, Hiltz MN, Vaselenak SA (2009) Vitamin D
status of clinical practice populations at higher latitudes: Analysis and
applications. Int J Environ Res Public Health 6: 151–173. 42. Neveu WA, Allard JL, Raymond DM, Bourassa LM, Burns SM, et al. (2010)
Elevation of IL-6 in the allergic asthmatic airway is independent of inflammation
but associates with loss of central airway function. Respir Res 11: 28. g
y
p
but associates with loss of central airway function. Respir Res 11: 28. 31. Subbarao P, Mandhane PJ, Sears MR (2009) Asthma: epidemiology, etiology
and risk factors. CMAJ 181(9): E181–E190. 43. Matsumoto K, Inoue H, Fukuyama S, Tsuda M, Ikegami T, et al. (2004)
Decrease of interleukin-10-producing T cells in the peripheral blood of severe
unstable atopic asthmatics. Int Arch Allergy Immunol 134(4): 295–302. J
( )
32. Koskela HO (2007) Cold-air provoked respiratory symptoms: the mechanisms
and management. Int J Circumpolar Health 66(2): 91–100. 44. Tomita K, Lim S, Hanazawa T, Usmani O, Stirling R, et al. (2002) Attenuated
production of intracellular IL-10 and IL-12 in monocytes from patients with
severe asthma. Clin Immunol 102(3): 258–66. 33. George RB, Owens MW (1991) Bronchial asthma. Dis Mon 37(3): 137–96. 34. Cutolo M (2009) Vitamin D and autoimmune rheumatic diseases. Rheumatol-
ogy 48: 210–212. 45. Fioletov VE, Kimlin MG, Krotkov N, McArthur LJB, Kerr JB, et al. (2004) UV
index climatology over the United States and Canada from ground-based and
satellite estimates. J Geophys Res 109: D22308. 35. Wjst M (2006) The vitamin D slant on allergy. Pediatr Allergy Immunol 17(7):
477–83. 36. Bharadwaj AS, Bewtra AK, Agrawal DK (2007) Dendritic cells in allergic airway
inflammation. Can J Physiol Pharmacol 85(7): 686–99. 46. Trabea AA, Salem I (2001) Empirical Relationship for Ultraviolet Solar
Radiation Over Egypt. Egypt J Sol 24(1): 123–132. 37. Aiba S (2007) Dendritic cells: importance in allergy. Allergol Int 56(3): 201–8. 47. Murillo W, Can˜adab J, Pedro´s G (2003) Correlation between global ultraviolet
(290–385 nm) and global irradiation in Valencia and Cordoba (Spain). Renew
Energ 28(3): 409–418. 38. Wjst M, Dold S (1999) Genes, factor X, and allergens: what causes allergic
diseases? Allergy 54: 757–759. 39. Correale J, Ysrraelit MC, Gaita´n MI (2009) Immunomodulatory effects of
vitamin D in multiple sclerosis. Brain 132: 1146–1160. 48. Camargo CA Jr., Ingham T, Wickens K, Thadhani R, Silvers KM, et al. References Hintzpeter B, Scheidt-Nave C, Mu¨ller MJ, Schenk L, Mensink GB (2008)
Higher prevalence of vitamin D deficiency is associated with immigrant
background among children and adolescents in Germany. J Nutr 138:
1482–1490. 15. Schauber J, Gallo RL (2008) Vitamin D deficiency and asthma: Not a strong link
– yet. J Allergy Clin Immunol 121(3): 782–784. PLoS ONE | www.plosone.org April 2011 | Volume 6 | Issue 4 | e18492 April 2011 | Volume 6 | Issue 4 | e18492 8 PLoS ONE | www.plosone.org Asthma Associated with Latitude and Insolation (2011)
Cord-blood 25-Hydroxyvitamin D levels and risk of respiratory infection,
wheezing, and asthma. Pediatrics 127(1): e180–e187. 40. Wong CK, Ho CY, Ko FWS, Chan CHS, Ho ASS, et al. (2001)
Proinflammatory cytokines (IL-17, IL-6, IL-18 and IL-12) and Th cytokines
(IFN-gamma, IL-4, IL-10 and IL-13) in patients with allergic asthma. Clin Exp
Immunol 125(2): 177–83. 49. Allan K, Devereux G, McNeill G, Wilson A, Avenell A, et al. (2010) A case-
control study of vitamin D status and asthma in adults. Proceedings of the
Nutrition Society 69(OCE6): E475. ( )
41. Molet S, Hamid Q, Davoine F, Nutku E, Taha R, et al. (2001) IL-17 is increased
in asthmatic airways and induces human bronchial fibroblasts to produce
cytokines. J Allergy Clin Immunol 108(3): 430–8. PLoS ONE | www.plosone.org April 2011 | Volume 6 | Issue 4 | e18492 9
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Best Practices für Marketing-Automation-Einsteiger
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Schwerpunkt
Best Practices
für MarketingAutomation-Einsteiger
Automatisierte Marketing-Kampagnen zur Leadgenerierung sind schon längst
keine Zukunftsmusik mehr, sondern Realität. Über 8000 Softwareprodukte
machen die Auswahl eines geeigneten Marketing-Automation-Software-Stacks
aber alles andere als leicht. Welches System passt am besten zum eigenen Unternehmen? Welche Funktionen und Integrationen braucht man wirklich? Neueinsteiger, aber auch Unternehmen, die bereits ein System haben und umsteigen
möchten, fühlen sich sehr leicht von den zahllosen Möglichkeiten überwältigt.
Wie der Start mit Marketing-Automation für B2B trotzdem gelingt, zeigen unsere
praxiserprobten Best Practices.
Alex Schoepf
Wirtschaftsinformatik & Management 2021 • 13 (4): 280–289
https://doi.org/10.1365/s35764-021-00347-6
Angenommen: 11. Juni 2021
Online publiziert: 20. Juli 2021
© Der/die Autor(en) 2021
280
Wirtschaftsinformatik & Management
4 | 2021
Schwerpunkt
Erfolgsentscheidende Vorarbeiten sorgfältig umsetzen
Mit einem Marketing-Automation-System sind automatisierte Omnichannel-Kampagnen auch für KMU einfach und effizient umsetzbar. Leider sind
Missverständnisse gerade bei Einsteigern aber an der Tagesordnung. Denn
allein das Automatisieren von E‑Mails führt längst nicht zu mehr Erfolg.
Marketing-Automation ist ein Weg, der sich auch für Inbound Marketing
bewährt hat. Dieses lebt davon, dass potenzielle Kunden das Unternehmen
durch eigene Recherche finden. Den Ausschlag für Erfolg mit MarketingAutomation geben in aller Regel die Vorarbeiten, und zwar noch vor dem
Start der allerersten Kampagne. Natürlich spielen auch technische Fragen
eine Rolle beim Einführen eines Marketing-Automation-Systems, wesentlich erfolgsentscheidender ist es jedoch, vorab strategische Fragen zu klären.
Unternehmen, die sehr früh wissen, für welche konkreten Aufgaben/Prozesse sie Marketing-Automation einsetzen wollen, können strategische Entscheidungen wohlbegründet treffen. Üblich ist eine Einrichtungsphase von
zwei Wochen, bis das Marketing-Automation-System für die erste Kampagne startklar ist. Unsere Best Practices eignen sich sowohl für Einsteiger als
auch für erfahrene Nutzer, die mehr aus ihrem System herausholen möchten.
Kundenbedürfnisse präzise erfassen
Leadgenerierung, mehr Traffic oder einfach zusätzlich Brand Awareness? Die
Ziele, die mit Onlinemarketing erreicht werden können, sind ganz verschieden. Genauso muss sich auch automatisiertes Marketing präzise an Kundenbedürfnissen orientieren und passgenau auf die Empfänger zugeschnitten sein.
Das traditionelle Konzept der über demografische Daten definierten Zielgruppe ist jedoch vorbei. Heute arbeiten wir mit der Buyer Persona, die wir
besser kennen und verstehen, da sie von uns befragt wurde. Dieser idealtypische Wunschkunde repräsentiert die Herausforderungen, Ziele und Träume,
beinhaltet aber auch handfeste psychografische Verhaltensdaten.
Alex Schoepf ()
(Ing. ETH/BWI) ist Gründer und CEO
der 4results AG und Schweizer Pionier
im Bereich Marketing-Automation. Seit
vielen Jahren ist Marketing-Automation
seine Leidenschaft und er ist ein gefragter
Referent zu diesem Thema. Er hat mehr
als 60 Marketing-Automation-Systeme
evaluiert und mit mehr als 12 selbst
gearbeitet. Mit seiner langjährigen Erfahrung im Produktmanagement und in der
B2B-Marketingleitung auf Kundenseite
versteht er die Praxisherausforderungen.
Er ist Autor und doziert MarketingAutomation an verschiedenen Schweizer
Fachhochschulen. Mehr Informationen
unter: https://www.marketingautomation.
tech/ueber.
alex@marketingautomation.tech
HWZ Hochschule für Wirtschaft Zürich,
Zürich, Schweiz
1
Customer Journey definieren
Ebenfalls noch vor der ersten Automation feststehen sollte die Customer
Journey, also die Kundenreise, der Zielgruppe. Welche Kanäle und ContentFormate nutzen die Zielkunden am liebsten? Welche Kontaktpunkte spielen
bei der Kundenreise eine Rolle? Wo können wir sie vereinfachen und Innovationen einfließen lassen? Diese und weitere Fragen zur Reise des Kunden vom ersten Kontakt bis zum glücklichen Abschluss hält das CustomerJourney-Modell fest. Da sich die Interessenten jedoch nicht stereotypisch
verhalten und den einen oder anderen Kontaktpunkt überspringen, sind die
Lebenszyklusstadien zu definieren. Lässt sich genau bestimmen, in welchem
Stadium sich ein Lead befindet, bedeutet dies einen wertvollen Hinweis auf
seine Verkaufsreife und die nächstmöglichen optimalen Aktionen.
Mit Funnel und Lifecycle Stages arbeiten
Noch mehr Präzision erhalten Customer Journey und die zugehörigen Funnels, wenn Unternehmen zusätzlich die Phasen der Kundenreise definieren.
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Schwerpunkt
Dazu werden einzelne Abschnitte definiert, die signifikant für die Abschlussreife eines Leads sind. Dies hilft Unternehmen dabei, die Kaufbereitschaft
genau abzupassen und nicht zu früh in den direkten Kontakt zu gehen. Welche Phasen bzw. Lifecycle Stages die Personas eines Unternehmens aufweisen, hängt stark von der Leistung bzw. dem Produkt ab. Branchenabhängig
kann ein Kontakt beispielsweise als Newsletterabonnent starten, dann zum
Lead werden und sich folgend zum qualifizierten Lead für Marketing oder
den Vertrieb weiterentwickeln. Erster Sales-Kontakt ist dann erst ab der darauf folgenden Opportunityphase sinnvoll. Aktiver Kunde ist der Lead erst
nach dem erfolgreichen Abschluss (Abb. 1).
Mit individuellem Marketing bzw. Sales Funnel entwerfen Unternehmen
ein Modell, das potenzielle Kunden von der Leadgenerierung bis zum Abschluss leitet. Entlang des Funnel ist reichlich Platz und Gelegenheit für Automationen, welche den Lead in jeder Phase begleiten. Gemeinsam mit den
Buyer Personas bildet die individuelle Customer Journey die Basis für eine
kundenzentrierte Content-Entwicklung, aber auch Automationen.
Evergreen-Inhalte vorbereiten
Wer bereits Buyer Personas und zugehörige Customer Journeys erstellt hat,
besitzt ein gutes Gefühl für Themen und Fragen, die bei den Zielkunden
hoch im Kurs stehen. Auch für den Einsatz mit Marketing-Automation sind
gute Inhalte, die reichlich Mehrwert bieten und zur Lifecycle Stage passen,
unverzichtbar. Evergreen Content sollte zudem dem Verhalten des Leads
entgegenkommen, um möglichst einfach konsumierbar zu bleiben. Mit
Marketing-Automation sind viele Formate zur Bespielung der unterschiedlichsten Kanäle möglich, da es sich um ein Omnichannel-Tool handelt: Landingpages, E‑Mails, Fachartikel, Webinare, E‑Books und viele weitere ziehen
potenzielle Kunden an. Bereits vor der Implementierung über einen Grundstock an Evergreen-Inhalten zu verfügen, ist vorteilhaft. So kann gleich nach
der Installation mit dem Aufbau erster Automationen begonnen werden.
Abb. 1
Marketing und Sales Funnel. (Quelle: marketingautomation.tech)
MARKETING Funnel
SALES Funnel
GENERIEREN
TRAFFIC
ERFASSEN
A
282
KOMMUNIZIEREN
ANGEBOT
B
FOLLOW-UP
KREIEREN
ABSCHLUSS
C
LIEFERUNG
D
Wirtschaftsinformatik & Management
4 | 2021
Schwerpunkt
Individualisiertes Lead Scoring nutzen
Noch mehr machen Unternehmen aus ihren Leads mit Lead Scoring. Dabei
handelt es sich um ein individualisiertes Punktesystem, welches das Verhalten eines jeden Leads misst. Jeder Lead, der aufgrund seiner Merkmale das
Potenzial besitzt, Kunde zu werden, gilt als Marketing qualifizierter Lead
(MQL). Verhaltensbasiert bekommt der Lead eine zuvor festgelegte Punktzahl für das Ausführen der verschiedensten Aktionen zugewiesen. Über den
Besuch bestimmter Webseiten, das Öffnen von E‑Mails, Whitepaper-Downloads und weitere Aktionen sammelt der Lead Punkte bis zu einer festgelegten Schwelle, welche die Abschlussreife markiert. Leads, welche diesen Wert
erreichen, werden dann an den Verkauf weitergegeben, der die Qualifizierung überprüft und feststellt, ob es sich um einen Sales qualifizierten Lead
(SQL) handelt. Ist dies der Fall, wird der Lead zu einem Sales Accepted Lead
(SAL), einem vom Verkauf akzeptierten Lead. Sowohl die Punktzahl für Aktionen und Verhalten als auch die Schwelle zur Abschlussreife hängen stark
vom Unternehmen und dem vertriebenen Produkt ab. Am besten startet
man deswegen mit einem einfachen Basismodell, das individuell angepasst
wird. Mit weiteren Optimierungen und dem Einsatz von künstlicher Intelligenz und Maschinenlernen (KI/ML) entsteht mit der Zeit ein ausgereiftes
Lead Scoring, das Unternehmen zuverlässig „heiße“ Leads anzeigen kann.
Zusammenfassung
• Marketing-Automation unterstützt
kleine und mittlere Unternehmen
(KMU) beim Umsetzen automatisierter Omnichannel-Kampagnen.
• Optimal eingestellte Marketing-Automation sichert die Wettbewerbsfähigkeit des Unternehmens und
beschleunigt die digitale Transformation.
• Eine individuelle personalisierte Ansprache bei automatisierten
Kampagnen erhöht nicht nur die
Konversionsrate, sondern auch die
Kundenzentrierung – und das rund
um die Uhr.
Künstliche Intelligenz (KI) und Maschinenlernen (ML)
für mehr Präzision
Künstliche Intelligenz und Maschinenlernen sind heute schon fester Bestandteil von Marketing-Automation-Plattformen. Diese Unterstützungssysteme versetzen die Marketing-Automation-Software in die Lage, selbst
Probleme zu lösen, die für uns Menschen schwierig sind. Im Verarbeiten der
Analytikdaten, aber auch bei der Beurteilung der Leadqualität, dem intelligenten Segmentieren, Lead Scoring, Abschlussvorhersagen, Bestimmung
des optimalen Versandzeitpunkts, dem Empfehlen von Produkten und passenden Inhalten sind KI-Anwendungen für Marketing-Automation heute
nicht mehr wegzudenken.
Segmentierung
Leads können sehr unterschiedliche Bedürfnisse haben. Damit jeder Lead
möglichst die für ihn am besten geeigneten Informationen bekommt und
eine treffende Personalisierung möglich ist, gilt Segmentierung als wichtiger
Bestandteil der Kampagnenvorbereitung. Zielgenau werden Segmentierungen, wenn maximal sechs Kriterien definiert werden, beispielsweise Persona, Branche, aber natürlich auch Produktinteresse, Position im Sales Funnel
und weitere. Welche Merkmale dabei wichtig sind, hängt nicht zuletzt vom
Unternehmen und den Produkten oder Dienstleistungen ab. Marketing-Automation kann Segmentierungen auch selbst erledigen und Leads auf Basis
der identifizierten Merkmale in die entsprechend geeigneten Kampagnen
überführen. Nutzersegmente lassen sich bereits vor der Implementierung
festlegen und dann gleich bei der Installation hinzufügen.
Wirtschaftsinformatik & Management 4 | 2021
283
Schwerpunkt
Tiefe Integration ausgewählter Systeme
Kernthese 1
Marketing-AutomationSysteme eignen sich wegen
der einfachen Bedienung und
geringen Kosten auch für KMU.
Das Einführen von Marketing-Automation hat eher weniger den Charakter
eines großen IT-Projekts, da der Großteil der Produkte als SaaS-Lösung genutzt wird. Das Anschaffen neuer Hardware oder großer Server bleibt Unternehmen daher erspart. Essenziell ist in der Praxis jedoch die reibungslose Kommunikation der Marketing-Automation-Lösung mit allen anderen
beteiligten Softwaresystemen des Unternehmens, wie beispielsweise dem
CRM/ERP oder mit der Webinarsoftware und der Terminbuchung. Eine
umfangreiche eigene Schnittstellenprogrammierung ist aber auch hier bei
vielen Produkten wiederum nicht notwendig, da sie über eigene App-Marktplätze Schnittstellen als Plug-ins zur Verfügung stellen. Diese werden nach
dem Plug-Play-Prinzip installiert und erfordern keinen Programmieraufwand. Der Testaufwand bleibt aber. Es mag natürlich reizen, möglichst viele Systeme zu integrieren, um eine maßgeschneiderte Lösung zu erhalten.
In der Praxis hat es sich jedoch gezeigt, dass es besser ist, sich Zeit zu lassen
und auf wenige, sorgfältig ausgewählte Systeme zu setzen, die dann tief integriert werden und zuverlässig funktionieren. Die Komplexität erhöht sich
mit jeder weiteren Integration und macht dadurch das Gesamtsystem fehleranfälliger. Die obige Grafik zeigt, welche Unterschiede in der Tiefe der
Integration bestehen können, vom Synchronisieren einfacher Listen bis zum
Starten von Automationen aus einer anderen Software wie z. B. dem CRM.
Tiefe Integrationen bedeuten oft, dass ein Teil eines Fensters von einer anderen Software ist (Abb. 2).
Einfach starten und langsam aufbauen
Das Spektrum an Einsatzbereichen für Marketing-Automation ist sehr breit
[1] und einfache erste Schritte sind ideal. Die verschiedenen Punkte der
Marketing-Automation-Best-Practice veranschaulicht die obige Grafik und
ein agiles Vorgehen ist empfehlenswert. Diejenigen Elemente, die funktionieren, werden beibehalten, alles, was noch Nachbesserung benötigt, erhält
Abb. 2
284
Integration von Leadgenerierungssoftware. (Quelle: marketingautomation.tech)
TAGS, CUSTOM
FIELDS
LISTS, TAGS,
CUSTOM FIELDS
ALLE 3
CUSTOM FIELDS,
LIST, TAGS,
OR FORM
#
INTEGRATIONSNIVEAU
SUBSCRIBE TO A
LIST
1
Schwach
√
2
Minimal
v
v
3
Guter Standard
v
v
v
4
Besser
v
v
v
v
5
Am besten
v
v
v
v
ADD TO
AUTOMATION/
DEAL
v
Wirtschaftsinformatik & Management
4 | 2021
Schwerpunkt
Schritt für Schritt weitere Ausarbeitung. Die reine Implementierung ist ein
Sprint, das Nachoptimieren bis zur bestmöglichen Performance eher ein
Marathon. Dafür sind regelmäßige Gesundheitschecks mit einem Experten
zu empfehlen (Abb. 3).
Welches ist die ideale erste Automation?
Die wenigsten Leads sind sofort kaufbereit. Auch wenn dies stark von Branche und Produkt bzw. Dienstleistung abhängt, ist in der Mehrzahl der Fälle
Vorarbeit notwendig, bis der Kaufentscheid ansteht. Unternehmen, die sich
einen möglichst schnellen Erfolg mit Marketing-Automation wünschen,
sollten dies in Betracht ziehen, und möglichst weit oben in der Customer
Journey mit der ersten Automatisierung beginnen. Leads, die bereits kurz
vor der Entscheidung stehen, lassen sich schneller gewinnen. Beginnt ein
Unternehmen mit ersten Automatisierungen in der Awarenessphase, in der
sich potenzielle Kunden erst ihrer Probleme und möglicher Lösungswege
bewusst werden, verliert es viel Zeit und letzten Endes auch Leads.
Wie geht es nach der ersten Automation weiter?
Egal für welchen Einstieg sich ein Unternehmen für seine Reise mit Marketing-Automation entscheidet – Optimierungen gehören stets dazu. Erreicht
Abb. 3 Stufenweises Aufbauen von personalisierter Marketing-Automation. (Quelle:
marketingautomation.tech in Anlehnung an smartinsights)
Kontrolliert
Beginner
Definiert
Beginn Automa sierung
gezielte E-Mails
Reguläre Reports für
Öffnungsrate und Klicks
Mehr als einfaches
Klicktracking von Marketingaktivitäten SegmentTracking
Quan fiziert
Beginn Integra on
Op miert
Integriertes Lebenszyklus
Targe ng
Wertberichterstattung
Hindernisrate und
Aktivitätsengagement
Levels.
Antwortdaten > CRMSystem/ Datenbank
E-Mail-Funktionen
& Tracking
Einfaches
Antworten-Tracking
Qualitätsliste
Nicht steuerbar
Optionen für
Listenerstellung
Einhaltung des
Datenschutzgesetzes
Verbesserte Listenqualität
Reaktivierungs- &
Entfernungsmöglichkeiten
Präferenzzentrum
Targetierung
(Relevanz)
Keine:
Massenmailing
Demografisch
Einfache TriggerMöglichkeiten
Komplette LifecycleSegmentierung
Lead Scoring & Bewertung
Zusätzliche Sequenzen
hinzufügen
Angebote &
Kommunikationsstrategie
Newsletter und
E-Mail-Kampagne
Marketing-Automation
(z.B. Willkommens-E-Mail)
Mehr Automationen
(z.B. automatisierte
Kundenpflege)
Komplette LifecycleAutomation (z.B. E-MailReaktivierung)
Verbesserte Automationen
und Frequentierung
Inhalte, Formate &
Vorlagen
Einfache Headers
Verschiedene Templates
Dynamische ContentAnpassung
Video-Vorschau
Mobile Optimierungen
Fortgeschrittener EchtzeitContent (z.B. Wetter, Ort)
Zustellung
Nicht überprüfbar
Report
Report mit ESP
Feedbackschlaufen und
Zustellservice
Kontinuierliche
Überwachung
A/B-Tests mit
verschiedenen
Betreffzeilen/ Angeboten
Strukturiertes Angebot/
Betreffzeilen Testing
Layout-Vorschau
A/B-Testing
Multivariates Testing
Einsatz von künstlicher
Intelligenz und
maschinellem Lernen
Optimierungen
Keine
Wirtschaftsinformatik & Management
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Schwerpunkt
die erste Kampagne ihr Ziel nicht sofort, ist dies jedoch kein Grund, sie zu
stoppen oder gleich die nächste, komplett neu konzipierte Kampagne aufzusetzen. Erfolg versprechender ist es, bestehende Kampagnen anhand von
Analytics-Daten weiter zu optimieren und nicht jedes Mal das Rad neu zu
erfinden. Auch hier sind gute Vorarbeiten wichtig. Für jede Buyer Persona
sollte ein Szenario in Form eines stringenten Prozesses entworfen werden,
der dann anhand der gewonnenen Daten immer weiter optimiert werden
kann. So lassen sich die Prozesse für Leadgenerierung, aber auch das komplette Leadmanagement und die dahinterstehenden Funnels gezielt optimieren. Eine geringere Anzahl an Einzelkampagnen, die dafür stets nachoptimiert werden, ist wesentlich Erfolg versprechender, als unüberschaubar
viele Kampagnen nebeneinander herlaufen zu lassen.
Experimente für mehr Conversions
Kernthese 2
Strategieplanung und Vorbereitung sind wichtige Faktoren
für eine erfolgreiche Automation.
Testen sollten Unternehmen bereits in der Evaluationsphase der MarketingAutomation-Software mit dem Demozugang. Dazu gehören Vorlagen für die
verschiedenen E‑Mail-Programme und Variantentests mit verschiedenen
Anreden, Betreffzeilen und grafischen Elementen. Einsteiger treffen mit einfachen ersten Automationen eine gute Entscheidung. In solchen ersten Kampagnen können alle beteiligten Mitarbeiter Erfahrungen mit der Software
und ihrer Funktionsweise sammeln. Mit Experimenten bessere Conversions
zu erzielen, ist mit Marketing-Automation gut möglich. Hier ist eine positive Kultur notwendig, welche die Teams im Ausprobieren bestärkt und auf
diese Weise innovative Wege entwickelt, denn Marketing-Automation-Software vereinfacht das Austesten der verschiedensten Varianten beträchtlich.
Gut dokumentieren
Damit der Überblick in der Fülle an Möglichkeiten und Tests nicht verloren
geht, ist sauberes Dokumentieren der verschiedenen Aspekte (Mitteilungen/Journey/Zeit/Engagement/Systeme) wichtig. Gebündelt in einer einzigen Dokumentation bleiben Änderungen und Einstellungen auch über längere Zeit nachvollziehbar. Auch für neu hinzukommende Teammitglieder
ist das Einarbeiten dann wesentlich einfacher. Nutzt man einheitliche Namenskonventionen für die Arbeit mit der Automatisierung, bleibt die Orientierung in den Kampagnen auch langfristig erhalten.
Umgang mit Daten – ein sensibles Thema
Marketing-Automation ist in besonders hohem Maß eine datenbasierte
Marketingmethode, bei der die Nutzerdaten quasi der „Treibstoff “ sind.
Diese Softwaresysteme sind dazu in der Lage, selbst Daten zu sammeln und
diese dann wiederum als Kampagnenauslöser und zur Personalisierung zu
nutzen. Umso wichtiger ist eine exzellente und aktuelle Datenqualität für
den Erfolg automatisierter Kampagnen. Ohne eine konkrete Datenmanagementstrategie ist dies kaum im erforderlichen Ausmaß erreichbar.
286
Wirtschaftsinformatik & Management
4 | 2021
Schwerpunkt
Reportings und Analytik
Der Erfolg einer Werbemaßnahme, ganz gleich ob automatisiert oder nicht,
wird über Analytikdaten ermittelt. Weil Daten und deren Analyse das Herz
erfolgreicher Marketing-Automation ausmachen, kommen die meisten Systeme bereits mit einer eigenen Analytikfunktion. Weitere Analysetools stellen jedoch unter Umständen eine wichtige Ergänzung dar und liefern in der
Kombination miteinander ein noch besseres Bild der Performance.
Ideal ist ein Dashboard, welches die Werte aus mehreren Datenquellen anzeigt. Dies schafft einen wirklich ganzheitlichen Überblick über alle Marketingmaßnahmen und erlaubt noch mehr Kundenzentriertheit.
Da Analytiksoftware aber sehr viele Werte ausliefern kann, stehen Unternehmen vor der Entscheidung, die wichtigsten Merkmale zu bestimmen.
Zahlreiche Systeme arbeiten heute bereits mit KI und Maschinenlernen,
um die gewonnenen Daten aufzubereiten. Der Übersichtlichkeit halber sollten zum regelmäßigen Monitoring aber trotzdem nur die wichtigsten Werte
herangezogen werden. Auf individualisierten Dashboards liefern sie dann
den idealen Überblick über Kampagnenperformance und weitere Vorgänge. Auch hier ist viel Vorarbeit im Unternehmen möglich, beispielsweise
in Form einer Liste, welche die wichtigsten zu analysierenden Werte zusammenstellt. Diese bilden dann eine gute Grundlage, um Optimierungspotenziale von Kampagnen zu identifizieren und entsprechende Optimierungsmaßnahmen zu schaffen, denn ohne Daten sind keine zielgerichteten
Optimierungen möglich.
Kernthese 3
Best Practices geben erste
Orientierung für den Einstieg.
Know-how beschaffen
Startet ein Unternehmen zum ersten Mal mit Marketing-Automation sind
möglicherweise auch grundlegende Funktionen nicht bekannt. Qualifizierte
Fachkräfte aus dem Bereich Marketing-Automation einzustellen, wäre ideal,
dies ist aber nicht immer möglich. Deswegen sind die Trainingsprogramme
des Herstellers ein Faktor, der auch bei der Systemwahl eine Rolle spielen
sollte. Sind die Trainings eher als einmaliges Onboarding gedacht oder gibt
es eine umfassende Reihe an Webinaren in einer Akademie mit einem größeren User-Forum? Die gute Erreichbarkeit und Schnelligkeit des Supports
zu üblichen Geschäftszeiten gilt ebenfalls als wichtiger Faktor. Gerade in der
Startphase treten unvorhergesehene Fragen auf, die eine schnelle Beantwortung verlangen. Schlecht erreichbarer Support hat dann das Potenzial, den
gesamten Zeitplan durcheinanderzubringen. Einsteiger profitieren bei der
Vorbereitung und Durchführung der ersten Kampagne in aller Regel von
externen Experten. Sie helfen beim Verstehen und Einbinden der Software
in die komplette Unternehmensinfrastruktur, kennen Funktionen und die
Auswirkungen sehr spezifischer Einstellungen. Zudem können sie Mitarbeiter exakt auf das eingesetzte Produkt schulen und unterstützen.
Erste Schritte mit einer Investition in die Zukunft
Ganz ohne Frage sind die ersten Schritte mit Marketing-Automation herausfordernd und selten erleben Einsteiger sofort nach dem Start der ersten
Wirtschaftsinformatik & Management 4 | 2021
287
Schwerpunkt
Handlungsempfehlung
• Frühzeitige Strategie- und Content-
planung macht das Tool schnell nutzbar.
• Umfangreiche Tests und lückenlose Dokumentationen helfen, Marketing-Automation schnell zu verstehen und die Leistung zu steigern.
• Externe Unterstützung hilft nicht nur
bei der Systemwahl und der ersten
Kampagne, sondern auch bei späteren Healthchecks.
Kampagne eine Welle des Erfolgs. Die hier dargestellten Best Practices geben
jedoch den Weg vor, der notwendig ist, um längerfristig mit dieser Marketingmethode erfolgreich zu sein. Auch wenn die ersten Gehversuche an viel
Vorbereitung gekoppelt sind, rechtfertigen mittel- bis langfristig die exzellenten Resultate diesen Einsatz durchaus. Marketing-Automation ist immer
für den Kunden da – rund um die Uhr an jedem Wochentag. Zu bedenken
ist dabei auch, dass Marketing-Automation-Software nicht nur für automatisiertes Inbound-Marketing genutzt werden kann. Die meisten Systeme
bringen alle Funktionen mit, um interne Workflows zu optimieren und auf
diese Weise eine weitere Effizienzsteigerung zu erreichen. Hier sind die Unternehmen selbst gefordert, die Bereitschaft zum Wandel mitzubringen und
diese Investition in den zukünftigen Erfolg anzupacken.
Funding. Open access funding provided by University of Applied Sciences
in Business Administration Zurich HWZ.
Open Access. Dieser Artikel wird unter der Creative Commons Namensnennung 4.0 International Lizenz veröffentlicht, welche die Nutzung, Vervielfältigung, Bearbeitung, Verbreitung und Wiedergabe in jeglichem Medium und Format erlaubt, sofern Sie den/die ursprünglichen Autor(en) und
die Quelle ordnungsgemäß nennen, einen Link zur Creative Commons Lizenz beifügen und angeben, ob Änderungen vorgenommen wurden.
Die in diesem Artikel enthaltenen Bilder und sonstiges Drittmaterial unterliegen ebenfalls der genannten Creative Commons Lizenz, sofern sich aus
der Abbildungslegende nichts anderes ergibt. Sofern das betreffende Material nicht unter der genannten Creative Commons Lizenz steht und die betreffende Handlung nicht nach gesetzlichen Vorschriften erlaubt ist, ist für
die oben aufgeführten Weiterverwendungen des Materials die Einwilligung
des jeweiligen Rechteinhabers einzuholen.
Weitere Details zur Lizenz entnehmen Sie bitte der Lizenzinformation auf
http://creativecommons.org/licenses/by/4.0/deed.de.
Literatur
[1] Schoepf, A. (2020). Mehr Erfolg mit Marketing Automation. Wie man automatisiert Neukunden generiert und bis zu 30 Prozent mehr verkauft (4. Aufl.). Norderstedt: BoD – Books on Demand.
Mehr zum Thema finden Sie online
www.springerprofessional.de/wum
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Hier steht eine Anzeige.
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https://openalex.org/W4210469687
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https://www.frontiersin.org/articles/10.3389/fitd.2021.771030/pdf
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English
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Achievements, Gaps, and Emerging Challenges in Controlling Malaria in Ethiopia
|
Frontiers in tropical diseases
| 2,022
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cc-by
| 4,795
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Achievements, Gaps, and
Emerging Challenges in
Controlling Malaria in Ethiopia Amsalu Woldie Yalew 1,2,3* 1 Department of Environmental Sciences, Informatics and Statistics, Ca’ Foscari University of Venice, Venice, Italy,
2 Economic Analysis of Climate Impacts and Policy Division, Euro-Mediterranean Center on Climate Change, Venice, Italy,
3 RFF-CMCC European Institute on Economics and the Environment, Venice, Italy Controlling malaria is one of the top health sector priorities in Ethiopia. The concrete
prevention, control, and treatment interventions undertaken in the past two decades have
substantially reduced the morbidity and mortality attributable to malaria. Emboldened by
these past achievements, Ethiopia envisages to eliminate malaria by 2030. Realizing this
ambition, however, needs to further strengthen the financial, technical, and institutional
capacities to address the current as well as emerging challenges. It particularly needs to
step up measures pertaining to diagnosis, domestic resource mobilization, vector
surveillance, and seasonal weather forecasting. HIGHLIGHTS •
Ethiopia has made a remarkable progress in terms of controlling malaria, especially, since 2004. •
It is further campaigning towards a “malaria free Ethiopia”. *Correspondence:
Amsalu Woldie Yalew
amsaluwoldie.yalew@unive.it p g
g
p
•
This requires building strong cross-sectoral and cross-border coordination capacity. p g
g
p
•
This requires building strong cross-sectoral and cross-border coordination capacity. •
It also needs to scale up research and surveillance on emerging malaria vectors. •
The implications of irrigation and hydropower dams on malaria transmission should not be
undermined. •
The implications of irrigation and hydropower dams on malaria transmission should not be
undermined. Specialty section:
This article was submitted to
Disease Prevention
and Control Policy,
a section of the journal
Frontiers in Tropical Diseases
Received: 05 September 2021
Accepted: 09 December 2021
Published: 25 January 2022
Citation:
Yalew AW (2022) Achievements,
Gaps, and Emerging Challenges in
Controlling Malaria in Ethiopia. Front. Trop. Dis. 2:771030. doi: 10.3389/fitd.2021.771030 Specialty section:
This article was submitted to
Disease Prevention
and Control Policy,
a section of the journal
Frontiers in Tropical Diseases
Received: 05 September 2021
Accepted: 09 December 2021
Published: 25 January 2022 Specialty section:
This article was submitted to
Disease Prevention
and Control Policy,
a section of the journal
Frontiers in Tropical Diseases
Received: 05 September 2021
Accepted: 09 December 2021
Published: 25 January 2022
Citation:
Yalew AW (2022) Achievements,
Gaps, and Emerging Challenges in
Controlling Malaria in Ethiopia. Front. Trop. Dis. 2:771030. doi: 10.3389/fitd.2021.771030 Specialty section:
This article was submitted to
Disease Prevention
and Control Policy,
a section of the journal
Frontiers in Tropical Diseases Edited by: Edited by:
Son H. Nghiem,
Griffith Health, Griffith University,
Australia Keywords: malaria risk, malaria control, malaria funding, health policy, Ethiopia Reviewed by:
Megha Raj Banjara,
Tribhuvan University, Nepal
Jun Feng,
Shanghai Municipal Center for Disease
Control and Prevention (SCDC), China Reviewed by:
Megha Raj Banjara,
Tribhuvan University, Nepal
Jun Feng,
Shanghai Municipal Center for Disease
Control and Prevention (SCDC), China
*Correspondence:
Amsalu Woldie Yalew
amsaluwoldie.yalew@unive.it INTRODUCTION Malaria is one of the major infectious tropical diseases with substantial socio-economic
repercussions in the sub-Saharan Africa region. In 2019, WHO’s African Region accounted for
about 94% of malaria cases while only six African countries (Nigeria, Democratic Republic of the
Congo, Tanzania, Mozambique, Niger, and Burkina Faso) accounted for about 51% of all malaria
deaths globally (1). The number of estimated malaria cases in Africa in 2019 were 215 million (1). POLICY BRIEF
published: 25 January 2022
doi: 10.3389/fitd.2021.771030 Keywords: malaria risk, malaria control, malaria funding, health policy, Ethiopia POLICY RESPONSES TO MALARIA Section 2
gives a brief overview of the malaria risk in Ethiopia. Section 3
succinctly presents the malaria prevention and control measures
followed by the past achievements, the current gaps, and
emerging issues related to malaria control measures in Section
4. This is followed by some recommendations in Section 5, and
conclusions in Section 6. Ethiopia started scaling up prevention and control measures in
2004 (5). Notable large-scale interventions include distribution of
long-lasting insecticidal nets (LLINs), and indoor residual spraying
(IRS), and introduction of additional diagnosis and treatment
mechanisms such as artemisinin-based combination therapy
(ACT), artemether lumefantrine (AL), and rapid diagnostic test
(RDT) (5, 7, 13). Furthermore, in2010 itstarted implementing test-
treat policy, i.e., administration of antimalarial drugs based on test
results (5). Figure 2, which is adapted from (5), depicts the timeline
for major interventions between 1995 and 2016. Citation: Malaria-related morbidity and mortality entail substantial private costs (e.g., direct costs due to
clinical treatments, and indirect costs due to reduced labor productivity) and societal costs (e.g.,
increasing public health expenditure, and effects on labor, investment, and tourism flows) in many
tropical countries (2). January 2022 | Volume 2 | Article 771030 Frontiers in Tropical Diseases | www.frontiersin.org Yalew Malaria Control in Ethiopia Yalew There are five distinct malaria risk strata classified based on
annual parasite incidence (API) per 1,000 population, elevation,
and expert opinions (7). According to the latest malaria risk
classification, about 18% of the population lives in high (API ≥
50)andmoderate(10≤API<50)riskstrata.Suchclassificationsare
important as they facilitate the design and implementation of most
appropriate interventions per strata (5, 7, 14). It worth noting here
that the latest stratification (7) and percentage distribution of
population living under each risk stratum is different from the
previous stratifications and percentage distributions such as, for
example,theonein2014(14).Figure1collatesthetwostratification
maps together. See also that the latest stratification adds one more
stratum which is very low risk. Currently, more than 50% of the population in Ethiopia is
exposed to the risk of malaria infection (3–5). Despite the range
of prevention measures undertaken in the last two decades, malaria
remainstobeoneofthetoptencausesofmorbidityandmortalityin
Ethiopia (6) with substantial repercussions for the macroeconomy
(7,8).The effectsofmalariapropelinto themacroeconomythrough
two main channels. The first is through agricultural labor
productivity changes as the malaria transmission seasons
(September to December, and April to May) coincide with the
main agriculture harvest seasons (5, 7, 8). Agriculture is the main
sourceofemployment(≈75%)andmerchandiseexportearnings(≈
80%) in Ethiopia (9). The second way is through government
budget allocation and fiscal balance as government is the main
health service provider (4). Seen against the forgoing conditions in
Ethiopia, even a marginal increase in the risk of malaria has
profound socio-economic implications making malaria disease
public health as well as economic problem (8). Frontiers in Tropical Diseases | www.frontiersin.org POLICY RESPONSES TO MALARIA Ethiopia has been fighting malaria through formal institutions for
more than five decades (5, 13). Today, malaria is one of its top
national health and economic development priorities (7). In line
with this, especially since 2004, the Government of Ethiopia
together with its international partners has implemented a series
of malaria prevention, control, and elimination programs (7)
including preparing malaria guidelines (15, 16) and strategies (7,
17–19), and conducting surveys (14, 20, 21). The guidelines present
detailed procedures on implementing and reporting various
malaria vector control, diagnosis and treatment, and surveillance
and response activities (15, 16). The periodic surveys produce
evidence needed to formulate as well as evaluate different policy
measures. All in all, policy wise, Ethiopia is stepping up its efforts to
move from controlling (17) to eliminating (7) malaria. It is therefore important to assess the status of malaria risk, and
tocontinuouslyevaluatethepreventionandcontrolmeasuresinthe
country. It is equally important to identify the existing policy and
implementation gaps, and emerging challenges that may
undermine (or even reverse) the progress made so far. This paper
aims to contribute its part in this regard. It briefly discusses the
status of malaria risk, the past achievements, gaps, and emerging
challenges in fighting malaria in Ethiopia. The study is a narrative
overview that aims to briefly synthesize the existing knowledge, and
todraw implications for future research and policy makers (10–12). It is therefore important to assess the status of malaria risk, and
tocontinuouslyevaluatethepreventionandcontrolmeasuresinthe
country. It is equally important to identify the existing policy and
implementation gaps, and emerging challenges that may
undermine (or even reverse) the progress made so far. This paper
aims to contribute its part in this regard. It briefly discusses the
status of malaria risk, the past achievements, gaps, and emerging
challenges in fighting malaria in Ethiopia. The study is a narrative
overview that aims to briefly synthesize the existing knowledge, and
todraw implications for future research and policy makers (10–12). The remainder of the paper is structured as follows. Section 2
gives a brief overview of the malaria risk in Ethiopia. Section 3
succinctly presents the malaria prevention and control measures
followed by the past achievements, the current gaps, and
emerging issues related to malaria control measures in Section
4. This is followed by some recommendations in Section 5, and
conclusions in Section 6. The remainder of the paper is structured as follows. OVERVIEW OF MALARIA RISK A
B
FIGURE 1 | Malaria risk stratification in Ethiopia, 2014 (A), and 2020 (B). A
B
FIGURE 1 | Malaria risk stratification in Ethiopia, 2014 (A), and 2020 (B). A
FIGURE 1 | Malaria risk stratification in Ethiopia, 2014 (A), and 2020 (B). B B A A FIGURE 1 | Malaria risk stratification in Ethiopia, 2014 (A), and 2020 (B). FIGURE 2 | Timeline of major malaria control, diagnosis, and treatment interventions in Ethiopia, 1995-2016. FIGURE 2 | Timeline of major malaria control, diagnosis, and treatment interventions in Ethiopia, 1995-2016. country offers malaria diagnosis or treatment (4). Table 1
presents the key trends in public health services, in malaria
control measures, and in malaria disease in the past two decades. number of deaths due to malaria declined by 54% between 2000
and 2016 (31) while the age-standardized mortality rate of
malaria has declined by 96.5% between 1990 and 2015 (32). Ethiopia is also on a good track in terms of meeting its Global
Technical Strategy for Malaria (2016-2030) (1, 7). ACHIEVEMENTS, GAPS, AND
EMERGING ISSUES These past achievements encouraged the country to set more
ambitious future goals. It envisages to reduce malaria morbidity
and mortality, relative to 2020, by 50% in 2025 and to eliminate
malaria by 2030 (7). More specifically, it aims to reduce malaria
deaths per 100,000 population at risk (from 0.36 to 0.1), and the
number of reported cases (from 1.7 million to 0.7 million)
between 2019/20 and 2025/26 (7). Seen against these past OVERVIEW OF MALARIA RISK Malaria transmission in Ethiopia is seasonal, unstable, and often
characterized by highly focal and large-scale cyclic epidemics (1,
7). Areas lying at altitudes between 1600 and 2000 meters above
sea level (masl) are in general epidemic prone hypo-endemic
zones of malaria (4) although some studies could also detected
malaria in areas higher than 2000 masl (5, 7). Altitude, climate,
environmental changes (e.g., due to dams, roads construction,
agricultural projects), and housing conditions are important
determinants of malaria risk and transmission in Ethiopia (3,
7). Overall, more than 50% of the total population in Ethiopia is
exposed to the risk of malaria infection (3–5). Every year, four to
five million people are affected by malaria (3, 13) while a major
epidemic occurs every five to eight years (7). Remarkable progress has been made afterwards. The share of
households in malarious areas (≤2000 masl) that possess at least one
LLINs and received IRS have, respectively, reached 85% and 93% in
2019 (22). The introduction of RDTs in 2004 was a significant step
forward in terms of case detection and management (3) since RDTs
are easy to use and to deploy in rural areas (23) where 80% of
Ethiopians live. These mass scale deployment of malaria specific
inputs were also accompanied by the deployment of health extension
workers (HEW) in rural areas which conduct home-to-home
outreach activities, and provide basic curative, promotive, and
preventive services at health posts (24). The reported malaria cases remain higher than one million
cases per annum. On an average, about 1.6 million malaria cases
(more than 60% is related to the P. falciparum species) are
reported between 2010 and 2019 (1, 5). The rate of the P. falciparum species is especially higher in the lowland regions (7). The malaria-specific interventions are also complemented
with the overall increase in the number of health infrastructure
(e.g., public health facilities and professionals) which profoundly
improved malaria case management (13, 24). Notwithstanding
the limitations, currently, about 68% of the facilities in the January 2022 | Volume 2 | Article 771030 2 Malaria Control in Ethiopia Yalew Yalew country offers malaria diagnosis or treatment (4) Table 1
number of deaths due to malaria declined by 54% between 2000
A
B
FIGURE 1 | Malaria risk stratification in Ethiopia, 2014 (A), and 2020 (B). FIGURE 2 | Timeline of major malaria control, diagnosis, and treatment interventions in Ethiopia, 1995-2016. Achievements The range of malaria prevention and control measures discussed
in the preceding section are paying off. Mortality and morbidity
attributable to malaria have significantly declined (7, 30). The January 2022 | Volume 2 | Article 771030 Frontiers in Tropical Diseases | www.frontiersin.org 3 Malaria Control in Ethiopia Yalew TABLE 1 | Public health services, malaria interventions, and malaria disease in Ethiopia, 2000-2019. Indicator
Unit
2000/01
2004/05
2009/10
2014/15
2018/19
Source
Public Health Services
Health facilities
Number
3,502
6,162
16,450
20,183
21,154
(22, 25–28)
Health professionals
Number
19,529
19,823
39,558
71,529
87,800
(22, 25–28)
Health extension workers
Number
0
2,737
34,396
42,336
42,336
(22, 25–28)
Malaria interventions
Households in the malarious areas with IRS conducted during the year
Percent
10.5
20
57.2
90
93
(20, 22, 25, 26, 29)
Households in malarious area that have at least one LLINs
Percent
5.7
68.9
55.2
63.6
85
(4, 20–22, 25, 29)
Malaria disease
Incidence of malaria (per 1,000 population at risk)
Number
157
190
126
55
32
(30)
Malaria deaths (per 100,000 people)
Number
29.6
29.9
3.7
2.4
3.2
(30)
Health facilities in 2000/01 and 2004/05 include non-public facilities. Health professionals include physicians, health officer, nurses, pharmacist, laboratory technicians, and environmental
and sanitation experts. Deploying health extension workers started in 2004. The percentages for the IRS in 2000/01 and 2004/05 are relative to total households in the country while the
percentage for the LLINs in 2000/01 refer to any type of mosquito nets. TABLE 1 | Public health services, malaria interventions, and malaria disease in Ethiopia, 2000-2019. Health facilities in 2000/01 and 2004/05 include non-public facilities. Health professionals include physicians, health officer, nurses, pharmacist, laboratory technicians, and environmental
and sanitation experts. Deploying health extension workers started in 2004. The percentages for the IRS in 2000/01 and 2004/05 are relative to total households in the country while the
percentage for the LLINs in 2000/01 refer to any type of mosquito nets. found in (23). The readiness for malaria diagnostic capacity is
55% in private health facilities compared to 80% in government
health facilities (4). achievements and the ongoing efforts, Ethiopia’s aim to eliminate
malaria by 2030 seems ambitious but attainable. (13). There are
however outstanding gaps and emerging challenges that should
be addressed to keep this momentum of fighting malaria. Some
of them are highlighted below. Achievements On the other hand, sufficient and sustained amount offunding
is required to keep the momentum of fighting malaria (24). The
generous funding from external sources has been one of the major
reasons behind the past success (5, 13). Development assistance,
for instance, contributes about 57% of an estimated US$ 81.2
million total spending on malaria in 2016 (34). See also Figure 3
which is based on (34). The Global Fund and the US Presidents’
Malaria Initiative (PMI) are the two main sources of external
funds (7). Ethiopia received close to US$ 0.5 billion between 2008
and 2021 from the PMI funds (35). The biggest share of the
external funds is spent on fixed costs and commodities such as
LLINs, ACTs, and RDTs (7, 35). As such, it is fair to argue that
the prospects of malaria elimination goals partly hinges on the
financial commitments by the international donors. The amount
of external funds are however expected to decline, and thus
domestic sources should fill the gap. For example, the
Government of Ethiopia anticipates financing about 56% of the
total spending required to implement the malaria elimination
plan by 2025/26 (7). In spite of this increased budgetary Gaps Diagnosis is one of the key factors in controlling and eliminating
malaria. In Ethiopia, 63% of the health facilities provide malaria
diagnosis testing (4). Of the alternative methods of malaria
diagnosis (33), a microscopic diagnosis allows for the
identification of parasitemia percentage, parasitic morphology,
and speciation (23). The microscopic diagnosis in Ethiopia is
limited. Health facilities that offered malaria diagnosis by
microscopy (17%) was much lower than health facilities that
offered diagnosis by clinical symptoms (42%) and RDT (54%)
(4). Diagnosis by microscopy is available only in 7% of the rural
health facilities (4). This represents a major diagnosis capacity
gap seen against the fact that about 80% of the population lives in
rural areas (7) with poor housing conditions, and thus at higher
risk of infection (3). A recent review on the relative advantages
and limitations of different malaria diagnostic methods can be FIGURE 3 | Malaria spending in Ethiopia by source, 2016. January 2022 | Volume 2 | Article 771030 Frontiers in Tropical Diseases | www.frontiersin.org Malaria Control in Ethiopia Yalew CONCLUSIONS Ethiopia has been undertaking a wide range of policy measures
to control malaria, especially, after 2004. Consequently, mortality
and morbidity attributable to malaria have declined significantly. To keep the momentum of fighting malaria, however, Ethiopia
needs to strengthen its institutional capacity pertaining to
domestic resource mobilization, diagnosis by microscopy,
vector surveillance, and climate information processing and
seasonal weather forecasting. These actions need, among
others, to layout and enhance cross-sectoral coordination (e.g.,
with irrigation, hydropower, and climate change), and cross-
border cooperation (e.g., for better surveillance of vectors)
mechanisms. Future public budget allocation to fight malaria
should factor in these and other emerging challenges. Emerging Challenges •
Consider dam reservoir management as one of malaria vector
control tools (48). •
Consider dam reservoir management as one of malaria vector
control tools (48). g
g
g
The past progress in fighting malaria is threatened by a set of
emerging challenges due to such as mosquito resistance to
insecticides, the emergence of new vectors, the potential side
effects of irrigation and hydropower reservoirs, and climate
change and variability (7). Recent evidence shows that local
vectors are generally resistant to dichloro-diphenyl-trichloroethane
(DDT) and pyrethroids (35), and the LLINs (36). The use of
DDT for IRS was of course discontinued in 2007 (5). The
emergence of new vectors such as the A.stephensi, which were
not previously widely known, poses yet another challenge (1, 7). Anopheles stephensi mosquitoes breed predominately in urban
settings preferably in man-made water containers and poses risk
for increased transmission of P. falciparum and P.vivax (37). Currently, the A. stephensi vector is widely distributed and
established in the eastern parts of Ethiopia (38). On the other
hand, Ethiopia is expanding irrigation and hydropower dams
that were found intensifying malaria transmission (39). For
instance, malaria incidence was about 32% among households
in villages with irrigation micro-dams compared to 19% in
villages with no micro-dams in northern Ethiopia (40). The
side effects are much more pronounced in the lowland and
midland ecological settings (41) where the country is recently
eyeing to expand its large-scale irrigated agriculture. On top of
this, temperature suitability for malaria is climbing into the
highlands of Ethiopia (42, 43) because of which the prevalence
of malaria is projected to increase (44). A case study in northern
Ethiopia shows that climate change may increase area suitable
for malaria transmission by 94 to 114% by 2050 (45). Overall,
countrywide, up to 130 million people may be at risk of malaria
by 2070 (46) that could induce substantial economic costs (8, 42). •
Scale up research (38), and surveillance (37) capacity
particularly with regard to the emerging vectors. •
Pursue regional cooperation to control cross-border malaria
transmission through migration (24), and to surveille the
emerging vectors (38). ACTIONABLE RECOMMENDATIONS commitment from the government, however, implementing the
current Ethiopia Malaria Elimination Strategic Plan (2021/22-
2025/26) will still face about US$ 167.9 million financial gap (7). Diversifying the sources of funds is particularly important in light
of unforeseen global and domestic challenges such as the COVID-
19 pandemics that may affect the priority areas of the government
as well as international partners (7). Therefore, in order to maintain the momentum of fighting
malaria, it needs to scale up measures related to funding,
climate services, and vector control. More specifically, it needs to: •
Raise the domestic resource mobilization capacity (7). •
Enhance climate information processing capacity (47). AUTHOR CONTRIBUTIONS The author confirms being the sole contributor of this work and
has approved it for publication. 8. Yalew AW. Revisiting Economic Burdens of Malaria in the Face of Climate
Change: A Conceptual Analysis for Ethiopia. Int J Climate Change Strategies
Manage (2021) 13(1):1–18. doi: 10.1108/IJCCSM-05-2020-0045 8. Yalew AW. Revisiting Economic Burdens of Malaria in the Face of Climate
Change: A Conceptual Analysis for Ethiopia. Int J Climate Change Strategies
Manage (2021) 13(1):1–18. doi: 10.1108/IJCCSM-05-2020-0045 14. Ethiopian Public Health Institute. Ethiopian National Malaria Indicator
Survey 2015. Addis Ababa (2016). y
15. Ministry of Health. National Malaria Guidelines. 3rd Edition. Addis Ababa (2012). 13. Bugssa G, Tedla K. Feasibility of Malaria Elimination in Ethiopia. Ethiopian J
Health Sci (2020) 30(4):607–14. doi: 10.4314/ejhs.v30i4.16 REFERENCES Addis Ababa (2006). 38. Balkew M, Mumba P, Dengela D, Yohannes G, Getachew D, Yared S, et al. Geographical Distribution of Anopheles Stephensi in Eastern Ethiopia. Parasit Vectors (2020) 13:135. doi: 10.1186/s13071-020-3904-y 18. Ministry of Health. National Strategic Plan for Malaria Prevention, Control
and Elimination in Ethiopia: 2011-2015. Addis Ababa (2010). 39. Yewhalaw D, Legesse W, Van Bortel W, Gebre-Selassie S, Kloos H, Duchateau
L, et al. Malaria and Water Resource Development: The Case of Gilgel-Gibe
Hydroelectric Dam in Ethiopia. Malaria J (2009) 8:21. doi: 10.1186/1475-
2875-8-21 Ministry of Health. National Malaria Elimination Roadmap. Addis 20. Ministry of Health. Ethiopian National Malaria Indicator Survey 2007. Addis
Ababa (2008). 21. Ethiopian Health and Nutrition Research Institute. Ethiopia National Malaria
Indicator Survey 2011. Addis Ababa (2012). 40. Ersado L. Small-Scale Irrigation Dams, Agricultural Production, and Health:
Theory and Evidence From Ethiopia. In: World Bank Policy Research Working
Paper, World Bank, Washington, DC. (2005). p. 3494. 22. Ministry of Health. Health and Health Related Indicators, 2018/19. Addis
Ababa (2019). 41. Kibret S, Wilson GG, Ryder D, Tekie H, Petros B. Malaria Impact of Large
Dams at Different Eco-Epidemiological Settings in Ethiopia. Trop Med Health
(2017) 45:4. doi: 10.1186/s41182-017-0044-y 23. Mbanefo A, Kumar N. Evaluation of Malaria Diagnostic Methods as a Key for
Successful Control and Elimination Programs. Trop Med Infect Dis (2020)
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24. PATH. Ethiopia: Charting the Path to Malaria Elimination. Addis Ababa (2019). 43. Lyon B, Dinku T, Raman A, Thomson MC. Temperature Suitability for
Malaria Climbing the Ethiopian Highlands. Environ Res Lett (2017)
12:064015. doi: 10.1088/1748-9326/aa64e6 25. Ministry of Health. Health and Health Related Indicators, 2014/15. Addis
Ababa (2015). 26. Ministry of Health. Health and Health Related Indicators, 2009/10. Addis
Ababa (2010). 44. Taye G, Kaba M, Woyessa A, Deressa W, Simane B, Kumie A, et al. Modeling
Effect of Climate Variability on Malaria in Ethiopia. Ethiopian J Health Dev
(2015) 29(3):183–96. 27. Ministry of Health. Health and Health Related Indicators, 2004/05. Addis
Ababa (2005). 28. Ministry of Health. Health and Health Related Indicators, 2000/01. Addis
Ababa (2001). 45. Abrha H,Hagos H,BrhaneE,Hadgu M, Mamo G.Spatio-TemporalDynamics of
Malaria Expansion Under Climate Change in Semi-Arid Areas of Ethiopia. Environ Hazards (2019) 18(5):400–13. doi: 10.1080/17477891.2019.1609405 29. Central Statistical Agency and ORC Macro. Ethiopia Demographic and Health
Survey 2005. Addis Ababa (2006). 46. World Health Organization. REFERENCES Climate and Health Country Profile: Ethiopia
(2015). Available at: https://apps.who.int/iris/handle/10665/208861 (Accessed
July 10, 2021). 30. Roser M, Ritchie H. Malaria (2019). Available at: https://ourworldindata.org/
malaria (Accessed November 17, 2021). 31. Girum T, Shumbej T, Shewangizaw M. Burden of Malaria in Ethiopia, 2000-
2016: Findings From the Global Health Estimates 2016. Trop Dis Travel Med
Vaccines (2019) 5:11. doi: 10.1186/s40794-019-0090-z 47. Ghebreyesus TA, Tadesse Z, Jima D, Bekele E, Mihretie A, Yihdego YY, et al. Using Climate Information in the Health Sector. Field Actions Sci Rep (2009) 2
(2):63–7. doi: 10.5194/facts-2-63-2009 32. Deribew A, Dejene T, Kebede B, Tessema GA, Melaku YA, Misganaw A, et al. Incidence, Prevalence and Mortality Rates of Malaria in Ethiopia From 1990
to 2015: Analysis of the Global Burden of Diseases 2015. Malaria J (2017)
16:271. doi: 10.1186/s12936-017-1919-4 48. Kibret S, Wilson GG, Ryder D, Tekie H, Petros B. Environmental and
Meteorological Factors Linked to Malaria Transmission Around Large
Dams at Three Ecological Settings in Ethiopia. Malaria J (2019) 18:54. doi: 10.1186/s12936-019-2689-y 33. Center for Disease Control and Prevention. Malaria Diagnosis (United States)
(2021). Available at: https://www.cdc.gov/malaria/diagnosis_treatment/
diagnosis.html (Accessed November 15, 2021). Conflict of Interest: The author declares that the research was conducted in the
absence of any commercial or financial relationships that could be construed as a
potential conflict of interest. 34. Haakenstad A, Harle AC, Tsakalos G, Micah AE, Dieleman JL. Tracking
Spending on Malaria by Source in 106 Countries, 2000-16: An Economic
Modelling Study. Lancet Infect Dis (2019) 19(7):703–16. doi: 10.1016/S1473-
3099(19)30165-3 Publisher’s Note: All claims expressed in this article are solely those of the authors
and do not necessarily represent those of their affiliated organizations, or those of
the publisher, the editors and the reviewers. Any product that may be evaluated in
this article, or claim that may be made by its manufacturer, is not guaranteed or
endorsed by the publisher. 35. The President’s Malaria Initiative. Ethiopia Malaria Operational Plans (2021). Available at: https://www.pmi.gov/where-we-work/ethiopia/ (Accessed July
19, 2021). 36. Kendie FA, W/Kiros TH, Semegn EN, Ferede MW. Prevalence of Malaria
Among Adults in Ethiopia: A Systematic Review and Meta-Analysis. J Trop
Med (2021) 8863002:9. doi: 10.1155/2021/8863002 Copyright © 2022 Yalew. This is an open-access article distributed under the terms of
the Creative Commons Attribution License (CC BY). REFERENCES 1. World Health Organization. World Malaria Report 2020. Geneva (2020). 1. World Health Organization. World Malaria Report 2020. Geneva (2020). g
9. National Bank of Ethiopia. Annual Economic Report-2019/20. Addis Ababa (2021). 2. Gallup JL, Sachs JD. The Economic Burden of Malaria. Am J Trop Med Hyg
(2001) 64(1):85–96. doi: 10.4269/ajtmh.2001.64.85 10. Pare G, Trudel M, Jaana M, Kitsiou S. Synthesizing Information Systems
Knowledge: A Typology of Literature Reviews. Inf Manage (2015) 52:183–99. doi: 10.1016/j.im.2014.08.008 3. Ayele DG, Zewotir TT, Mwambi HG. Prevalence and Risk Factors of Malaria
in Ethiopia. Malaria J (2012) 11:195. doi: 10.1186/1475-2875-11-195 11. Cronin P, Ryan F, Coughlan M. Undertaking a Literature Review: A Step-by-Step
Approach. Br J Nurs (2008) 17(1):38–43. doi: 10.12968/bjon.2008.17.1.28059 4. Ethiopian Public Health Institute. Services Availability and Readiness
Assessment. Addis Ababa (2018). 5. Taffese HW, Hemming-Schroeder E, Koepfli C, Tesfaye G, Lee M, Kazura J,
et al. Malaria Epidemiology and Interventions in Ethiopia From 2001 to 2016. Infect Dis Poverty (2018) 7:103. doi: 10.1186/s40249-018-0487-3 12. Green BN, Johnson CD, Adams A. Writing Narrative Literature Reviews for
Peer-Reviewed Journals: Secrets of the Trade. J Chiropr Med (2006) 5(3):101–
17. doi: 10.1016/S0899-3467(07)60142-6 12. Green BN, Johnson CD, Adams A. Writing Narrative Literature Reviews for
Peer-Reviewed Journals: Secrets of the Trade. J Chiropr Med (2006) 5(3):101–
17. doi: 10.1016/S0899-3467(07)60142-6 13. Bugssa G, Tedla K. Feasibility of Malaria Elimination in Ethiopia. Ethiopian J
Health Sci (2020) 30(4):607–14. doi: 10.4314/ejhs.v30i4.16 6. Misganaw A, Melaku YA, Tessema GA, Deribew A, Deribe K, Abera S, et al. National Disability-Adjusted Life Years (DALYs) for 257 Diseases and Injuries in
Ethiopia, 1990–2015: Findings From the Global Burden of Disease Study 2015. Popul Health Metrics (2017) 15:28. doi: 10.1186/s12963-017-0146-0 14. Ethiopian Public Health Institute. Ethiopian National Malaria Indicator
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Popul Health Metrics (2017) 15:28. doi: 10.1186/s12963-017-0146-0 y
15. Ministry of Health. National Malaria Guidelines. 3rd Edition. Addis Ababa (2012). 7. Ministry of Health. National Malaria Elimination Strategic Plan: 2021-2025. Addis Ababa (2020). 7. Ministry of Health. National Malaria Elimination Strategic Plan: 2021-2025. Addis Ababa (2020). 16. Ministry of Health. National Malaria Guidelines. 4th Edition. Addis Ababa (2018). 16. Ministry of Health. National Malaria Guidelines. 4th Edition. Addis Ababa (2018). January 2022 | Volume 2 | Article 771030 Frontiers in Tropical Diseases | www.frontiersin.org 5 Malaria Control in Ethiopia Yalew Yalew 17. Ministry of Health. National Five-Year Strategic Plan for Malaria Prevention
and Control in Ethiopia: 2006-2010. January 2022 | Volume 2 | Article 771030 REFERENCES The use, distribution or
reproduction in other forums is permitted, provided the original author(s) and the
copyright owner(s) are credited and that the original publication in this journal is
cited, in accordance with accepted academic practice. No use, distribution or
reproduction is permitted which does not comply with these terms. 37. Tadesse FG, Ashine T, Teka H, Esayas E, Messenger LA, Chali W, et al. Anopheles Stephensi Mosquitoes as Vectors of Plasmodium Vivax and P. Falciparum, Horn of Africa, 2019. Emerg Infect Dis (2021) 27(2):603–8. doi: 10.3201/eid2702.200019 January 2022 | Volume 2 | Article 771030 Frontiers in Tropical Diseases | www.frontiersin.org
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https://www.hal.inserm.fr/inserm-01810195/file/41598_2018_Article_26584_2018_Eq9.pdf
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English
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Expansion of human primary hepatocytes in vitro through their amplification as liver progenitors in a 3D organoid system
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Scientific reports
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cc-by
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To cite this version: Delphine Garnier, Ruoya Li, Frédéric Delbos, Angélique Fourrier, Camille Collet, et al.. Expansion of
human primary hepatocytes in vitro through their amplification as liver progenitors in a 3D organoid
system. Scientific Reports, 2018, 8 (1), pp.8222 - 8222. 10.1038/s41598-018-26584-1. inserm-
01810195 Expansion of human primary hepatocytes in vitro
through their amplification as liver progenitors in a 3D
organoid system Delphine Garnier, Ruoya Li, Frédéric Delbos, Angélique Fourrier, Camille
Collet, Christiane Guguen-Guillouzo, Christophe Chesné, Tuan Huy Nguyen Expansion of human primary hepatocytes in vitro
through their amplification as liver progenitors in a 3D
organoid system Expansion of human primary
hepatocytes in vitro through their
amplification as liver progenitors in
a 3D organoid system Fortunately, to maintain its homeostasis the liver does possess
the impressive capacity to regenerate thanks to the proliferation of mature hepatocytes in the healthy tissue1. However in some cases of extreme severe injury, resident stem cells may take over to reconstitute liver tissue if the
unique proliferative capacity of hepatocytes is not sufficient enough to compensate for the lost2,3. A lot of works
have addressed the question of the nature of these liver stem cells, also referred to as liver progenitor cells or oval
cells, however their location and characteristics are still not well understood4,5. In terms of therapy, whether the damage is induced by a virus, an oncogene, a drug or even surgical removal,
the best way to treat hepatic disease when liver regeneration is inadequate remains the transplantation of the
whole organ or of some fraction of the liver6. However the dramatic shortage of liver organs available for trans-
plantation makes it difficult to satisfy the medical needs. To compensate for the lack of liver donors some other
alternatives have to be found, including transplantation of hepatocytes7,8. Despite several decades of investigation
and optimization of different cell culture systems, the in vitro amplification of hepatocytes on long-term remains
still very challenging, mainly due to a lost of their differentiation features and a very poor proliferation potential
in culture9. Tissue engineering has received a lot of attention lately, as recent progress has opened new perspectives, for
example to generate patient-specific human hepatocytes by the differentiation of pluripotent stem cells into
hepatocytes10, either from induced pluripotent stem cells (iPS)11–13 or embryonic stem cells (ES)14–16. These new
stem cells sources to generate hepatocytes-like cells are very promising but at this time there are still limitations,
1INSERM, Université de Nantes, Centre de Recherche en Transplantation et Immunologie UMR 1064, Nantes, France. 2Institut de Transplantation Urologie Néphrologie (ITUN), CHU Nantes, Nantes, France. 3CRCINA INSERM U1232,
Institut de Recherche en Santé de l’Université de Nantes, 8 quai Moncousu, Nantes, France. 4Biopredic International,
Saint-Grégoire, France. Correspondence and requests for materials should be addressed to D.G. (email: delphine. garnier@univ-nantes.fr) The liver is an essential organ that guarantees detoxification and many metabolic functions, including the syn-
thesis of some plasma proteins, production of hormones and bile, regulation of cholesterol and glucose storage. Any liver injury can therefore have dramatic consequences, possibly leading to hepatic pathologies such as hep-
atitis, liver fibrosis, cirrhosis or hepatocarcinoma. HAL Id: inserm-01810195
https://inserm.hal.science/inserm-01810195v1
Submitted on 7 Jun 2018 L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
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publics ou privés. HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entific research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers. www.nature.com/scientificreports www.nature.com/scientificreports ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 Expansion of human primary
hepatocytes in vitro through their
amplification as liver progenitors in
a 3D organoid system Received: 12 February 2018
Accepted: 3 May 2018
Published: xx xx xxxx Delphine Garnier1,2,3, Ruoya Li4, Frédéric Delbos1,2, Angélique Fourrier1,2, Camille Collet1,2,
Christiane Guguen-Guillouzo4, Christophe Chesné4 & Tuan Huy Nguyen1,2 Delphine Garnier1,2,3, Ruoya Li4, Frédéric Delbos1,2, Angélique Fourrier1,2, Camille Collet1,2,
Christiane Guguen-Guillouzo4, Christophe Chesné4 & Tuan Huy Nguyen1,2 Despite decades of investigation on the proliferation of adult human primary hepatocytes, their
expansion in vitro still remains challenging. To later be able to consider hepatocytes as a cell therapy
alternative or bridge to liver transplantation, dramatically impeded by a shortage in liver donors, the
first step is having an almost unlimited source of these cells. The banking of transplantable hepatocytes
also implies a protocol for their expansion that can be compatible with large-scale production. We
show that adult human primary hepatocytes when grown in 3D organoids are easily amplified,
providing a substantial source of functional hepatocytes ready for transplantation. Following their
plating, differentiated human hepatocytes are amplified during a transient and reversible step as
liver progenitors, and can subsequently be converted back to mature differentiated hepatocytes. The
protocol we propose is not only compatible with automated and high-throughput cell culture systems,
thanks to the expansion of hepatocytes in suspension, but also guarantees the generation of a high
number of functional cells from the same patient sample, with a relatively easy set up. 1
ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1
show that adult human primary hepatocytes when grown in 3D organoids are easily amplified,
providing a substantial source of functional hepatocytes ready for transplantation. Following their
plating, differentiated human hepatocytes are amplified during a transient and reversible step as
liver progenitors, and can subsequently be converted back to mature differentiated hepatocytes. The
protocol we propose is not only compatible with automated and high-throughput cell culture systems,
thanks to the expansion of hepatocytes in suspension, but also guarantees the generation of a high
number of functional cells from the same patient sample, with a relatively easy set up. The liver is an essential organ that guarantees detoxification and many metabolic functions, including the syn-
thesis of some plasma proteins, production of hormones and bile, regulation of cholesterol and glucose storage. Any liver injury can therefore have dramatic consequences, possibly leading to hepatic pathologies such as hep-
atitis, liver fibrosis, cirrhosis or hepatocarcinoma. www.nature.com/scientificreports/ including the cost and time needed to maintain and differentiate cells into hepatocytes, as well as the potential
genetic instability associated with the reprogramming strategy, compromising pitfall that will have to be consid-
ered with regard to clinical applications. g
pp
To reconstitute more faithfully the in vivo hepatic environment, 3D culture systems have also generated an
increasing interest over the last decades. Few years ago Takebe et al. were able to generate in vitro some vascu-
larized 3D liver buds resembling the adult liver tissue, by combining three cell types in the same 3D structure,
that is endodermal cells derived from induced pluripotent stem (iPS), human umbilical vein endothelial cells
(HUVECs) and mesenchymal stem cells (MSCs)17. The functionality of their system was validated by the rescue
of drug-induced liver failure in mice after transplantation of human liver buds. However, when speaking about
replacing liver transplantation by hepatocytes transplantation in human, that implies an almost unlimited source
of mature human hepatocytes to be able to meet the needs. Despite their capacity to mimic in vitro liver tissues,
it is difficult to consider liver buds model for the high scale production of human mature hepatocytes, as it rather
favors the functionality/differentiation of liver cells than their proliferation, and requires a fastidious protocol. yf
p
q
p
On the other hand, along this line of 3D cell culture, more recently Huch et al. and other teams showed the
long-term expansion of adult human liver cells as 3D organoids culture18–20. By allowing the restoration of a 3D
configuration and the contact with the extracellular matrix (ECM), combined with the proper cocktail of growth
factors and small molecules (EM expansion media), they managed to maintain Epcam (marker of liver progen-
itors) positive liver cells and induce their proliferation on long term, starting from liver tissue. A population of
liver progenitors with high proliferative capacity emerged from this 3D culture, that once transferred to differen-
tiation media (DM) became fully functional hepatocytes capable of engraftment in different mouse models18. This
work does represent a striking progress for the generation of human adult hepatocytes, however the model may
suffer of some limitations when it comes to the transfer to clinical or industrial applications21. Results Human hepatocytes from different cell batches grow differently in 3D organoids. Starting from
the protocol of Huch et al.18 to grow liver cells in 3D organoids we first tested this culture system on different
batches of liver cells, except that contrary to this study we did not sort Epcam positive cells but used cryopre-
served mature human hepatocytes. These cells were isolated from the healthy tissue of three different patients,
each suffering from a different pathology (Fig. 1A). When analyzing the number of organoids in the three cell
batches separately, it appears that there is a lot of variability between patient samples (Fig. 1B, upper panel). In
parallel the cell count at different time points showed that the kinetic of proliferation differs from batch to batch,
with a peak in proliferation around 30 days after plating and a decline in growth thereafter (Fig. 1B, middle
panel). Of note, despite the drop in the growth rate overtime, cells did not all died by 50 days but a cell fraction
still continued to proliferate for more than 2 months. In parallel the FACS analysis of the three different batches of
hepatocytes showed that they are all negative for Epcam marker (Fig. 1B lower panel, Supplementary Fig. 1A and
Supplementary Methods). This was also confirmed by immunofluorescence experiment on hepatocytes 24 h after
plating (Supplementary Fig. 1B). p
g
pp
y
g
To further investigate the properties of hepatocytes growing in 3D organoids, we decided to focus on the batch
HEP187269, that showed a better progression of proliferation between week 1 and 2, a higher number of cells per
well and a better proliferation rate on long term (Fig. 1B). This batch was used for all the subsequent experiments. Human hepatocytes plated as 3D organoids acquire features of liver progenitors. We then com-
pared the expression of different mature/progenitor liver cell markers, in short term adherent hepatocyte culture
24, 48 and 72 h after plating, and in long term 3D organoid culture around 40 days after plating and close to 2
months after plating (when cell number dramatically decreases, see Fig. 1B). www.nature.com/scientificreports/ In particular, the
3D organoid culture consists in growing cells inside a polymerized Matrigel drop, that by being very fragile and
easily breakable poses a problem on the practical side when thinking of large-scale production.h Therefore we did investigate a new protocol to improve long term culture of human hepatocytes, and enable
a transfer to industrial production thanks to a compatible process of culture. With this paper we propose a new
technic to amplify human hepatocytes as 3D organoids in suspension, without the need of sorting Epcam positive
cells. Besides the advantage of suspension culture, suitable for large-scale production in bioreactors, our work is
a clear improvement of the previous protocol because of its increased efficiency at maturation towards functional
hepatocytes, it also suggests that this cell culture system could be more stable over time. Expansion of human primary
hepatocytes in vitro through their
amplification as liver progenitors in
a 3D organoid system Fortunately, to maintain its homeostasis the liver does possess
the impressive capacity to regenerate thanks to the proliferation of mature hepatocytes in the healthy tissue1. However in some cases of extreme severe injury, resident stem cells may take over to reconstitute liver tissue if the
unique proliferative capacity of hepatocytes is not sufficient enough to compensate for the lost2,3. A lot of works
have addressed the question of the nature of these liver stem cells, also referred to as liver progenitor cells or oval
cells, however their location and characteristics are still not well understood4,5. In terms of therapy, whether the damage is induced by a virus, an oncogene, a drug or even surgical removal,
the best way to treat hepatic disease when liver regeneration is inadequate remains the transplantation of the
whole organ or of some fraction of the liver6. However the dramatic shortage of liver organs available for trans-
plantation makes it difficult to satisfy the medical needs. To compensate for the lack of liver donors some other
alternatives have to be found, including transplantation of hepatocytes7,8. Despite several decades of investigation
and optimization of different cell culture systems, the in vitro amplification of hepatocytes on long-term remains
still very challenging, mainly due to a lost of their differentiation features and a very poor proliferation potential
in culture9. Tissue engineering has received a lot of attention lately, as recent progress has opened new perspectives, for
example to generate patient-specific human hepatocytes by the differentiation of pluripotent stem cells into
hepatocytes10, either from induced pluripotent stem cells (iPS)11–13 or embryonic stem cells (ES)14–16. These new
stem cells sources to generate hepatocytes-like cells are very promising but at this time there are still limitations, 1INSERM, Université de Nantes, Centre de Recherche en Transplantation et Immunologie UMR 1064, Nantes, France. 2Institut de Transplantation Urologie Néphrologie (ITUN), CHU Nantes, Nantes, France. 3CRCINA INSERM U1232,
Institut de Recherche en Santé de l’Université de Nantes, 8 quai Moncousu, Nantes, France. 4Biopredic International,
Saint-Grégoire, France. Correspondence and requests for materials should be addressed to D.G. (email: delphine. garnier@univ-nantes.fr) ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 1 www.nature.com/scientificreports/ Results t
p
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,
g
)
When plated as adherent on collagen I substrate, human hepatocytes display a high level of hepatic functions,
however the proliferation rate is very low and the survival limited: as early as 72 h hepatocytes start to activate
apoptosis pathways and cells die by 2 weeks9. In parallel when liver cells are cultured as 3D organoids, the survival
can be maintained on long term and an active proliferation can be obtained18. We did compare those two different
cell culture systems, and indeed hepatocytes cultured as adherent express a high level of differentiation markers
such that Albumin, CYP3A4 or CYP3A7 (Fig. 2A-Adh). On the contrary hepatocyte organoids maintained on
long term do not express those markers or at a very low level (Figs 2A–3D). Interestingly that coincides with the
induction of markers of hepatic progenitors, such as a 500 fold induction of Cytokeratin 19 (CK19) compared
to adherent hepatocytes, 25 fold induction of Epcam or 15 fold induction of Sox9 (Fig. 2B). According to the
Ki67 mRNA level, the proliferation rate is also dramatically increased in 3D organoids, with a 150 fold induction
(Fig. 2C-ORGt1). Of note is that the second time point used in 3D culture shows a decline in proliferation as well
as in the expression of progenitor markers (Fig. 2BC-ORGt2). Coherently with the measurement of cell number
over time (Fig. 1B), there is clearly an exhaustion of organoids cell culture when getting close to 2 months cell
culture. ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 2 www.nature.com/scientificreports/ Figure 1. Variability in kinetic of growth of human hepatocytes when cultured as 3D organoids, depending o
the cell batch. (A) Characteristics of human hepatocytes batches used. (B) Top panel shows organoids countin
per well, 1 and 2 weeks after plating. Middle panel indicates the cell number production per well of a 24-wells
plate over time. Cells were dissociated and counted once a week, and plated back in the same conditions. And
the respective percentage of Epcam positive cells in each batch, measured by FACS, is shown in lower panel. Figure 1. Variability in kinetic of growth of human hepatocytes when cultured as 3D organoids, depending on
the cell batch. (A) Characteristics of human hepatocytes batches used. (B) Top panel shows organoids counting
per well, 1 and 2 weeks after plating. Results (A) The expression of mature hepatocytes markers was
analyzed by qPCR in adherent hepatocytes at 24, 48 and 72 h after plating (Adh), or in hepatocyte organoids
(3D) after 2–3 passages (t1; around 40 days after plating) and 2 weeks later (t2). (B) The expression of markers of
liver progenitors was analyzed in the same conditions, as well as Ki67 proliferation marker (C). The expression
was normalized compared to the expression in adherent human hepatocytes 24 h post-plating. (N = 3). after few weeks. When looking at 3D systems, following Huch protocol18 hepatocytes formed organoids that could
be maintained on long term (Fig. 3A-third picture), but interestingly similar structures could also be obtained
when culturing cells in suspension in media containing some Matrigel (Fig. 3A-fourth picture). Cell culture
conditions were the same in both systems, except that in the classic 3D organoids culture cells were stuck inside
a drop of polymerized Matrigel, whereas in our suspension system organoids were floating in media containing
10% Matrigel (see schematic representation Fig. 3B). The measurement of organoids count and average size 3
weeks after plating did not show a significant difference between organoids grown in Matrigel drop or in Matrigel
suspension (Fig. 3C). The viability inside the organoids formed was also comparable (Fig. 3D). Analysis of pro-
liferation suggested that the growth rate could be slightly higher in Matrigel suspension compared to Matrigel
drop, as indicated by the immunofluorescence experiment on the proliferation marker Ki67 (Fig. 3E). The mRNA
expression of Ki67 was also increased in Matrigel suspension (Fig. 3F), however the difference was not significant. Therefore data suggest a proliferation benefit for the 3D Matrigel suspension system, further experiments will be
needed to confirm it. Cells amplified in 3D Matrigel suspension organoids are also liver progenitors, exhibiting a low
expression of differentiation markers. To study whether plating mature hepatocytes in 3D organoid
culture would lead to the amplification of the same cell type, in Matrigel drops or in Matrigel suspension, we then
analysed their mRNA profiles by qPCR. As shown earlier (Fig. 2), when differentiated hepatocytes are cultured in
3D organoids in Huch & Clevers conditions (Matrigel drops)18, cells exhibit a high level of markers of liver pre-
cursors and lose their differentiation markers, evidencing an enrichment of a liver progenitors population. Results Middle panel indicates the cell number production per well of a 24-wells
plate over time. Cells were dissociated and counted once a week, and plated back in the same conditions. And
the respective percentage of Epcam positive cells in each batch, measured by FACS, is shown in lower panel. While short term adherent culture goes with highly differentiated hepatocytes, long term 3D organoid culture
is rather associated with highly proliferating progenitor cells. Plating mature human hepatocytes as 3D culture
therefore leads to an enrichment in hepatic progenitors. While short term adherent culture goes with highly differentiated hepatocytes, long term 3D organoid culture
is rather associated with highly proliferating progenitor cells. Plating mature human hepatocytes as 3D culture
therefore leads to an enrichment in hepatic progenitors. Liver organoids can also be amplified in Matrigel suspension instead of Matrigel embedding. In an attempt to develop a similar 3D culture system that would not necessitate inclusion of the organoids inside
polymerized Matrigel, different culture settings have been tried. Adherent culture is a well-known culture system
for hepatocytes (Fig. 3A-first picture), but survival is limited to few days and proliferation is very low9. In our
hands growing hepatocytes in suspension initially gave rise to clusters of cells that looked healthy and growing
(Fig. 3A-second picture), however we were not able to dissociate the spheroids formed, and cells eventually died ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 3 www.nature.com/scientificreports/ Figure 2. Culture of human hepatocytes as 3D organoids leads to long term survival, loss of mature hepatocyte
markers, and enrichment in liver progenitors markers. (A) The expression of mature hepatocytes markers was
analyzed by qPCR in adherent hepatocytes at 24, 48 and 72 h after plating (Adh), or in hepatocyte organoids
(3D) after 2–3 passages (t1; around 40 days after plating) and 2 weeks later (t2). (B) The expression of markers of
liver progenitors was analyzed in the same conditions, as well as Ki67 proliferation marker (C). The expression
was normalized compared to the expression in adherent human hepatocytes 24 h post-plating. (N = 3). Figure 2. Culture of human hepatocytes as 3D organoids leads to long term survival, loss of mature hepatocyte
markers, and enrichment in liver progenitors markers. Results When
comparing the level of expression of those markers with the one measured in 3D Matrigel suspension culture,
we observed that the mRNA expression of progenitors markers is very similar (Fig. 4A-lower panel). This was
confirmed by immunofluorescence experiment, that showed similar levels of staining for Epcam and CK19 in
both 3D conditions (Fig. 4B). On the other hand, organoids seem to exhibit a higher level of expression of differ-
entiation markers when cultured as 3D in Matrigel suspension (Fig. 4A-upper panel). Indeed Albumin expression
was close to 12 fold higher in organoids maintained in Matrigel suspension compared to Matrigel drops, whereas
HNF4 expression was increased by a factor 5. Other markers such that AFP, CYP3A4 and CYP3A7 were not
significantly increased, even though they tend to show higher levels of expression in Matrigel suspension. Overall ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 4 www.nature.com/scientificreports/ Figure 3. 3D organoid culture of mature human hepatocytes in Matrigel drops or in Matrigel suspension
display comparable levels of viability and growth on short-term. (A) Observation by phase contrast microscopy
of human hepatocytes cultured as adherent cells, in suspension, or maintained in 3D inside Matrigel drop
or in Matrigel suspension (bar graph = 50 μm). (B) Schematic representation of the protocol settings. (C)
Average organoid counts 3 weeks after plating as 3D, in Matrigel drops (3D-D - black bars) or in Matrigel
suspension (3D-S - white bars) (number of organoids per well of a 24-wells plate) (N = 2). (D) Analysis of cell
viability with Live (green)/Dead (red) staining kit (bar graph = 50 μm). Proliferation was analyzed by Ki67 l Figure 3. 3D organoid culture of mature human hepatocytes in Matrigel drops or in Matrigel suspension
display comparable levels of viability and growth on short-term. (A) Observation by phase contrast microscopy
of human hepatocytes cultured as adherent cells, in suspension, or maintained in 3D inside Matrigel drop
or in Matrigel suspension (bar graph = 50 μm). (B) Schematic representation of the protocol settings. (C)
Average organoid counts 3 weeks after plating as 3D, in Matrigel drops (3D-D - black bars) or in Matrigel
suspension (3D-S - white bars) (number of organoids per well of a 24-wells plate) (N = 2). (D) Analysis of cell
viability with Live (green)/Dead (red) staining kit (bar graph = 50 μm). Results Proliferation was analyzed by Ki67
immunofluorescence (E) (bar graph = 100 μm) and qPCR (F) (N = 3). ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 5 www.nature.com/scientificreports/ Figure 4. 3D organoids cultured in Matrigel suspension also allows amplification of liver progenitors, while
maintaining a higher level of differentiated functions. (A) The expression of different liver progenitors/
mature hepatocyte/proliferation markers was analyzed at the mRNA level by qPCR, in 3D culture of human
hepatocytes inside Matrigel drop (3D-D - black bars) or in suspension (3D-S - white bars), after 2–3 passages
(t1; close to 40 days after plating) and 2 weeks later (t2). Data were normalized to the expression in Matrigel
drop organoids. (N = 3) (B) The expression of some of those markers was validated at the protein level by
immunofluorescence (bar graph = 100 μm). Figure 4. 3D organoids cultured in Matrigel suspension also allows amplification of liver progenitors, while
maintaining a higher level of differentiated functions. (A) The expression of different liver progenitors/
mature hepatocyte/proliferation markers was analyzed at the mRNA level by qPCR, in 3D culture of human
hepatocytes inside Matrigel drop (3D-D - black bars) or in suspension (3D-S - white bars), after 2–3 passages
(t1; close to 40 days after plating) and 2 weeks later (t2). Data were normalized to the expression in Matrigel
drop organoids. (N = 3) (B) The expression of some of those markers was validated at the protein level by
immunofluorescence (bar graph = 100 μm). Figure 4. 3D organoids cultured in Matrigel suspension also allows amplification of liver progenitors, while
maintaining a higher level of differentiated functions. (A) The expression of different liver progenitors/
mature hepatocyte/proliferation markers was analyzed at the mRNA level by qPCR, in 3D culture of human
hepatocytes inside Matrigel drop (3D-D - black bars) or in suspension (3D-S - white bars), after 2–3 passages
(t1; close to 40 days after plating) and 2 weeks later (t2). Data were normalized to the expression in Matrigel
drop organoids. (N = 3) (B) The expression of some of those markers was validated at the protein level by
immunofluorescence (bar graph = 100 μm). those data therefore demonstrate that whether it be in Matrigel drops or in Matrigel suspension, 3D organoids
cultured in those conditions exhibit features of liver progenitors, with similar levels of expression. Results However, the
decrease in features of mature hepatocytes observed in parallel is less pronounced in Matrigel suspension culture,
that exhibit a significantly higher level of expression of differentiation markers such that Albumin and HNF4. This observation therefore suggests that if inducing these progenitors grown as 3D organoids to differentiate, to
give back mature hepatocytes, Matrigel suspension culture could present an advantage. Organoids transferred to differentiation conditions exhibit a more mature profile when cul-
tured in Matrigel suspension compared to the Matrigel drop system.
In light of the previous
observation of a higher level of expression of Albumin and HNF4 in Matrigel suspension organoids, we then
interrogated whether this could be correlated to a better inclination to differentiate when transferred to the DM
differentiation media Indeed after 2 weeks in differentiation media in Matrigel suspension cells did exhibit a The expression of CYP3A4 and CYP3A7
seemed to be higher in Matrigel suspension too, however the difference was not significant. Surprisingly this
differentiation was associated with a slight increase in the expression of the progenitors markers Epcam and Sox9
(Fig. 5-lower panel). expression compared to culture in 3D drops (Fig. 5-upper panel). The expression of CYP3A4 and CYP3A7
seemed to be higher in Matrigel suspension too, however the difference was not significant. Surprisingly this
differentiation was associated with a slight increase in the expression of the progenitors markers Epcam and Sox9
(Fig. 5-lower panel). ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 Organoids transferred to differentiation conditions exhibit a more mature profile when cul-
tured in Matrigel suspension compared to the Matrigel drop system.
In light of the previous
observation of a higher level of expression of Albumin and HNF4 in Matrigel suspension organoids, we then
interrogated whether this could be correlated to a better inclination to differentiate when transferred to the DM
differentiation media Indeed after 2 weeks in differentiation media in Matrigel suspension cells did exhibit a Organoids transferred to differentiation conditions exhibit a more mature profile when cul-
tured in Matrigel suspension compared to the Matrigel drop system. In light of the previous
observation of a higher level of expression of Albumin and HNF4 in Matrigel suspension organoids, we then
interrogated whether this could be correlated to a better inclination to differentiate when transferred to the DM
differentiation media. Indeed after 2 weeks in differentiation media, in Matrigel suspension cells did exhibit a
more than 800 times higher level of Albumin, 150 times higher level of AFP, and close to 20 times more HNF4 g
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observation of a higher level of expression of Albumin and HNF4 in Matrigel suspension organoids, we then
interrogated whether this could be correlated to a better inclination to differentiate when transferred to the DM
differentiation media. Indeed after 2 weeks in differentiation media, in Matrigel suspension cells did exhibit a
more than 800 times higher level of Albumin, 150 times higher level of AFP, and close to 20 times more HNF4 ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 6 www.nature.com/scientificreports/ Figure 5. Induction of differentiation of 3D organoids into mature hepatocytes is more efficient if cultured in
Matrigel suspension. The mRNA expression level of different liver progenitor/mature hepatocyte/proliferation
markers was analyzed by qPCR, in 3D culture of human hepatocytes inside Matrigel drops (3D-D – black bars)
or in Matrigel suspension (3D-S – white bars), in expansion (EM) or differentiation media (DM). (N = 3). Figure 5. Induction of differentiation of 3D organoids into mature hepatocytes is more efficient if cultured in
Matrigel suspension. The mRNA expression level of different liver progenitor/mature hepatocyte/proliferation
markers was analyzed by qPCR, in 3D culture of human hepatocytes inside Matrigel drops (3D-D – black bars)
or in Matrigel suspension (3D-S – white bars), in expansion (EM) or differentiation media (DM). (N = 3). Figure 5. Induction of differentiation of 3D organoids into mature hepatocytes is more efficient if cultured in
Matrigel suspension. The mRNA expression level of different liver progenitor/mature hepatocyte/proliferation
markers was analyzed by qPCR, in 3D culture of human hepatocytes inside Matrigel drops (3D-D – black bars)
or in Matrigel suspension (3D-S – white bars), in expansion (EM) or differentiation media (DM). (N = 3). expression compared to culture in 3D drops (Fig. 5-upper panel). Discussion
T In fact a recent work demonstrated that rat terminally differentiated hepatocytes can be converted into bipotent
liver progenitors, also called chemically induced liver progenitors (CLiPs), with some of the chemicals included
in the EM media27. When looking at the number of cells amplified, that would on the other hand mean that the
dedifferentiation process would concern only a fraction of the initial plated population.hif f
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The question whether the amplified cells were directly converted from differentiated hepatocytes or from
some underlying precursors cells will be further investigated, it still remains from our observations that starting
from purified human hepatocytes we can generate a progenitor population with an elevated proliferation poten-
tial, while keeping the capacity to differentiate into mature hepatocytes. This is of considerable interest when
considering the relatively easy procedure, and the great benefit of having the capacity of producing a big quantity
of hepatocytes from short supply. To add on to the breakthrough made by Huch et al.18, which was to introduce
3D organoid expansion of liver progenitors, our results therefore suggest that an even more accessible source of
hepatic cells would be frozen purified hepatocytes, commercially available and without the need of FACS-sorting
EpCAM positive cells or using freshly isolated cells.i p
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Our major finding is the demonstration that, when culturing 3D organoids in a suspension media that con-
tains diluted Matrigel instead of embedded inside a pure Matrigel drop, culture conditions can be really improved
to obtain 1- a more efficient differentiation, 2- a process compatible with production in bioreactors, and 3- poten-
tially a higher rate of proliferation and a better stability on long term.f y
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First using Huch et al. differentiation media we report that cells maintained as 3D organoids in Matrigel sus-
pension, while showing features of progenitors, preserve a higher level of expression of differentiation markers. That results in a more efficient conversion into mature hepatocytes when shifted to DM media, compared to 3D
organoid in Matrigel drops (Fig. 5). This constitutes a remarkable advantage, as this new procedure not only
could save time and money on hepatocytes production, but those observations also suggest that in the context of
transplantation cells would most probably be more prone to finish their maturation in vivo, leading to optimized
functionality of transplanted cells and rapidity of response in case of acute liver injury. Discussion
T To overcome the serious shortage of donor livers the optimization of liver cell therapy is becoming essential,
therefore different technologies are now developed for the generation of liver cells7. This includes differentiation
of hepatocytes-like cells from iPS or ES cells, however some major issues remain especially with regard to their
functionality, as the maturity displayed by those cells is questionable, and their genetic stability is uncertain yet22. Th The direct expansion of adult hepatocytes from healthy tissue would therefore be the method of choice, none-
theless the culture of human mature hepatocytes in vitro is limited in time and is subject to a quick loss of func-
tionality. Thanks to the 3D organoid protocol set up by Huch et al. in18, differentiated human hepatocytes can
be produced in large quantity starting from the same batch of cells, avoiding variability from batch to batch and
allowing a standardization of their phenotype. g
p
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Based on this model, we propose a new 3D organoid system to produce in vitro large quantities of human
mature hepatocytes starting from a low number of cryopreserved cells, with a protocol of culture in suspension
allowing an easy cell passaging and large-scale amplification.i i
Of note is the fact that whereas Huch et al. started from EpCAM positive cells, we did first start from human
hepatocytes as fully differentiated hepatocytes. While they grew in 3D in expansion medium, the cells started
to exhibit a phenotype of liver progenitors with a high proliferation capacity (Fig. 2). This was paralleled by a
decrease in hepatocyte-specific functions, which is reversible as cells reacquire a differentiated phenotype when
they are switched to the DM maturation media (Fig. 5). Surprisingly in contrast to Huch et al. who claimed that
the Epcam negative hepatocyte fraction can not generate organoids, our results show that purified hepatocytes
are able to develop into organoids with features of liver progenitors (Fig. 2). Their expression of SOX9, CK19 and 7 www.nature.com/scientificreports/ EpCAM however attest of their ductal origin, asking the question of the origin of these cells. Several hypotheses
could explain this discrepancy. One cannot exclude the presence of some very rare EpCAM positive ductal con-
taminant cells that took over the prevalent hepatocyte population. The uncovered plasticity of mature hepatocytes
also allows us to consider some dedifferentiation into liver progenitors, as revealed by several previous works23–26. Discussion
T y
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Secondly, on a practical aspect we designed an adaptation of the 3D liver organoids culture that is suitable on
a large-scale, thanks to the suspension culture. Indeed this attribute makes the process adaptable for the culture
inside bioreactors in large volumes of media. Importantly, while the 10% Matrigel suspension culture gave rise
to organoids with a similar morphology and phenotype compared to Matrigel drop culture, this was not the case
for classical suspension culture. By comparison the same hepatocytes incubated in suspension in the EM media,
devoid of Matrigel, never formed organoids that could be maintained in culture, and rather ended up in aggre-
gates (Fig. 3A- second picture) that eventually died. This difference may be explained by the crucial role played by
the contact with the ECM, provided by the presence of Matrigel in the media28. p
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Finally, when looking at the proliferation activity in cell culture, over time 3D organoids experience a decrease
in proliferation (Fig. 1). They can be maintained in culture for several months, however their growth rate declines
overtime. Similarly Huch et al. also observed a prolongation of the cell doubling time over time. Our preliminary
data will have to be confirmed, especially on long term culture, but they suggest that the proliferation index
would be maintained at a higher level over time when organoids are cultured in Matrigel suspension compared to
Matrigel drop 3D culture (Fig. 3), offering a potential further optimization of the system by delaying this cellular
exhaustion observed in culture.ii In summary, we hope these findings will be beneficial for the research on liver failure treatment, by providing
a new way to generate large quantities of mature hepatocytes, after an intermediary step of expansion as bipotent
progenitors growing in suspension. This protocol presents the advantage of using some easily accessible starting
material, that is cryopreserved hepatocytes without FACS sorting. Finally, converting a system previously estab-
lished as 3D solid polymer into a suspension culture makes it suitable for the production of hepatocytes in large
containers and cell culture automation. As a perspective for a clinical use, this in vitro matrigel-expanded hepatocytes could be used in the context of
external bioartificial liver devices with encapsulation, as some bioartificial liver devices with hepatic cells have
been safely used for treating patients with end-stage liver diseases29–32. Methods
ll
l Cell culture. Cryoplateable primary human hepatocytes. Cryopreserved primary human hepatocytes were
provided by Biopredic, and thawed according to the manufacturer instructions. Briefly, human primary hepat-
ocytes were isolated from tumor-free margin of the resected liver tissue by a two-step collagenase perfusion
technique. After washing steps, the obtained hepatocytes were purified by Percoll density gradient and then cry-
opreserved using an optimized freezing process. After thawing, cells were plated on Collagen I-coated plates, and
maintained in William’s E GlutaMAXTM medium (Life Technologies) supplemented with 4 μg/mL Bovine Insulin
(Sigma) and 50 μM Hydrocortisone (Sigma). Details of hepatocytes batches are indicated in Fig. 1. Culture as 3D organoids in Matrigel drops (3D-D). Primary hepatocytes were cultured as 3D organoids accord-
ing to the protocol set up by Huch and Clevers18. Briefly, after centrifugation primary hepatocytes were mixed
with growth factor reduced Matrigel (Corning), and a 50 μL drop of this solution was plated in the middle of
each well of a 24-well plate. For the first set of experiments, comparing organoïds formation in three differ-
ent batches of human hepatocytes (Fig. 1), 30,000 cells per well have been plated. For the other experiments,
focusing on HEP187269, 300,000 cells per well were used. After solidification of Matrigel the EM expansion
media was added, composed of AdDMEM/F12 (Life Technologies) supplemented with 1% N2 and 1% B27 (Life ScIentIfIc REPOrTS | (2018) 8:8222 | DOI:10.1038/s41598-018-26584-1 8 www.nature.com/scientificreports/ technologies), 1.25 mM N-Acetylcysteine (Sigma), 10 nM gastrin (Sigma), 10 mM Nicotinamide (Sigma), 5 μM
A83.01 (Tocris), 10 μM FSK (Tocris), and the growth factors: 50 ng/mL EGF (R&D Systems), 500 ng/mL Rspo1
(Peprotech), 100 ng/mL FGF10 (Miltenyi Biotec), 25 ng/mL HGF (Miltenyi Biotec). During the 3 first days after
plating, the media was supplemented with 25 ng/mL Noggin (Peprotech), 50 ng/mL Wnt3a (R&D Systems), and
10 μM Y27632 (Stem Cell Technologies). technologies), 1.25 mM N-Acetylcysteine (Sigma), 10 nM gastrin (Sigma), 10 mM Nicotinamide (Sigma), 5 μM
A83.01 (Tocris), 10 μM FSK (Tocris), and the growth factors: 50 ng/mL EGF (R&D Systems), 500 ng/mL Rspo1
(Peprotech), 100 ng/mL FGF10 (Miltenyi Biotec), 25 ng/mL HGF (Miltenyi Biotec). During the 3 first days after
plating, the media was supplemented with 25 ng/mL Noggin (Peprotech), 50 ng/mL Wnt3a (R&D Systems), and
10 μM Y27632 (Stem Cell Technologies). Culture as 3D organoids in Matrigel suspension (3D-S). Methods
ll
l Statistical analysis was performed using two-tailed unpaired t-test with GraphPad Prism software (GraphPad,
USA). Statistical analysis. All results are presented as number of replicates (N) and mean value of replicates ± SD. Statistical analysis was performed using two-tailed unpaired t-test with GraphPad Prism software (GraphPad,
USA). References 1. Michalopoulos, G. K. Hepatostat: Liver regeneration and normal liver tissue maintenance. Hepatology 65, 1384–1392 (2017). 2 Mi h l
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Di 2. Michalopoulos, G. K. & Khan, Z. Liver Stem Cells: Experimental Findings and Implications for Human Liver Disease. Gastroenterology 149, 876–882 (2015). gy
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3. Fausto, N. & Campbell, J. S. The role of hepatocytes and oval cells in liver regeneration and repopulation. Mechanisms of Developmen
120, 117–130 (2003). 3. Fausto, N. & Campbell, J. S. The role of hepatocytes and oval cells in liver regeneration and repopulation. Mechanisms of Development
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0. Schwartz, R. E., Fleming, H. E., Khetani, S. R. & Bhatia, S. N. Pluripotent stem cell-derived hepatocyte-like cells. Biotechnology
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l Alternatively primary hepatocytes were cultured as 3D
organoids in 10% Matrigel suspension, in similar conditions of culture except organoids were floating in Huch
and Clevers EM media18 containing 10% of growth factors-reduced Matrigel, instead of embedded in a Matrigel
drop. After dissociation of organoids the cell suspension was plated on Ultra-Low Attachment plates (Corning). Differentiation of organoids into hepatocytes. Differentiation of organoids into hepatocytes was induced as pre-
viously described18. Briefly, after amplification organoids were first cultured in EM media supplemented by BMP7
(25 ng/ml) for 7–10 days, then split and plated back in the same media for 2–4 days. Organoids were subsequently
switched to the DM differentiation media, composed as follows: AdDMEM/F12 medium (Life Technologies),
1% N2 and 1% B27 (Life Technologies), 50 ng/mL EGF (R&D Systems), 10 nM gastrin (Sigma), 25 ng/mL HGF
(Miltenyi Biotec), 100 ng/mL FGF19 (R&D Systems), 500 nM A83.01 (Tocris), 10 μM DAPT (Sigma), 25 ng/mL
BMP7 (Peprotech), and 30 μM Dexamethasone (Sigma). RNA isolation and Real-time RT-PCR. Total RNA was isolated and purified from cells using the RNeasy
Mini Kit (Qiagen). Real-time reverse-transcription was performed starting from 5 ng RNA, with a one-step
RT-PCR kit using Taqman technology (AgPath-ID™ One-Step RT-PCR, Life Technologies) and the spe-
cific following probes: Albumin Hs00910225_m1; AFP Hs00173490_m1; HNF4A Hs00230853_m1; CYP3A4
Hs00604506_m1; CYP3A7 Hs00426361_m1; Cytokeratin 19 Hs00761767_s1; Epcam Hs00901885_m1; SOX9
Hs00165814_m1; Ki67 Hs00267195_m1)(Life Technologies) and using the Applied Biosystems ViiA 7 Real-Time
PCR System. GAPDH was used as a housekeeping gene. Results were normalized as specified in figures legends. Immunocytochemistry. Cells were fixed in 4% PFA. After permeabilization in 0.5% Triton X-100, cells were
blocked with 1% BSA and incubated overnight at 4 °C with the following primary antibodies: goat anti-Epcam
antibody (R&D Systems), mouse anti-CK19 (Dako) or rabbit anti-Ki67 (Abcam). Secondary antibodies were then
incubated for 1 h at room temperature (Life Technologies), and Prolong Gold mounting media with DAPI (Life
Technologies) was used for mounting on a glass slide. Live/Dead staining kit. Viability on cells was assessed by using the Live/Dead Viability/Cytotoxicity Kit for
mammalian cells (ThermoFisher Scientific), according to the manufacturer instructions. Briefly, a mix of 2 µM
calcein AM and 4 µM EthD-1 was prepared and incubated with cells for 45 min at room temperature, the prepa-
ration was then observed under a Zeiss fluorescent microscope. Statistical analysis. All results are presented as number of replicates (N) and mean value of replicates ± SD. Acknowledgementsh g
This work was supported by ANR LabCom -14-LAB3-0001 - HULIVER, ANR-14-CE16-0026 pStemHepTher
and by the IHU-Cesti project (French government financial support via the investment of the future program
ANR-10-IBHU-005 and supports from Nantes Metropole and the Pays de la Loire Region). Author Contributions D.G., R.L., C.C., C.G.G. and T.H.N. conceived the experiment(s), D.G., F.D., A.F. and C.C. conducted the
experiment(s), D.G. analysed the results and wrote the manuscript, R.L., C.G.G., C.C. and T.H.N. corrected the
manuscript. All authors reviewed the manuscript. D.G., R.L., C.C., C.G.G. and T.H.N. conceived the experiment(s), D.G., F.D., A.F. and C.C. conducted the
experiment(s), D.G. analysed the results and wrote the manuscript, R.L., C.G.G., C.C. and T.H.N. corrected the
manuscript. All authors reviewed the manuscript. www.nature.com/scientificreports/ www.nature.com/scientificreports/ 19. Broutier, L. et al. Culture and establishment of self-renewing human and mouse adult liver and pancreas 3D organoids and
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ORIGINAL RESEARCH
published: 10 December 2021
doi: 10.3389/fpls.2021.674510
Evaluation and Pre-selection of New
Grapevine Genotypes Resistant to
Downy and Powdery Mildew,
Obtained by Cross-Breeding
Programs in Spain
Leonor Ruiz-García 1 , Pilar Gago 2 , Celia Martínez-Mora 1 , José Luis Santiago 2 ,
Diego J. Fernádez-López 1 , María del Carmen Martínez 2 and Susana Boso 2*
1
Department of Biotechnology, Genomics and Plant Breeding, Instituto Murciano de Investigación y Desarrollo Agrario y
Alimentario, Murcia, Spain, 2 Department of Viticulture and Forestry, Misión Biológica de Galicia (Consejo Superior
de Investigaciones Científicas, CSIC), Salcedo, Spain
Edited by:
Omer Frenkel,
Agricultural Research Organization
(ARO), Israel
Reviewed by:
Eva Maria Zyprian,
Institut für Rebenzüchtung, Julius
Kühn-Institut, Germany
Marisa Maia,
University of Lisbon, Portugal
*Correspondence:
Susana Boso
susanab@mbg.csic.es
Specialty section:
This article was submitted to
Plant Pathogen Interactions,
a section of the journal
Frontiers in Plant Science
Received: 01 March 2021
Accepted: 22 November 2021
Published: 10 December 2021
Citation:
Ruiz-García L, Gago P,
Martínez-Mora C, Santiago JL,
Fernádez-López DJ, Martínez MC and
Boso S (2021) Evaluation
and Pre-selection of New Grapevine
Genotypes Resistant to Downy
and Powdery Mildew, Obtained by
Cross-Breeding Programs in Spain.
Front. Plant Sci. 12:674510.
doi: 10.3389/fpls.2021.674510
The need to develop an environmentally friendly, sustainable viticulture model has led to
numerous grapevine improvement programmes aiming to increase resistance to downy
and powdery mildew. The success of such programmes relies on the availability of
protocols that can quantify the resistance/susceptibility of new genotypes, and on the
existence of molecular markers of resistance loci that can aid in the selection process.
The present work assesses the degree of phenotypic resistance/susceptibility to downy
and powdery mildew of 28 new genotypes obtained from crosses between “Monastrell”
and “Regent.” Three genotypes showed strong combined resistance, making them
good candidates for future crosses with other sources of resistance to these diseases
(pyramiding). In general, laboratory and glasshouse assessments of resistance at the
phenotype level agreed with the resistance expected from the presence of resistanceassociated alleles of simple sequence repeat (SSR) markers for the loci Rpv3 and Ren3
(inherited from “Regent”), confirming their usefulness as indicators of likely resistance to
downy and powdery mildew, respectively, particularly so for downy mildew.
Keywords: downy mildew, powdery mildew, resistance, grapevine, marker-assisted breeding, Vitis
INTRODUCTION
Downy and powdery mildew (caused by Plasmopara viticola and Erysiphe necator, respectively) are
some of the most important diseases of grapevines worldwide. Both reduce crop yield and quality
leading to economic losses. Vitis vinifera is highly susceptible to both, while American and Asian
vine species are much more resistant, perhaps due to their co-evolution with the causal pathogens
(Armijo et al., 2016). The most efficient way to deal with them is chemical control, but this can have
a negative biological and ecological impact; sustainable and environmentally friendly viticulture
requires such treatment be reduced. Since the discovery of sources of resistance to these pathogens,
many grapevine genetic improvement programmes around the world have tried to produce quality
grapevine hybrids carrying the resistance genes of wild American vine species - but this has not been
easy (Töpfer et al., 2011; Villano and Aversano, 2020). We still lack knowledge on the molecular
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December 2021 | Volume 12 | Article 674510
Ruiz-García et al.
Grapevine Genotypes Resistant to Mildews
of nine SSR markers registered in the NCBI database2
(Supplementary Table 1).
bases of such resistance, and several backcrosses are often
required before a hybrid of sufficient winemaking quality and
lasting disease resistance is obtained. Such programmes have
involved the use of American vine species, e.g., Vitis riparia,
Vitis rupestris, Muscadinia rotundifolia, Vitis cinerea, etc., or
species from the Far East, such as Vitis piasezkii, Vitis amurensis,
Vitis romanetii, or Vitis vinifera Kishmish vatkana (Merdinoglu
et al., 2018; Maul and Töpfer, 2019). These show either partial
resistance, or, in the case of M. rotundifolia and V. piasezkii,
complete resistance (Wan et al., 2007; Bellin et al., 2009;
Casagrande et al., 2011; Gessler et al., 2011). Many studies have
also tried to compare the degree of resistance to P. viticola and
E. necator of the hybrids produced in different improvement
programmes (Hoffmann et al., 2008; Kozma et al., 2009; Vezzulli
et al., 2017, 2019; Bove et al., 2020; Possamai et al., 2020).
To date, 31 grapevine genomic regions have been associated
with resistance to downy mildew (Rpv loci) and 13 with
resistance to powdery mildew (Run loci and Ren loci)
according to the table of loci for traits in grapevine relevant
for breeding and genetics (update April 30, 20211 ). The
availability of markers that reveal the presence of these loci
could allow for the marker-assisted selection (MAS) of likely
resistant genotypes (Eibach et al., 2007; Kozma et al., 2009;
Vezzulli et al., 2019; Zini et al., 2019). The resistance actually
shown by a genotype can then be tested in the field and
under controlled laboratory/glasshouse conditions following
established protocols (Brown et al., 1999; Boso et al., 2006,
2010, 2014; Prajongjai et al., 2014). New material resistant to
both diseases coming out of improvement programmes includes
the variety “Regent.” Obtained at the Julius-Kühn Institute in
Germany, its pedigree includes American vines carrying Ren3,
Ren9, Rpv3, Rpv4, and Rpv11 (Fischer et al., 2004; Welter et al.,
2007; Zendler et al., 2017).
The aim of the present work was to assess the degree
of phenotypic resistance/susceptibility to downy and powdery
mildew of 28 “Monastrell” × “Regent” hybrids selected for their
carriage of resistance-associated alleles of simple sequence repeat
(SSR) markers for the loci Rpv3 and Ren3, and thus being likely
resistant to these diseases. The results allow for the selection of
genotypes that could be used in future crosses with other sources
of resistance to downy and powdery mildew (pyramiding).
Amplification of Resistance-Associated
Molecular Markers of Rpv3 and Ren3
The resistance-associated molecular markers of Rpv3 and
Ren3 used in this work and their sequences are shown in
Supplementary Table 2. PCR analyses to detect the presence of
the SSR alleles-associated to resistance were performed according
to Bayo-Canha et al. (2019). “Monastrell” and “Regent” were used
as negative and positive controls, respectively.
Resistance to Downy and Powdery
Mildew
Resistance to downy mildew was examined using the leaf disc
test (laboratory conditions) (Rumbolz et al., 2002). Susceptibility
to powdery mildew was examined using the (modified) method
of Wang et al. (1995) (glasshouse conditions). Resistance to
both diseases was also recorded via the use of official OIV
descriptors (Organisation Internationale de la Vigne et du Vin
[OIV], 2009), with small modifications. All tests were performed
in triplicate. “Monastrell” and “Regent” were used as controls for
the resistance assays.
Plant Material Used
At least 60 cuttings with 2–3 buds were taken in January
from each of the field-grown genotypes. These were disinfected,
dipped in paraffin wax and preserved in a cold chamber for
at least 8 weeks to encourage later sprouting in a glasshouse
under controlled conditions of temperature and humidity (25◦ C,
RH > 95%, 16 h white light at 400–700 nm and 8 h darkness).
Thirty plants of each genotype were used to examine resistance
to either disease.
Pathogen Material
Plasmopara viticola and Erysiphe necator were obtained from
plants naturally infected in the experimental vineyards of
the Misión Biológica de Galicia (MBG-CSIC). For P. viticola,
sporangia for inocula were propagated following the method
of Rumbolz et al. (2002). For E. necator, no propagation was
needed since plenty of conidia were already available on infected
‘Castañal’ host plants. To prepare the inoculum, fresh conidia
were collected using a small paintbrush, placed in centrifuge
tubes, and diluted with 50 ml of distilled water with 0.05%
Tween 20, thus obtaining a final concentration of 50,000
conidia ml−1 .
MATERIALS AND METHODS
Plant Material
The study material included 28 new genotypes obtained by
crosses in 2012 (Ruiz-García et al., 2014) between “Monastrell”
(susceptible to downy mildew and with medium resistance to
powdery mildew) and “Regent” which carries the loci Rpv3 and
Ren3 (Fischer et al., 2004; Welter et al., 2007).
The identity of the parentals and of the 28 genotypes
produced from them was performed by PCR amplification
1
Resistance to Downy Mildew (Laboratory Leaf Disc Tests)
The 5th or 6th unfurled leaf on a green shoot of each of the
30 plants per genotype grown in the glasshouse (see above) was
detached. Leaf discs were prepared and incubated according to
Rumbolz et al. (2002). Disease incidence and disease severity
were visually analysed as independent variables at 5 days postinoculation (dpi) according to the method of Boso et al. (2014).
2
https://www.vivc.de/
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2
https://www.ncbi.nlm.nih.gov/
December 2021 | Volume 12 | Article 674510
Ruiz-García et al.
Grapevine Genotypes Resistant to Mildews
and low severity (8%) scores. With respect to descriptor code OIV
452-1, “Monastrell” showed a score of 1, and “Regent” a score of 5
(Table 1). Among the 27 new genotypes tested, disease incidence
ranged between 9 and 100%, and disease severity between 5
and 67%. With respect to the same descriptor code, and taking
incidence and severity into account, six genotypes showed a
resistance score of 9, six a score of 7, four a score of 5, one
a score of 3, and 10 a score of 1. It should be noted that 12
genotypes (3_032, 3_082, 4_032, 4_063, 4_082, 5_022, 5_033,
5_060, 5_078, 5_107, 6_046, and 6_080) were transgressive with
respect to the resistance donor “Regent” (OIV = 5), and showed
greater resistance (OIV = 9 and 7). “Monastrell” and genotypes
3_094, 4_005, 4_037, 4_011, 4_136, 3_070, 3_073, 4_001, and
3_052 were the least resistant of all; they showed significantly
higher incidence and severity scores (Table 1 and Supplementary
Figure 3). Genotype 6_080 was significantly more resistant than
the rest, with low severity and incidence scores (Figure 1a).
Genotypes 5_078, 4_082, 4_063, 5_022, and 5_107 showed
somewhat less resistance, with slightly higher incidence values
but similar severity values. The remaining genotypes showed
medium resistance, with intermediate disease incidence and
severity scores.
Resistance to Powdery Mildew (Glasshouse Conditions)
Ten plants per genotype were challenged on their adaxial leaf
surfaces by spraying with the prepared conidial suspension. They
were then incubated for 5–6 days at 24◦ C, at an RH of <55%,
and under long day conditions (white light at 400–700 nm, 16 h
light and 8 h dark). At 5–6 dpi, disease incidence was calculated
as the number of leaves with sporulating lesions per total number
of leaves per plant, and disease severity as the percentage of leaf
area showing symptoms of sporulation.
Disease Assessment Using Organisation Internationale de la
Vigne et du Vin Descriptors
Descriptors recommended by the OIV [OIV452-1 for downy
mildew (leaf discs inoculated with P. viticola sporangia) and
OIV455-1 for powdery mildew (leaf in glasshouse inoculated
with E. necator)] (Organisation Internationale de la Vigne et du
Vin [OIV], 2009). Different scores for resistance to downy and
powdery mildew are available in Supplementary Figures 1, 2.
Statistical Analysis
The differences between the studied variables were analysed by
ANOVA using the fixed effects model (p < 0.001). Following
ANOVA, significant F values were subjected to comparison
using Fisher’s protected least significant difference (LSD) test
(p < 0.05). The association between phenotypic resistance and
that expected from the possession of resistance-associated alleles
of the SSR markers was determined via the Chi squared test. All
calculations were made using SAS V8.1 software (SAS Institute,
Cary, NC; 2000).
Powdery Mildew
“Monastrell” showed high incidence (50%) and severity (65%)
scores, while “Regent” showed scores of only 25 and 8%,
respectively (p < 0.01). With respect to descriptor code OIV
455-1, “Monastrell” had a score of 5, while “Regent” scored
9. For the 28 new genotypes tested, disease incidence ranged
between 0 and 53%, while severity ranged from 0 to 65%. With
respect to the same descriptor code, and taking incidence and
severity into account, 22 genotypes showed a resistance score
of 9, two a score of 7, three a score of 5, and one a score
of 3 (Table 1). With respect to descriptor code OIV 455-1,
genotype 5_060 showed transgressive segregation and less strong
resistance (OIV = 3) than “Monastrell” (OIV = 5). Genotype
5_060 and “Monastrell” showed significantly higher incidence
and severity scores compared to the rest (Table 1; Figure 1b;
Supplementary Figure 3). Genotypes 3_082, 4_063 and 4_124
showed medium resistance (lower severity score). “Regent”
grouped with the genotypes showing the lowest incidence
and severity values (Table 1 and Supplementary Figure 3);
genotypes 3_058 and 5_107 showed no symptoms of disease at
all (Table 1).
RESULTS
Presence of Resistance-Associated
Simple Sequence Repeat Alleles
Rpv3
Of the 28 genotypes examined, 18 were positive for the
resistance-associated SSR allele UDV305_299 bp, 18 for
UDV737_279 bp, 18 for UDV108_238 bp, and 18 for GF188_392 bp (Supplementary Table 3). The 18 genotypes
that carried all four alleles were deemed likely resistant
to downy mildew.
Ren3
Of the 28 genotypes examined, 20 were positive for the resistanceassociated SSR allele GF15-42_199 bp, 19 for GF15-28_341 bp,
21 for GF15-30_446 bp, and 21 for VChr15CenGen06_283 bp
(Supplementary Table 3). The 19 genotypes that carried all these
alleles were deemed likely resistant to powdery mildew.
Nine genotypes (genotypes 4_136, 5_022, 5_033, 5_107,
6_018, 6_025, 6_046, 6_080, and 6_125) carried the resistanceassociated SSR alleles for both Rpv3 and Ren3 (Supplementary
Table 3), and were deemed likely resistant to both diseases.
Combined Resistance to Both Diseases
Genotypes 6_080, 5_107 and 4_082 showed the greatest
combined resistance to both diseases, with incidence and severity
values much lower than those shown even by “Regent” (Table 1).
Phenotypic Resistance
Association Between Phenotypic
Resistance and Possession of
Resistance-Associated Simple Sequence
Repeat Alleles
Downy Mildew
Rpv3
“Monastrell” showed high disease incidence (100%) and severity
scores (58%), while “Regent” showed medium incidence (54%)
Supplementary Table 4 shows the association between
possession of the SSR alleles UDV305_299 bp, UDV737_279 bp,
Frontiers in Plant Science | www.frontiersin.org
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December 2021 | Volume 12 | Article 674510
Ruiz-García et al.
Grapevine Genotypes Resistant to Mildews
TABLE 1 | Mean disease severity (DS), disease incidence (DI), OIV scores, and resistance genotype for downy mildew and powdery mildew.
Phenotype post-inoculation with downy mildew
Vine material
DS (%)
S.D.
Monastrell
58.3a
Regent
8.3cd
3_016
Phenotype post-inoculation with powdery mildew
DI (%)
S.D.
OIV (452-1)
DS (%)
S.D.
DI (%)
S.D.
OIV (455-1)
*Genotype
14.43
100.0a
0.00
1
65.0a
13.23
49.3ab
4.04
5
Susceptible
2.89
54.0bcd
2.00
5
8.3c
2.89
25.0de
0.00
9
DM_PM
5.0d
0.00
52.0bcde
0.00
5
0.0d
0.00
2.3ij
2.52
9
DM
3_025
not data
not data
not data
not data
not data
25.0b
0.00
13.6fgh
321%
9
DM
3_032
5.0d
0.00
36.3fghi
3.51
7
5.0cd
0.00
21.6ef
5.77
9
DM
3_052
46.6ab
20.21
100.0a
0.00
1
5.0cd
0.00
5.0hij
0.00
9
PM
3_058
30.0bc
5.00
100.0a
0.00
1
0.0d
0.00
0.0j
0.00
9
PM
3_070
50.0ab
25.00
100.0a
0.00
1
5.0cd
0.00
12.6fghi
2.52
9
PM
3_073
48.3ab
37.86
100.0a
0.00
1
5.0cd
0.00
1.6j
2.89
9
PM
3_082
5.0d
0.00
45.6cdef
2.08
7
25.0b
0.00
45.0ab
18.03
5
DM
3_094
63.3a
12.58
100.0a
0.00
1
5.0cd
0.00
0.0j
0.00
9
PM
4_001
48.3ab
37.86
100.0a
0.00
1
25.0b
0.00
33.3cd
14.43
7
PM
4_005
66.67a
14.43
100.0a
0.00
1
5.0cd
0.00
0.0j
0.00
9
PM
4_011
50.0ab
25.00
100.0a
0.00
1
5.0cd
0.00
1.6j
2.89
9
PM
4_032
11.6cd
11.55
40.0defg
0.00
7
5.0cd
0.00
28.0de
5.20
7
DM
4_037
55.0a
8.66
100.0a
0.00
1
5.0cd
0.00
9.3ghij
4.04
9
PM
4_063
5.0d
0.00
23.3ij
9.87
9
25.0b
0.00
40.0bc
15.00
5
DM
DM
4_082
5.0d
0.00
20.0jk
0.00
9
5.0cd
0.00
6.6ghij
2.89
9
4_124
11.6cd
11.55
65.0b
17.32
3
25.0b
0.00
40.0bc
15.00
5
DM
4_136
50.0ab
25.00
100.0a
0.00
1
5.0cd
0.00
17.3efg
5.86
9
DM_PM
5_022
18.3cd
11.55
25.6hij
18.01
9
5.0cd
0.00
1.6j
2.89
9
DM_PM
5_033
5.0d
0.00
44.3cdef
12.01
7
5.0cd
0.00
23.3def
7.64
9
DM_PM
5_060
5.0d
0.00
38.9efgh
10.65
7
65.0a
13.23
53.3a*
5.77
3
DM
5_078
5.0d
0.00
20.0jk
4.00
9
5.0cd
0.00
10.0ghij
0.00
9
PM
5_107
5.0d
0.00
30.0ghij
0.00
9
1.6d
0.00
0.0j
0.00
9
DM_PM
6_018
5.0d
0.00
55.6bc
25.58
5
5.0cd
0.00
21.6ef
2.89
9
DM_PM
6_025
5.0d
0.00
55.3bc
21.57
5
5.0cd
0.00
7.5ghij
3.54
9
DM_PM
6_046
11.6cd
11.55
40.3defg
4.51
7
5.0cd
0.00
6.6ghij
2.89
9
DM_PM
6_080
5.0d
0.00
8.6k
4.16
9
5.0cd
0.00
3.0hij
1.73
9
DM_PM
6_125
11.0cd
12.17
51.3bcde
1.15
5
5.0cd
0.00
1.6j
2.89
9
DM_PM
LSD (0.05)
24.49
14.15
5.71
2.95
a Means
S.D., standard deviation.
with the same letter are not significantly different (LSD test).
*Result for resistance based on the molecular findings: PM, Powdery mildew resistant; DM, Downy mildew resistant; PM_DM, Powdery and downy midew resistant.
Ren3
UDV108_238 bp, and GF18-8_392 bp and the actual phenotypic
resistance shown to downy mildew. Of the 16 genotypes (3_016,
3_032, 3_082, 4_032, 4_063, 4_082, 5_022, 5_033, 5_060, 5_078,
5_107, 6_018, 6_025, 6_046, 6_080, and 6_125) with resistance
equal to or greater than that shown by “Regent” (OIV 452-1 = 9,
7, and 5), 15 (all genotypes except for 5_078) possessed all four
alleles (Supplementary Table 3). Genotype 5_078 gave a false
negative result for resistance based on the molecular findings
(Table 1). Of the 11 genotypes (3_052, 3_058, 3_070, 3_073,
3_082, 3_094, 4_001, 4_005, 4_011, 4_032, 4_037, 4_063, 4_082,
4_124, and 4_136) showing less resistance than “Regent” (OIV
452-1 = 1 and 3), nine (all genotypes except for 4_124 and 4_136)
did not have all the above alleles (Supplementary Table 3).
Genotypes 4_124 and 4_136 gave false positive results for
resistance based on molecular findings (Table 1). The carriage of
all four alleles was significantly associated (χ2 = 19.57, p ≤ 0.001)
with actual phenotypic resistance.
Frontiers in Plant Science | www.frontiersin.org
Supplementary Table 4 also shows the association between
detection of the SSR alleles GF15-42_199 bp, GF15-28_341 bp,
GF15-30_446 bp, and VChr15CenGen06_283 bp and actual
phenotypic resistance shown to powdery mildew. Of the 24
genotypes (3_016, 3_025, 3_032, 3_052, 3_058, 3_070, 3_073,
3_094, 4_001, 4_005, 4_011, 4_032, 4_037, 4_082, 4_136,
5_022, 5_033, 5_078, 5_107, 6_018, 6_025, 6_046, 6_080,
and 6_125) with resistance similar to “Regent” (OIV 4551 = 7 and 9), 19 (all genotypes except 3_016, 3_025, 3_032,
4_032 and 4_082) carried all four alleles (Supplementary
Table 3). Genotypes 3_016; 3_025; 3_032; 4_032; 4_082 gave
false negative results based on molecular findings (Table 1).
The four genotypes (3_082, 4_063, 4_124 and 5_060) that
showed actual phenotypic resistance well below that shown by
“Regent” (OIV 455-1 = 1, 3 or 5) did not carry all four alleles
(Supplementary Table 3). The carriage of all four alleles was
4
December 2021 | Volume 12 | Article 674510
Ruiz-García et al.
Grapevine Genotypes Resistant to Mildews
different degrees of resistance/susceptibility were seen among
those genotypes generally classified as resistant or susceptible
(Table 1). The greatest resistance to downy mildew was shown
by genotypes 6_080 and 4_082, while 4_005 showed the greatest
susceptibility. With respect to powdery mildew, genotypes 3_058
and 5_107 showed the greatest resistance, while 5_060 showed
the greatest susceptibility. The present data support the idea
that transgressive segregation is common in plant breeding
populations, with a number of recombinants appearing as
outliers with respect to the resistance shown by the parental
phenotypes (Mackay et al., 2021). With regard to downy mildew
descriptor code OIV 452-1, 12 genotypes were transgressive
with respect to the resistance donor “Regent” (OIV = 5),
showing greater resistance than that genotype (OIV = 7 or
9). Similar results were obtained by Vezzulli et al. (2019)
in a segregating population for resistance to downy mildew.
These extreme phenotypes suggest the presence of unidentified
resistance factors that segregate in the breeding populations
and result in minor but significant effects. The causes of
transgressive segregation may be genetic (positive or negative
complementation of additive alleles, epistatic interactions of
unique parental attributes, the unmasking of recessive alleles
from a heterozygous parent, or any combinations of these
mechanisms) or environmental.
Zanghelini et al. (2019) agree with the present hyopthesis
that a more environmentally friendly way to control grapevine
disease would be to select new genotypes with combinations
of resistance loci. In the present work, genotypes 6_080,
5_107 and 4_082 showed the greatest resistance to both
downy and powdery mildew, and indeed these genotypes
have been selected as the best progenitors in an IMIDA
breeding program with the aim of combining their characteristics
with those conferred by other resistance loci to downy
mildew (e.g., Rpv10) and powdery mildew (e.g., Ren1), and
thus help maintain the durability of resistance (pyramiding)
(Eibach et al., 2007).
The possession of alleles of the SSRs used as markers
of resistance was significantly associated with the actual
phenotypic resistance to downy (especially) and powdery mildew,
confirming that these markers can be used in plant improvement
programmes designed to reduce the current use of pesticides.
With respect to downy mildew, only two false positives were
obtained (by genotypes 4_124 and 4_136, i.e., they were
supposedly resistant but actually susceptible), and one false
negative (by genotype 5_078, i.e., supposedly susceptible but
actually showed resistance). With respect to powdery mildew,
five false negative results were noted (provided by genotypes
3_016, 3_025, 3_032, 4_032, and 4_082. The additional fine
mapping of the areas of the genome where different R-loci have
been identified might provide more robust markers for use
in marker-assisted selection (Zini et al., 2019; Zendler et al.,
2021). Overall, these results confirm that MAS can be of great
use in traditional improvement programmes, allowing for the
selection of material with resistance to disease. However, MAS
is not always as efficient as expected, possibly due to a relatively
loose association between QTL alleles and the level of infection
(Hospital, 2009).
FIGURE 1 | (a) Images of leaf discs from genotypes showing different
degrees of resistance to downy mildew (6 dpi), as well as greater resistance
than “Regent” (no sporulation) or greater susceptibility than “Monastrell” (white
downy mildew sporulation on the abaxial surface of leaf discs). (A) “Regent”;
(B) “Monastrell”; (C) genotype 6_080 (resistant); (D) genotype 4_001
(susceptible). (b) Images of plants, grown under glasshouse conditions,
belonging to genotypes showing different degrees of resistance to powdery
mildew (6 dpi). (A) “Regent”; (B) “Monastrell”; (C) genotype 5_107 (resistant);
(D) 5_060 (susceptible).
significantly associated (χ2 = 10.70, p ≤ 0.025) with actual
phenotypic resistance.
DISCUSSION
The present leaf disc and plant inoculation results for resistance
are reminiscent of those reported by other authors (Staudt
and Kassemeyer, 1995; Prajongjai et al., 2014; Vezzulli et al.,
2017) who indicate that non-vinifera hybrids are not fully
resistant to downy and powdery mildew, and that the degree
of resistance is a segregable trait. Indeed, in the present work,
Frontiers in Plant Science | www.frontiersin.org
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December 2021 | Volume 12 | Article 674510
Ruiz-García et al.
Grapevine Genotypes Resistant to Mildews
The introduction of resistance genes from Vitis species
into a V. vinifera variety is a long and costly process, and
in any event resistance may be overcome by particularly
virulent pathogens. This is why the durability of resistance
is crucial - particularly in the case of a perennial species
like the vine. Plants that combine several resistance factors
might be expected to show greater durability of resistance,
even if they display the same level of resistance as those
bearing only one resistance factor. MAS can be used to identify
those genotypes that combine desired resistance factors, thus
helping in the generation of varieties of greater potential for
resistance durability. However, it does not appear to be so
useful in identifying small-effect loci that can enhance the
protection conferred by major genes and thus improve their
durability (Merdinoglu et al., 2018). Hence the importance of
combining MAS with phenotypic characterisation; this should
allow for the better determination of the degree of resistance.
Breeding programs should be vigilant of any advances made
in molecular biology and genomic selection that might help
construct varieties with highly durable resistance (Meuwissen
et al., 2001; Merdinoglu et al., 2018).
In conclusion, cross-breeding programs generate great
variation and allow for the selection of new genotypes that
can promote a more sustainable and environmentally friendly
form of viticulture - as long as the winemaking quality
of their grapes is confirmed. This variation may include
extreme phenotypes that show greater resistance than the
actual donor. The combination of phenotypic characterisation
and molecular selection is very useful, allowing the degree of
resistance achieved in new genotypes, and the durability of
that resistance, to be more accurately determined. The very
resistant lines discussed in the present work provide valuable
material for obtaining durably resistant genotypes, and should
help characterise the molecular basis of resistance to downy
and powdery mildew.
contributed to the final version and read and approved the
final manuscript.
FUNDING
This work was financed by the European Regional Development
Fund (80%) through Projects PO07-037, FEDER1420-04,
and FEDER1420-29, with the collaboration of the Region
of Murcia (20%).
ACKNOWLEDGMENTS
The authors thank Iván González, Elena Zubiaurre, and Ana
Fuentes-Denia for technical assistance and Sergio LucasMiñano, Adrián Yepes-Hita, and José Antonio MartínezJiménez for plant management in the field. PCR products
were separated by capillary electrophoresis in an ABI Prism
3730 sequencer at the Unidad de Genómica-Universidad
Complutense de Madrid/Parque Científico de Madrid, Spain.
The English manuscript was prepared by Adrian Burton
(www.physicalevidence.es).
SUPPLEMENTARY MATERIAL
The Supplementary Material for this article can be found
online at: https://www.frontiersin.org/articles/10.3389/fpls.2021.
674510/full#supplementary-material
Supplementary Figure 1 | Resistance to downy mildew as recorded by OIV
452-1 descriptors (leaf discs inoculated with P. viticola sporangia). The scores for
resistance to downy mildew were: OIV-1, very low resistance (dense sporulation
over large lesions, 100% of discs affected); OIV-3, low resistance (dense
sporulation over medium-sized lesions, 65–99% of discs affected; OIV-5, medium
resistance (little sporulation over small-mid size lesions, 47–64% of discs affected;
OIV-7, strong resistance (scant sporulation over small lesions; 31–46% of discs
affected); OIV-9, very strong resistance (scant sporulation over small lesions;
<30% of discs affected).
DATA AVAILABILITY STATEMENT
The original contributions presented in the study are included
in the article/Supplementary Material, further inquiries can be
directed to the corresponding author.
Supplementary Figure 2 | Resistance to powdery mildew as recorded by
descriptor OIV 455-1 (leaf in glasshouse inoculated with E. necator). The scores
for resistance to powdery mildew were: 1, very low resistance [dense sporulation
over the entire leaf surface (Adaxial) (estimating an average for all leaves)], >75 of
plants affected); 3, low resistance (dense sporulation over 65–100%, 50–75%
of plants affected); 5, medium resistance (sporulation over 25–65%,
36–50% of plants affected); 7, strong resistance (scant sporulation over 5–25,
25–35% of plants affected); 9, very strong resistance (sporulation over
≤5%, <25% plants affected).
AUTHOR CONTRIBUTIONS
LR-G, SB, and MM proposed the study, planned and directed it,
set goals, undertook experimental work, analysed and interpreted
the results, and wrote the draft of the manuscript. JS helped to
wrote the draft of the manuscript. PG and CM-M undertook
experimental work and helped to wrote the draft of the
manuscript. DF-L undertook experimental work. All authors
Supplementary Figure 3 | Relationship between disease incidence and severity
for downy (leaf disc test) and powdery (glasshouse observation) mildew. Alleles of
DMR = SSR alleles associated with resistance to downy mildew (all four alleles
present). Alleles of PMR = SSR alleles associated with resistance to downy mildew
(all four alleles present). DM_PM resistant to downy and powdery mildew.
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Copyright © 2021 Ruiz-García, Gago, Martínez-Mora, Santiago, Fernádez-López,
Martínez and Boso. This is an open-access article distributed under the terms
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December 2021 | Volume 12 | Article 674510
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https://openalex.org/W4283709413
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https://www.researchsquare.com/article/rs-1729255/latest.pdf
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English
| null |
Infants with Macrosomia and Infants of Diabetic Mothers Have Increased Carotid Artery Intima- Media Thickness in Childhood
|
Research Square (Research Square)
| 2,022
|
cc-by
| 7,252
|
Infants with Macrosomia and Infants of Diabetic
Mothers Have Increased Carotid Artery Intima-
Media Thickness in Childhood Hacer Yapicioglu
(
hyapicioglu@cu.edu.tr
Cukurova University
Sultan Ceren Seckin
Cukurova University
Ahmet Yontem
Cukurova University
Dincer Yildizdas
Cukurova University Hacer Yapicioglu
(
hyapicioglu@cu.edu.tr
) Sultan Ceren Seckin
Cukurova University
Ahmet Yontem
Cukurova University
Dincer Yildizdas
Cukurova University Abstract Purpose: Incidence of diabetes during pregnancy is increasing worldwide, and intrauterine hyperglycemia
exposure may have long-term adverse effects on the cardiovascular health of children. We investigated
risk of atherosclerosis and carotid intima-media thickness (CIMT) in infants born macrosomic and in
infants of diabetic mothers (IDM) at the age of 8–9 years. Method: 49 infants of diabetic mothers (IDM group) and 13 macrosomic infants (Macrosomic group)
were included in the study. They were compared with 26 age-matched healthy children with birth weight
appropriate for gestational age born to non-diabetic mothers (Control group). Anthropometric
measurements, atherosclerosis risk factors and CIMT measurements were performed. Results: There was no significant difference between the groups in terms of age, gender, actual
anthropometric measurements, blood pressure measurements, laboratory parameters or atherosclerosis
risk factors. Gestational age was lower in the IDM group (p<0.001), while birth weight was higher in the
Macrosomic group (p<0.001). High-density lipoprotein cholesterol level was lower in the IDM group than
the other groups. Duration of exclusive and total breastfeeding were lower in IDM group than in Control
group (p<0.001 for both). Body mass index, skinfold thickness, waist-to-hip ratio and waist-to-height ratio
were higher in those breastfed for less than 6 months in the IDM group. The CIMT values were
statistically higher in IDM [0.43±.0.047 (0.34-0.60)] and Macrosomic [0.40±0.055 (0.33-0.50)] groups than
Control group [0.34±0.047 (0.26-0.45)]. Conclusion, CIMT values were higher in IDM and Macrosomic groups. This indicates intrauterine
exposure in both groups. Breastfeeding seems very important for IDMs. Research Article Keywords: Atherosclerosis risk factors, carotid artery intima-media thickness, infants of diabetic mothers,
macrosomic infants, breastfeeding
Posted Date: June 28th, 2022
DOI: https://doi.org/10.21203/rs.3.rs-1729255/v1
License:
This work is licensed under a Creative Commons Attribution 4.0 International
License. Read Full License Posted Date: June 28th, 2022 License:
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License. R
d F ll Li Page 1/18 1. Introduction Incidence of gestational diabetes mellitus (GDM) is increasing worldwide and many babies are exposed
to hyperglycemia inutero [1]. Comparison of siblings before and after the development of maternal DM
show the role of epigenetic transmission on long-term negative effects on the cardiovascular health of
the offspring [2]. Fetal 'poor metabolic memory' resulting from intrauterine hyperglycemia,
hyperinsulinemia and leptin resistance cause offspring obesity, diabetes mellitus (DM) and metabolic
disturbances, endothelial dysfunction and hypertension causing cardiovascular diseases (CVD) [2]. Alterations in insulin-like growth factor-1 and growth hormone axis are also risk factors for CVDs; both
hypersecretion and hyposecretion of growth hormone increase the risk [3]. Hyperinsulinemia in the fetus
caused acts as a growth hormone and results in increased fetal fat tissue, glycogen stores and body
mass [4]. Both macrosomic infants and infants of diabetic mothers (IDM) have an increased risk of
obesity in childhood and a high growth trajectory, resulting in an emphasis on such factors as antenatal
counseling, breastfeeding and complementary feeding to reduce the effect of this adverse condition [5–
7] Incidence of gestational diabetes mellitus (GDM) is increasing worldwide and many babies are exposed
to hyperglycemia inutero [1]. Comparison of siblings before and after the development of maternal DM
show the role of epigenetic transmission on long-term negative effects on the cardiovascular health of
the offspring [2]. Fetal 'poor metabolic memory' resulting from intrauterine hyperglycemia, hyperinsulinemia and leptin resistance cause offspring obesity, diabetes mellitus (DM) and metabolic
disturbances, endothelial dysfunction and hypertension causing cardiovascular diseases (CVD) [2]. Alterations in insulin-like growth factor-1 and growth hormone axis are also risk factors for CVDs; both
hypersecretion and hyposecretion of growth hormone increase the risk [3]. Hyperinsulinemia in the fetus
caused acts as a growth hormone and results in increased fetal fat tissue, glycogen stores and body
mass [4]. Both macrosomic infants and infants of diabetic mothers (IDM) have an increased risk of
obesity in childhood and a high growth trajectory, resulting in an emphasis on such factors as antenatal
counseling, breastfeeding and complementary feeding to reduce the effect of this adverse condition [5–
7] Page 2/18 Ultrasonographic measurement of carotid intima-media thickness (CIMT) is a non-invasive, safe,
validated and reproducible technique for the assessment of the risk of subclinical vascular disease [8]. Increased CIMT is a strong predictor of future CVDs, including coronary heart disease, myocardial
infarction, stroke, and peripheral artery disease. 2.2. Exclusion criteria for the Patient and Control groups 2.2. Exclusion criteria for the Patient and Control groups Children with a gestational age of < 34 weeks, birth weight of < 1500 g, with congenital anomalies,
chromosomal anomalies and a history of birth asphyxia, children with any neurological disorder or
mental retardation, children with orthopedic disorders that may affect measurements, children with
known chronic kidney disease, congenital heart disease (except for hemodynamically insignificant
ventricular septal defect, atrial septal defect, and patent ductus arteriosus), Kawasaki disease, childhood
cancers or chronic inflammatory bowel disease, chronic infections (Hepatitis B, C, HIV etc.), previously
diagnosed dyslipidemia, genetic and metabolic disorders, and children whose parents did not give their
consent were not included in the study. Blood samples were gained after 8–12 hours of fasting and
stored at -80°C until biochemical study. 2.1. Study Design The study included children of mothers with Type 1 DM, Type 2 DM and GDM who were born in Cukurova
University Hospital in 2011 and 2012 (IDM group), and the children of healthy mothers with a birth weight
of > 4000 g (Macrosomic group). The “Control group” consisted of children born in the same years to
healthy, non-diabetic mothers, who were appropriate for gestational age and not macrosomic. The study
was approved by Çukurova University Ethics Committee (Date: October 4, 2019, Decision No.: 30). 1. Introduction Dietary factors, lipid profile characteristics, obesity,
diabetes and high blood pressure (BP) are among the risk factors for CVDs [9]. Macrosomic neonates of
healthy and diabetic mothers were reported to have significantly higher abdominal aorta intima media
thickness measurements compared to controls [10, 11]. A significant association was established
between birth weight and CIMT values also in childhood [7]. To the best of our knowledge, there are few studies dealing with IDMs and macrosomic infants during
childhood which evaluate multiple atherosclerosis risk factors and CIMT together [12–14). We
hypothesized that CIMT may be higher in IDMs and macrosomic infants during childhood at 8–9 years of
age compared to children born to healthy mothers and we examined dietary factors, physical activity,
obesity, lipid profiles, insulin resistance, blood pressure (BP) and CIMT measurements in the study. Early CVD A family history of coronary artery stent, coronary bypass surgery or stroke in women before the age of
65, and in men before the age of 55 among first- and second-degree relatives was considered as "early
cardiovascular disease". According to the pediatric blood pressure categories for children aged 1–13
years, blood pressure was defined as normal, elevated or hypertension [18]. Carotid intima-media thickness was assessed by a single experienced reader (AY) who was blinded to the
patients and controls via high-resolution ultrasound (Mindray Resona7, Mindray Bio-Medical Electronics
Co., Ltd., China) with an L14-6s linear 5.1–12.5-MHz probe. CIMT was measured three times at the
posterior wall, 1 cm distal to the bifurcation of carotid artery with the child in the supine position [8]. The
children were positioned with a small turn to the contralateral side with the neck in supine position and
mean of the three measurements was noted. Abdominal obesity An age- and gender-specific waist circumference in the > 90th percentile or a waist circumference-to-
height ratio of ≥ 0.5 was defined as abdominal obesity [16]. Dyslipidemia The presence of one or more of the followings- plasma triglycerides (TG), low density lipoprotein (LDL)
cholesterol and total cholesterol (TC) levels higher than the reference values, or high density lipoprotein
(HDL) cholesterol lower than the reference values- was considered as dyslipidemia [9]. Skinfold thickness was measured using the Skinfold method at the midpoint of the upper arm using a
caliper. Overweight/Obesity Children with an age- and gender-specific body mass index (BMI) of 85–94% and > 95% were considered
overweight and obese, respectively [17]. Insulin resistance in children Fasting plasma glucose (FPG) and simultaneous plasma insulin levels were measured. A HOMA-IR value
of > 2.22 in girls and > 2.67 in boys was considered insulin resistance [15]. Page 3/18 Page 3/18 Page 3/18 2.4. Statistical Analysis IBM SPSS Statistics (Version 20.0. Armonk, NY: IBM Corp.) was used for statistical assessment. Categorical data were expressed as numbers and percentages, and continuous data as mean, deviation,
median and interquartile range. Pearson’s Chi-square test was used for comparison of categorical
variables; a Mann-Whitney U test was used to compare quantitative data between two independent
groups; and a Kruskal-Wallis H test was used to compare three or more groups. Tamhane’s T2 test was
used for poc-hoc analysis. Correlations between CIMT and age, lipid profile, BMI percentiles and BP levels
were assessed with Pearson’s correlation and regression analyses. p < 0.05 was considered statistically
significant. Page 4/18 3. Results According to inclusion criteria, there were 73 IDMs and 29 macrosomic infants born to healthy mothers at
Cukurova University Hospital in 2011 and 2012. All parents were called, but the parents of 60 IDMs and
21 macrosomic infants could be reached and informed about the study. Parents of 49/60 (81.6%) IDM
(IDM group) and 13/21 (61.9%) macrosomic infants (Macrosomic group) agreed to participate in the
study. In the IDM group, five mothers had Type 1, 19 had Type 2 and 25 had gestational DM. Of these
mothers, 36 (73.5%) were treated with insulin during pregnancy. Control Group included 26 healthy
children who were born to healthy mothers. Characteristics of the infants in groups are shown in Table 1. There was a statistical difference in birth
weight and gestational age between the groups (p < 0.001 for both), with birth weight being higher in the
Macrosomic group and gestational age lower in the IDM group. Duration of exclusive breastfeeding was
longer in Control group than in IDM group (p < 0.001), while there was no significant difference in
exclusive breastfeeding between the Macrosomic and Control groups or between the Macrosomic and
IDM groups (Table 1). Atherosclerosis risk factors and family history of early CVD of Control, IDM and
Macrosomic groups were not different (Table 2). HDL cholesterol level was significantly lower in IDM
group than in Control (p = 0.006) and Macrosomic groups (p = 0.024), Table 2. CIMT measurements of the
children were statistically significantly higher in both IDM and Macrosomic groups than in Control group
(p < 0.001 and p = 0.008, respectively), there was no difference between IDM and Macrosomic groups,
Table 3. Page 5/18 Table 1
General Characteristics of the Control, Infants of Diabetic Mothers and Macrosomic Group
Control
(n = 26)
IDM
(n = 49)
Macrosomic
(n = 13)
Mean ± SD
Med. (min-
max)
Mean ± SD
Med. (min-
max)
Mean ± SD
Med. 3. Results (min-
max)
p
Age (months)
98.9 ± 9.0
100 (85–113)
99.9 ± 7.5
98 (89–118)
97.8 ± 11.4
95 (83–120)
0.468
Body weight (kg)
30.4 ± 8.3
31 (18.7–57.1)
31.4 ± 9.6
31 (18.5–67.6)
33.5 ± 6.8
32 (24.5–48)
0.343
Gestational age (weeks)
39.2 ± 1.4
40 (34–40)
37.5 ± 1.7
38 (34–40)
39.6 ± 1
40 (38–41)
<
0.001
Birth weight (g)
3138 ± 404
3000 (2400–
3900)
3439 ± 809
3460 (1640–
5250)
4298 ± 176
4280 (4040–
4550)
<
0.001
Duration of exclusive breastfeeding
(months)
5.7 ± 1.1
6 (0–6)
3 ± 3.1
2 (0–12)
4 ± 2.5
6 (0–6)
<
0.001
n (%)
n (%)
n (%)
p
Duration of breastfeeding
Never breastfed
0–6 months
6–12 months
12–24 month
0
1 (3.8)
4 (1.5)
21 (80)
3 (6.1)
14 (28.5)
13 (26.5)
19 (38.7)
1 (7.6)
1 (7.6)
4 (30.7)
7 (53.8)
0.019
IDM: Infants of diabetic mothers Page 6/18 Page 6/18 Page 6/18 Table 2
Atherosclerosis risk factors in the Control, Infant of Diabetic Mothers and Macrosomic groups
Control
(n = 26)
IDM
(n = 49)
Macrosomic
(n = 13)
n (%)
n (%)
n (%)
p
Obesity
2 (8)
13 (27.7)
3 (23)
0.152
Abdominal obesity
14 (53.8)
22 (44.8)
8 (61.5)
0.508
Hypertension
0
3 (6)
0
*
Dyslipidemia
12 (46.1)
16 (32.6)
6 (46.1)
0.434
Insulin resistance
2 (7.6)
8 (16.3)
0
0.099
Impaired fasting plasma glucose
(100–125 mg/dL)
1 (3.8)
8 (16.3)
0
0.099
Family history of early CVD
11 (42.3)
23 (46.9)
7 (53.8)
0.783
Smoking exposure
13 (50)
27 (56.3)
6 (46.2)
0.763
Physical inactivity
(< 1 hr/day activity)
20 (76.9)
36 (73.5)
8 (61.5)
0.587
Screen time ≥ 1 hr/day
21 (80.7)
38 (77.5)
11 (84.6)
0.840
mg/dL
Mean ± SD
Med. (min-max)
Mean ± SD
Med. (min-max)
Mean ± SD
Med. (min-max)
p
HDL cholesterol
60.3 ± 13.9
58 (29–91)
50.4 ± 8.5
50.5 (31–66)
62.3 ± 13.3
59 (43–96)
0.001
LDL cholesterol
81.4 ± 29
80.5 (42–182)
89.5 ± 29.5
84 (41.6–199)
97.5 ± 24.4
91.6 (66–140)
0.164
TC
162 ± 34.2
162 (108–260)
157.1 ± 33.1
153 (98–288)
175.8 ± 22
168 (146–208)
0.063
TG
103.3 ± 58.1
85.5 (44–306)
87.9 ± 45.3
76 (37–287)
78.6 ± 35.7
66 (38–152)
0.221
*Not evaluated due to the insufficient number of patients. 3. Results IDM: Infants of diabetic mothers, CVD: Cardiovascular disease, HDL: High density lipoprotein, LDL:
Low density lipoprotein, TC: Total cholesterol, TG: Triglyceride Table 2
Atherosclerosis risk factors in the Control, Infant of Diabetic Mothers and DM: Infants of diabetic mothers, CVD: Cardiovascular disease, HDL: High density lipoprotein, LDL:
Low density lipoprotein, TC: Total cholesterol, TG: Triglyceride Table 3
Carotid intima-media thickness measurements in Control, Infants of Diabetic Mothers
and Macrosomic groups
Control
(n = 26)
Mean ± SD
Med. (min-max)
IDM
(n = 49)
Mean ± SD
Med. (min-max)
Macrosomic
(n = 13)
Mean ± SD
Med. (min-max)
p
CIMT (mm)
0.34 ± 0.047
0.34 (0.26–0.45)
0.43 ± 0.047
0.43 (0.34–0.60)
0.40 ± 0.055
0.41 (0.33–0.50)
< 0.001
IDM: Infants of diabetic mothers, CIMT: Carotid artery intima media thickness
Data were expressed as mean ± SEM and median (minimum-maximum) Table 3 Table 3 Table 3
Carotid intima-media thickness measurements in Control, Infants of Diabetic Mothers
and Macrosomic groups 34 (38.6%) of children had a BMI of ≥ 85%. There was no difference in CIMT values of those with a BMI
of ≥ 85 and < 85 (p = 0.698). The within-group comparisons also yielded no difference (Table 4). No
significant correlation was found in Control and Macrosomic groups between children's CIMT and BMI,
systolic BP, diastolic BP, HDL, LDL, TC and TG. In IDM group, there was a weak positive correlation
between systolic BP and CIMT (r = 0.310, p = 0.030), and a moderate positive correlation between
diastolic BP and CIMT (r = 0.486, p < 0.001) values. No significant correlation was found among the other
parameters. Evaluating all children together revealed CIMT to be weakly positively correlated with
diastolic BP (r = 0.213, p = 0.048), weakly positively correlated with systolic BP (r = 0.204, p = 0.059) and
weakly negatively correlated with HDL (r=-0.371, p < 0.001). Page 8/18 Page 8/18 Table 4
Carotid intima-media thickness measurements of all children according to body mass index percentiles
of < 85 and ≥ 85
CIMT measurement (mm) of
children with BMI < 85%
CIMT measurement (mm) of
children with BMI ≥ 85%
Mean ± SD
Med. (min-max)
Mean ± SD
Med. 3. Results (min-max)
Overall (n =
88)
(n = 54)
(n = 34)
p
0.40 ± 0.06
0.40 (0.26–0.51)
0.41 ± 0.07
0.41 (0.28–0.60)
0.698
Control (n =
26)
(n = 18)
(n = 8)
0.35 ± 0.05
0.35 (0.26–0.45)
0.34 ± 0.04
0.34 (0.28–0.39)
0.849
IDM (n = 49)
(n = 31)
(n = 18)
0.43 ± 0.03
0.43 (0.37–0.51)
0.44 ± 0.06
0.44 (0.34–0.60)
0.551
Macrosomic
(n = 13)
(n = 5)
(n = 8)
0.41 ± 0.03
0.41 (0.36–0.44)
0.41 ± 0.07
0.41 (0.33–0.50)
0.933
IDM: Infants of diabetic mothers, BMI: Body mass index, CIMT: Carotid artery intima media thickness Table 4 IDM: Infants of diabetic mothers, BMI: Body mass index, CIMT: Carotid artery intima media thickness Table 5 compares the CIMT values of infants born to mothers with pregestational DM (Type 1 DM and
Type 2 DM) and GDM. Maternal HbA1C was found to be significantly higher in the pregestational DM
group (6.9 ± 1.3 vs. 6.0 ± 0.7), (p = 0.012), while no significant difference was observed in the other
parameters such as gestational age, birth weight, weight, BMI, skinfold thickness and abdominal obesity. In addition, no statistically significant difference was found in CIMT measurements, Table 5. Table 6
compares the IDM group in terms of total breastfeeding durations of < 6 months and ≥ 6 months. BMI,
skinfold thickness, waist circumference, waist-to-hip ratio and waist-to-height ratio were found to be
significantly higher in children who had been breastfed for < 6 months in total. Difference in CIMT
measurements was borderline significant (p = 0.057). Page 9/18 Table 5 Carotid artery intima media thickness measurements of infants born to mothers with pregestational
diabetes mellitus and gestational diabetes mellitus Carotid artery intima media thickness measurements of infants born to mothers with pregestational
diabetes mellitus and gestational diabetes mellitus diabetes mellitus and gestational diabetes mellitus
Pregestational DM
(n = 24)
Mean ± SD
Med. (min-max)
GDM
(n = 25)
Mean ± SD
Med. (min-max)
p
CIMT (mm)
0.42 ± 0.03
0.42 (0.37–0.53)
0.44 ± 0.05
0.44 (0.34–0.60)
0.238
CIMT: Carotid artery intima media thickness, DM: diabetes mellitus, GDM: Gestational diabetes
mellitus CIMT: Carotid artery intima media thickness, DM: diabetes mellitus, GDM: Gestational diabetes
mellitus Table 6
Comparison of the Infants of Diabetic Mothers group according to total breastfeeding duration
IDM, breastfeeding for < 6
months
(n = 17)
Mean ± SD
Med. 4. Discussion In the present study we have reported higher CIMT values in macrosomic born infants and IDMs at 8–9
years old age supporting our hypothesis. The incidence of diabetes during pregnancy is increasing. According to International Diabetes Federation, it is estimated that 16.7% of live births in 2021 had some
form of hyperglycemia during pregnancy, the vast majority (80.3%) of which were GDM [1]. In the present study we have reported higher CIMT values in macrosomic born infants and IDMs at 8–9
years old age supporting our hypothesis. The incidence of diabetes during pregnancy is increasing. According to International Diabetes Federation, it is estimated that 16.7% of live births in 2021 had some
form of hyperglycemia during pregnancy, the vast majority (80.3%) of which were GDM [1]. Hyperglycemia during pregnancy is one of the leading causes of maternal and fetal morbidity and
mortality, and is associated with short- and long-term outcomes. According to Barker's hypothesis of
"fetal origins", fetal environment and endocrine status changes lead to adaptations that can permanently
change physiology and metabolism, and these adaptations predispose individuals to CVDs and
metabolic and endocrine disorders in adulthood [19]. Studies based on this hypothesis suggest that
intrauterine exposure to hyperglycemia causes fetal programming that predisposes the infant to obesity,
hypertension, CVDs, metabolic syndrome and Type 2 DM in the long term [2]. Hyperglycemia during pregnancy is one of the leading causes of maternal and fetal morbidity and
mortality, and is associated with short- and long-term outcomes. According to Barker's hypothesis of
"fetal origins", fetal environment and endocrine status changes lead to adaptations that can permanently
change physiology and metabolism, and these adaptations predispose individuals to CVDs and
metabolic and endocrine disorders in adulthood [19]. Studies based on this hypothesis suggest that
intrauterine exposure to hyperglycemia causes fetal programming that predisposes the infant to obesity,
hypertension, CVDs, metabolic syndrome and Type 2 DM in the long term [2]. The international, multiethnic, and observational Hyperglycemia and Adverse Pregnancy Outcome
(HAPO) Study, which examined the association of maternal hyperglycemia with adverse perinatal
outcomes found birth weight and cord C peptide levels of newborns- whose mothers had hyperglycemia
but not DM- exhibited a strong and persistent association with maternal glucose levels [20]. 4. Discussion HAPO Follow-
up Study, in turn, reported maternal glucose levels during pregnancy to be independently associated with
childhood adiposity, including overweight, obesity, skinfold thickness, body fat percentage and waist
circumference in pubertal children aged 10–14 years [12]. Similarly, studies of children aged 5–10 years
reported a positive correlation between maternal glucose levels during pregnancy and obesity in children
[13, 14]. In the present study comparing IDMs and macrosomic infants with control children at 8–9 years old age,
gestational age was lower in the IDM group, while birth weight was higher in the Macrosomic group (p <
0.001 for both]. IDMs are at increased risk of macrosomia and being large for gestational age, and we
attribute the similarity of the mean birth weight to that of the Control group, but lower than in the
Macrosomic group to their lower gestational age at birth, as the gestational age of IDMs was two weeks
less than the other two groups. IDM group had the lowest gestational age, which can be explained by
increased risk of both indicated preterm labor and spontaneous preterm labor in diabetic women [21]. In the present study comparing IDMs and macrosomic infants with control children at 8–9 years old age,
gestational age was lower in the IDM group, while birth weight was higher in the Macrosomic group (p <
0.001 for both]. IDMs are at increased risk of macrosomia and being large for gestational age, and we
attribute the similarity of the mean birth weight to that of the Control group, but lower than in the
Macrosomic group to their lower gestational age at birth, as the gestational age of IDMs was two weeks
less than the other two groups. IDM group had the lowest gestational age, which can be explained by
increased risk of both indicated preterm labor and spontaneous preterm labor in diabetic women [21]. Studies about the effects of maternal obesity and overnutrition on metabolic programming in children
during prenatal, perinatal and postnatal periods show that each of the factors indicating excessive food
intake, such as prepregnancy maternal obesity and weight gain during pregnancy [22], macrosomic birth
[23] and intrauterine hyperglycemic environment [12, 20] are associated with childhood obesity and poor
cardiovascular outcomes. Macrosomic infants with non-diabetic mothers were also shown to have higher
plasma insulin levels [24] and a larger area of pancreatic β-cell hyperplasia than those born at normal
weight to nondiabetic mothers [25]. 3. Results (min-max)
IDM, breastfeeding for ≥ 6
months
(n = 32)
Mean ± SD
Med. (min-max)
p
BMI (kg/m2)
20.7 ± 5.5
20 (14.2–35)
16.2 ± 2.3
16 (12.6–21)
0.001
Skinfold thickness
(mm)
13.7 ± 6.5
12 (6–26)
8.6 ± 3
8 (4–18)
0.002
Waist circumference
(cm)
74 ± 13.7
74 (55–101)
61.9 ± 7.3
60 (54–81)
0.002
Waist-to-hip ratio
0.93 ± 0.06
0.95 (0.83-1)
0.89 ± 0.05
0.89 (0.81–1.01)
0.036
Waist-to-height ratio
0.54 ± 0.09
0.52 (0.43–0.74)
0.47 ± 0.05
0.45 (0.40–0.61)
0.001
CIMT (mm)
0.45 ± 0.05
0.44 (0.35–0.60)
0.42 ± 0.03
0.42 (0.37–0.51)
0.057
IDM: Infants of diabetic mothers, BMI: body mass index, CIMT: Carotid artery intima media thickness Comparison of the Infants of Diabetic Mothers group according to tota IDM: Infants of diabetic mothers, BMI: body mass index, CIMT: Carotid artery intima media thickness 4. Discussion CIMT measurements are widely used to assess the risk of subclinical
vascular disease in adulthood. Similar to adults, researches in children have found that hypertension [26],
familial hypercholesterolemia [27], overweight and obesity [28], and Type 1 DM [29] lead to an increase in Page 11/18 Page 11/18 CIMT measurements when compared to the age-matched healthy population. The present study
established similar rates of risk factors -family history of early CVD, secondhand smoke exposure,
obesity, dyslipidemia and physical inactivity- for atherosclerosis within all groups, while CIMT was higher
in the IDM and Macrosomic groups compared to the Control group. While it is known that atherosclerosis
starts during the intrauterine period in IDMs [11, 30], our study found higher CIMT values in both the IDM
and Macrosomic groups, suggesting that macrosomic birth may also have an effect on metabolic
programming as in IDM [23–25, 31]. Similar to our study, Akcakus et al [11] showed that both
macrosomic newborns of diabetic and nondiabetic mothers had higher abdominal intima media
thickness than the control newborns and the lowest HDL cholesterol level was in the macrosomic infants
of diabetic mothers. Diabetes mellitus is not a homogenous disease process. Type 1, 2 and GDM result dysglycaemia
differently during fetal development. In the present study, we did not detect any difference in CIMT values
of children whose mothers had preexisting DM or GDM although HbA1C levels of preexisting DM were
higher. Child and adolescent obesity demonstrates a strong association with early atherosclerosis. Carotid IMT is
increased in overweight and obese children [32]. Therefore, we examined CIMT measurements in
overweight or obese children in our study. CIMT measurements were not different in overweight and
obese children overall and within the individual groups. Based on these findings, it can be concluded that
CIMT is affected due rather to intrauterine exposure than the extrauterine exposure. HAPO Follow-up Study found that exposure to hyperglycemia inutero was significantly associated with
elevated plasma glucose levels and insulin resistance in children, independent of maternal and childhood
BMIs and family history of diabetes [33]. In the present study, rate of children with increased HOMA-IR
values and impaired FPG was 16.3% (8 children) in IDM group and 7.6% (2 children) in Control group. In
Macrosomic group, there were no children with insulin resistance and impaired FPG. Although rate of
insulin resistance and impaired FPG was higher in the IDM group, difference was statistically
insignificant (Table 2). 4. Discussion International Diabetes Federation [34] recommends oral glucose testing (OGT] as
the diagnosing procedure of choice for screening at- risk children for glucose homeostasis abnormalities. Unfortunately, no OGT test was administered in the present study, and so our results might not have fully
reflected the abnormality in the glucose metabolism. HAPO Follow-up Study found that exposure to hyperglycemia inutero was significantly associated with
elevated plasma glucose levels and insulin resistance in children, independent of maternal and childhood
BMIs and family history of diabetes [33]. In the present study, rate of children with increased HOMA-IR
values and impaired FPG was 16.3% (8 children) in IDM group and 7.6% (2 children) in Control group. In
Macrosomic group, there were no children with insulin resistance and impaired FPG. Although rate of
insulin resistance and impaired FPG was higher in the IDM group, difference was statistically In the present study, lipid profiles of the groups revealed a statistically significant difference in HDL levels
and a borderline significant difference in TC levels. The lowest HDL levels were recorded in the IDM
group. Akcakus et al [11] reported lower HDL and higher TC and LDL levels in macrosomic IDM compared
to control group. We may conclude that exposure starting in the intrauterine period in IDMs continues into
childhood. In the study by Tam et al. [35] GDM exposure was found to be associated with high systolic
BP and diastolic BP, and low HDL levels in children at the age of 7–10 years, similar to our results. However, when the study re-evaluated children at an average age of 15 years, BP and lipid profiles of the
groups were similar [36]. Although our study identified lower HDL levels in IDM aged 8–9 years, lipid Page 12/18 Page 12/18 profile of children should be assessed again in different ages to evaluate the long-term effect of maternal
hyperglycemia. Various studies involving children have shown that newly diagnosed hypertension [26], familial
hypercholesterolemia [27], overweight and obesity [28], and type 1 DM [29] increase CIMT. In this study,
CIMT was weakly positively correlated with diastolic and systolic BP, and borderline weakly negatively
correlated with HDL in all children. Similar to the present study, low HDL cholesterol [37] and high BP [38]
were associated with an increase in CIMT in children. 4. Discussion We can only detect a correlation in IDM group; there
was a weak positive correlation between systolic BP and a moderate positive correlation between
diastolic BP and CIMT. In the present study, a pairwise comparison revealed a significantly shorter duration of exclusive
breastfeeding in IDM group than in control group. Only 38.7% of the IDM group was breastfed for 12–24
months. We believe that this may be attributed to the more hospitalization rates of IDMs after birth,
causing mother and baby separation and leading to decreased milk production. Another factor may be
that parents use more formula due to concern that the baby may have hypoglycemia. Breastfeeding
during infancy, however, is very important, and as shown in the present study it seems much more
important for IDMs. In low-socioeconomic societies in particular, duration of breastfeeding should be
longer, as the risk of being overweight is 45% lower in children with maternal GDM breastfed for more
than 3 months, compared to those breastfed for less than 3 months at the age of 2–8 years [39]. In 6–13
years old aged children, waist circumference, BMI and visceral and subcutaneous fat were found to be
higher in IDMs breastfed for less than 6 months while no difference was found in anthropometric
measurements breastfed for more than 6 months, regardless of whether their mothers were diabetic or
not [40]. In the present study, the duration of “exclusive breastfeeding” was very low, with a mean of 3
months in IDMs. Similar to previous studies [39, 40], significantly higher BMI, waist circumference,
skinfold thickness, waist-to-hip and waist-to-height ratios were recorded in children breastfed for less than
6 months compared with children breastfed for more than 6 months in IDM group; also CIMT
measurement was borderline significantly higher. These findings indicate the importance of
breastfeeding in IDMs. Limitations of our study include the small sample size, especially in the Macrosomic group. Furthermore,
the fact that the study was conducted in a single healthcare facility makes generalization difficult. Plasma lipid, insulin, and glucose parameters require at least 8 hours of fasting, and the results can be
misleading if the patient is not properly fasted. Some children may not have complied with the fasting
requirement. 5. Conclusion We found higher CIMT measurements in IDM group. This supports “Barker’s hypothesis”, which states
that antenatal exposure to hyperglycemia leads to adaptations that permanently alter the fetal
physiology and metabolism, and that these adaptations predispose such children to cardiovascular, Page 13/18 Page 13/18 metabolic and endocrine disorders in adulthood. The CIMT measurements, however, were also higher in
the macrosomic children born to non-diabetic mothers than in the Control group, suggesting that factors
other than maternal diabetes may also be involved. The shorter duration of breastfeeding in the IDM
group and the higher BMI, skinfold thickness, waist circumference, waist circumference-to-hip ratio and
waist circumference-to-height ratio in children breastfed for less than 6 months suggest that
breastfeeding is very important in IDMs. Nutrition is very important both in intrauterine and extrauterine
periods, especially in IDMs. There is a need for further studies examining similar variables, involving a
larger sample. Abbreviations BMI
body mass index
BP
blood pressure
CIMT
carotid intima-media thickness
CVD
cardiovascular diseases
DM
diabetes mellitus
FPG
fasting plasma glucose
GDM
gestational diabetes mellitus
HAPO
Hyperglycemia and Adverse Pregnancy Outcome
HDL
High density lipoprotein
IDM
infants of diabetic mothers
LDL
Low density lipoprotein
TC
Total cholesterol
TG
Triglyceride
Declarations Code availability: N/A Authors' contributions: Conceptualization: H.Y., S.C.C.; Methodology: H.Y., D.Y.; Data curation: S.C.C., A.Y.;
Formal analysis and investigation: A.Y., S.C.C.; Writing - original draft preparation: S.C.C., H.Y.; Writing -
review and editing: H.Y., D.Y.; Resources: S.C.C., A.Y.; Supervision: H.Y., D.Y.. Funding: The study was funded Cukurova University 2021, TTU-13484 Conflicts of interest/Competing interests: N/A Ethics approval: This study was performed in line with the principles of the Declaration of Helsinki. The
study was approved by Çukurova University Ethics Committee (Date: October 4, 2019, Decision No.: 30). Consent to participate: Informed consent was obtained from legal guardians to participate. Consent to participate: Informed consent was obtained from legal guardians to participate. Consent for publication: Informed consent was obtained from legal guardians for publication. Consent for publication: Informed consent was obtained from legal guardians for publication. Availability of data and material: The datasets generated during and/or analysed during the current study
are available from the corresponding author on reasonable request. Availability of data and material: The datasets generated during and/or analysed during the current study
are available from the corresponding author on reasonable request. Code availability: N/A Funding: The study was funded Cukurova University 2021, TTU-13484
Conflicts of interest/Competing interests: N/A Funding: The study was funded Cukurova University 2021, TTU-13484
Conflicts of interest/Competing interests: N/A Declarations Page 14/18 References 1. International Diabetes Federation. IDF Diabetes Atlas, 10th Edition. 2021, . International Diabetes Federation. IDF Diabetes Atlas, 10th Edition. 2021, . 2. Vrachnis N, Antonakopoulos N, Iliodromiti Z, Dafopoulos K, Siristatidis C, Pappa KI, et al. Impact of
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and asymmetric dimethylarginine are significantly associated with arterial wall thickness in children. Arterioscler Thromb Vasc Biol 2009; 29: 943–9. doi: 10.1161/ATVBAHA.109.184184. 38. Day TG, Park M, Kinra S. Supplementary Files This is a list of supplementary files associated with this preprint. Click to download. GraphicalabstractEJP.docx Legendstographicalabstract.docx Page 18/18
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High-intensity training induces non-stoichiometric changes in the mitochondrial proteome of human skeletal muscle without reorganisation of respiratory chain content
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Nature communications
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This is the Published version of the following publication This is the Published version of the following publication Granata, Cesare, Caruana, Nikeisha, Botella, Javier, Jamnick, Nicholas,
Huynh, Kevin, Kuang, Jujiao, Janssen, Hans A, Reljic, Boris, Mellett, Natalie A,
Laskowski, Adrienne, Stait, Tegan L, Frazier, Ann, Coughlan, Melinda T,
Meikle, Peter, Thorburn, David, Stroud, David A and Bishop, David (2021)
High-intensity training induces non-stoichiometric changes in the mitochondrial
proteome of human skeletal muscle without reorganisation of respiratory chain
content. Nature Communications, 12 (1). pp. 1-18. ISSN 2041-1723 The publisher’s official version can be found at
https://www.nature.com/articles/s41467-021-27153-3
Note that access to this version may require subscription. Downloaded from VU Research Repository https://vuir.vu.edu.au/46419/ ARTICLE Results and discussion Increases in mitochondrial content underlie changes in mar-
kers of mitochondrial biogenesis and mitochondrial respira-
tory function following training. The traditional view of
mitochondrial biogenesis proposes that changes in individual
mitochondrial proteins are stoichiometrically linked to changes in
mitochondrial content. Although this has been questioned
previously17, it remains an unresolved matter. To challenge this
paradigm, we employed an experimental model in which 10 men
were sequentially exposed to different volumes (normal- [NVT],
high- [HVT] and reduced- [RVT] volume training) of high-
intensity interval training (HIIT) with biopsies taken at baseline
(BL) and post-NVT (PN), post-HVT (PH), and post-RVT (PR)
(Fig. 1a). This design was chosen as we have previously demon-
strated that changes (increases or decreases) in training volume
lead to changes in mitochondrial content and markers of mito-
chondrial biogenesis9,18–20. Weekly training volumes for the three
phases are shown in Fig. 1b; changes in physiological and per-
formance parameters are presented in Table 1. p
g
A key biological function of mitochondria is energy conversion
via oxidative phosphorylation (OXPHOS), which is carried out by
the four multi-protein complexes (complexes I to IV [CI-CIV]) of
the electron transport chain (ETC) and F0F1-ATP synthase (or
CV)13. Assembly of the OXPHOS complexes is an intricate
process requiring the coordination of two genomes (nuclear and
mitochondrial) and non-subunit proteins known as assembly
factors14. Only two studies have investigated training-induced
changes in OXPHOS complexes in humans15,16, reporting that
exercise differentially modulates the assembly and composition of
respiratory chain complexes - including their high molecular
weight supercomplex (SC) assemblies. Furthermore, no study has
investigated if training-induced changes in chaperones, assembly
factors, and single OXPHOS subunits occur in conjunction with,
or precede, changes in the complete, functional complexes. Many
other processes support assembly and maintenance of the
OXPHOS complexes, including mitochondrial protein import
and assembly pathways, mitochondrial DNA transcription and
translation, metabolite carriers, and pathways producing critical
cofactors such as coenzyme Q and iron-sulphur proteins
(Fe–S)14. In turn, these processes are reliant on pathways sup-
porting mitochondrial biogenesis more broadly, such as lipid
biogenesis and maintenance of mitochondrial morphology. Whether these processes and pathways are activated by exercise
training and at which specific times remains unknown. p
p
We first verified that changes in training volume induced
changes in the yield of mitochondrial proteins isolated from
muscle biopsies (Fig. 1c), and citrate synthase (CS) activity
(Fig. High-intensity training induces non-stoichiometric
changes in the mitochondrial proteome of
human skeletal muscle without reorganisation
of respiratory chain content Cesare Granata
1,2,9,11✉, Nikeisha J. Caruana
1,3,11, Javier Botella
1, Nicholas A. Jamnick1,4, Kevin Huynh
5,
Jujiao Kuang
1, Hans A. Janssen1, Boris Reljic
3,10, Natalie A. Mellett5, Adrienne Laskowski2, Tegan L. Stait6,
Ann E. Frazier
6,7, Melinda T. Coughlan
2,5, Peter J. Meikle
5, David R. Thorburn
6,7,8,
David A. Stroud
3,6,12✉& David J. Bishop
1,12✉ Mitochondrial defects are implicated in multiple diseases and aging. Exercise training is an
accessible, inexpensive therapeutic intervention that can improve mitochondrial bioener-
getics and quality of life. By combining multiple omics techniques with biochemical and in
silico normalisation, we removed the bias arising from the training-induced increase in
mitochondrial content to unearth an intricate and previously undemonstrated network of
differentially prioritised mitochondrial adaptations. We show that changes in hundreds of
transcripts, proteins, and lipids are not stoichiometrically linked to the overall increase in
mitochondrial content. Our findings suggest enhancing electron flow to oxidative phos-
phorylation (OXPHOS) is more important to improve ATP generation than increasing the
abundance of the OXPHOS machinery, and do not support the hypothesis that training-
induced supercomplex formation enhances mitochondrial bioenergetics. Our study provides
an analytical approach allowing unbiased and in-depth investigations of training-induced
mitochondrial adaptations, challenging our current understanding, and calling for careful
reinterpretation of previous findings. 1 Institute for Health and Sport (iHeS), Victoria University, Melbourne, VIC 3011, Australia. 2 Department of Diabetes, Central Clinical School, Monash
University, Melbourne, VIC 3004, Australia. 3 Department of Biochemistry and Pharmacology and Bio21 Molecular Science and Biotechnology Institute, The
University of Melbourne, Parkville, VIC 3010, Australia. 4 Metabolic Research Unit, School of Medicine and Institute for Mental and Physical Health and
Clinical Translation (iMPACT), Deakin University, Geelong, VIC, Australia. 5 Baker Heart & Diabetes Institute, Melbourne, VIC 3004, Australia. 6 Murdoch
Children’s Research Institute, Royal Children’s Hospital, Melbourne, VIC 3052, Australia. 7 Department of Paediatrics, The University of Melbourne,
Melbourne, VIC 3052, Australia. 8 Victorian Clinical Genetics Services, Royal Children’s Hospital, Melbourne, VIC 3052, Australia. 9Present address: Institute
for Clinical Diabetology, German Diabetes Center, Leibniz Center for Diabetes Research, Heinrich Heine University, 40225 Düsseldorf, Germany. 10Present
address: Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, 3800 Melbourne, Australia. 11These authors contributed equally: Cesare Granata, Nikeisha J. Caruana. 12These authors jointly supervised this work: David A. Stroud, David J. Bishop. High-intensity training induces non-stoichiometric
changes in the mitochondrial proteome of
human skeletal muscle without reorganisation
of respiratory chain content ✉email: cesare.granata@monash.edu; david.stroud@unimelb.edu.au; david.bishop@vu.edu.au 1 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 M M
itochondria are the main site of energy conversion in
the cell and have critical roles in other essential biolo-
gical processes1. Owing to this, defects in mitochondria
have been implicated in multiple diseases, medical conditions,
and aging2–5. The development of interventions to improve the
content and function of mitochondria is therefore important to
enhance quality of life and to extend life expectancy. patterns of adaptation. In addition, we provide evidence that
training-induced changes in the abundance and/or organisation
of SCs did not contribute to improvements in mitochondrial
bioenergetics. Our study provides an analytical approach that
expands our fundamental understanding of training-induced
mitochondrial biogenesis. These findings challenge our current
knowledge and call for careful reinterpretation of previous results,
while also supporting the development of revised hypotheses on
how training alters mitochondrial protein content and function,
and provide an important resource with implications for both
health and disease. q
y
p
y
Exercise training is one of the most widely accessible inter-
ventions or “therapies” to stimulate mitochondrial biogenesis6,7. As arguably the most extensive and also natural perturbation,
exercise represents an excellent experimental model for under-
standing both the complex nature of mitochondrial biogenesis
and the plasticity of the skeletal muscle mitochondrial proteome
in humans8. It is well accepted that exercise training induces an
increase in mitochondrial content and respiratory function in
human skeletal muscle9. However, our knowledge of mitochon-
drial adaptations is limited to a small fraction of the mitochon-
drial proteome10, and is complicated by large training-induced
changes in mitochondrial content, which limit the ability to
interpret adaptations in individual proteins independent of the
overall change in mitochondrial content. To account for this,
most studies to date have either performed analyses in mito-
chondrial isolates obtained after differential centrifugation or
have employed a crude normalisation strategy involving the use
of markers of mitochondrial content, such as citrate synthase
(CS)
activity9,11. Nonetheless,
due
to
limitations
in
both
approaches11,12, there remain major gaps in our understanding of
the magnitude, timing, and direction of change in individual
mitochondrial proteins and related functional pathways, inde-
pendent of the overall change in mitochondrial content. k
b l
l f
f
h
d NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 EXTRACELLULAR MATRIX ORGANIZATION (GO:0030198)
EXTRACELLULAR STRUCTURE ORGANIZATION (GO:0043062)
EXTERNAL STRUCTURE ORGANIZATION (GO:0045229)
REGULATION OF ANGIOGENESIS (GO:0045765)
REGULATION OF CELL MIGRATION (GO:0030334)
COMBINED SCORE
200
100
50
150
0
mtribo
−1
−0.5
0
0.5
1
CI
CII
CIII
CIV
CV
−1
−0.5
0
0.5
1
OXPHOS assembly
TCA
SLC25A
MICOS
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
NVT
HVT
RVT
0
3
6
9
12
Weekly training volume (MJ)
P < 0.001
P < 0.001
P < 0.001
0
200
400
600
800
CS activity
nmol min-1 mg protein -1
P < 0.001
P = 0.009
P = 0.001
BL
PN
PH
PR
BL
PN
PH
PR
0
1
2
3
μg of crude mitochondrial
protein/mg of muscle
P < 0.001
P < 0.001
P < 0.001
a
b
c
d
HVT
3 weeks
40 HIIT sessions
RVT
1 week
6 HIIT sessions
NVT
2 weeks
6 HIIT sessions
BL
PN
PH
PR
g
f
e
-1
0 0.5 1
-0.5
Log2FC
PN vs. BL
PR vs. PH
PH vs. PN a
HVT
3 weeks
40 HIIT sessions
RVT
1 week
6 HIIT sessions
NVT
2 weeks
6 HIIT sessions
BL
PN
PH
PR a HVT
3 weeks
40 HIIT sessions
RVT
1 week
6 HIIT sessions
PH
PR NVT
HVT
RVT
0
3
6
9
12
Weekly training volume (MJ)
P < 0.001
P < 0.001
P < 0.001
0
200
400
600
800
CS activity
nmol min-1 mg protein -1
P < 0.001
P = 0.009
P = 0.001
BL
PN
PH
PR
BL
PN
PH
PR
0
1
2
3
μg of crude mitochondrial
protein/mg of muscle
P < 0.001
P < 0.001
P < 0.001
b
c
d
f 0
200
400
600
800
CS activity
nmol min-1 mg protein -1
P < 0.001
P = 0.009
P = 0.001
BL
PN
PH
PR
d d b c f E
g
f
e
-1
0 0.5 1
-0.5
Log2FC
PN vs. BL
PR vs. PH
PH vs. Results and discussion 1d) - a commonly used biomarker of mitochondrial
content21, as previously reported6,9,20,22–24. We then confirmed
that classic markers of mitochondrial biogenesis, such as the
protein content of OXPHOS subunits assessed in whole-muscle
lysates (Supplementary Fig. 1a, upper panels), as well as
measurements of mitochondrial respiratory function, such as
mitochondrial respiration in permeabilised fibres and ETC
enzyme activity (Supplementary Fig. 1b, c, respectively, all upper
panels) changed, for the most part, as a consequence of changes
in training volume. RVT resulted in no change in any of these
markers, suggesting that the training stimulus was sufficient to
prevent
a
decrease
in
these
parameters. Subsequently,
to
investigate the underpinnings of training-induced changes in
the above markers, we normalised these values by CS activity - a
widely used normalisation strategy to account for differences in
mitochondrial content9,20,21,25. This demonstrated that, for the
most part, absolute changes in markers of mitochondrial
biogenesis and respiratory function were stoichiometrically
associated with the overall increase in mitochondrial content
(Supplementary Fig. 1a, b, c, all lower panels). This is consistent
with previous findings20 and with the notion that absolute
changes in markers of mitochondrial respiratory function (i.e.,
mitochondrial respiration and mitochondrial enzyme activity)
induced by manipulation of training volume are mainly driven by
the overall change in mitochondrial content, rather than by
altered mitochondrial efficiency per se9,20,26. Here, we employed a 3-phase training intervention, combined
with multiple omics techniques (transcriptomics, proteomics, and
lipidomics) and a normalisation strategy that removed the bias
induced by large alterations in mitochondrial content, to inves-
tigate mitochondrial adaptations in human skeletal muscle. Our
findings revealed an intricate and timely remodelling of the
mitochondrial transcriptome, proteome, and lipidome, indepen-
dent of changes in overall mitochondrial content. Post-normal-
isation, we identified 185 differentially expressed mitochondrial
proteins, representing multiple protein functional classes, as well
as bioenergetic and metabolic pathways, that followed distinct Disentangling changes in the mitochondrial proteome from
the general increase in mitochondrial content observed post-
training. The above findings seem to indicate that altering
training volume results in a stoichiometric relationship between NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 2 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 This demonstrated the presence of a significant
proportion of co-isolating non-mitochondrial proteins, with
enrichment analysis indicating these to be predominantly of
myofibrillar origin (Supplementary Fig. 2a), consistent with most
mitochondria in skeletal muscle being tightly associated with
myofibrils23. Surprisingly, we still observed a relative increase in
the abundance of mitochondrial proteins within mitochondrial
isolates following training (Fig. 2a, upper panel, magenta
profiles), an artefact that likely stems from differences in
mitochondrial protein enrichment (MPE) - the contribution of
mitochondrial
protein
intensities
in
biochemically
isolated support these findings with quantitative proteomics. To negate
the general increase in mitochondrial content following exercise
training (Fig. 1d) and to avoid this inherent bias on our
proteomics measurements, we performed label-free quantitative
(LFQ) proteomics on equal amounts of mitochondria-enriched
fractions (biochemical enrichment of mitochondrial proteins
using differential centrifugation). We quantified 1411 proteins −
726 of which were annotated as mitochondrial based on either the
Mitocarta2.028 or the Integrated Mitochondrial Protein Index
(IMPI; Known and Predicted Mitochondrial)29 databases (Sup-
plementary Data 3). Considering only the high-confidence IMPI
(Known Mitochondrial) dataset, mitochondrial proteins repre-
sented 41% of the total number of proteins identified in our
mitochondria-enriched fraction (584 annotated mitochondrial
proteins), contributing to 32% of the overall protein abundance
based on raw intensity data for each protein (Supplementary
Data 3). This demonstrated the presence of a significant
proportion of co-isolating non-mitochondrial proteins, with
enrichment analysis indicating these to be predominantly of
myofibrillar origin (Supplementary Fig. 2a), consistent with most
mitochondria in skeletal muscle being tightly associated with
myofibrils23. Surprisingly, we still observed a relative increase in
the abundance of mitochondrial proteins within mitochondrial
isolates following training (Fig. 2a, upper panel, magenta
profiles), an artefact that likely stems from differences in
mitochondrial protein enrichment (MPE) - the contribution of
mitochondrial
protein
intensities
in
biochemically
isolated p
g
The above findings highlight that the standard approach of
relying on biochemical enrichment to eliminate the bias arising
from different MPEs across time points is insufficient and that an
additional strategy is needed. We therefore complemented our
biochemical enrichment approach with a statistical correction
strategy consisting of (i) removing proteins that were identified in
less than 70% of samples, (ii) removing all except high-confidence
mitochondrial proteins (IMPI Known Mitochondrial), and (iii)
undertaking
variance
stabilising
normalisation
(VSN)
(see
Methods section for more detail). This resulted in the retention
of 498 mitochondrial proteins normalised across the dataset with
high confidence (Supplementary Data 4). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 a Study design; coloured boxes
indicate a training phase: normal-volume training (NVT), high-volume training (HVT), and reduced-volume training (RVT), whereas open boxes indicate a
testing session and resting skeletal muscle biopsy: baseline (BL), post-NVT (PN), post-HVT (PH), and post-RVT (PR). b Weekly training volume during the
NVT, HVT, and RVT training phase; training volume was calculated by multiplying the absolute exercise intensity in Watts by the effective duration of
exercise training in minutes (excluding the warm up and the rest periods between intervals) by the total number of training sessions in each phase. c Mitochondrial yield per mg of tissue achieved during mitochondria isolation of human vastus lateralis biopsy samples (biochemical enrichment of
mitochondrial protein). d Citrate synthase (CS) enzyme activity assessed in whole-tissue (vastus lateralis) homogenates. For panel b–d source data are
provided as a Source Data file and P values are indicated on the figure to three decimal places; for P values that were truncated, the corresponding accurate
P values were: HVT vs. NVT: P = 3.9e−14; RVT vs. NVT: P = 3.8e−5; HVT vs. NVT: P = 1.1e−12 in panel b; PH vs. BL: P = 1.9e−6; PR vs. BL: P = 1.6e−5; PH vs. PN: P = 8.3e−4 in panel c; and PR vs. BL: P = 5.3e−4 in panel d. e Heatmap of differentially expressed transcripts between training phases determined with
an adjusted P < 0.05 (Benjamini–Hochberg). Row clustering determined by unsupervised hierarchical cluster analysis. f Profile plots showing relative scaled
transcripts of subunits of the five oxidative phosphorylation (OXPHOS) complexes (CI to CV), mitochondrial ribosomes (mtribo), OXPHOS assembly, TCA
cycle, SLC25As, and mitochondrial contact site and cristae organising system (MICOS) complex. Transcripts grouped according to known literature (see
Methods section). g Biological process (BP) gene ontology of all differentially expressed transcripts as in e; the top five biological processes by adjusted p
value, as determined by Enrichr (see Methods section), are displayed with their combined score (the full list is presented in Supplementary Data 2). HIIT
high-intensity interval training, MJ megajoules, CI-V complex I–V, IB immunoblotting. Datasets b–d (n = 10) were analysed by repeated measures one-way
ANOVA followed by Tukey’s post hoc testing; P < 0.05. Filled triangles, empty diamonds, and empty and filled circles represent individual values; the
maxima of each bar represents the mean value. Datasets e–g, n = 5. Table 1 Participants’ physiological and endurance performance measurements. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Filled triangles, empty diamonds, and empty and filled circles represent individual values; the
maxima of each bar represents the mean value. Datasets e–g, n = 5. Table 1 Participants’ physiological and endurance performance measurements. Measurement
BL
PN
PH
PR
Age
22.3 ± 5.2
–
–
–
Height
178.1 ± 10.7
–
–
–
Body mass
78.8 ± 12.1
79.0 ± 12.9
78.0 ± 12.5
77.9 ± 11.8#
BMI
24.8 ± 2.9
24.9 ± 3.2
24.6 ± 3.0
24.5 ± 2.9#
V̇O2Peak
46.7 ± 8.2
47.7 ± 8.8
50.5 ± 6.0*#
50.0 ± 6.0*
Ẇ LT
174.1 ± 30.7
182.5 ± 33.0
222.2 ± 36.2*#
219.6 ± 31.4*#
Ẇ peak
231.1 ± 43.2
233.2 ± 43.5
266.3 ± 42.4*#
264.5 ± 40.4*#
20k-TT time
2321.0 ± 168.1
2309.1 ± 257.4
2094.6 ± 130.8*#
2030.1 ± 140.5*#
BL baseline, PN post normal-volume training, PH post high-volume training, PR post reduced-volume training, BMI body mass index [kg m−2], V̇O2Peak peak oxygen uptake [mL min−1 kg−1], Ẇ LT power at
the lactate threshold [Watts], Ẇ peak peak power output [Watts], 20k-TT 20-km time trial [seconds]. Source data are provided as a Source Data file. P values reported in the table were: P = 0.040 for PR vs. PN in “Body mass”; P = 0.041 for PR vs. PN in “BMI”; P = 0.004 for PH vs. BL, P = 0.046 for PH vs. PN, and P = 0.014 for PR vs. BL in “V̇O2Peak”; P = 4.5e−10 for PH vs. BL, P = 2.5e−8 for PH vs. PN, P = 1.5e−9 for PR vs. BL, and P = 9.6e−8 for PR vs. PN in “Ẇ LT”; P = 1.1e−8 for PH vs. BL, P = 3.8e−8 for
PH vs. PN, P = 3.3e−8 for PR vs. BL, and P = 1.1e−7 for PR vs. PN in “Ẇ peak”; P = 4.3e−6 for PH vs. BL, P = 1.0e−5 for PH vs. PN, P = 4.6e−8 for PR vs. BL, and P = 1.0e−7 for PR vs. PN in “20k-TT time”. All
values are mean ± SD; n = 10 for all analyses; all datasets analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05 * vs. BL, # vs. PN. Fig. 1 A complex network of transcriptional responses underpins training-induced increases in mitochondrial content. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Measurement
BL
PN
PH
PR
Age
22.3 ± 5.2
–
–
–
Height
178.1 ± 10.7
–
–
–
Body mass
78.8 ± 12.1
79.0 ± 12.9
78.0 ± 12.5
77.9 ± 11.8#
BMI
24.8 ± 2.9
24.9 ± 3.2
24.6 ± 3.0
24.5 ± 2.9#
V̇O2Peak
46.7 ± 8.2
47.7 ± 8.8
50.5 ± 6.0*#
50.0 ± 6.0*
Ẇ LT
174.1 ± 30.7
182.5 ± 33.0
222.2 ± 36.2*#
219.6 ± 31.4*#
Ẇ peak
231.1 ± 43.2
233.2 ± 43.5
266.3 ± 42.4*#
264.5 ± 40.4*#
20k-TT time
2321.0 ± 168.1
2309.1 ± 257.4
2094.6 ± 130.8*#
2030.1 ± 140.5*#
BL baseline, PN post normal-volume training, PH post high-volume training, PR post reduced-volume training, BMI body mass index [kg m−2], V̇O2Peak peak oxygen uptake [mL min−1 kg−1], Ẇ LT power at
the lactate threshold [Watts], Ẇ peak peak power output [Watts], 20k-TT 20-km time trial [seconds]. Source data are provided as a Source Data file. P values reported in the table were: P = 0.040 for PR vs. PN in “Body mass”; P = 0.041 for PR vs. PN in “BMI”; P = 0.004 for PH vs. BL, P = 0.046 for PH vs. PN, and P = 0.014 for PR vs. BL in “V̇O2Peak”; P = 4.5e−10 for PH vs. BL, P = 2.5e−8 for PH vs. PN, P = 1.5e−9 for PR vs. BL, and P = 9.6e−8 for PR vs. PN in “Ẇ LT”; P = 1.1e−8 for PH vs. BL, P = 3.8e−8 for
PH vs. PN, P = 3.3e−8 for PR vs. BL, and P = 1.1e−7 for PR vs. PN in “Ẇ peak”; P = 4.3e−6 for PH vs. BL, P = 1.0e−5 for PH vs. PN, P = 4.6e−8 for PR vs. BL, and P = 1.0e−7 for PR vs. PN in “20k-TT time”. All
values are mean ± SD; n = 10 for all analyses; all datasets analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05 * vs. BL, # vs. PN. Table 1 Participants’ physiological and endurance performance measurements. BL baseline, PN post normal-volume training, PH post high-volume training, PR post reduced-volume training, BMI body mass index [kg m−2], V̇O2Peak peak oxygen uptake [mL min−1 kg−1], Ẇ LT power at
the lactate threshold [Watts], Ẇ peak peak power output [Watts], 20k-TT 20-km time trial [seconds]. Source data are provided as a Source Data file. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 P values reported in the table were: P = 0.040 for PR vs. PN in “Body mass”; P = 0.041 for PR vs. PN in “BMI”; P = 0.004 for PH vs. BL, P = 0.046 for PH vs. PN, and P = 0.014 for PR vs. BL in “V̇O2Peak”; P = 4.5e−10 for PH vs. BL, P = 2.5e−8 for PH vs. PN, P = 1.5e−9 for PR vs. BL, and P = 9.6e−8 for PR vs. PN in “Ẇ LT”; P = 1.1e−8 for PH vs. BL, P = 3.8e−8 for
PH vs. PN, P = 3.3e−8 for PR vs. BL, and P = 1.1e−7 for PR vs. PN in “Ẇ peak”; P = 4.3e−6 for PH vs. BL, P = 1.0e−5 for PH vs. PN, P = 4.6e−8 for PR vs. BL, and P = 1.0e−7 for PR vs. PN in “20k-TT time”. All
values are mean ± SD; n = 10 for all analyses; all datasets analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05 * vs. BL, # vs. PN. mitochondria relative to all protein intensities - at different time
points. Indeed, the MPE for the four different time points in the
present study was significantly different (Fig. 2a, middle panel)
and corresponded to 24.5% at baseline (BL), 31.5% post-NVT
(PN), 39.3% post-HVT (PH), and 34.5% post-RVT (PR)
(Supplementary Data 3) - a pattern consistent with our
assessment of mitochondrial content (compare Fig. 2a, middle
panel with Fig. 1c, d). support these findings with quantitative proteomics. To negate
the general increase in mitochondrial content following exercise
training (Fig. 1d) and to avoid this inherent bias on our
proteomics measurements, we performed label-free quantitative
(LFQ) proteomics on equal amounts of mitochondria-enriched
fractions (biochemical enrichment of mitochondrial proteins
using differential centrifugation). We quantified 1411 proteins −
726 of which were annotated as mitochondrial based on either the
Mitocarta2.028 or the Integrated Mitochondrial Protein Index
(IMPI; Known and Predicted Mitochondrial)29 databases (Sup-
plementary Data 3). Considering only the high-confidence IMPI
(Known Mitochondrial) dataset, mitochondrial proteins repre-
sented 41% of the total number of proteins identified in our
mitochondria-enriched fraction (584 annotated mitochondrial
proteins), contributing to 32% of the overall protein abundance
based on raw intensity data for each protein (Supplementary
Data 3). ARTICLE ARTICLE BL baseline, PN post normal-volume training, PH post high-volume training, PR post reduced-volume training, BMI body mass index [kg m−2], V̇O2Peak peak oxygen uptake [mL min−1 kg−1], Ẇ LT power at
the lactate threshold [Watts], Ẇ peak peak power output [Watts], 20k-TT 20-km time trial [seconds].
Source data are provided as a Source Data file. P values reported in the table were: P = 0.040 for PR vs. PN in “Body mass”; P = 0.041 for PR vs. PN in “BMI”; P = 0.004 for PH vs. BL, P = 0.046 for PH vs.
PN, and P = 0.014 for PR vs. BL in “V̇O2Peak”; P = 4.5e−10 for PH vs. BL, P = 2.5e−8 for PH vs. PN, P = 1.5e−9 for PR vs. BL, and P = 9.6e−8 for PR vs. PN in “Ẇ LT”; P = 1.1e−8 for PH vs. BL, P = 3.8e−8 for
PH vs. PN, P = 3.3e−8 for PR vs. BL, and P = 1.1e−7 for PR vs. PN in “Ẇ peak”; P = 4.3e−6 for PH vs. BL, P = 1.0e−5 for PH vs. PN, P = 4.6e−8 for PR vs. BL, and P = 1.0e−7 for PR vs. PN in “20k-TT time”. All
values are mean ± SD; n = 10 for all analyses; all datasets analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05 * vs. BL, # vs. PN. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Fig. 1 A complex network of transcriptional responses underpins training-induced increases in mitochondrial content. a Study design; coloured boxes
indicate a training phase: normal-volume training (NVT), high-volume training (HVT), and reduced-volume training (RVT), whereas open boxes indicate a
testing session and resting skeletal muscle biopsy: baseline (BL), post-NVT (PN), post-HVT (PH), and post-RVT (PR). b Weekly training volume during the
NVT, HVT, and RVT training phase; training volume was calculated by multiplying the absolute exercise intensity in Watts by the effective duration of
exercise training in minutes (excluding the warm up and the rest periods between intervals) by the total number of training sessions in each phase. c Mitochondrial yield per mg of tissue achieved during mitochondria isolation of human vastus lateralis biopsy samples (biochemical enrichment of
mitochondrial protein). d Citrate synthase (CS) enzyme activity assessed in whole-tissue (vastus lateralis) homogenates. For panel b–d source data are
provided as a Source Data file and P values are indicated on the figure to three decimal places; for P values that were truncated, the corresponding accurate
P values were: HVT vs. NVT: P = 3.9e−14; RVT vs. NVT: P = 3.8e−5; HVT vs. NVT: P = 1.1e−12 in panel b; PH vs. BL: P = 1.9e−6; PR vs. BL: P = 1.6e−5; PH vs. PN: P = 8.3e−4 in panel c; and PR vs. BL: P = 5.3e−4 in panel d. e Heatmap of differentially expressed transcripts between training phases determined with
an adjusted P < 0.05 (Benjamini–Hochberg). Row clustering determined by unsupervised hierarchical cluster analysis. f Profile plots showing relative scaled
transcripts of subunits of the five oxidative phosphorylation (OXPHOS) complexes (CI to CV), mitochondrial ribosomes (mtribo), OXPHOS assembly, TCA
cycle, SLC25As, and mitochondrial contact site and cristae organising system (MICOS) complex. Transcripts grouped according to known literature (see
Methods section). g Biological process (BP) gene ontology of all differentially expressed transcripts as in e; the top five biological processes by adjusted p
value, as determined by Enrichr (see Methods section), are displayed with their combined score (the full list is presented in Supplementary Data 2). HIIT
high-intensity interval training, MJ megajoules, CI-V complex I–V, IB immunoblotting. Datasets b–d (n = 10) were analysed by repeated measures one-way
ANOVA followed by Tukey’s post hoc testing; P < 0.05. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 PN e mtribo
−1
−0.5
0
0.5
1
CI
CII
CIII
CIV
CV
−1
−0.5
0
0.5
1
OXPHOS assembly
TCA
SLC25A
MICOS
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
f EXTRACELLULAR MATRIX ORGANIZATION (GO:0030198)
EXTRACELLULAR STRUCTURE ORGANIZATION (GO:0043062)
EXTERNAL STRUCTURE ORGANIZATION (GO:0045229)
REGULATION OF ANGIOGENESIS (GO:0045765)
REGULATION OF CELL MIGRATION (GO:0030334)
COMBINED SCORE
200
100
50
150
0
g g g EXTRACELLULAR MATRIX ORGANIZATION (GO:0030198)
EXTRACELLULAR STRUCTURE ORGANIZATION (GO:0043062)
EXTERNAL STRUCTURE ORGANIZATION (GO:0045229)
REGULATION OF ANGIOGENESIS (GO:0045765)
REGULATION OF CELL MIGRATION (GO:0030334)
COMBINED SCORE
200
100
50
150
0
g training-induced changes in mitochondrial content and markers
of
mitochondrial
biogenesis
and
mitochondrial
respiratory
function9. However, whether there is also a fixed stoichiometry
between changes in mitochondrial content and individual mito-
chondrial proteins, protein functional classes, and metabolic
pathways, remains undetermined. To gain further insight into the
effects of training on mitochondria we first employed RNA
sequencing (RNA-seq) based transcriptomics (Supplementary
Data 1). We identified 1206 transcripts differentially expressed
across the three training phases (Fig. 1e and Supplementary
Data 2), and we observed the expected increase in gene tran-
scripts encoding subunits of the OXPHOS complexes (Fig. 1f,
upper panels, compare with Supplementary Fig. 1a, upper panels)
and enzymes of the tricarboxylic acid (TCA) cycle (Fig. 1f, central
lower panel), consistent with previous studies in humans27. However, transcripts for genes encoding other mitochondrial
proteins did not all follow the same trend (Fig. 1f, lower panels). Moreover, gene ontology enrichment analysis of the differentially
expressed transcripts did not identify significant alterations of
pathways involved in mitochondrial respiratory function (Fig. 1g
and Supplementary Data 2), despite the increase in mitochondrial
respiration and ETC enzyme activity reported above (Supple-
mentary Fig. 1b, c, respectively). This reveals a greater complexity
in the transcriptional responses to exercise than previously
hypothesised; i.e., not all mitochondria-related gene transcripts
changed in the same direction and with a similar magnitude
following different training phases (Fig. 1f). As transcriptomics suggested there may not be a fixed
stoichiometry between training-induced changes in mitochon-
drial content and individual mitochondrial proteins, we sought to TURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153- rease
in
mitochondrial
proteins
with
different
training
umes
had
been
compensated
for,
indicating
that
our
To assess the power of our normalisation strategy, we
compared results from non-normalised and BESt-normalised
f
45%
Mitochondrial
translation
55%
Translation
72%
Respiratory
electron
transport, ATP
synthesis
15%
Cristae
formation
13%
Protein
localisation
100%
Metabolism of amino
acids & derivatives
50%
Cristae
formation
50%
Mitochondrial
protein import
Metabolism
51%
TCA cycle
& respiratory
electron transport
25%
14%
Mitochondrial
protein import
10%
Metabolism of amino acids
& derivatives
45%
Mitochondrial
Fatty Acid
β-Oxidation
30%
TCA cycle
25%
Metabolism of
amino acids
& derivatives
c
a
BL
PN
PH
PR
1.8
P
P
NON-NORMALIZED
BL
PN
PH
PR
BESt-NORMALISED
= 0.014
= 0.002
BL
PN
PH
PR
MPE (raw values x1012)
0
0.6
1.2
P = 0.033
b
−4e+08
−2e+08
0e+00
2e+08
4e+08
−1e+09
0e+00
1e+09
2e+09
Dimension 1
Dimension 2
BL
PN
PH
PR
d
Holloway 2009
Present study
Egan 2011
Hostrup
2018
163
8
0
9
2
1
0
2
9
0
0
2
1
5
0
−2 −1
0
1
2
Log2FC
CLUSTER-3
CLUSTER-4
CLUSTER-6
CLUSTER-5
CLUSTER-2
CLUSTER-1
PN vs. BL
PR vs. PH
PH vs. PN
e
g
Unchanged
Downregulated
Upregulated
PR vs. PN
472
14
12
PR vs. BL
393
62
43
PH vs. BL
366
71
61
PR vs. PH
498
PH vs. PN
464
23
11
PN vs. BL
396
61
41
CI
CII
CIII
CIV
CV
mtribo
PH
PR
PN
BL
BESt-
NORMALIZED
NON-
NORMALIZED
PH
PR
PN
BL ase
in
mitochondrial
proteins
with
different
training
mes
had
been
compensated
for,
indicating
that
our
hemical enrichment and statistical correction (BESt-normal-
on) was successful (Fig. 2a, lower panel). In further support of
normalisation strategy, multidimensional scaling analysis
wed good segregation of samples corresponding to the
rent time points (Fig 2b)
To asses
compared
proteomics
values revea
and mitoch
marked incr
panels) res
c
a
BL
PN
PH
PR
1.8
P
P
NON-NORMALIZED
BL
PN
PH
PR
BESt-NORMALISED
= 0.014
= 0.002
BL
PN
PH
PR
MPE (raw values x1012)
0
0.6
1.2
P = 0.033
b
−4e+08
−2e+08
0e+00
2e+08
4e+08
−1e+09
0e+00
1e+09
2e+09
Dimension 1
Dimension 2
BL
PN
PH
PR
d
Holloway 2009
Present study
Egan 2011
Hostrup
2018
163
8
0
9
2
1
0
2
9
0
0
2
1
5
0
g
Unchanged
Downregulated
Upregulated
PR vs. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Unlike CS activity,
which is a single value for each sample, our normalisation
strategy utilises the trends of hundreds of proteins and reduces
the confounding effect of potential outliers. This is extremely
important, given that previous studies have shown a greater than
5-fold difference in training-induced synthesis rate between fast
and slow synthesised mitochondrial proteins in human skeletal
muscle11,30,31. Plotting the resulting data revealed that the general NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 4 4 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 PN
472
14
12
PR vs. BL
393
62
43
PH vs. BL
366
71
61
PR vs. PH
498
PH vs. PN
464
23
11
PN vs. BL
396
61
41
CI
CII
CIII
CIV
CV
mtribo
PH
PR
PN
BL
BESt-
NORMALIZED
NON-
NORMALIZED
PH
PR
PN
BL f
45%
Mitochondrial
translation
55%
Translation
72%
Respiratory
electron
transport, ATP
synthesis
15%
Cristae
formation
13%
Protein
localisation
100%
Metabolism of amino
acids & derivatives
50%
Cristae
formation
50%
Mitochondrial
protein import
Metabolism
51%
TCA cycle
& respiratory
electron transport
25%
14%
Mitochondrial
protein import
10%
Metabolism of amino acids
& derivatives
45%
Mitochondrial
Fatty Acid
β-Oxidation
30%
TCA cycle
25%
Metabolism of
amino acids
& derivatives
11
trup
8
−2 −1
0
1
2
Log2FC
CLUSTER-3
CLUSTER-4
CLUSTER-6
CLUSTER-5
CLUSTER-2
CLUSTER-1
PN vs. BL
PR vs. PH
PH vs. PN
e f
45%
Mitochondrial
translation
55%
Translation
Metabolism
51%
TCA cycle
& respiratory
electron transport
25%
14%
Mitochondrial
protein import
10%
Metabolism of amino acids
& derivatives
45%
Mitochondrial
Fatty Acid
β-Oxidation
30%
TCA cycle
25%
Metabolism of
amino acids
& derivatives
−2 −1
0
1
2
Log2FC
CLUSTER-3
CLUSTER-2
CLUSTER-1
e c
CI
CII
CIII
CIV
CV
mtribo
PH
PR
PN
BL
BESt-
NORMALIZED
NON-
NORMALIZED
PH
PR
PN
BL a
BL
PN
PH
PR
1.8
P
P
NON-NORMALIZED
BL
PN
PH
PR
BESt-NORMALISED
= 0.014
= 0.002
BL
PN
PH
PR
MPE (raw values x1012)
0
0.6
1.2
P = 0.033 a c e CI 45%
Mitochondrial
translation
55%
Translation
72%
Respiratory
electron
transport, ATP
synthesis
15%
Cristae
formation
13%
Protein
localisation
100%
Metabolism of amino
acids & derivatives
50%
Cristae
formation
50%
Mitochondrial
protein import
Metabolism
51%
TCA cycle
& respiratory
electron transport
25%
14%
Mitochondrial
protein import
10%
Metabolism of amino acids
& derivatives
45%
Mitochondrial
Fatty Acid
β-Oxidation
30%
TCA cycle
25%
Metabolism of
amino acids
& derivatives
CLUSTER-3
CLUSTER-4
CLUSTER-6
CLUSTER-5
CLUSTER-2
CLUSTER-1
PN vs. BL
PR vs. PH
PH vs. PN CLUSTER-1 CLUSTER-2 increase
in
mitochondrial
proteins
with
different
training
volumes
had
been
compensated
for,
indicating
that
our
biochemical enrichment and statistical correction (BESt-normal-
isation) was successful (Fig. 2a, lower panel). In further support of
our normalisation strategy, multidimensional scaling analysis
showed good segregation of samples corresponding to the
different time points (Fig. 2b). To assess the power of our normalisation strategy, we
compared results from non-normalised and BESt-normalised
proteomics values. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Whereas analysis of non-normalised intensity
values revealed a lack of change in the abundance of OXPHOS
and mitochondrial ribosomal subunits post-NVT, followed by a
marked increase post-HVT, and a decrease post-RVT (Fig. 2c, left
panels), results from BESt-normalised values showcased a very
72%
Respiratory
electron
transport, ATP
synthesis
15%
Cristae
formation
13%
Protein
localisation
100%
Metabolism of amino
acids & derivatives
50%
Cristae
formation
50%
Mitochondrial
protein import
Metabolism
51%
TCA cycle
& respiratory
electron transport
25%
14%
Mitochondrial
protein import
10%
Metabolism of amino acids
& derivatives
BL
PN
PH
PR
b
−4e+08
−2e+08
0e+00
2e+08
4e+08
−1e+09
0e+00
1e+09
2e+09
Dimension 1
Dimension 2
BL
PN
PH
PR
d
Holloway 2009
Present study
Egan 2011
Hostrup
2018
163
8
0
9
2
1
0
2
9
0
0
2
1
5
0
CLUSTER-3
CLUSTER-4
CLUSTER-6
CLUSTER-5
PN vs. BL
PR vs. PH
PH vs. PN
g
Unchanged
Downregulated
Upregulated
PR vs. PN
472
14
12
PR vs. BL
393
62
43
PH vs. BL
366
71
61
PR vs. PH
498
PH vs. PN
464
23
11
PN vs. BL
396
61
41
CV
mtribo
PH
PR
PN
BL
PH
PR
PN
BL
NATURE COMMUNICATIONS | (2021)12 7056 | htt
//d i
/10 1038/ 41467 021 27153 3 |
t
/
t
i
ti
5 CLUSTER-3 d
Holloway 2009
Present study
Egan 2011
Hostrup
2018
163
8
0
9
2
1
0
2
9
0
0
2
1
5
0
PR vs PH
PH vs PN b
−4e+08
−2e+08
0e+00
2e+08
4e+08
−1e+09
0e+00
1e+09
2e+09
Dimension 1
Dimension 2
BL
PN
PH
PR b d Holloway 2009 Hostrup
2018 CLUSTER-4 Present study g
PH vs. BL
PN vs. BL
396
61
41 PR vs. BL
PH vs. PN
464
23
11 g PR vs. PH PN vs. BL Unchanged
PR vs. PN
472
14
12
PR vs. PH
498 CLUSTER-5 PH vs. BL PR vs. BL PR vs. PN
12 CLUSTER-6 Downregulated
393
62
43 Upregulated
366
71
61 14 Upregulated Unchanged Downregulated To assess the power of our normalisation strategy, we
compared results from non-normalised and BESt-normalised
proteomics values. Whereas analysis of non-normalised intensity
values revealed a lack of change in the abundance of OXPHOS
and mitochondrial ribosomal subunits post-NVT, followed by a
marked increase post-HVT, and a decrease post-RVT (Fig. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Differentially expressed proteins for each time point
comparison were identified by linear modelling with multiple comparison adjustment made with a P value of <0.01 using the Benjamini–Hochberg method,
as shown in Supplementary Data 7. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT. n = 10 for all analyses. Fig. 2 Correcting for changes in mitochondrial content reveals differentially expressed protein clusters with divergent prioritisation in response to
training. a Training-induced differences in the mitochondrial protein content of isolated mitochondrial (IM) fractions obtained from vastus lateralis muscle
biopsies. Upper panel: profile plot of all non-normalised intensity values displaying “known mitochondrial” (IMPI “Known Mitochondrial”) (magenta) and
non-mitochondrial (salmon) proteins co-precipitating during mitochondrial isolation. Proteins identified in less than 70% of samples were removed. Middle
panel: mitochondrial protein enrichment (MPE) obtained by adding the raw intensity values from LC-MS/MS analysis of all “known mitochondrial” proteins
(IMPI “Known Mitochondrial”) at the four different time points. Filled triangles, empty diamonds, and empty and filled circles represent individual values;
the maxima of each bar represents the mean value; analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05 have been identified by sampling muscle only at the beginning
and end of this study). different picture, as the content of OXPHOS subunits was
markedly
decreased
(deprioritised)
post-NVT,
and
showed
discreet and specific changes (mainly modest increases) thereafter
(Fig. 2c, right panels; results discussed in more detail later),
whereas mitochondrial ribosomal subunits increased to a greater
extent than mitochondrial content (prioritised) (Fig. 2c, right
panels). These findings demonstrate the power of our BESt-
normalisation strategy compared to classical approaches, as it
enables an unbiased comparison of the changes in individual
mitochondrial
proteins
relative
to the overall increase in
mitochondrial content following training, providing clear evi-
dence that these changes are not stoichiometrically linked. As a
means of comparison, we also employed the classical approach of
normalising the abundances of specific proteins derived from
SDS-PAGE and immunoblot analysis on isolated mitochondrial
fractions by CS activity; this demonstrates that while this widely
used approach partially corrects for changes in MPE, it fails to
recapitulate most of the findings observed with our BESt-
normalisation strategy (Supplementary Fig. 2b). Unsupervised
hierarchical
clustering
of
all
differentially
expressed mitochondrial proteins revealed six clusters (Fig. 2e)
with distinct patterns
of change in response
to training
(Supplementary Fig. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Fig. 2 Correcting for changes in mitochondrial content reveals differentially expressed protein clusters with divergent prioritisation in response to
training. a Training-induced differences in the mitochondrial protein content of isolated mitochondrial (IM) fractions obtained from vastus lateralis muscle
biopsies. Upper panel: profile plot of all non-normalised intensity values displaying “known mitochondrial” (IMPI “Known Mitochondrial”) (magenta) and
non-mitochondrial (salmon) proteins co-precipitating during mitochondrial isolation. Proteins identified in less than 70% of samples were removed. Middle
panel: mitochondrial protein enrichment (MPE) obtained by adding the raw intensity values from LC-MS/MS analysis of all “known mitochondrial” proteins
(IMPI “Known Mitochondrial”) at the four different time points. Filled triangles, empty diamonds, and empty and filled circles represent individual values;
the maxima of each bar represents the mean value; analysed by repeated measures one-way ANOVA followed by Tukey’s post hoc testing; P < 0.05
(n = 10 for all groups). Lower panel: same as upper panel but following removal of non-mitochondrial proteins and statistical correction (BESt-)
normalisation. Source data are provided as a Source Data file. b Multidimensional scaling analysis showing segregation of samples obtained from IM
fractions of BESt-normalised proteomics values. c Scaled profile plots showing the relative abundance of subunits of OXPHOS complexes and mtribo of the
non-normalised intensity values of “known mitochondrial” proteins (IMPI “Known Mitochondrial”) following valid value filtering (left panels), and values
obtained after BESt-normalisation (right panels). d Venn diagram representing the overlap in differentially expressed proteins between the present study
and previous literature utilising young healthy humans23,32,33. The bubble size for each study is proportional to the number of differentially expressed
proteins identified (this was not possible for the overlapping size). e Heatmap of BESt-normalised differentially expressed mitochondrial proteins (IMPI
“Known Mitochondrial”), identified with an adjusted P < 0.01 (Benjamini–Hochberg) determined by linear model fit using limma with empirical Bayes
method. Row clustering determined by unsupervised hierarchical cluster analysis. f Venn diagram representation of the gene ontology of the six clusters
identified in e obtained from enrichment analysis (using the ClueGO [v2.5.6] application in Cytoscape [v3.7.1]; see Methods section) of all proteins
belonging to each cluster performed separately (Supplementary Data 5). g Venn diagram representations of the number of BESt-normalised differentially
expressed mitochondrial proteins (IMPI “Known Mitochondrial”) between each of the time points. ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 2c), which also confirmed the absence of a
fixed stoichiometry between training-induced changes in mito-
chondrial content and mitochondrial protein functional classes. Enrichment analysis of differentially expressed proteins within
each of the six clusters revealed them to be enriched in, but not
always exclusively contain, proteins involved in fatty acid β-
oxidation (FAO), mitochondrial translation, the TCA cycle,
OXPHOS, metabolism of amino acids, and cristae formation,
respectively (Fig. 2f and Supplementary Data 5). Because not all
proteins
belonging
to
each
individual
Reactome
pathway
segregated within one cluster (Supplementary Fig. 2d), we
compared our 185 differentially expressed proteins with proteins
belonging to the six aforementioned functional classes (Reactome
R-HSA) and other related pathways; matching proteins (Supple-
mentary Data 6) were used to generate the individual pathway
heatmaps presented in Fig. 3 and to discuss our findings. In
addition, because Reactome, like other protein databases, only
provides an extensive but not exhaustive list of proteins involved
in each pathway, we complemented our heatmaps with other
proteins identified through literature (see Methods section for
more information on how pathways in Supplementary Data 6 and
Fig. 3 were generated). From this point onwards, unless specified otherwise, post BESt-
normalisation proteomics results will be presented, enabling the
investigation of training-induced changes in mitochondrial
proteins without the confounding influence of changes in
mitochondrial content. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 2c, left
panels), results from BESt-normalised values showcased a very To assess the power of our normalisation strategy, we
compared results from non-normalised and BESt-normalised
proteomics values. Whereas analysis of non-normalised intensity
values revealed a lack of change in the abundance of OXPHOS
and mitochondrial ribosomal subunits post-NVT, followed by a
marked increase post-HVT, and a decrease post-RVT (Fig. 2c, left
panels), results from BESt-normalised values showcased a very To assess the power of our normalisation strategy, we
compared results from non-normalised and BESt-normalised
proteomics values. Whereas analysis of non-normalised intensity
values revealed a lack of change in the abundance of OXPHOS
and mitochondrial ribosomal subunits post-NVT, followed by a
marked increase post-HVT, and a decrease post-RVT (Fig. 2c, left
panels), results from BESt-normalised values showcased a very increase
in
mitochondrial
proteins
with
different
training
volumes
had
been
compensated
for,
indicating
that
our
biochemical enrichment and statistical correction (BESt-normal-
isation) was successful (Fig. 2a, lower panel). In further support of
our normalisation strategy, multidimensional scaling analysis
showed good segregation of samples corresponding to the
different time points (Fig. 2b). increase
in
mitochondrial
proteins
with
different
training
volumes
had
been
compensated
for,
indicating
that
our
biochemical enrichment and statistical correction (BESt-normal-
isation) was successful (Fig. 2a, lower panel). In further support of
our normalisation strategy, multidimensional scaling analysis
showed good segregation of samples corresponding to the
different time points (Fig. 2b). TURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 5 Discovery of mitochondrial proteins and functional classes and
metabolic pathways differentially affected by exercise training. Discovery of mitochondrial proteins and functional classes and
metabolic pathways differentially affected by exercise training. We next interrogated our BESt-normalised mitochondrial pro-
teome to gain new insights into non-stoichiometric changes in
individual mitochondrial proteins following three training phases
designed to induce different effects on mitochondrial biogenesis. Using linear modelling (comparable to a multiple samples
ANOVA), we identified 185 mitochondrial proteins that were
differentially expressed across the three training phases (Supple-
mentary Data 5). This is ~10-fold greater than the number of
proteins reported to change post-training in previous human
skeletal muscle studies23,32–34 (Fig. 2d). This increased number of
proteins was likely related to our normalisation strategy, and did
not seem to depend on the large training volume utilised (120
proteins were differentially expressed after the modest training
volume of the NVT phase alone), nor was the result of comparing
multiple time points (118 differentially expressed proteins would To pinpoint the origin of training-induced changes in
individual mitochondrial proteins, we performed unpaired t-tests
between group pairs following permutation-based false discovery
rate (FDR) correction. Using a conservative approach, we
matched the differentially expressed proteins identified by each
t-test comparison with the 185 differentially expressed proteins
across the three training phases; this analysis, which includes all
relevant comparisons, including those between each time point
against baseline, can be found in Supplementary Data 7. The
majority of changes occurred during the initial NVT phase
(Fig. 2g and Supplementary Data 7), where 102 proteins were
differentially expressed, suggesting that the greatest number of
mitochondrial adaptations took place within the first few training
sessions and these became harder to obtain as the training
progressed (Fig. 2e, note the strongest changes are found in the TURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 6 vs. BL” column). Our study also confirms that the training
ulus during the RVT phase was sufficient to prevent a loss of
tation (Fig. 2g and Supplementary Data 7). The lack of
ge in mitochondrial markers in the current study is in
present study (2.14 MJ/week for 1 week vs. 0.32 MJ/we
2 weeks, respectively). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 UQCR10
UQCRB
UQCRC2
UQCRFS1
UQCRC1
SDHB
SDHA
MP68
ATP5J
ATP5B
ATP5H
ATP5O
ATP5A1
MT-CO3
MT−ND5
NDUFC2
NDUFA13
NDUFS4
NDUFB4
NDUFA10
NDUFS2
NDUFB11
NDUFS6
NDUFB7
Subunits
OXPHOS
Succinate
SUCLG2
SUCLG1
SUCLA2
SDHB
SDHA
COQ7
COQ3
COQ9
COQ5
CPT1B
PLIN5
ACSL1
ACSL3
ALDH3A2
CI
CIV
CII
CV
CIII
Q UQCRC1
SDHA
MP68
MT-CO3
MT−ND5
OXPHOS
COQ7
CPT1B
CI
CIV
CII
CV
CIII
Q N vs. BL” column). Our study also confirms that the training
mulus during the RVT phase was sufficient to prevent a loss of
ptation (Fig 2g and Supplementary Data 7) The lack of
present study (2.14 MJ/week for 1 week vs. 0.32 MJ/we
2 weeks, respectively). UQCR10
UQCRB
UQCRC2
UQCRFS1
UQCRC1
SDHB
SDHA
MP68
ATP5J
ATP5B
ATP5H
ATP5O
ATP5A1
MT-CO3
NDUFB5
NDUFA2
MT−ND5
NDUFC2
NDUFA13
NDUFS4
NDUFB4
NDUFA10
NDUFS2
NDUFB11
NDUFS6
NDUFB7
Subunits
OXPHOS
BCS1L
ATPAF1
COA3
TACO1
COX19
TIMMDC1
ACAD9
NDUFAF3
NUBPL
ECSIT
Assembly
Factors
CI
CIV
CII
CV
CIII
Q
3 Overview of training-induced changes in mitochondrial protein functional classes and metabolic pathways. Protein functional classes
abolic pathways (defined in Supplementary Data 6) as determined in Supplementary Data 7. Row clustering determined by unsupervised hier
er analysis. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT, ROS reactive oxygen species, FAO fatty acid β-oxidation, CoQ Coenzyme
rboxylic acid cycle, OXPHOS oxidative phosphorylation. UQCR10
UQCRB
UQCRC2
UQCRFS1
UQCRC1
SDHB
SDHA
MP68
ATP5J
ATP5B
ATP5H
ATP5O
ATP5A1
MT-CO3
NDUFB5
NDUFA2
MT−ND5
NDUFC2
NDUFA13
NDUFS4
NDUFB4
NDUFA10
NDUFS2
NDUFB11
NDUFS6
NDUFB7
Subunits
OXPHOS
BCS1L
ATPAF1
COA3
TACO1
COX19
TIMMDC1
ACAD9
NDUFAF3
NUBPL
ECSIT
Assembly
Factors
. 3 Overview of training-induced changes in mitochondrial protein functional classes and metabolic pathways. Protein functional classes and/or
tabolic pathways (defined in Supplementary Data 6) as determined in Supplementary Data 7. Row clustering determined by unsupervised hierarchica
ster analysis. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT, ROS reactive oxygen species, FAO fatty acid β-oxidation, CoQ Coenzyme Q, TCA
arboxylic acid cycle, OXPHOS oxidative phosphorylation. Fig. 3 Overview of training-induced changes in mitochondrial protein functional classes and metabolic pathways. Protein functional classes and/or
metabolic pathways (defined in Supplementary Data 6) as determined in Supplementary Data 7. Row clustering determined by unsupervised hierarchical
cluster analysis. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT, ROS reactive oxygen species, FAO fatty acid β-oxidation, CoQ Coenzyme Q, TCA
tricarboxylic acid cycle, OXPHOS oxidative phosphorylation. present study (2.14 MJ/week for 1 week vs. 0.32 MJ/week for
2 weeks, respectively). “PN vs. Discovery of mitochondrial proteins and functional classes and
metabolic pathways differentially affected by exercise training. UQCR10
UQCRB
UQCRC2
UQCRFS1
UQCRC1
SDHB
SDHA
MP68
ATP5J
ATP5B
ATP5H
ATP5O
ATP5A1
MT-CO3
NDUFB5
NDUFA2
MT−ND5
NDUFC2
NDUFA13
NDUFS4
NDUFB4
NDUFA10
NDUFS2
NDUFB11
NDUFS6
NDUFB7
Subunits
OXPHOS
BCS1L
ATPAF1
COA3
TACO1
COX19
TIMMDC1
ACAD9
NDUFAF3
NUBPL
ECSIT
Assembly
Factors
TCA Cycle
Isocitrate
α - ketoglutarate
Succinyl CoA
Succinate
Fumarate
Malate
Oxaloacetate
Citrate
MDH2
ACO2
FH
CS
SUCLG2
SUCLG1
SUCLA2
SDHB
SDHA
IDH2
IDH3B
IDH3A
IDH3G
FAHD1
CoQ
Biosynthesis
COQ7
COQ3
COQ9
COQ5
Mitochondrial
Translation
MRPL18
MRPS5
MRPS22
MRPL4
MRPS27
GFM1
TUFM
PTCD3
MTIF2
TSFM
Protein
Folding
HSPA9
TRAP1
HSPD1
HSPE1
TIMM44
Response
to ROS
GPX1
GPX4
SOD2
PRDX5
TXN2
CYCS
−2 −1
0
1
2
Log2FC
PN vs. BL
PR vs. PH
PH vs. PN
DLD
FAO
CPT1B
ETFB
ETFA
PLIN5
ACSF2
ACOT9
ECHS1
DECR1
HADH
MCEE
ACAA2
MECR
ACAT1
HSD17B8
HMGCL
HSD17B10
HADHA
ACSL1
ACSL3
MLYCD
ALDH3A2
Cristae
Formation
CHCHD3
IMMT
APOOL
APOO
MTX2
MTX1
OMA1
TMEM11
Pyruvate
AcCoA
ME2
DLD
CI
CIV
CII
CV
CIII
Q
CoQ
e
- donors
IVD
DHODH
L2HGDH
ETFDH
GPD2
DLD
Overview of training-induced changes in mitochondrial protein functional classes and metabolic pathways. Protein functional classes a
olic pathways (defined in Supplementary Data 6) as determined in Supplementary Data 7. Row clustering determined by unsupervised hier
r analysis. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT, ROS reactive oxygen species, FAO fatty acid β-oxidation, CoQ Coenzyme
boxylic acid cycle, OXPHOS oxidative phosphorylation. RE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3
ARTI NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Mitochondrial
Translation
MRPL18
MRPS5
MRPS22
MRPL4
MRPS27
GFM1
TUFM
PTCD3
MTIF2
TSFM
Protein
Folding
HSPA9
TRAP1
HSPD1
HSPE1
TIMM44
Response
to ROS
GPX1
GPX4
SOD2
PRDX5
TXN2
CYCS
−2 −1
0
1
2
Log2FC
PN vs. BL
PR vs. PH
PH vs. PN
Cristae
Formation
CHCHD3
IMMT
APOOL
APOO
MTX2
MTX1
OMA1
TMEM11 Mitochondrial
Translation
MRPL18
MRPS5
MRPS22
MRPL4
MRPS27
GFM1
TUFM
PTCD3
MTIF2
TSFM Response
to ROS TCA Cycle
Isocitrate
α - ketoglutarate
Succinyl CoA
Succinate
Fumarate
Malate
Oxaloacetate
Citrate
MDH2
ACO2
FH
CS
SUCLG2
SUCLG1
SUCLA2
SDHB
SDHA
IDH2
IDH3B
IDH3A
IDH3G
FAHD1
CoQ
Biosynthesis
COQ7
COQ3
COQ9
COQ5
DLD
FAO
CPT1B
ETFB
ETFA
PLIN5
ACSF2
ACOT9
ECHS1
DECR1
HADH
MCEE
ACAA2
MECR
ACAT1
HSD17B8
HMGCL
HSD17B10
HADHA
ACSL1
ACSL3
MLYCD
ALDH3A2
Pyruvate
AcCoA
ME2
DLD
CoQ
e
- donors
IVD
DHODH
L2HGDH
ETFDH
GPD2
DLD FAO
CPT1B
ETFB
ETFA
PLIN5
ACSF2
ACOT9
ECHS1
DECR1
HADH
MCEE
ACAA2
MECR
ACAT1
HSD17B8
HMGCL
HSD17B10
HADHA
ACSL1
ACSL3
MLYCD
ALDH3A2 BL” column). Our study also confirms that the training
present study (2.14 MJ/week for 1 week vs. 0.32 MJ/week
UQCR10
UQCRB
UQCRC2
UQCRFS1
UQCRC1
SDHB
SDHA
MP68
ATP5J
ATP5B
ATP5H
ATP5O
ATP5A1
MT-CO3
NDUFB5
NDUFA2
MT−ND5
NDUFC2
NDUFA13
NDUFS4
NDUFB4
NDUFA10
NDUFS2
NDUFB11
NDUFS6
NDUFB7
Subunits
OXPHOS
BCS1L
ATPAF1
COA3
TACO1
COX19
TIMMDC1
ACAD9
NDUFAF3
NUBPL
ECSIT
Assembly
Factors
Isocitrate
α - ketoglutarate
Succinyl CoA
Succinate
Fumarate
Malate
Oxaloacetate
Citrate
MDH2
ACO2
FH
SUCLG2
SUCLG1
SUCLA2
SDHB
SDHA
IDH2
IDH3B
IDH3A
IDH3G
FAHD1
CoQ
Biosynthesis
COQ7
COQ3
COQ9
COQ5
DLD
CPT1B
ETFB
ETFA
PLIN5
ACSF2
ACOT9
ECHS1
DECR1
HADH
MCEE
ACAA2
MECR
ACAT1
HSD17B8
HMGCL
HSD17B10
HADHA
ACSL1
ACSL3
MLYCD
ALDH3A2
ME2
CI
CIV
CII
CV
CIII
Q
CoQ
e
- donors
IVD
DHODH
L2HGDH
ETFDH
GPD2
DLD
erview of training-induced changes in mitochondrial protein functional classes and metabolic pathways. Protein functional classes and/
c pathways (defined in Supplementary Data 6) as determined in Supplementary Data 7. Row clustering determined by unsupervised hierarch
alysis. BL baseline, PN post-NVT, PH post-HVT, PR post-RVT, ROS reactive oxygen species, FAO fatty acid β-oxidation, CoQ Coenzyme Q, T
ylic acid cycle, OXPHOS oxidative phosphorylation. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Of note, SDHA
and SDHB, subunits of CII - the only TCA cycle enzyme that also
participates in the ETC - clustered with the majority of OXPHOS
subunits (discussed below) and decreased during NVT. While
training-induced changes in some TCA cycle proteins have been
previously reported23,33, our data extends these findings by
revealing
training-induced
increases
in
ACO2,
SUCLG1,
SUCLG2, SUCLA2, and FAHD1, noting that that these enzymes
adapted mostly in a coordinated fashion. p
y
Proteins involved in FAO segregated mainly within cluster-1
and cluster-3 (Fig. 2f; Supplementary Fig. 2d and Supplementary
Data 5). Our data demonstrated a large and concerted increase in
these proteins post-NVT, with minimal (HVT) and no (RVT)
changes thereafter (Fig. 3 and Supplementary Data 7). Proteins
increased post-NVT included chain shortening enzymes involved
in FAO (ACAA2, ACSF2, ECHS1, HADH, HSD17B10, MECR,
MLYCD) and enzymes required to convert unsaturated fatty
acids into intermediates of FAO (DECR1 and HSD17B8). Similar
increases were also observed for ETFA and ETFB, which transfer
electrons produced during FAO to the OXPHOS system, further
highlighting the early increase in FAO. HMGCL and ACAT1, two
enzymes
involved
in
the
ketogenesis
pathway,
were
also
increased, suggesting
that
excess acetyl-CoA
generated by
enhanced FAO may be fed into ketogenesis. Taken together,
these findings indicate that the synthesis of proteins involved in
both the TCA cycle and FAO pathways is prioritised in the early
stages of an endurance training intervention; these increases may
have contributed, at least in part, to the training-induced increase
in mitochondrial respiration (Supplementary Fig. 1b, upper
panels). Of relevance to the increase in FAO reported above, we
observed a post-NVT decrease in TGs (Fig. 4d), a class of lipids
used as an important source of energy production during
exercise40; however, likely due to the high number of multiple
comparisons
in
our
bioinformatic
analysis
(n = 779),
no
significant changes in single TG species were detected (Supple-
mentary Fig. 3). The decrease in TGs in our study is consistent
with an increase in fatty acid turnover, and is corroborated by the
post-NVT increase in FAO enzymes (Fig. 3). Finally, changes in
TGs (Fig. 4d), which are not found in mitochondria but rather in
lipid droplets41, mirrored changes in PLIN5 (Fig. 3). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Post-normalisation profile plots of CL species indicated
that, despite changes in individual CL species, the general increase
in mitochondrial content with different training volumes had
been compensated for by our normalisation strategy (Fig. 4a;
right panel), and the lipid profiles could be used to readily seg-
regate samples across different time points (Fig. 4b). From this
point on we will present post-normalisation lipidomics results,
unless specified otherwise. We identified 182 differentially expressed lipid species (Fig. 4c
and Supplementary Data 9). Similar to what we observed in our
proteomics dataset, and consistent with previous research in
humans36,37, our study highlighted the divergent response to
training of different lipid classes and species relative to overall
changes in mitochondrial content (Fig. 4d). However, in contrast
to proteomics, where the greatest number of changes were
observed early (during NVT) and no changes were observed
during RVT, our lipidomics assessment showed the most
significant changes to occur during the latter two stages
(Supplementary Fig. 3). This suggests a delayed response to
changes in lipid content compared to proteins, and may reflect
overall mitochondrial biogenesis as training-induced changes in
lipid species were mainly related to mitochondrial membrane-
based lipids (CLs, phosphatidylethanolamines and phosphatidyl-
cholines) and the triglycerides (TGs) (Supplementary Fig. 3). Contrary to previous training studies in obese humans36–38, we
did not observe reductions in muscle ceramides [with the
exception of Cer(d18:1/18:0) during HVT] or diacylglycerol
content in our healthy, young men following training. While this
could indicate a different response of lipid species in mitochon-
dria isolates (our study) compared to whole-muscle lysates36–38,
as previously suggested39, it could also highlight adaptation
differences between obese and healthy individuals. A complete
dataset detailing the differentially expressed lipids between each
of the four time points (including comparisons of all time points
vs. baseline) can be found in Supplementary Data 9. Mitochondria prioritise the TCA cycle and FAO in response to
NVT. Proteins involved in the TCA cycle pathway grouped
mainly within cluster-3 and, to a lesser extent, cluster-1 (Fig. 2f;
Supplementary Fig. 2d and Supplementary Data 5). This pathway
was characterised by a large and concerted increase post-NVT (12
of 16 enzymes were significantly increased), with many of these
proteins remaining upregulated compared to BL both post-HVT
and post-RVT (Fig. 3 and Supplementary Data 7). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 BL” column). Our study also confirms that the training
stimulus during the RVT phase was sufficient to prevent a loss of
adaptation (Fig. 2g and Supplementary Data 7). The lack of
change in mitochondrial markers in the current study is in
contrast with the significant reductions reported in a previous
study20; this is likely to stem from the greater training volume
and/or the shorter duration of the RVT phase employed in the Proteins important for the translation of mitochondrial pro-
teins are sensitive to training volume. We next examined the six
over-represented
pathways
highlighted
by
our
enrichment TURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 7 7 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 analysis, beginning with the pathway related to mitochondrial
protein translation (Fig. 3), which mostly segregated within
cluster-2 (Fig. 2f; Supplementary Fig. 2d; and Supplementary
Data 5). Specifically, we identified proteins from both the small
28S (MRPS5, MRPS22, MRPS27) and large 39S (MRPL4,
MRPL18) subunits of the mitochondrial ribosome, as well as
proteins involved in translation initiation (MTIF2) and elonga-
tion (GFM1, PTCD3, TSFM, TUSM; Fig. 3). Whereas only four
proteins were upregulated post-NVT, eight of the 10 aforemen-
tioned proteins were upregulated post-HVT, with six remaining
elevated post-RVT (Supplementary Data 7). These findings
demonstrate that training-induced changes occur in these or
related mitochondrial translation proteins in young, healthy
humans, in line with observations previously made in older
(65–80 years) individuals34. Although the influence of training
duration cannot be completely ruled out, our findings also indi-
cate that changes in proteins involved in mitochondrial protein
translation may be sensitive to training volume, consistent with a
study observing a positive association between these proteins and
physical activity levels in healthy individuals (20–87 years)35. (Supplementary Data 8) were quantified. Indeed, changes in the
mitochondria-specific cardiolipins (CLs), the biomarker most
strongly associated with mitochondrial content in human skeletal
muscle21, mirrored changes in training volume and in non-
normalised mitochondrial proteins (compare Fig. 4a, left panel
with Fig. 2a, upper panel; Supplementary Data 8). Therefore, to
ensure that our lipidomics data were corrected for changes in
MPE in our fractions, we applied a similar approach to the one
used for proteomics where lipidomic results were normalised
according to the trend observed for the CL class (see Methods
section). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 d
c
a
PN vs. BL
PR vs. PH
PH vs. PN
−2
−1
0
1
2
Log2FC
Neutral/Other
Sphingolipids
Cardiolipin
Glycerophospholipids
Lipids
−5e+04
0e+00
5e+04
10e+04
−10e+04
−5e+04
0e+00 5e+04 10e+04 15e+04
Dimension 1
Dimension 2
BL
PN
PH
PR
b
Scaled z-scored Mean
−1.0
−0.5
0.0
0.5
1.0
NORMALISED TO CL
−1.0
−0.5
0.0
0.5
1.0
NON-NORMALISED
PH
PR
PN
BL
PH
PR
PN
BL
Scaled Concentration Mean
FA
PC
PE
LPC
Cer(d)
LPC(O)
LPE(P)
PE(O)
PC(O)
CE
TG
TG(O)
COH
PC(P)
LPI
LPC(P)
Sph
Ubiquinone
PE(P)
PG
PI
PA
GM3
Hex2Cer
DG
AcylCarnitine
LPE
PS
−0.5
0.0
0.5
1.0
Sphingolipids
Glycerophospholipids
Neutral Lipids/Other
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
SM
−0.5
0.0
0.5
1.0
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL a b −5e+04
0e+00
5e+04
10e+04
−10e+04
−5e+04
0e+00 5e+04 10e+04 15e+04
Dimension 2
BL
PN
PH
PR
b −1.0
−0.5
0.0
0.5
1.0
NORMALISED TO CL
PH
PR
PN
BL a NORMALISED TO CL Scaled z-scored Mean
−1.0
−0.5
0.0
0.5
1.0
NON-NORMALISED
PH
PR
PN
BL c A training-induced increase in OXPHOS subunits is not a
priority to enhance mitochondrial respiration. We next exam-
ined the OXPHOS pathway, which segregated almost entirely in
cluster-4 (Fig. 2f; Supplementary Fig. 2d and Supplementary
Data 5). Our analysis provided excellent coverage of OXPHOS
proteins and identified 78 OXPHOS subunits. We report
training-induced changes in 26 OXPHOS subunits (Fig. 3),
equivalent to 33% of all subunits identified. Differentially
expressed OXPHOS proteins included subunits from all six of the
modules required for the assembly of CI, both catalytic subunits
of CII, as well as subunits from CIII, one of the three core sub-
units of CIV, and proteins found in both functional domains of
CV. Specifically, we observed a large and coordinated (23 sub-
units) decrease post-NVT, with no changes during HVT and/or
d
c
PN vs. BL
PR vs. PH
PH vs. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 PN
−2
−1
0
1
2
Log2FC
Neutral/Other
Sphingolipids
Cardiolipin
Glycerophospholipids
Lipids
−10e+04
−5e+04
0e+00 5e+04 10e+04 15e+04
Dimension 1
Scaled Concentration Mean
FA
PC
PE
LPC
Cer(d)
LPC(O)
LPE(P)
PE(O)
PC(O)
CE
TG
TG(O)
COH
PC(P)
LPI
LPC(P)
Sph
Ubiquinone
PE(P)
PG
PI
PA
GM3
Hex2Cer
DG
AcylCarnitine
LPE
PS
−0.5
0.0
0.5
1.0
Sphingolipids
Glycerophospholipids
Neutral Lipids/Other
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
SM
−0.5
0.0
0.5
1.0
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications
9 c
PN vs. BL
PR vs. PH
PH vs. PN
−2
−1
0
1
2
Log2FC
Neutral/Other
Sphingolipids
Cardiolipin
Glycerophospholipids
Lipids XPHOS subunits is not a
espiration. We next exam-
egregated almost entirely in
ig. 2d and Supplementary
llent coverage of OXPHOS
HOS subunits. We report
XPHOS subunits (Fig. 3),
equivalent to 33% of all subunits identified. Differentially
expressed OXPHOS proteins included subunits from all six of the
modules required for the assembly of CI, both catalytic subunits
of CII, as well as subunits from CIII, one of the three core sub-
units of CIV, and proteins found in both functional domains of
CV. Specifically, we observed a large and coordinated (23 sub-
units) decrease post-NVT, with no changes during HVT and/or
d
R vs. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Since PLIN5
is a protein that tethers mitochondria to lipid droplets and
regulates the release of lipids for FAO42,43, we hypothesise that
training-induced changes in TGs may reflect increased associa-
tion of lipid droplets with mitochondria. While few studies have
evaluated the effects of different training interventions on skeletal
muscle lipid species, our results add to the growing evidence that
changes with training are specific to the exercise prescription and
that training-induced changes in individual lipid species and lipid
classes are not stoichiometrically linked. Lipidomics highlights a divergent response to training of dif-
ferent lipid classes. To highlight specific changes in fatty acid
composition, LC-MS/MS based comparative lipidomics was
performed using the same mitochondrial isolates used for pro-
teomics. A total of 779 species representing 30 lipid classes NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 8 8 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 In contrast to the only
previous report showing a post-training redistribution of CIII and
CIV (but not CI) into SCs in elderly individuals15, and recent
research in mouse skeletal muscle showing redistribution of CIV
into SCs54, our analysis revealed no significant changes through-
out the intervention (Fig. 5b, lower panels). This demonstrates
that in young healthy men endurance training does not alter the
ETC complex distribution within major and minor SC assem-
blies. While the contrasting findings may relate to either species
differences
(i.e.,
mice
vs. humans)
or
differences
in
the
participants’ average age (66 vs. 22 y) and baseline V̇O2max (1.9
vs. 3.6 L min−1), as well as the training interventions (48 sessions
of moderate-intensity training in 16 weeks vs. 52 sessions of HIIT
in 9 weeks), our results are consistent with the concept that SC
assemblies are a structural feature of the ETC rather than a
phenomenon conferring enhanced bioenergetics53. In line with
this, our data indicated that the greatest changes in maximal
mitochondrial respiration ([ETF + CI + II]P) occurred in parallel
with the greatest changes in SC abundance (compare Fig. 5b
with 5c, both upper panels). However, following normalisation by
MPE, both of these adaptations were no longer significant
(compare Fig. 5b, middle panels with Fig. 5c, lower panel). Taken
together, our findings do not support the hypothesis that
training-induced changes in the abundance or organisation of
SCs contribute to improvements in mitochondrial respiration. Conversely, our data indicate that training-induced changes in
both mitochondrial respiration and SC formation could largely be
attributed to increases in mitochondrial content. The coordinated assembly of OXPHOS complexes involves
various assembly factors, chaperones, and protein translocation
components, and has been suggested to be in the order of days48. Whereas increases in OXPHOS assembly factors occurred mostly
post-HVT (Fig. 3 and Supplementary Data 7), changes in
subunits of the mitochondrial ribosome (Fig. 2c, lower right
panel), which synthesise the 13 OXPHOS subunits encoded by
mitochondrial DNA, and in several chaperone proteins regulating
import and folding of proteins destined for the mitochondrial
matrix, took place earlier (post-NVT; Fig. 3 and Supplementary
Data 7). Chaperone proteins upregulated post-NVT included
HSPA9 (mtHsp70), HSPD1 (mtHsp60), HSPE1 (mtHsp10), and
TRAP1 (mtHsp75), whereby TIMM44 was increased during HVT
(Fig. 3 and Supplementary Data 7). All five proteins remained
elevated compared to BL both post-HVT and post-RVT. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Changes in SLC25A4
(ANT1), a protein catalysing the exchange of cytosolic ADP and
mitochondrial ATP across the mitochondrial inner membrane44,
mirrored these changes (Supplementary Data 7). The post-NVT
decrease in OXPHOS subunits indicates that during times of
increased mitochondrial biogenesis, synthesis of proteins involved
in OXPHOS pathways is deprioritised. Moreover, our results
demonstrated a large post-NVT increase in TCA cycle and FAO
related enzymes - the major providers of reducing equivalents
(NADH and FADH2) to the OXPHOS system45; this suggests that
enhancement of these two metabolic pathways may be more
important to improve mitochondrial respiration following exer-
cise training (Supplementary Fig. 1b, upper panels) than an
increase in OXPHOS subunits. Training-induced changes in mitochondrial content, but not
changes in the abundance and/or organisation of SCs, mediate
improvements in mitochondrial respiration. A previous study
reported that training increases the formation of ETC SCs - high
molecular weight assemblies comprised of CI, CIII and CIV51 -
and suggested this to contribute to improvements in mitochon-
drial respiration15. Although SCs were originally proposed to
support enhanced ETC function52, their role has become con-
troversial, with multiple groups reporting that they confer no
bioenergetic advantage53. To provide further insight, we per-
formed BN-PAGE analysis of ETC SCs (Fig. 5a). We observed
increases in SC abundance with increasing training volumes,
achieving significance post-HVT (Fig. 5b, upper panels); however,
these increases were no longer significant upon normalisation by
MPE (Fig. 5b, middle panels). An
increase
in
reducing
equivalents
coupled
with
the
deprioritisation of the OXPHOS machinery could lead to
increased reactive oxygen species (ROS) generation. Here we
report an immediate post-NVT increase in the abundance of
enzymes involved in protection from oxidative stress, such as
PRDX5 (the most increased protein), TXN2, and GPX146 (Fig. 3
and
Supplementary
Data
7). Moreover,
both
SOD2,
the
mitochondrial ROS scavenger46, and PRDX5 were increased
post-HVT and post-RVT. These findings suggest that training-
induced synthesis of proteins involved in the protection from
oxidative stress was emphasised early during the training
intervention and maintained throughout, consistent with the
notion that exercise training provides protection against oxidative
stress46,47. We next assessed whether exercise training affects the
distribution of ETC complexes into SCs. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Fig. 4 Lipidomics highlights a divergent response to training of different lipid classes. a All-lipids profile plot of non-normalised (left panel) and
cardiolipin (CL) class-normalised (right panel) intensity values from mitochondrial isolates, displaying all individual CL species (gold) and all other lipid
species (grey). b Multidimensional scaling analysis showing segregation of samples obtained from IM fractions of lipidomics values normalised by the
entire CL class. c Heatmap of differentially expressed lipids after normalisation by the entire CL class between training phases determined by linear model
fit using limma with empirical Bayes method with an adjusted P < 0.05 (Benjamini–Hochberg) to account for multiple comparisons. Row clustering
determined by unsupervised hierarchical cluster analysis. d Profile plots of the scaled concentration mean of different lipid classes. For each profile plot,
all the individual lipid species identified within the specific class are represented in colour over the entire lipidome (grey) at each time point. The intensity
values for all lipid species were normalised by the entire CL class to adjust for changes in mitochondrial content. BL baseline, PN post-NVT, PH post-HVT,
PR post-RVT. n = 10 for all analyses. SM sphingomyelins, Cer(d) ceramides, GM3 monosialodihexosylganglioside, Hex2Cer dihexosylceramide, Sph
sphingosine, LPC lysophosphatidylcholines, LPC(O) lysoalkylphosphatidylcholines, LPC(P) lysoalkenylphosphatidylcholines, PG phosphatidylglycerols,
LPE lysophosphatidylethanolamines, LPE(P) lysoalkenylphosphatidylethanolamines, LPI lysophosphatidylinositols, PA phosphatidic acid, PE
phosphatidylethanolamines, PE(O) alkylphosphatidylethanolamines, PE(P) alkenylphosphatidylethanolamines, PI phosphatidylinositols, PC
phosphatidylcholines, PC(O) alkylphosphatidylcholines, PC(P) alkenylphosphatidylcholines, PS phosphatidylserines, CE cholesterol ester, COH
cholesterol, DG diacylglycerols, FA fatty acids, TG triacylglycerols, TG(O) alkyl triacylglycerols. RVT (Fig. 3 and Supplementary Data 7). Changes in SLC25A4
(ANT1), a protein catalysing the exchange of cytosolic ADP and
mitochondrial ATP across the mitochondrial inner membrane44,
mirrored these changes (Supplementary Data 7). The post-NVT
decrease in OXPHOS subunits indicates that during times of
increased mitochondrial biogenesis, synthesis of proteins involved
in OXPHOS pathways is deprioritised. Moreover, our results
demonstrated a large post-NVT increase in TCA cycle and FAO
related enzymes - the major providers of reducing equivalents
(NADH and FADH2) to the OXPHOS system45; this suggests that
enhancement of these two metabolic pathways may be more
important to improve mitochondrial respiration following exer-
cise training (Supplementary Fig. 1b, upper panels) than an
increase in OXPHOS subunits. TIM, respectively; Supplementary Data 3), which are required for
importing nuclear-encoded subunits50, most did not change
significantly with training, suggesting that their levels remain
stable relative to changes in mitochondrial content. RVT (Fig. 3 and Supplementary Data 7). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 PH
−2
−1
0
1
2
Log2FC
−10e+04
−5e+04
0e+00 5e+04 10e+04 15e+04
Dimension 1
Scaled Concentration Mean
FA
PC
PE
LPC
Cer(d)
LPC(O)
LPE(P)
PE(O)
PC(O)
CE
TG
TG(O)
COH
PC(P)
LPI
LPC(P)
Sph
Ubiquinone
PE(P)
PG
PI
PA
GM3
Hex2Cer
DG
AcylCarnitine
LPE
PS
−0.5
0.0
0.5
1.0
Sphingolipids
Glycerophospholipids
Neutral Lipids/Other
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
SM
−0.5
0.0
0.5
1.0
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
tps://doi org/10 1038/s41467-021-27153-3 | www nature com/naturecommunications
9 Dimension 1 d
Scaled Concentration Mean
FA
PC
PE
LPC
Cer(d)
LPC(O)
LPE(P)
PE(O)
PC(O)
CE
TG
TG(O)
COH
PC(P)
LPI
LPC(P)
Sph
Ubiquinone
PE(P)
PG
PI
PA
GM3
Hex2Cer
DG
AcylCarnitine
LPE
PS
−0.5
0.0
0.5
1.0
Sphingolipids
Glycerophospholipids
Neutral Lipids/Other
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
SM
−0.5
0.0
0.5
1.0
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL
PH
PR
PN
BL d
Scaled Concentration Mean
PC
PE
LPC
Cer(d)
LPC(O)
LPE(P)
PE(O)
PC(O)
PC(P)
LPI
LPC(P)
Sph
PE(P)
PG
PI
PA
GM3
Hex2Cer
LPE
PS
Sphingolipids
Glycerophospholipids
0 0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
−0.5
0.0
0.5
1.0
SM
−0.5
0.0
0.5
1.0 d Sphingolipids Neutral Lipids/Other A training-induced increase in OXPHOS subunits is not a
priority to enhance mitochondrial respiration. We next exam-
ined the OXPHOS pathway, which segregated almost entirely in
cluster-4 (Fig. 2f; Supplementary Fig. 2d and Supplementary
Data 5). Our analysis provided excellent coverage of OXPHOS
proteins and identified 78 OXPHOS subunits. We report
training-induced changes in 26 OXPHOS subunits (Fig. 3), equivalent to 33% of all subunits identified. Differentially
expressed OXPHOS proteins included subunits from all six of the
modules required for the assembly of CI, both catalytic subunits
of CII, as well as subunits from CIII, one of the three core sub-
units of CIV, and proteins found in both functional domains of
CV. Specifically, we observed a large and coordinated (23 sub-
units) decrease post-NVT, with no changes during HVT and/or 9 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 1
1
1
2
2
4
5
6
3
CI-NDUFA9
CIII-UQCRC2
CIV-COX IV
2 - CIII2+CIV
660
450
132
66
kDa
CL(18:2_18:1_18:1_16:1)
CL(18:2_18:1_18:1_18:1)
CL(18:2_18:1_18:2_20:1)
CL(18:2_18:1_18:2_20:2)
CL(18:2_18:1_18:2_22:6)
CL(18:2_18:2_18:1_16:1)
CL(18:2_18:2_18:1_18:1)
CL(18:2_18:2_18:1_20:2)
CL(18:2_18:2_18:1_20:3)
CL(18:2_18:2_18:1_22:6)
CL(18:2_18:2_18:2_18:3)
CL(34:1_34:1)
0
9e+04
1.8e+04
2.7e+04
CLs average concentration
CL(18:2_18:1_18:2_18:1)
CL(18:2_18:2_18:2_18:1)
CL(18:2_18:2_18:2_18:2)
8e+05
6e+05
4e+05
2e+05
0
d
BL
PN
PH
PR
OMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3
A ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Except
for HSPE123, none of the above chaperones have previously been
reported to respond to exercise. Owing to the notion that all of
these chaperones are known to interact49, our data indicate a
coordinated increase in the protein quality control system in
response to exercise training. While we detected many subunits of
the translocases of the outer and inner membrane (TOM and NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 10 he importance of CLs for the assembly and stability of
rial membrane protein complexes and ETC SCs55,56,
interrogated our normalised mitochondrial lipidome. ysis demonstrated an extensive remodelling of CL
on (Fig. 5d); notably, following NVT and HVT, we
a decrease in the abundance of tetra-linoleoyl CL
skeletal muscle57. Accompanying this were concomita
in CLs containing oleic acid (18:1) and to a l
palmitoleic acid (16:1) acyl chains. This may refle
relative availability of dietary linoleic acid due t
mitochondrial biogenesis, since the nature of CL
catalysed by TAZ, which was unaltered in our datase
c
b
a
[ETF+CI+II]P
0
40
80
120
160
200
240
P < 0.001
P < 0.001
P = 0.008
BL PN PH PR
Mass-specific MR
pmol O2 s-1 mg wet weight-1
[ETF+CI+II]P/MPE
0
1
2
3
4
5
Mt-specific MR
[pmol O2 s-1 mg wet weight-1 MPE-1]x1010
BL PN PH PR
0.0
0.5
1.0
OXPHOS complexes distribution
from IM by BN-PAGE (digitonin)
0
4
8
12
OXPHOS SCs/MPE x1012
from IM by BN-PAGE (digitonin)
0
1
2
3
4
5
OXPHOS SCs
from IM by BN-PAGE (digitonin)
0
1
2
3
4
5
6
7
0
1
2
3
4
0.0
0.5
1.0
0.0
0.5
1.0
0
2
4
6
0
4
8
12
P = 0.003
P = 0.045
P = 0.020
P = 0.038
P = 0.003
P = 0.043
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
IB: CI-NDUFA9
IB: CIV-COXIV
IB: CIII-UQCRC2
CI-NDUFA9
CIV-COXIV
CIII-UQCRC2
SCs
CIII2
CIII2+ CIV
CIV
CIV2
1 - SCs
4 - CIII2
5 - CIV2
6 - CIV
3 - LMW CI int. NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 c
b
a
[ETF+CI+II]P
0
40
80
120
160
200
240
P < 0.001
P < 0.001
P = 0.008
BL PN PH PR
Mass-specific MR
pmol O2 s-1 mg wet weight-1
[ETF+CI+II]P/MPE
0
1
2
3
4
5
Mt-specific MR
[pmol O2 s-1 mg wet weight-1 MPE-1]x1010
BL PN PH PR
0.0
0.5
1.0
OXPHOS complexes distribution
from IM by BN-PAGE (digitonin)
0
4
8
12
OXPHOS SCs/MPE x1012
from IM by BN-PAGE (digitonin)
0
1
2
3
4
5
OXPHOS SCs
from IM by BN-PAGE (digitonin)
0
1
2
3
4
5
6
7
0
1
2
3
4
0.0
0.5
1.0
0.0
0.5
1.0
0
2
4
6
0
4
8
12
P = 0.003
P = 0.045
P = 0.020
P = 0.038
P = 0.003
P = 0.043
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
BL PN PH PR
IB: CI-NDUFA9
IB: CIV-COXIV
IB: CIII-UQCRC2
CI-NDUFA9
CIV-COXIV
CIII-UQCRC2
SCs
CIII2
CIII2+ CIV
CIV
CIV2
1 - SCs
4 - CIII2
5 - CIV2
6 - CIV
3 - LMW CI int. 1
1
1
2
2
4
5
6
3
CI-NDUFA9
CIII-UQCRC2
CIV-COX IV
2 - CIII2+CIV
660
450
132
66
kDa b
0
1
2
3
4
5
OXPHOS SCs
from IM by BN-PAGE (digitonin)
P = 0.003
P = 0.045
BL PN PH PR
IB: CI-NDUFA9
t. NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications ARTICLE For panels b–d filled triangles, empty diamonds, and empty and filled circles represent individual values; the maxima
of each bar represents the mean value; n = 10 for all analyses; datasets b and c were analysed by repeated measures one-way ANOVA followed by Tukey’s
post hoc testing, except for the lower right panel of b, which was analysed by Friedman test followed by Dunn’s post hoc testing, as not normally
distributed; P < 0.05. Fig. 5 Changes in mitochondrial content without reorganisation of SCs occur alongside improvements in mitochondrial respiration. a Representative
BN-PAGE blots of isolated mitochondria (IM) fractions from human vastus lateralis muscles (images from baseline [BL] IM fractions). Band 1 (SCs):
mature supercomplexes (SCs) consisting of complex I + IIIn + IVn; band 2 (CIII2 + IV): a SC consisting of CIII and CIV; band 3 (LMW CI int): low molecular
weight intermediate of CI (band not present in all samples); band 4 (CIII2): CIII dimer; band 5 (CIV2): CIV dimer; band 6 (CIV): CIV monomer. b Top
panels: protein content of SCs of the electron transport chain (ETC) by BN-PAGE in IM fractions from human vastus lateralis muscle biopsies (antibodies
probed on separate membranes); middle panels: values from top panels normalised by mitochondrial protein enrichment (MPE); lower panels: distribution
of ETC complexes into SCs from images obtained in b at each time point. Source data are provided as a Source Data file. All samples analysed were derived The mitochondrial contact site and cristae organising system
(MICOS) is pivotal for the formation of cristae junctions,
providing the extended membrane surface hosting OXPHOS
complexes65. The MICOS associates with the outer membrane
sorting and assembly machinery (SAM) to yield the mitochon-
drial intermembrane space bridging complex (MIB), thus linking
the mitochondrial inner and outer membranes65. Eight proteins
involved in cristae formation were differentially expressed in our
study: APOO (MIC26), APOOL (MIC27), CHCHD3 (MIC19)
and MIC60 from the MICOS complex; MTX1 and MTX2 from
the SAM complex; TMEM11, a protein associating with multiple
MICOS
subunits
for
cristae
biogenesis66;
and
OMA1,
a
mitochondrial protease regulating OPA167 - a key protein
implicated in cristae remodelling68 (Fig. 3 and Supplementary
Data 6). Seven of these proteins, which almost entirely grouped
within cluster-6 (Fig. 2f; Supplementary Fig. 2d and Supplemen-
tary Data 5), were significantly decreased post-HVT, with four
being decreased post-RVT (Supplementary Data 7), suggesting a
training-induced deprioritisation of these proteins. ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 Fig. 5 Changes in mitochondrial content without reorganisation of SCs occur alongside improvements in mitochondrial respiration. a Representative
BN-PAGE blots of isolated mitochondria (IM) fractions from human vastus lateralis muscles (images from baseline [BL] IM fractions). Band 1 (SCs):
mature supercomplexes (SCs) consisting of complex I + IIIn + IVn; band 2 (CIII2 + IV): a SC consisting of CIII and CIV; band 3 (LMW CI int): low molecular
weight intermediate of CI (band not present in all samples); band 4 (CIII2): CIII dimer; band 5 (CIV2): CIV dimer; band 6 (CIV): CIV monomer. b Top
panels: protein content of SCs of the electron transport chain (ETC) by BN-PAGE in IM fractions from human vastus lateralis muscle biopsies (antibodies
probed on separate membranes); middle panels: values from top panels normalised by mitochondrial protein enrichment (MPE); lower panels: distribution
of ETC complexes into SCs from images obtained in b at each time point. Source data are provided as a Source Data file. All samples analysed were derived
from the same experiment and blots were processed in parallel. c Top panel: maximal mass-specific mitochondrial respiration (MR) in permeabilised
human vastus lateralis muscle fibres with convergent electron input through ETF + CI + CII ([ETF + CI + II]P); lower panel: values of mitochondrial- (mt-)
specific MR, obtained after normalising values from the top panel by MPE ([ETF + CI + II]P/MPE). Results for the entire substrate-uncoupler-inhibitor-
titration (SUIT) protocol are shown in Supplementary Fig. 1b. P values are indicated on the figure to three decimal places; for P values that were truncated,
the corresponding accurate P values were: PH vs. BL: P = 5.2e−5; PR vs. BL: P = 4.5e−4. Source data are provided as a Source Data file. d Training-induced
changes in all individual cardiolipin (CL) species that were identified as differentially expressed (as determined in Fig. 4c, by linear model fit using limma
with empirical Bayes method with an adjusted P < 0.05 [Benjamini–Hochberg]). Source data are provided as a Source Data file. PN post-NVT, PH post-
HVT, PR post-RVT, IB immunoblotting. ARTICLE This is
consistent with the minimal changes observed in cristae density
following short-term (<3 months) exercise training in obese
individuals69. Thus, our results support the notion that cristae
remodelling is not a priority during short-term training and that
changes in other mitochondrial proteins are more important to
adapt to the higher metabolic demand of exercise. Despite
MICOS-MIB subunits being known to interact with CLs70, we
report no correlation between the levels of MICOS-MIB subunits
and changes in CLs content following different training volumes. compensation in CL content is in line with our observation that
increased training volume does not lead to changes in ETC SC
assembly (Fig. 5b middle and lower panels). Coenzyme Q biosynthesis and cristae formation are not
prioritised during high-volume endurance training. Despite
enrichment analysis suggesting cluster-5 to be enriched in
metabolism of amino acids and derivatives, upon further
inspection we identified this cluster to predominantly contain
proteins involved in the biosynthesis and function of coenzyme Q
(CoQ or ubiquinone; Fig. 2f; Supplementary Fig. 2d and Sup-
plementary Data 5) - an enzyme with an essential role as an
electron transfer lipid in OXPHOS processes59, which has been
shown to be altered following exercise training in mouse skeletal
muscle54. We identified changes in four constituents (COQ3,
COQ5, COQ7, COQ9) of the CoQ synthome (Fig. 3 and Sup-
plementary Data 6), a multi-subunit complex necessary for the
biosynthesis of CoQ60. We report no changes post-NVT, con-
sistent with previous research investigating the effects of short-
duration (<3 weeks) exercise training on CoQ content in human
skeletal muscle61. However, post-HVT we report a concerted
reduction in three of these proteins, which also persisted post-
RVT (Supplementary Data 7). This indicates that CoQ bio-
synthesis is not prioritised in response to high-volume endurance
training, suggesting that enhancing the CoQ pool may not be
necessary to support an increase in mitochondrial respiration in
human skeletal muscle of young healthy individuals. y
g
y
CoQ is an electron carrier shuttling electrons derived from the
TCA cycle (via CI and CII), pyrimidine biosynthesis (via
DHODH), glycolysis (via GPD2), and FAO (via EFTDH) to
Complex III45. Moreover, other enzymes located near or on the
inner mitochondrial membrane feeding electrons to CoQ, such as
IVD62, DLD63 and L2HGDH64, were also identified in our study
(Supplementary Data 6). NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 0
1
2
3
4
5
6
7
0
1
2
3
4
P = 0.020
P = 0.038
P = 0.003
P = 0.043
BL PN PH PR
BL PN PH PR
IB: CIV-COXIV
IB: CIII-UQCRC2 b 0
4
8
12
OXPHOS SCs/MPE x1012
from IM by BN-PAGE (digitonin)
0
2
4
6
0
4
8
12
BL PN PH PR
BL PN PH PR
BL PN PH PR 0.0
0.5
1.0
OXPHOS complexes distribution
from IM by BN-PAGE (digitonin)
0.0
0.5
1.0
0.0
0.5
1.0
BL PN PH PR
BL PN PH PR
BL PN PH PR
CI-NDUFA9
CIV-COXIV
CIII-UQCRC2
SCs
CIII2
CIII2+ CIV
CIV
CIV2 2
2
2
CL(18:2_18:1_18:1_16:1)
CL(18:2_18:1_18:1_18:1)
CL(18:2_18:1_18:2_20:1)
CL(18:2_18:1_18:2_20:2)
CL(18:2_18:1_18:2_22:6)
CL(18:2_18:2_18:1_16:1)
CL(18:2_18:2_18:1_18:1)
CL(18:2_18:2_18:1_20:2)
CL(18:2_18:2_18:1_20:3)
CL(18:2_18:2_18:1_22:6)
CL(18:2_18:2_18:2_18:3)
CL(34:1_34:1)
0
9e+04
1.8e+04
2.7e+04
CLs average concentration
CL(18:2_18:1_18:2_18:1)
CL(18:2_18:2_18:2_18:1)
CL(18:2_18:2_18:2_18:2)
8e+05
6e+05
4e+05
2e+05
0
d
BL
PN
PH
PR d Given the importance of CLs for the assembly and stability of
mitochondrial membrane protein complexes and ETC SCs55,56,
we again interrogated our normalised mitochondrial lipidome. Our analysis demonstrated an extensive remodelling of CL
composition (Fig. 5d); notably, following NVT and HVT, we
observed a decrease in the abundance of tetra-linoleoyl CL
(18:2_18:2_18:2_18:2), the dominant form of CLs found in skeletal muscle57. Accompanying this were concomitant increases
in CLs containing oleic acid (18:1) and to a lesser extent
palmitoleic acid (16:1) acyl chains. This may reflect a lack in
relative availability of dietary linoleic acid due to increased
mitochondrial biogenesis, since the nature of CL remodelling
catalysed by TAZ, which was unaltered in our dataset, appears to
be
controlled
predominantly
by
lipid
availability58. This 11 ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 prioritisation extended to all three levels investigated (i.e., the
transcriptome, proteome, and lipidome) and between levels, as
demonstrated by the delayed adaptive response of lipids com-
pared to proteins. Testing procedures. Participants were required to avoid any vigorous exercise for
the 48 h preceding each performance test (72 h for the skeletal muscle biopsy),
from alcohol and any exercise for 24 h before testing, and from food and caffeine
consumption for the 2 h preceding each test. Similar tests were performed at the
same time of the day throughout the study to avoid variations caused by changes in
circadian rhythm. p
p
A striking and unexpected finding was the early (post-NVT)
deprioritisation of OXPHOS subunit formation, which indicates
that the overall training-induced increase in biogenesis and the
proliferation of mitochondria is greater than the increase in specific
components of the OXPHOS machinery. This deprioritisation of
OXPHOS subunit biogenesis becomes even more striking when
considering the early increase in mitochondrial respiration, as well as
proteins involved in the TCA cycle and FAO processes - two of
the main suppliers of reducing equivalents to the OXPHOS system. This increase could not be explained by changes in the abundance
and/or organisation of SCs, as previously hypothesised52, since we
observed no change in these parameters. Our findings therefore add
to the growing evidence that SC formation does not confer
enhancements in mitochondrial bioenergetics53. The deprioritisation
of OXPHOS subunit biogenesis is also unlikely to be related to the
time required to assemble large multi-protein complexes48, as the
relative amount of OXPHOS subunits remained reduced throughout
the intervention (lasting several weeks), whereas mitochondrial
respiration, as well as TCA cycle and FAO process, remained
upregulated throughout. Instead, the increase in mitochondrial
respiration was likely supported by the inherent reserve capacity of
mitochondria (i.e., their ability to respond to sudden increases in
energy requirements)71, which suggests that enhancing electron flow
to OXPHOS is more important to increase ATP production than an
increase in the components of the OXPHOS machinery. The relative
decrease in proteins important for both CoQ biosynthesis and cristae
formation further substantiates these findings. GXT. ARTICLE A graded exercise test was performed on an electronically braked cycle
ergometer (Lode Excalibur v2.0, Groningen, The Netherlands) to determine peak
oxygen uptake (V̇O2Peak), peak power output (Ẇ Peak), the power attained at the
lactate threshold (Ẇ LT) using the modified DMax method74, and the training
intensity for each training phase. The test consisted of consecutive 4-min stages at
constant power output; the test starting intensity (range: 45–77 W) and the
intensity increase of each stage (range: 17–28 W) were chosen so as to obtain at
least 8 time points for the determination of the Ẇ LT75 and were based on parti-
cipants’ fitness levels. An identical protocol was used at all four time points for each
participant. Prior to the test, and in the last 30 s of each stage, venous blood
samples were taken for measurement of blood lactate concentration ([La−]). Participants were instructed to keep a cadence > 60 rpm and were only allowed
access to cadence. The test was stopped when a participant reached volitional
exhaustion or cadence dropped below 60 rpm for over 10 s. The Ẇ Peak was
determined as the power of the last completed stage plus an additional 25% of the
stage increase wattage for every additional minute completed. At the end of each
GXT, after a 5-min recovery, a verification exhaustive bout was performed at an
intensity equivalent to V̇O2Peak to confirm the highest measured V̇O2Peak75. 20k-TT. Cycling time trials were performed on an electronically braked cycle
ergometer (Velotron, RacerMate, Seattle, WA, USA) after a 6-min cycling warm-up
(4 min at 66% of Ẇ LT followed by 2 min at Ẇ LT), and 2 min of rest. Participants
were only allowed access to cadence and completed distance. Gas Analysis during the GXT. During the GXT, expired air was continuously
analysed for O2 and CO2 concentrations via a gas analyser (Moxus 2010, AEI
Technologies, Pittsburgh, PA, USA), which was calibrated immediately before each
test. V̇O2 values were recorded every 15 s and the average of the two highest
consecutive 15-s values was recorded as a participant’s V̇O2Peak. p
p
Venous blood sampling: Venous blood samples (~1 mL) were collected during
the GXT from a cannula inserted in the antecubital vain for the determination of
venous blood [La-] using a blood-lactate analyser (2300 STAT Plus; YSI, Yellow
Spring, OH, USA). ARTICLE Although the influence of training duration cannot be completely
ruled out, the above findings were the result of changes in only one of
the several exercise prescription programming variables (i.e., training
volume). Future research should investigate the effects of manipulat-
ing other programming variables (e.g., exercise intensity, frequency
and recovery between sessions), the type of exercise (e.g., running,
swimming and resistance training), and different populations (e.g.,
differences in age, sex and health status) utilising a similar approach. These interventions are likely to induce adaptations that are specific
and presumably different from the one presented here. Because of the
well-documented therapeutic benefits of exercise training72,73, the
knowledge generated by our findings, which are readily available in
supplemental tables, together with the results from future research,
could be mined by exercise and health professionals to design focused
and personalised training interventions. Muscle biopsies. A biopsy needle with suction under local anaesthesia (1% xylo-
caine) was used to obtain vastus lateralis muscle biopsies at rest at the following
four time points: BL, PN, PH and PR. After being cleaned of excess blood, con-
nective and fat tissue muscle biopsies were divided as follows: ~10 mg was
immediately immersed in ~2 mL of ice-cold BIOPS for measurements of mito-
chondrial respiration, whereas the remainder was promptly frozen in liquid
nitrogen and stored at −80 °C for follow-up analyses. Training intervention. All training sessions were performed on an electronically
braked cycle ergometer (Velotron, RacerMate, USA), following an 8-min warm up
(see 20k-TT) and consisted of HIIT (2:1 work-to-rest ratio). Training intensity was
set relative to Ẇ LT (rather than Ẇ Peak) so as to induce similar metabolic and
cardiac stresses amongst participants of differing fitness levels76. Exercise intensity
was maintained between Ẇ LT and Ẇ Peak throughout the entire study so that
training volume was the only manipulated variable between the three phases. NVT phase. This consisted of 6 HIIT sessions within 2 weeks of 5–7 4-min cycling
intervals interspersed with a 2-min recovery at 60 W. Exercise intensities were
defined as [Ẇ LT + x(Ẇ Peak-Ẇ LT)], with x increasing from 0.5 to 0.7 throughout
the phase. ARTICLE Similar to the decrease reported above in
CI and CII subunits post-NVT, we report decreases in four of
these enzymes during HVT, with three of them remaining
downregulated both post-HVT and post-RVT; conversely, IVD
was increased during NVT and DHODH was elevated post-HVT
(Fig. 3 and Supplementary Data 7). The lack of a clear correlation
between the content of the above proteins and that of CoQ may
be ascribed to changing preferences for energy utilisation over the
course of the training intervention, as also indicated by the
differential prioritisation of the various metabolic pathways
described above. Concluding remarks. The present study utilised the power of
multiple omics techniques, and an in silico normalisation strategy
eliminating the bias introduced by changes in mitochondrial
content, to unearth an intricate and previously undemonstrated
network of differentially prioritised mitochondrial adaptations to
exercise training in men. We identified 185 differentially
expressed mitochondrial proteins, an ~10-fold greater number
than previous studies23,32,33. This increased depth of analysis
enabled us to identify the time-dependent and complex remo-
delling of the mitochondrial proteome following different phases
of endurance exercise training. We demonstrate that training-
induced changes in individual proteins, protein functional classes,
and metabolic pathways follow markedly different patterns of
adaptation, which are not stoichiometrically linked to the overall
training-induced increase in mitochondrial content. Moreover,
we show that the lack of stoichiometry and the differential NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 12 Muscle analyses This analysis was conducted on n = 5 par-
ticipants (20 samples in total); samples were sequenced (100 base pair, single reads)
on the Illumina NovaSeq 6000 platform at the Australian Genome Research
Facility (AGRF). Transcriptome assembly was completed at AGRF with reads
screened for presence of any Illumina adaptor/over-represented sequences and
cross-species contamination. Per base sequence quality for all samples was >96%
bases above Q30. Cleaned sequence reads were aligned against the Homo sapiens
genome (Build version HG38). The STAR aligner (v2.5.3a) was used to map reads
to the genomic sequences. Counts of reads mapping to each known gene were
summarised to provide the matrix used for further analysis. Mitochondrial isolation for SDS- and BN-PAGE assessment of ETC subunits,
complexes and SCs. Frozen skeletal muscle samples (~30 mg) were homogenised
with 2 × 20 strokes in a Potter-Elvehjem tissue grinder attached to a rotating drill
(~1000 rpm) in 5 mL solution A (1 mM EDTA, 220 mM mannitol, 20 mM HEPES-
KOH [pH = 7.6], 70 mM sucrose, 2 mg/mL BSA, 0.5 mM PMSF) and spun at
800 × g for 5 min at 4 °C. The supernatant was collected, whereas the pellet was re-
homogenised as above in 5 mL of solution A to maximise extraction. The two
supernatants were mixed and further spun at 800 g for 5 min at 4 °C. The ensuing
supernatant was then spun at 10,000 × g for 20 min at 4 °C, and the pellet was
resuspended in 200 µL of sucrose buffer (0.5 M sucrose, 10 mM HEPES-KOH
[pH = 7.6], 0.5 mM PMSF). Protein concentration was determined by the
bicinchoninic acid method according to the manufacturer’s instructions (BCA
Protein Assay Kit, Pierce-Thermo Fisher Scientific, Melbourne, Australia). This
measurement was used to generate Fig. 1c. Bioinformatic analysis of RNA-seq data. For downstream RNA-seq analysis the R
package limma80 was used to conduct the differential expression analysis from
count data. Count data was normalised using calcNormFactors in the edgeR
package in R. Linear modelling was performed in limma to identify transcripts that
were differentially expressed across the three pairwise comparisons (i.e., PN vs. BL,
PH vs. PN, and PR vs. PH). The resulting differential expression values were
filtered for an adjusted P value < 0.05 using the Benjamini–Hochberg method. Differentially expressed transcripts were visualised in the heatmap in Fig. 1e using
hierarchical clustering with the “average” method. Muscle analyses Enzymatic activity. Enzyme activities were determined spectrophotometrically in
post-600g supernatants of skeletal muscle homogenates according to the method
described for respiratory chain complexes I–IV and citrate synthase77. Briefly,
~20 mg of skeletal muscle sample was homogenised in sucrose/mannitol con-
taining buffer using a glass/glass homogeniser and spun for 10 min at 600 g and
4 °C. The supernatant was then subjected to two freeze/thaw cycles and stored at
−80 °C until measurement of respiratory chain enzymes. CI was assayed as
rotenone-sensitive NADH:CoQ1 oxidoreductase by monitoring the decrease in
absorbance due to NADH oxidation at 340 nm. For CII, activity was measured as
succinate:CoQ1 oxidoreductase by measuring CoQ1 reduction at 280 nm. CIII was
assayed as decylbenzylquinol; cytochrome c oxidoreductase by following the
increase in absorbance resulting from cytochrome c reduction at 550 nm. CIV was
measured as cytochrome c oxidase by following the decrease in absorbance
resulting from cytochrome c oxidation at 550 nm. To assay the CS catalysed
production of coenzyme A (CoA.SH) from oxaloacetate, the generation of free
sulfhydryl groups was monitored using the thiol reagent 5,5’-dithio-bis-(2-nito-
benzoic acid) (DTNB), which reacts spontaneously with the sulfhydryl groups to
produce 5-thio-2-nitrobenzoate anions. CS specific activity was measured by fol-
lowing the increase in absorbance resulting from the formation of 5-thio-2
nitrobenzoate anions at 412 nm. Following the enzyme measurements, the amount
of protein in each sample was determined using a bicinchoninic acid assay and
activity calculated as initial rates (complexes I, II and citrate synthase) or as first-
order rate constants (complexes III and IV). Mitochondrial respiration protocol. Muscle analyses The substrate-uncoupler-inhibitor titration
(SUIT) protocol13 used was as follows: 0.2 mM octanoylcarnitine and 2 mM malate
([ETF]L: leak respiration state [L] in the absence of adenylates and limitation of flux
by electron input through electron transfer flavoprotein [ETF]); 3 mM MgCl2 and
5 mM ADP ([ETF]P: maximal OXPHOS capacity [P] with saturating levels of ADP
and limitation of flux by electron input through ETF); 5 mM pyruvate ([ETF +
CI]P: P with saturating levels of ADP and limitation of flux by convergent
electron input through ETF + CI); 10 mM succinate ([ETF + CI + II]P: P with
saturating levels of ADP and limitation of flux by convergent electron input
through ETF + CI + CII); 10 μM cytochrome c (outer mitochondrial membrane
integrity test); 0.75-1.5 μM carbonyl cyanide 4-(trifluoromethoxy) phenylhy-
drazone (FCCP) via stepwise titration ([ETF + C + II]E, maximal electron trans-
port chain capacity [E] with saturating levels of ADP and limitation of flux by
convergent electron input through ETF + CI + CII); 0.5 μM rotenone ([CII]E: E
with saturating levels of ADP and limitation of flux by electron input through CII);
and 5 μM antimycin A (residual non-mitochondrial oxygen consumption [ROX]). Data are presented as mass-specific mitochondrial respiration [pmol O2 s−1 mg−1
wet weight] and as mitochondrial-specific respiration [pmol O2 s−1 mg−1 wet
weight/CS activity]. RNA-seq analysis. Approximately 10–15 mg of frozen muscle was used to isolate
RNA using the RNeasy Mini Kit (Qiagen, Canada) according to the manufacturer’s
instructions. Samples were homogenised using the TissueLyser II (Qiagen,
Canada). RNA concentration and purity were determined spectrophotometrically
(NanoDrop 2000, Thermo Fisher Scientific, Wilmington, DE, USA) at 260 and
280 nm. RNA integrity was assessed using an Agilent Bioanalyser according to
manufacturer’s instructions. The RNA was stored at −80 °C. Preparation of whole-muscle lysates for SDS-PAGE assessment of ETC subunits. Frozen skeletal muscle samples (~10 mg) were homogenised in a TissueLyser for
2 × 2 min at maximum speed in ice-cold lysis buffer (1:20 w/v) containing 50 mM Tris-
HCl, 150 mM NaCl, 1 mM EDTA, 1% NP-40 and a phosphatase/protease inhibitor
(5872, Cell Signaling Technology, Danvers, MA, USA). Homogenates were rotated end-
over-end at 4 °C for 1 h and protein concentration was determined in triplicate using a
commercial colorimetric assay (Bio-Rad Protein Assay kit-II, Australia). Sequencing and assembly of RNA-seq. Muscle analyses Categorical columns for the
generation of Fig. 1f were determined by identifying the transcripts to known
descriptions in the literature; MICOS81, TCA cycle82, SLC25A44 and Assembly
Factors83. An enrichment analysis using Enrichr [https://maayanlab.cloud/
Enrichr/84,85] was then performed on the same list of differentially altered tran-
scripts with the results shown in Fig. 1g and Supplementary Data 2. SDS-PAGE. Both whole-muscle lysates (7.5 μg) and mitochondrial isolates (5 μg)
were separated by electrophoresis using 12 or 15% SDS-PAGE gels, as previously
described78, and blotted with a total OXPHOS (ab110411, Abcam, Cambridge,
MA, USA) or with a single CI (ab110242, Abcam, Cambridge, MA, USA) antibody
where separation with CIV was not optimal using the total OXPHOS antibody. All
antibodies were used at the final concentration suggested by the manufacturer
(7.2 μg/mL [ab110411] and 0.5 μg/mL [ab110242]). BN-PAGE. Mitochondrial isolates (6–15 μg) were separated by electrophoresis
using 3–12% NativePAGE gels (Life Technologies Australia, Mulgrave, Australia)
as previously described79. A 4 g/g digitonin/protein ratio was used for assessment
of SCs. The following primary antibodies were used: NADH:ubiquinone oxidor-
eductase subunit A9 (NDUFA9; ab14713), ubiquinol-cytochrome c reductase core
protein 2 (UQCRC2; ab14745) and cytochrome c oxidase subunit IV (COX IV;
ab14744) (all Abcam, Cambridge, MA, USA). All antibodies were used at the final
concentration suggested by the manufacturer (1 μg/mL for all three
antibodies used). Mitochondrial isolation for proteomics and lipidomics assessment. Frozen skeletal
muscle samples (~30 mg) were homogenised with 2 × 20 strokes in a Potter-
Elvehjem tissue grinder attached to a rotating drill (~1000 rpm) in 3 mL solution B
(1 mM EDTA, 220 mM mannitol, 20 mM HEPES-KOH [pH = 7.6], 70 mM
sucrose, 0.5 mM PMSF) and spun at 1000 × g for 5 min at 4 °C. The supernatant
was further spun at 12,000 × g for 10 min at 4 °C, and the ensuing pellet was
resuspended in 200 µL of sucrose buffer (0.5 M sucrose, 10 mM HEPES-KOH
[pH = 7.6]). Protein concentration was determined by the bicinchoninic acid
method according to the manufacturer’s instructions (BCA Protein Assay Kit,
Pierce-Thermo Fisher Scientific, Melbourne, Australia). Two IM fractions per
sample (50 µg each) were spun at 12,000 × g for 10 min at 4 °C; after removal of the
supernatant, the pellets were stored frozen at −80 °C for subsequent proteomics
and lipidomics analysis. ARTICLE To control for dietary effects on
muscle metabolism, participants were provided with a standardised dinner
(
k k
1 b d
(
)
d
b h d
(
) k
1 p
p
p
(55 kJ kg−1 body mass (BM), providing 2.1 g carbohydrate (CHO) kg−1 BM, 0.3 g
fat kg−1 BM, and 0.6 g protein kg−1 BM) and breakfast (41 kJ kg−1 BM, providing
1.8 g CHO kg−1 BM, 0.2 g fat kg−1 BM, and 0.3 g protein kg−1 BM), to be con-
sumed 15 and 3 h prior to the muscle biopsy, respectively. Methods
P
ti i
t Participants and ethics approval. Ten healthy men volunteered to take part in
this study (physiological and performance parameters are presented in Table 1). Potential participants were deemed suitable if aged 18–35 y, were moderately-
trained (i.e., <4 h per week of unstructured aerobic activity for half a year prior to
the study), not regularly engaged in cycling-based sports, and were non-smokers
and medication free prior to and during the study. Participants underwent a
medical screening to exclude conditions that may have precluded their participa-
tion (e.g., cardiovascular, musculoskeletal and/or metabolic problems), and were
informed of the study requirements, risks, and benefits, before giving written
informed consent. Approval for the study’s procedures, which conformed to the
standards set by the latest revision of the Declaration of Helsinki, was granted by
the Victoria University Human Research Ethics Committee (HRE15-126). HVT phase. Participants performed HIIT twice a day for 20 consecutive days;
training sessions consisted of either 7–10 4-min intervals interspersed with a 2-min
recovery at 60 W at intensities ranging from [Ẇ LT + 0.5(Ẇ Peak-Ẇ LT)] to [Ẇ LT +
0.8(Ẇ Peak-Ẇ LT)], or 15–20 2-min intervals at intensities ranging from [Ẇ LT +
0.5(Ẇ Peak-Ẇ LT)] to [Ẇ LT + 0.95(Ẇ Peak-Ẇ LT)], interspersed with a 1-min recovery
at 60 W. Single session duration increased from ~45 min to 60 min. RVT phase. The RVT phase consisted of 6 HIIT sessions in 6 days; participants
performed 10, 9, 8, 7, 6, and 4, 4-min intervals interspersed with a 2-min recovery
at 60 W, at an intensity of [Ẇ LT + x(Ẇ Peak- Ẇ LT)], with x increasing from 0.5 to
0.7 throughout the phase. Study design. The study consisted of three consecutive training phases: the nor-
mal- (NVT), high- (HVT) and reduced- (RVT) training volume phase (Fig. 1a). Each training phase was preceded (and followed) by performance testing, which
included a 20-km cycling time trial (20k-TT), a graded exercise test (GXT) (par-
ticipants were previously familiarised with both tests), and a resting muscle biopsy. Overall study duration was ~9 weeks. Physical activity and nutritional control. Physical activity and dietary patterns
were maintained throughout the study and were monitored with the use of food
and physical activity recall diaries. The last three meals prior to each performance
test undertaken during baseline testing were recorded by each participant and were 13 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunicatio ARTICLE ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 replicated thereafter before the same type of test. To control for dietary effects on
muscle metabolism, participants were provided with a standardised dinner
(55 kJ kg−1 body mass (BM), providing 2.1 g carbohydrate (CHO) kg−1 BM, 0.3 g
fat kg−1 BM, and 0.6 g protein kg−1 BM) and breakfast (41 kJ kg−1 BM, providing
1.8 g CHO kg−1 BM, 0.2 g fat kg−1 BM, and 0.3 g protein kg−1 BM), to be con-
sumed 15 and 3 h prior to the muscle biopsy, respectively. replicated thereafter before the same type of test. To control for dietary effects on
muscle metabolism, participants were provided with a standardised dinner
(55 kJ kg−1 body mass (BM), providing 2.1 g carbohydrate (CHO) kg−1 BM, 0.3 g
fat kg−1 BM, and 0.6 g protein kg−1 BM) and breakfast (41 kJ kg−1 BM, providing
1.8 g CHO kg−1 BM, 0.2 g fat kg−1 BM, and 0.3 g protein kg−1 BM), to be con-
sumed 15 and 3 h prior to the muscle biopsy, respectively. Fibre preparation for high-resolution respirometry. Fresh muscle fibres were
mechanically separated in ice-cold BIOPS (in mM: 2.77 CaK2EGTA, 7.23 K2EGTA,
5.77 Na2ATP, 6.56 MgCl2, 20 taurine, 50 MES, 15 Na2phosphocreatine, 20 imi-
dazole and 0.5 dithiothreitol adjusted to pH 7.113, followed by permeabilisation by
gentle agitation for 30 min at 4 °C in BIOPS containing 50 μg/mL of saponin, and
three 5-min washes in MiR05 (in mM, unless specified: 0.5 EGTA, 3 MgCl2, 60 K-
lactobionate, 20 taurine, 10 KH2PO4, 20 HEPES, 110 sucrose and 1 g/L BSA
essentially fatty acid-free, pH 7.1)13. Mitochondrial respiration was measured in
duplicate (from 2 to 3 mg wet weight of muscle fibres) in MiR05 at 37 °C using the
high-resolution Oxygraph-2k (Oroboros, Innsbruck, Austria). To avoid potential
oxygen diffusion limitation, oxygen concentration was maintained between 270
and 480 nmol mL−1 by re-oxygenation via direct syringe injection of O2. replicated thereafter before the same type of test. ARTICLE Supernatants were transferred into a 96-well plated, dried down and reconstituted
in 50 µL H2O saturated butanol and sonicated for 10 min. After the addition of
50 µL of methanol with 10 mM ammonium formate, samples were centrifuged at
4000 rpm on a plate centrifuge and transferred into glass vials with inserts for mass
spectrometry analysis. Raw files were analysed using the MaxQuant platform88 version 1.6.1.0,
searching against the Uniprot human database containing reviewed, canonical
variants in FASTA format (June 2018) and a database containing common
contaminants by the Andromeda search engine89. Default search parameters for a
label-free quantification (LFQ) experiment were used with modifications. In brief,
“Label-free quantification” was set to “LFQ” using a minimum ratio count of 2. Cysteine carbamidomethylation was used as a fixed modification, and N-terminal
acetylation and methionine oxidation were used as variable modifications. False
discovery rates of 1% for proteins and peptides were applied by searching a reverse
database, and ‘match from and to’, ‘match between runs’ options were enabled with
a match time window of 0.7 min. Unique and razor peptides with a minimum ratio
count of 2 were used for quantification. Targeted lipidomics analysis. LC-MS/MS was performed according to previously
published methods, with slight modification for tissue samples98. Sample extracts
were analysed using either (i) an AB Sciex Qtrap 4000 mass spectrometer coupled
to an Agilent 1200 HPLC system for CL assessment, as described preciously99 or
(ii) an Agilent 6490 QQQ mass spectrometer coupled with an Agilent 1290 series
HPLC system for assessment of all other lipid species98. Lipids run on the Agilent
6490 were measured using scheduled multiple reaction monitoring with the fol-
lowing conditions: isolation widths for Q1 and Q3 were set to “unit” resolution
(0.7 amu), gas temperature 150 °C, nebuliser 20 psi, sheath gas temperature 200 °C,
gas flow rate 17 L/min, capillary voltage 3500 V and sheath gas flow 10 L/min. The
list of multiple reaction monitoring (MRM) used and the chromatographic con-
ditions were described previously98. Chromatographic peaks were integrated using
Mass Hunter (B.09.00, Agilent) and assigned to lipid species using MRMs and
retention time, with quantification derived from the ratio of each peak with its
corresponding internal standard. Bioinformatic analysis of proteomics data. ARTICLE The next day, samples were acidified
with trifluoroacetic acid (1% [v/v] final concentration) and centrifuged for 5 min at
20,100 × g at RT. The supernatants were desalted on pre-activated (100% acet-
onitrile [ACN]) and pre-equilibrated (0.1% TFA, 2% ACN) Empore™SPE Disks
(matrix active group polystyrene-divinylbenzene [SDB-XC] Merck, Bayswater,
VIC, Australia) stage tips87 made in-house, before being washed (0.1% TFA, 2%
ACN) and eluted in 0.1% TFA, 80% ACN. Samples were concentrated under
vacuum and reconstituted in 0.1% TFA, 2% ACN. After 15 min sonication and
subsequent vortexing samples were centrifuged at 20,100 × g at RT before esti-
mation of peptide concentration (Direct Detect, Merck). Approximately
600–800 ng of peptides were analysed on a Thermo Q Exactive™Plus mass spec-
trometer coupled to an Ultimate 3000 HPLC (both Thermo Fisher Scientific,
Mulgrave, VIC, Australia). Peptides were first loaded onto a trap column (Dionex-
C18, 100 Å, 75 µm x 2 cm; Thermo Fisher Scientific) at an isocratic flow of 5 µL
min−1 of 2% (v/v) ACN containing 0.1 % (v/v) formic acid (FA) for 5 min before
switching the trap-column in line with the analytical column (Dionex-C18, 100 Å,
75 µm x 50 cm; Thermo Fisher Scientific). The separation of peptides was per-
formed at 300 nL min−1 using a nonlinear ACN gradient of buffer A (2% ACN,
0.1% FA) and buffer B (80% ACN, 0.1% FA) over 125 min including void and
equilibration. Data were collected in positive mode using Data Dependent
Acquisition using m/z 375–1400 as MS scan range, HCD for MS/MS of the 15 most
intense ions with z ≥2. Other instrument parameters were: MS1 scan at 70,000
resolution (at 200 m/z), MS maximum injection time 50 ms, AGC target 3e6,
stepped normalised collision energy of 27, 30, 32, isolation window of 1.6 m/z, MS/
MS resolution 17,500, MS/MS AGC target of 5e4, MS/MS maximum injection time
50 ms, minimum intensity was set at 2e3 and dynamic exclusion was set to 30 s. Lipid extraction for lipidomics. Mitochondrial isolates were extracted using a
modified single-phase chloroform/methanol extraction as described previously97. In brief, 20 volumes of chloroform:methanol (2:1) were added to the sample along
with a series of internal standards. Samples were vortexed and centrifuged on a
rotary mixer for 10 min. Following sonication on a sonicator bath for 30 min,
samples were rested for 20 min prior to centrifugation at 13,000×g for 10 min. ARTICLE The R package limma80 was used to
conduct the differential expression analysis of MaxQuant LFQ intensities
(extracted from proteinGroups.txt) after first performing normalisation using
variance stabilising normalisation (VSN) as found in the limma package. Identi-
fications labelled by MaxQuant as ‘only identified by site’, ‘reverse’ and ‘potential
contaminant’ were removed. Proteins having <70% valid values were removed and
remaining missing data was imputed using QRILC method from the imputeLCMD
package in R90. Differential expression analysis was performed between BL and
then each subsequent time point to show comparative changes between each of the
training volumes, though comparisons across all three training phases were
accounted for within the analysis. Linear modelling was determined using eBayes
in the limma package. Proteins that were differentially expressed across all three
training phases were identified by filtering for an adjusted P value < 0.01 using the
Benjamini–Hochberg method. For the mitochondrial normalisation, all “Known
Mitochondrial” proteins identified using the Integrated Mitochondrial Protein
Index (IMPI)29 were subset from the rest of the dataset, and then followed the
normalisation and statistical validation as described above. Heatmaps were pro-
duced using hierarchical clustering using the “complete” method. Gene ontology of
the clusters was determined by taking the proteins identified in the cluster and
performing an enrichment analysis using the ClueGO (v2.5.6) application in
Cytoscape (v3.7.1) using default settings except for a GO tree interval of 3 to 5, with
only the Biological Processes Ontology switched on (Fig. 2f and Supplementary
Fig. 2a). Full tables of identified proteins and post-normalisation differentially
expressed proteins in their respective clusters and their annotations can be found in
Supplementary Data 3–7. Bioinformatic analysis of lipidomics data. For lipidomics we identified that the
increase in CLs in the un-normalised data was due to a training-induced increase in
MPE in our mitochondrial isolates. To eliminate this bias, all lipid species were
normalised by total CL amount (Supplementary Data 8). Lipid species were log
transformed before undergoing differential expression analysis in limma80, with
linear models using the eBayes function. The resulting differential expression
values were filtered for an adjusted P value < 0.05 using Benjamini–Hochberg
method (Supplementary Data 9). Heatmaps were visualised using hierarchical
clustering using the “complete” method. Profile plots were determined by taking
the mean of the z-score for all participants’ samples for each lipid species at each
time point (Fig. 4d). Forest plots are depicted using LogFC results from limma
analysis (Supplementary Fig. ARTICLE ARTICLE NATURE COMMUNICATIONS | https://doi.org/10.1038/s41467-021-27153-3 HSD17B1093, and PLIN542 were added based on their involvement with FAO and
lipid metabolism; GPD245,94, GPX1 [R-HSA-3299685 and46], and GPX446 where
not presented within this pathway as their primary function suggested their
inclusion in different pathways of Fig. 3; SAR1B was removed because its main
function is the regulation of vesicle budding95. “OXPHOS” was based on Reactome
pathway R-HSA:1632000 (Respiratory electron transport, ATP synthesis by
chemiosmotic coupling, and heat production by uncoupling proteins); ETFA92,
ETFB92, ETFDH45, TRAP149, and CYCS (R-HSA-3299685) were not presented
within this pathway as their primary function and/or training-induced changes
suggested their inclusion in different pathways of Fig. 3 was more appropriate;
based on the main function of its constituent proteins the “OXPHOS” pathway was
then subdivided in 2 subgroups: “OXPHOS - subunits”, to which MP6896 was
added, and “OXPHOS - Assembly factors” to which ATPAF114, BCS1L14, and
COA314 were added. “Response to ROS” was based on Reactome pathway: R-HSA-
3299685 (Detoxification of Reactive Oxygen Species); GPX4 was added based on its
ability to reduce H2O246. “Protein Folding” was based on literature searches:
TRAP1, HSPA9, HSPD1, HSPE1, and TIMM44 were all added based on their
involvement in protein folding and quality control mechanisms49. “CoQ
biosynthesis” was based on Reactome pathway R-HSA-2142789 (Ubiquinol
biosynthesis). “CoQ e- donors” was based on literature searches: DHODH45,
ETFDH45, GPD245, IVD62, DLD63 and L2HGDH64, were all added based on their
function to feed electrons into the respiratory chain via CoQ. “Cristae formation”
was based on Reactome pathway R-HSA-8949613 (Cristae formation); OMA167,68
was added based on its involvement in cristae formation, whereas ATP5A1, ATP5J,
ATP5B, ATP5H, and ATP5O (all based on R-HSA:163200), as well as HSPA949
were not presented within this pathway as their primary function suggested their
inclusion in different pathways of Fig. 3. Proteomics. IM fractions were prepared for proteomics analysis as previously
described86 with minor modifications. Briefly, 50 μg of frozen mitochondrial iso-
lates were solubilised in 20 µL of 8 M urea, 40 mM chloroacetamide, 10 mM tris(2-
carboxyethyl)phosphine, 100 mM Tris, pH 8.1; this was followed by 15 min of
sonication in a water bath sonicator and 30 min of shaking (1500 rpm, at 37 °C). The urea concentration was reduced to 2 M with H2O prior to protein digestion
with trypsin (Promega, Alexandria, NSW, Australia) at a 1:60 trypsin:protein ratio
and subsequent overnight digestion at 37 °C. Muscle analyses For both SDS- and BN-PAGE, protein bands were visualised using a Bio-Rad
ChemiDoc imaging system and bands were quantified using Bio-Rad Image Lab
5.0 software (Bio-Rad laboratories, Gladesville, NSW, Australia). An internal
standard (made of a mixture of all samples) was loaded in each SDS- and BN-
PAGE gel, and each lane was normalised to this value, to reduce gel-to-gel
variability. 14 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunicatio References 1. Spinelli, J. B. & Haigis, M. C. The multifaceted contributions of mitochondria
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Foundation (to D.J.B), the Australian Research Council (Discovery Project DP140104165
to D.J.B), the Australian National Health and Medical Research Council (NHMRC
Project Grant 1140906 to D.A.S.; NHMRC Fellowships 1140851 to D.A.S. and 1155244
to D.R.T.), JDRF Australia (JDRF Career Development to M.T.C.), and the Australian
Research Council Special Research Initiative in Type 1 Juvenile Diabetes (to M.T.C.). We
acknowledge the support of the Mito Foundation for the provision of instrumentation
and the Victorian Government’s Operational Infrastructure Support Program. Supplementary information The online version contains supplementary material
available at https://doi.org/10.1038/s41467-021-27153-3. Correspondence and requests for materials should be addressed to Cesare Granata,
David A. Stroud or David J. Bishop. Peer review information Nature Communications thanks Atul Deshmukh, Martin
Picard and the other, anonymous, reviewer(s) for their contribution to the peer review of
this work. Peer reviewer reports are available. Reprints and permission information is available at http://www.nature.com/reprints C.G., D.A.S. and D.J.B. conceptualised the study. C.G., D.A.S. and D.J.B. devised the study
methodology. C.G., N.A.J. and H.A.J. performed study validation. C.G., N.A.J. and H.A.J. delivered the training and performed sample collection. C.G., J.B., J.K., B.R., A.L., T.L.S., and
A.E.F. performed biochemical analyses. C.G., B.R., and D.A.S., performed proteomic analysis. K.H. and N.A.M. performed lipidomic analysis. RNA-seq analysis was performed at the
Australian Genome Research Facility (AGRF). C.G., N.J.C. and D.A.S. performed statistical
and bioinformatic analysis. C.G., N.J.C. and D.A.S. delivered the visualisation. C.G., D.A.S. and D.J.B. wrote the manuscript. M.T.C., P.J.M., D.R.T., D.A.S. and D.J.B. provided super-
vision. D.R.T., M.T.C., D.A.S. and D.J.B. funded the research. C.G., D.A.S. and D.J.B. have
primary responsibility for final content. Data collection took place at Victoria University. Muscle analysis took place at Victoria University, Monash University, Murdoch Children’s
Research Institute, the Baker Heart & Diabetes Institute, AGRF, and the Bio21 Molecular
Science & Biotechnology Institute (The University of Melbourne). All persons designated as
authors qualify for authorship, and all those qualifying for authorship are listed. All authors
have read and approved the final manuscript. Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in
published maps and institutional affiliations. Open Access This article is licensed under a Creative Commons
Attribution 4.0 International License, which permits use, sharing,
adaptation, distribution and reproduction in any medium or format, as long as you give
appropriate credit to the original author(s) and the source, provide a link to the Creative
Commons license, and indicate if changes were made. The images or other third party
material in this article are included in the article’s Creative Commons license, unless
indicated otherwise in a credit line to the material. If material is not included in the
article’s Creative Commons license and your intended use is not permitted by statutory
regulation or exceeds the permitted use, you will need to obtain permission directly from
the copyright holder. To view a copy of this license, visit http://creativecommons.org/
licenses/by/4.0/. Acknowledgements We thank the participants for their time and commitment to this study. The authors
would like to acknowledge all members of the Stroud and Bishop labs for input into
interpretation and presentation of data. We thank the Bio21 Mass Spectrometry and
Proteomics Facility (MMSPF) for provision of instrumentation, training and technical
support. We acknowledge the use of the services and facilities of the Australian Genome 73. Pedersen, B. K. & Saltin, B. Evidence for prescribing exercise as therapy in
chronic disease. Scand. J. Med. Sci. Sports 16, 3–63 (2006). 74. Bishop, D. J., Jenkins, D. G., McEniery, M. & Carey, M. F. Relationship
between plasma lactate parameters and muscle characteristics in female
cyclists. Med. Sci. Sports Exerc. 32, 1088–1093 (2000). 17 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications Competing interests © The Author(s) 2021 The authors declare no competing interests. NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunications 18 NATURE COMMUNICATIONS | (2021) 12:7056 | https://doi.org/10.1038/s41467-021-27153-3 | www.nature.com/naturecommunicatio
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Erratum: Sleep and survival among women with breast cancer: 30 years of follow-up within the Nurses’ Health Study
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nrs.harvard.edu/urn-3:HUL.InstRepos:dash.current.terms-of-use#LAA Citation Trudel-Fitzgerald, Claudia, Eric S Zhou, Elizabeth M Poole, Xuehong Zhang, Karin B Michels,
A Heather Eliassen, Wendy Y Chen, Michelle D Holmes, Shelley S Tworoger, and Eva S
Schernhammer. 2018. “Sleep and survival among women with breast cancer: 30 years of
follow-up within the Nurses’ Health Study.” British Journal of Cancer 118 (6): e6. doi:10.1038/
bjc.2017.437. http://dx.doi.org/10.1038/bjc.2017.437. Published Version
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doi:10.1038/bjc.2017.85; published online 30 March 2017
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doi:10.1038/bjc.2017.85; published online 30 March 2017 Published online 9 January 2018
r 2018 Cancer Research UK. All rights reserved 0007 – 0920/18 Sleep and survival among women with breast
cancer: 30 years of follow-up within the
Nurses’ Health Study
Claudia Trudel-Fitzgerald1, Eric S Zhou2,3, Elizabeth M Poole4, Xuehong Zhang4,5, Karin B Michels6,
A Heather Eliassen4,5, Wendy Y Chen2,3,4, Michelle D Holmes4,5, Shelley S Tworoger4,5 and
Eva S Schernhammer4,5,7 1Department of Social and Behavioral Sciences, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, Boston, MA
02115, USA; 2Department of Medicine, Harvard Medical School, 25 Shattuck Street, Boston, MA 02115, USA; 3Department of
Medical Oncology, Dana-Farber Cancer Institute, 450 Brookline Avenue, Boston, MA 02215, USA; 4Department of Medicine,
Channing Division of Network Medicine, Brigham and Women’s Hospital, 181 Longwood Avenue, Boston, MA 02115, USA;
5Department of Epidemiology, Harvard T.H. Chan School of Public Health, 677 Huntington Avenue, Boston, MA 02115, USA;
6Department of Epidemiology, UCLA Fielding School of Public Health, 650 Charles E Young Dr S, Los Angeles, CA 90095, USA
and 7Department of Epidemiology, Medical University of Vienna, Kinderspitalgasse 15, Vienna 1090, Austria j
p
Since the publication of this manuscript, the authors realised
affiliation 7 was listed incorrectly. The correct address is now listed
above. Published online 9 January 2018
r 2018 Cancer Research UK. All rights reserved 0007 – 0920/18 www.bjcancer.com | DOI:10.1038/bjc.2017.437 1
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Situating Boundary Work: Chronic Disease Prevention in Danish Hospitals
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Professions and professionalism
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Citation for published version (APA):
Pedersen, I. K. (2020). Situating Boundary Work: Chronic Disease Prevention in Danish Hospitals. Professions
and Professionalism, 10(1), e3362. https://doi.org/10.7577/pp.3886 Download date: 24. Oct. 2024 university of copenhagen university of copenhagen https://doi.org/10.7577/pp.3362 ISSN: 1893-1049 Situating Boundary Work
Chronic Disease Prevention in Danish Hospitals
Pedersen, Inge Kryger Published in:
Professions and Professionalism DOI:
10.7577/pp.3886
Publication date:
2020 Document version
Publisher's PDF, also known as Version of record Document version
Publisher's PDF, also known as Version of record Download date: 24. Oct. 2024 Abstract This paper investigates how health professions compete and cooperate in
addressing emerging local work tasks defined in relation to new globalized
health challenges, such as type 2 diabetes. It identifies which professional
groups have claimed responsibility for the tasks and by means of which kinds
of interactions and infighting. The materials entail workplace-related artefacts
and documents; in-depth interviews and extended conversations with health
professionals about goals, dilemmas, and practices linked to prevention of
lifestyle-related diseases; and site visits at Danish hospitals. Grounding
Abbott’s framework of jurisdictions and his meso-level vocabulary in a situated
account of professional boundary work, the analysis follows the ways that
nurses in particular create, and sometimes stabilize or standardize, techniques
for a disease prevention programme less than a decade old. The paper argues
that processual theory of boundary work would benefit from grounding in a
situated account of forms of professional boundaries within emerging
jurisdictional tasks. Situating Boundary Work: Chronic Disease
Prevention in Danish Hospitals Inge Kryger Pedersen
University of Copenhagen Inge Kryger Pedersen
University of Copenhagen Contact: Inge Kryger Pedersen, University of Copenhagen, Denmark, ikp@soc.ku.dk Keywords Health promotion, lifestyle modifications, health professions, work practices,
boundary objects, workplace artefacts Introduction Reducing the global burden of noncommunicable diseases (NCDs), such as type 2 diabetes,
is an overriding priority in the work of the World Health Organization (WHO). NCDs are the
leading cause of death globally (WHO, 2014, p. xi) and health professionals are mobilized to
identify individuals at risk. However, it is not always evident which professions are
responsible for this work. From a global perspective, some crucial and increasing risks for
NCDs are highlighted by the Global Study of Disease Burden 2015: obesity, high fasting
plasma glucose, and alcohol use (Murray et al., 2016). It is well known that such health risk
factors are prevalent among patients at hospitals and might aggravate their pathway and
clinical outcome (Oppedal et al., 2011). Interventions aimed at helping patients in
healthcare settings to quit daily smoking, control alcohol use and nutrition, and attain a
healthy level of physical activity—so-called clinical health promotion—have been indicated
to improve treatment results, and also have proved cost-effective (Tønnesen, Svane, Groene
& Chiou, 2016, p. 13). However, we have few insights into situated work practices for
handling the new health challenges. In Denmark and elsewhere, health professionals in hospitals are mobilized to identify
individuals at risk as a way of reducing the probability of their developing, or worsening, the
most common and deadly NCDs. In the case of so-called lifestyle-related disease prevention,
the transnational authority of the WHO has laid the global epistemic foundation for raising
the professional and political stakes of this challenge. The WHO has estimated that four
lifestyle factors combined—weight, exercise, diet, and smoking—are associated with an 80
per cent reduction in the risk of common and deadly chronic diseases (Mathers & Loncar,
2005), and lifestyle-related disease prevention figures prominently as a policy idea in
numerous public health reports, including in Denmark. Within the last decade, all Danish
public hospitals have implemented a screening programme among their inpatients to
evaluate their habits of smoking, nutrition, alcohol intake, and physical activity, thereby
deciding whether interventions should be recommended to prevent or avoid worsening
chronic diseases. Yet, which professions or professional groups are supposed to handle such
tasks at hospitals—and how? Drawing on empirical material gathered from Danish hospitals in 2017 and 2018, this paper
investigates how health professions compete and cooperate in addressing emerging local
work tasks defined in relation to the new globalized health challenges. © 2020 the authors. License: https://creativecommons.org/licenses/by/4.0/ (CC-BY 4.0)
www.professionsandprofessionalism.com © 2020 the authors. License: https://creativecommons.org/licenses/by/4.0/ (CC-BY 4.0)
www.professionsandprofessionalism.com © 2020 the authors. License: https://creativecommons.org/licenses/by/4.0/ (CC-BY 4.0)
www.professionsandprofessionalism.com 1 Situating Boundary Work: Chronic Disease Prevention Introduction It will be
demonstrated how nurses account mostly for those who compete, participate, and
collaborate in this new area of possible inter-professionality, as well as assuming
responsibility for its coordination. In the analysis, professional boundary work is a key
concept that covers the varieties of situated work in which professions and professional
actors engage in order to forge jurisdictional claims, including symbolic boundaries within
and between professions (Gieryn, 1999; Liu, 2015). Such dynamics are demonstrated by
considering the lifestyle-related disease prevention programme as a boundary object, first 2 2 Situating Boundary Work: Chronic Disease Prevention and foremost by situating the boundary work addressing this specific programme. It is
argued that the empirical material of local professional work indicates how nurses re-
establish professional boundaries in a new territory. The concluding discussion addresses
how processual theory of boundary work can benefit from grounding in a situated account
of forms of professional boundaries within emerging jurisdictional tasks. In the following
section, the theoretical framework and contribution, along with the concepts informing this
paper, are outlined, inspired as they are by the American sociologist Andrew Abbott’s
sociology of professions, as well as by sociological literature on professional boundary work. Theoretical frame: Professional boundary work on the g
Exploring how new health promotion initiatives alter the foundations for professional
jurisdiction, this paper traces the emergence of prevention of lifestyle-related diseases as a
trans-local professional proto-jurisdiction by concentrating on profession-driven
interventions and initiatives in Denmark. The term “trans-local” refers here to a focus on
how professional groups compete and cooperate in creating local change in relation to a
border-transcending challenge (Blok, Lindstrøm, Meilvang & Pedersen, 2018). The term
“proto-jurisdiction” captures the way professions renegotiate established boundaries under
conditions of institutional change (Abbott, 1995). In this case, prevention of lifestyle-related
diseases has emerged in the form of novel professional work tasks over the past 10-15
years, thereby still constituting a relatively elastic and ambiguous arena where, in particular,
medical doctors and nurses lay claim to certain degrees of control. In order to contribute new insights into the intra- and inter-professional responses to an
emerging work task arena—or proto-jurisdiction of health professions, related to global
health problems—this paper employs a jurisdictional (Abbott, 1988, 2005) research
approach. According to Abbott (1988, p. 20), professional relations are organized via
jurisdictions, defined as “problem-spaces” that link professional groups to particular work
tasks over which they claim expert authority. However, how health professionals impact
upon, and are themselves influenced by, changing local as well as global contexts for their
work is a question yet to be systematically explored within sociological research on global
transformations and changes in professionals’ work. Addressing lifestyle-related disease
prevention is frequently articulated as a border-transcending global challenge that requires
new transnational forms of professional expertise and political regulation (Faulconbridge &
Muzio, 2011; Kuhlmann & Saks, 2008). Rather than take such “global” claims for granted,
this paper will demonstrate how prevention of lifestyle-related diseases as a new trans-local
professional proto-jurisdiction is enacted in a workplace arena. In line with this approach,
the analysis will ground Abbott’s framework (1988, 2005) in a more situated account of
professional boundary work and follow the way health professionals create and sometimes
stabilize or standardize techniques for lifestyle-related disease prevention at Danish
hospitals. 3 3 Situating Boundary Work: Chronic Disease Prevention Considering professional boundary work as “situated” involves in this case a focus on both
conflict and cooperation at the workplace level between health professionals and
professions, or professional segments (Bucher & Strauss, 1961), not to mention
occupational strategies that emphasize specific knowledge, training, and skills (Apesoa-
Varano, 2013). Theoretical frame: Professional boundary work on the Given this paper’s aim to forge an analytic vocabulary capable both
empirically and conceptually of keeping its focus on dynamic professional interactions
within workplace boundaries, I join related attempts at furthering an interactionist
approach to inter-professional change (e.g., Liu, 2018). Situating boundary work hints at
Liu’s very important work on lawyers (e.g., Liu, 2015) and professional change, which places
at the centre of attention the situated interaction of professionals and professional groups
over, within, and across boundaries. Yet, in defining “boundary maintenance”, he does not
include situated workplace-based professional interactions in his three-fold distinction,
which also encompasses “boundary making” and “boundary blurring” (Liu, 2018, pp. 48-49;
see also Blok, Lindstrøm, Meilvang & Pedersen 2019, p. 595). Likewise, “situating boundary
work” critically hints at Abbott’s more abstract work on “linked ecologies” (2005) and his
general approach to the workplace arena in The System of Professions (1988). As argued
elsewhere (Blok et al., 2019), Abbott is pointing to outcomes rather than the means and
tactics of boundary work (see for example Abbott’s listing of settlement types, 1988, pp. 69-
79). In this paper, interactionist concepts are chosen as a way of exploring situated tactics
and workplace processes involved in the making and maintaining of inter-professional
boundaries, herein the concept of boundary object (Star & Griesemer, 1989). By viewing a lifestyle-related disease prevention programme as a boundary object, this
paper will show how health professionals articulate their prevention work tasks in terms
that are close to what Abbott has called the “jurisdictional dispute” (1988, pp. 69-79). Considering a boundary object implies an analysis of how it functions as a coordinating, but
also a contested, object between professional groups. To use Star’s characterization of such
objects, they are “a sort of arrangement that allow different groups to work together
without consensus”, and what matters for boundary objects is “how practices structure, and
language emerges, for doing things together” (Star, 2010, p. 602). The forms this work may
take overall are not arbitrary, Star emphasizes. Such forms have arisen owing to
“information and work requirements” (Star, 2010, p. 602), and the usefulness of the
“boundary object” is underlined at the organizational level in particular (Star, 2010, p. 612). The analytical scope in this paper is concretized to the hospital as the workplace level in
which health professionals are developing and using a disease prevention programme—or
escaping it, or experiencing limited access to it. Theoretical frame: Professional boundary work on the Thus, for example, “workplace artifact”, as
defined by Bechky (2003), will illustrate workplace relations and how task boundaries are
created, maintained, or challenged. By viewing a lifestyle-related disease prevention programme as a boundary object, this
paper will show how health professionals articulate their prevention work tasks in terms
that are close to what Abbott has called the “jurisdictional dispute” (1988, pp. 69-79). Whereas social boundaries often refer to lines of demarcation (Lamont & Molnár, 2002), Liu
characterizes boundary work as a social process and defines the boundary for a profession 4 Situating Boundary Work: Chronic Disease Prevention as “a site of conflict and cooperation between two or more professional or non-professional
actors seeking to establish jurisdictions over similar work” (Liu, 2018, p. 46). As Liu also has
suggested (2015, 2018), the varieties of situated boundary work in which professions and
professional actors engage in order to forge jurisdictional claims, niches, and linkages have
yet to be further explored. Within the goal of tracing “prevention of lifestyle-related
diseases” as a new set of professional tasks and identities, I will draw on Liu’s notion of
boundary and typology of boundary work. In situating boundary work, the discussion will, as
mentioned above, deviate from Liu’s proposed typology (Liu, 2015, 2018), since Liu does not
retain the definitions of all the forms (i.e., boundary maintenance) at a situated workplace
level. By these means, I aim to capture the significant ways that Danish nurses seek to
navigate emerging task arenas on the ground as they encounter new health challenges. Context, methods, and analytical strategy The Danish hospital sector is mainly publicly owned and regulated through political-
administrative decisions. Serving a population of about 5.8 million, the health system is
relatively small and the actual number of public hospitals about 50 (see e.g., Kirkpatrick,
Dent, & Jespersen, 2011, pp. 494-495, for more information about the Danish health
system). Most hospitals are specialized in the treatment of diseases, and yet in Danish
hospitals, as well as those in many other countries, health professionals are mobilized to
identify individuals at risk in order to reduce the development of the most common and
deadly so-called lifestyle-related chronic diseases. In Denmark, there have been inter- and
intra-professional discussions about this issue. Who should handle the prevention of such
diseases and how? Indeed, the concepts and practices of health promotion and disease
prevention are not new to hospitals. However, concepts, along with practices, have changed
over recent decades. The “KRAM screening & intervention” is a less than a decade-old implementation at Danish
hospitals, implying that in principle all inpatients should be asked about their so-called
lifestyle habits. KRAM (in English: SNAP) is an acronym for smoking, nutrition, alcohol intake,
and physical activity—at Danish hospitals, related to lifestyle disease prevention. Managing
prevention of such diseases may be presumed to be carried out within an inter-professional
area of expertise. In considering “KRAM screening & intervention” as a professional
boundary object, I was able in undertaking my research to capitalize on current health policy
developments and to “study the ways in which these changes in occupational frontiers were
being managed by staff in the workplace” (Allen, 2000, p. 335). As argued elsewhere (Blok et
al., 2019), under such conditions of institutional change, and without external specifications
about how such tasks should be addressed, inter-professional boundary work takes on a
specific importance in that it pertains simultaneously to a renegotiation of established
workplace routines. 5 Methods This paper draws on research I carried out in four hospitals, mainly in the northern part of
Denmark, between May 2017 and June 2018. The study included site visits, field
observations, conversations, and in-depth interviews with health professionals and
managers about goals, dilemmas, and practices related to “KRAM screening & intervention”
(see Table 1 below). Observations were carried out on one of the wards through attendance
at “KRAM screening” of new inpatients and “KRAM conversation” about recommended
interventions with inpatients close to being discharged from the hospital. Elsewhere in the
organization, I observed among other activities patient education about “KRAM risk
factors”. On the ward, I mainly accompanied some of the nurses, but also one of the
healthcare assistants. I gained insight into informal collaboration on the ward and how
personnel communicated among themselves both directly and by means of aids such as
laminated pocket sheets, flow charts of working processes, noticeboards, lists of inpatients
with messages about the KRAM screening, discharge sheets, etc. Managers at the hospitals’ divisions for health promotion information all agreed to
participate and gave access to the hospitals in which observations, conversations, and
interviews were performed. One of them acted as a gatekeeper and granted access to the
ward studied here, as well as to patient education meetings about lifestyle risk factors. I
generated data through field notes, as far as possible recorded contemporaneously in a
notebook; through tape-recorded in-depth semi-structured interviews with ward nurses and
other nurses, doctors, dietitians, and clinical and HR managers; as well as through
spontaneous or planned extended, sometimes repeat conversations (not tape-recorded, but
collected thorough notes), with healthcare assistants, nurses, physiotherapists, and a non-
smoking consultant. In all, I engaged in a total of 25 interviews and extended conversations. Table 1. Methods Overview of data sources
Site visits
Interviews
Participants
Documents
Lifestyle
disease
prevention
Danish hospitals (4),
one repeat four times
(1-4 days per visit);
workplace artefacts
(23 items)
In-depth interviews (11),
extended conversations
(14); transcribed
material, in sum 578
pages
Nurses (12), dietitians
(4), physiotherapists (4),
doctors (2), others (e.g.,
healthcare assistants) (3)
Prevention policy (7)
and practical
intervention materials
(32), educational
programmes (9) In Denmark, there are no institutional boards for the approval of social science studies, but
the study was carried out in accordance with the ethical guidelines for the social sciences as 6 6 Situating Boundary Work: Chronic Disease Prevention specified by The Norwegian National Research Ethics Committees (NESH, 2016). Consent
from the individuals or their representatives was obtained and confidentiality promised. Thus, all identifying information has been removed from the material used in this paper. The
interviews and not least the extended conversations proved to be an important source of
data. The perspectives from different professional groups have afforded an enhanced
understanding of my observations. I have compared my own empirical data with materials
from different sources in order to make more thorough judgements as to how I should
interpret the data or material. This material included documents (e.g., standard procedures
and registration forms), reports (for example, by the WHO and the Danish National Health
Authorities), workplace artefacts, and educational programmes that have developed or
revised their curricula to include disease prevention (see Table 1 above). Analytical strategy This paper’s qualitative approach follows Abbott’s contextual sociology (2001) in stressing
the concrete relations, settings, and situations in which professional power is shaped and
exercised. The empirical work therefore also includes site visits and observations. The
methodology of interviewing provides access to agendas, understandings, and opinions of
health professionals based on their daily work and experiences with health promotion and
prevention of chronic diseases. The study was directed at eliciting the health professionals’
own terms for and ideas about their practices and experiences related to “KRAM screening
& intervention”. The practices, strategies, and rhetorical devices they employed in
exercising occupational demarcation will be treated here as examples of professional
boundary work (Gieryn, 1999; see also Allen, 2000, p. 327). The Danish hospital context is an arena where disease prevention and health promotion are
not clearly demarcated as the domain of one specific profession, and so in this analysis it
will be demonstrated how different forms of professional boundary work are under way. A
situated analysis of boundary work in this instance makes for the first step to discussing
professional and wider institutional change. Drawing on Clarke, Friese, & Washburn’s
Situational analysis in practice, it is assumed that “the conditions of the situation are in the
situation” (2015, p. 98, their italics for emphasis). This means that there is not a “context”
for such a notion of situation: Instead, “the conditional elements of the situation need to be
specified in the analysis of the situation itself as they are constitutive of it” (Clarke et al.,
2015, p. 98, their italics for emphasis). This notion of situation—I will not dwell here on
philosophical or other disciplines where this notion is seminal (see, for example, Dewey,
1949[1938])—derives its heuristic value when Clarke et al. (2015, p. 99) suggest making
different kinds of mapping: situational maps; social worlds/arenas maps; positional maps. The mapping has been useful to analyse across different types of material and elements,
and the initial situational mapping suggests much inter- and intra-professional repositioning
of tasks. The following analysis draws on maps of the kind that lay out “the major human, 7 7 Situating Boundary Work: Chronic Disease Prevention nonhuman, discursive, historical, symbolic, cultural, political, and other elements in the
research situation of concern” (Clarke et al., 2015, p. 100) while also indicating relations
among selected elements such as political issues or initiatives and how professionals handle
such issues. Situated boundary work y
In this section, the findings will encapsulate the ways professionals on the ground—in this
case, nurses in particular—seek to navigate emerging task arenas that are not always well
defined. These findings are structured into three subsections concentrating in particular on
nurses’ efforts to extend, defend, or refashion established work boundaries when handling
“KRAM screening & intervention” at Danish hospitals. Analytical strategy The overall question underlying the situational mapping was: Who or what
matters to “KRAM screening & intervention”? Worth mentioning here is the notion of
“workplace artifacts” (Bechky, 2003), which below includes many elements ranging from
flow charts to laminated pocket sheets to the manner in which health professionals use the
procedure of “KRAM screening & intervention”. Preventive work emerges as a possible
arena for nurses in particular, wherein workplace artefacts are developed and demonstrate
important professional coordination work at stake. Effecting control over the process of screening and intervention When a nurse engaged in developing a flow chart for the process of “KRAM screening &
intervention” mentioned that healthcare assistants were interested in becoming involved in
the screening task, she emphasized the importance of knowing about specific diagnoses. In
particular, she stressed the importance of knowing about instances of comorbidity in order
to administer the programme, not least the intervention part, without risks: … when you recognize the criteria for a metabolic syndrome, you have to
intervene yourself, based on: What are the criteria? And then you say: “Okay,
then, in fact I can see my patient really has the precursors to metabolic
syndrome. We need to start some kind of KRAM prevention!” This means we’re
confronted with certain issues that demand the development of healthcare
assistants’ skills to be able to handle the task like the nurses can. (…) This means
when we produce guidelines and test them in clinical settings, and we see there
are different levels of skill, then … we see there are differences in how to read
guidelines. These are our experiences. And there’s no consensus on in how
much detail the tasks should be described. It’s clear that because something’s
obvious to a nurse, it doesn’t mean it’s obvious to a healthcare assistant. And I
think this may be the same for a nurse and a doctor. What appear as arguments over safety—namely the importance of having insights into the
medical implications of comorbidity, thereby triggering an ethical dilemma if healthcare
assistants cross perceived occupational boundaries—might be in fact disguised turf wars. 8 Situating Boundary Work: Chronic Disease Prevention Arguing for the importance of having achieved knowledge of pathology to handle the
screening and intervention programme in a safe and proper manner may indeed be seen as
a marker of an occupational identity, thus marking the legitimate boundaries between the
nurses’ and healthcare assistants’ training. The flow chart of the screening and intervention process documented lifestyle risk factors,
as well as different medical conditions, with respect to occupational knowledge and
authority. However, this nurse’s account also allows for the possibility of knowledge transfer
that Abbott calls “workplace assimilation” (1988, pp. 65-66). In particular, when there is too
much work to do, which is the case in many hospital wards, subordinate professionals or
nonprofessionals (have to) learn from a given profession’s knowledge system. Effecting control over the process of screening and intervention When I asked a nurse if doctors could complete the prevention talk with
patients, she replied that this was an option and sometimes it happened, but not in a
systematic way: Maybe they tell the patient not to smoke—and sometimes they ask about
alcohol use, but they don’t complete a KRAM screening. Maybe they tell the patient not to smoke—and sometimes they ask about
alcohol use, but they don’t complete a KRAM screening. She and more nurses from this ward also emphasized that the discharge sheet for following
up on the “KRAM screening & intervention” was a nurses’ tool. The head nurse related how
one of the doctors wanted to add something to the discharge sheet: Yet he hasn’t received it [the authority to modify the sheet]. This [his suggestion]
can’t currently be included. Here, on this sheet, we’re focusing on some other
aspects. The current political claim of prevention of lifestyle-related diseases seems to have created
among certain segments of the nurses an ambition to establish a domain of professional
practice that is relatively removed from doctors’ control. As for the doctors’ concern,
attempts to control the “KRAM screening & intervention” can be interpreted as a strategy
for maintaining their dominance, whereas for nurses, as illustrated above, this programme
can be understood as an opportunity to extend their task area by means of workplace
artefacts, for example, flow charts and discharge sheets used as jurisdictional tools. Effecting control over the process of screening and intervention Yet, as we will
see below, other nurses emphasized that theoretical training equivalent to a nurse’s
education should be required. A nurse who worked as a coordinator of health promotion at another hospital emphasized
as well that all aspects of the KRAM screening should be carried out by qualified staff who
had finished a Professional Bachelor’s degree programme: I’ve argued that KRAM advisers [appointed in each ward] as a minimum should
hold a Professional BA degree. It means they should be physiotherapists or
occupational therapists in their department and midwives in the maternity
department, and dietitians and nurses. (…) We had some healthcare assistants
who wanted to work with it. (…) However, we maintain that although they’re
allowed to talk to the patients about health promotion—this isn’t an issue—
those who should serve as the KRAM advisers and have the responsibility in the
ward, and who can be asked about concerns regarding organizational issues—
“What’s meaningful in your area? What do you prefer in this case?” and so on—
this [the nurse’s emphasis] should come under the KRAM advisers’ area, for
those who hold a Professional BA degree. Nurses’ professional rhetoric about healthcare assistants can be seen as occupational
identity work that may be considered a variant of boundary work. Nonetheless, how the
labour was divided varied from ward to ward. In ward A, there was too much work for
nurses to do all the KRAM screening and so healthcare assistants did it as well. However, the nurses in ward A distinguished between identifying lifestyle habits and
motivating patients. A head nurse said that healthcare assistants, like the nurses
themselves, can and in fact do complete KRAM screenings to identify lifestyle habits: Within some areas, the healthcare assistants have a much greater focus on
lifestyle than us [the nurses]—in their training as well. 9 9 Situating Boundary Work: Chronic Disease Prevention Yet when it came to disease prevention as a follow-up to the KRAM screening and thereby
the task of communicating with patients before they were discharged, the same head nurse
stated: But they [healthcare assistants] are unable to undertake the talk with patients
about prevention. But they [healthcare assistants] are unable to undertake the talk with patients
about prevention. Only nurses completed the “KRAM conversation” to motivate patients close to being
discharged. Instruments to maintain authority How established work boundaries were defended, in order to be maintained, was evident
from the way the interviewees linked the task area to training necessary to handle the
programme of “KRAM screening & intervention”. One of the interviewees, a nurse with an
MA degree and a supervisor for health professionals involved in prevention of lifestyle-
related diseases, said: I’ve argued that as a professional encountering a patient with lifestyle-related
problems, you need to have achieved a certain background knowledge. The
reason is that first off, you need knowledge and, second, the situation implies
the art of communication. And you definitely have this if you’ve graduated with
a Professional BA degree. You’ve been trained, then, in some psychology and 10 Situating Boundary Work: Chronic Disease Prevention communication, also pedagogy. Moreover, you’ve succeeded in passing lots of
exams where you certainly can delve more deeply into some issues. And you’ve
practised how to convey [these ideas] to other people—and this is the deepest
you can go. You must feel 100 per cent confident in what you want to convey to
others. Those who hold a Professional BA degree have tested this ability. Thus, she emphasized that the “KRAM screening & intervention” was made possible
through securing the appropriate patient communication derived through training and its
grounds for developing qualifications. Although “health promoter” is one of seven so-called “roles for doctors” included in the
specialty training of Danish medical doctors, this area is not much evident or prestigious
among doctors at Danish hospitals. As a medical doctor said: I don’t have the full overview of what’s known, but of course many people have
studied different … what should we call them? Pedagogical methods? However,
it’s not the case that I have one [the doctor’s emphasis] way of doing things. It’s
a bit like common sense. And I have thought about this in connection with
helping our nurses … with what I’ll call “nursing professionalism”—the ability to
do this [lifestyle disease prevention and health promotion]. And where … do
they position their professionalism? Is it only a matter of common sense or do
they simply have a method they use? And this … right here, it’s not really my
strength. And I don’t think it’s our nurses’ either. I don’t think so. Instruments to maintain authority This example of downgrading the prevention tasks, and thereby the work of subordinate
professionals, sheds some light on the status of lifestyle disease prevention and health-
promoting work tasks and how this may affect where the occupational boundaries are
drawn. Not least, as demonstrated in this subsection, the doctor’s account lends a fresh
perspective on how established work boundaries are defended when handling the
programme of “KRAM screening & intervention”. As Allen has noted (2000, p. 332), two of
nursing’s key occupational boundaries are those at the interface with medicine and with
support staff, respectively. The accounts above illustrate how the downgrading of these
tasks undertaken by the subordinate profession ensures these professionals retain a lower
status. This applies also when new work tasks have to be handled. In order to undertake those tasks not covered in basic training, some of the nurses within
this area of prevention and health promotion—in particular those with managerial
responsibilities—had acquired extended training certificates such as an MA degree within a
relevant area of education, for example, an MA in Public Health. The nurses serving as
consultants or managers had reasoned the additional degree would prove advantageous for
them. It has been suggested that doctors in this instance, as in some others, have dumped
more low-prestige work on occupational groups lower in the implicit hierarchy. Yet changes 11 Situating Boundary Work: Chronic Disease Prevention in Danish university-based doctor training programmes (SST, 2013) suggest as well that, far
from giving up prevention as a task, this profession is also slowly annexing the agenda. With
the public hospital system in constant flux and a general shortage of doctors and not least of
nurses, as well as a steadily increasing focus on efficiency, it seems—as a third scenario—
that occupational groups such as healthcare assistants could assume an enlarged role in the
increased efforts to prioritize work tasks related to disease prevention and health
promotion. In what follows, I will demonstrate, however, how stable boundaries are kept
alive by refashioning occupational boundaries with a variety of workplace artefacts
developed by nurses. Boundary re-establishment in new territory A nurse coordinating the “KRAM screening & intervention” programme at a local hospital
stressed the importance of developing the necessary tools and procedures for this specific
programme. She talked about the frustration experienced by nurses in particular when they
felt that they had transformed patients previously considered “normal” into “problems”;
such shifts resulted not only from the classification of patients into “high risk” categories
within the screening system, but also from the placement of so-called lifestyle habits onto
an agenda of patient communication in the hospital setting: They [the health professionals doing the screening] tell me: “Whatever I try to
say to the patient and however I say it—then I seem to end up communicating in
one way or another, ‘You’re wrong about this!’” The nurse showed how she herself had developed laminated pocket sheets with helpful
knowledge, models, and advice used in particular by nurses in the patient-professional
encounter. She explained that the staff themselves had enquired about tools they could use
to handle situations with patients when required to ask them about their lifestyle habits,
and that they experienced patients who went quiet when it was recommended they stop
smoking: If you’re too quick to present your agenda: “You need to stop smoking because
of this and that …”, then the patient probably won’t say a word. You’re better off
asking: “What do you know about smoking? How is it related to your prostate?”
This approach will make your message more appealing. So, we’ve created some
exercises and (…) the staff asked me: “Can’t you make a framework [produce in
writing a form of guidelines they can draw upon in these situations]?” She summed up: When do we know we have important knowledge to contribute to work
practice? When the staff ask to get it laminated! 12 Situating Boundary Work: Chronic Disease Prevention This is an example of how the staff needed some tools and received a variety of workplace
artefacts, in particular laminated sheets as pedagogical tools, for refashioning their skills to
motivate the patient in a non-blaming way. Moreover, this example illustrates how the
training in communicative skills was used to justify responsibility for such refashioning. Indeed, it turned out that how nurses defined their work boundaries was central to the
interactional accomplishment of the division of labour among nursing, medical, and
assistant staff when handling tasks of lifestyle-related disease prevention and health
promotion in the hospital setting. This observation can be seen in light of specific aspects of
the Danish healthcare management reform of 2007, not to mention how, since the mid-
1980s, both the nursing and other medical professions in Denmark actively have sought to
lay claim to the jurisdiction of hospital management (Kirkpatrick et al., 2011). Moreover,
since the late 2000s, who does what in the hospitals’ KRAM screening division of labour has
not been explicitly addressed either at the national or counties level. Responsibility for
agreeing to the division of labour is left to local determination, that is, certain doctors at the
respective hospitals produce individual plans for staff involved in the screening programme. However, in the workplace settings observed, it appeared to be the nurses’ domain to
produce plans for staff involved in the actual KRAM screening. At the level of everyday work
practices, including new tasks and established routines, nurses are still sorting out the
jurisdictional boundaries, with much inter- and intra-professional repositioning of tasks. National health policy, as well as regional regulations and reforms, is a conditional element,
among others, of work task situations in Danish hospitals. From the accounts of health
professionals were evident a spectrum of responses to their work environment—from
feeling used to continually experiencing changing conditions and pragmatically reshuffling
features of how they are accustomed to doing their work, to accommodating themselves by
taking control of or suggesting new initiatives and using them for professional purposes (see
also Allen, 2000, p. 339; Dent, 2008). Control of education and training also is vital to retaining professional jurisdiction (Abbott,
1988; see also Allen, 2000, p. 341). Concluding discussion: Situating boundary work g
g
y
In this section, I will discuss and sum up the ways processual theory of boundary work can
benefit—or not—from grounding theoretical frameworks in the workplace arena in order to
analyse conflicts or other dynamics involved in professional proto-jurisdiction. The focus,
then, is on situated boundary work when a jurisdiction is not resolved. In sum, this paper’s
findings indicate that the onus for defining the boundaries of nursing within the arena of
prevention and health promotion at Danish hospitals currently is left sometimes to the local
hospital. Second, the findings hypothesize that this trans-local professional proto-
jurisdiction is likely to emerge as the next site of well-known inter-professional struggles
between doctors and nurses. Indeed, medical doctors have included “health promoter” as
one of seven important roles in their specialty training programme. However, at some
hospitals’ health promotion units, which often are run by nurses as managers, doctors in
training draw upon services from the unit. The findings have demonstrated how nurses
justify their role and obtain qualifications, hereby distinguishing themselves within this area,
which is what Liu (2015, p. 3) has referred to as boundary making. Considering “KRAM screening & intervention” as a boundary object, this paper has drawn
on Star and Griesemer’s (1989) understanding of such objects as artefacts fulfilling specific
functions in bridging intersecting practices, as well as on Star’s (2010) perception of such
objects as certain arrangements that allow different professional groups to work together. This paper’s findings have demonstrated such dynamics of “KRAM screening &
intervention”, first and foremost by situating the boundary work addressing this specific
boundary object. In using this situating approach, which includes investigation of work
practices and workplace artefacts, it has been possible to indicate only slightly other
important components in jurisdictional work, such as political agendas, changes in
organizations and education, as well as the linking of health professionals to transnational
activities (e.g., WHO). The findings are based mainly on one kind of mapping out of the
three available from Clarke et al.’s (2015) SA method, namely situational and relational
mapping and not (yet) social world/arena and positional mapping. This focus hinders the
“linked ecology” approach (Abbott, 2005) from being fully implemented. She summed up: In the field of disease prevention and health promotion,
not only nurses, but also nutritionists, for example, are changing their jurisdictional claims;
educational programmes are revising or have developed their curricula to include
specialization within this field. The curricula for a Danish Professional BA degree in Nutrition
and Health have changed in recent years (cf. curriculum 2010 compared with curriculum
2016) to include a specialty in health promotion and disease prevention. Thus, at the
educational level, different professional areas indeed are involved in developing the field of
disease prevention and health promotion. As such, health professionals’ boundary work is
linked not only to the workplace arena, but also to universities as well as to political
institutions (cf. Abbott, 2005, about “linked ecologies”). However, the fact that this field is
still developing implies that the practical tasks of handling disease prevention and health 13 Situating Boundary Work: Chronic Disease Prevention promotion at Danish hospitals form a substantial part of what makes up the
(proto-)jurisdictional boundaries. Concluding discussion: Situating boundary work However, analysing
professional boundary work through the lifestyle-related disease prevention programme
considered as a boundary object prevents losing sight of the workplace arena and should be
seen as an important step towards grounding Abbott’s meso-level vocabulary in situated
interactions among professionals. The findings have illustrated how nurses in particular not only are (re-)constructing their
own boundaries, but also the boundaries of other occupational groups. Most work tasks in a
hospital fall within certain areas over which a specific profession has established 14 Situating Boundary Work: Chronic Disease Prevention jurisdiction. However, the everyday tasks involving disease prevention and health-
promoting work at Danish hospitals are not externally coordinated in their details. As the
findings have demonstrated, this work is in many cases negotiable. Sometimes the
jurisdictional relations in the workplace are blurred (see also Abbott, 1988, p. 66; Liu, 2015,
p. 3). As Christiansen, Taasen, Hagstrøm, Kjellaug, & Norenberg (2017, p. 1), among others,
have noted, borderlines between professions can also be “areas of contact that link social
worlds and open opportunities for collaboration, learning, and development”, although the
delineation between professions “has traditionally been used to construct boundaries
around tasks and fields of knowledge and to exclude others”. In the case of creating and
implementing the programme of “KRAM screening & intervention”, there are several tasks
and situations requiring cooperation and coordination to solve problems and meet
challenges, for example, when working under time pressure. As Abbott has noted, in the
workplace, boundaries between professional jurisdictions can disappear or at least become
very blurred, “particularly in overworked worksites” (1988, p. 65). However, although Danish hospital wards in general are lacking nurses, in the study sites, it
was nurses in particular, who had developed specific tools for doing the “KRAM screening &
intervention” work. This paper has mainly focused on demarcation work and less on
collaboration when analysing professional boundary work. A jurisdictional approach will
often produce certain results and the findings therefore should reflect this perspective. In
this study, nurses emphasized that they had the advantage of certain ideas about the most
appropriate sites for prevention and knowledge linked to the dangers of health risks, along
with an understanding of the importance of distinctly classifying the “normal” and the
“pathological”; and they stressed, too, that they knew “how to communicate with patients”. Such statements from nurses could be considered conflictual as well as collaborative. Concluding discussion: Situating boundary work Nurse
managers also were establishing alliances with other professional groups with a Professional
BA degree, such as physiotherapists, dietitians, midwives, and occupational therapists, while
at the same time resisting coming under the control of the medical doctors. The establishing
of inter-professional alliances, as well as demarcations, was an important element in the
examined boundary work. In future research, collaborative learning will need more
attention as well (see also Christiansen et al., 2017). Medical doctors at Danish hospitals are in many cases formally responsible for areas related
to and projects centred on prevention and health promotion. However, in practice, disease
preventive work is emerging as a possible arena in which nurses might contest the
hierarchized division of labour and management competencies (see also Kirkpatrick et al.,
2011)—in part because the commitment of doctors to the prevention agenda seems to
fluctuate considerably. Here, WHO recommendations and standards may well come to serve
as a resource for nurses to reformulate their projects in ways that simultaneously enjoy
professional and political legitimacy. At the same time, the nursing contribution to this new
task could entail nurses’ “rejection of the old hierarchy of prestige which elevated technical 15 Situating Boundary Work: Chronic Disease Prevention (medical) tasks over bedside (nursing) care” (Allen, 2000, p. 334). Future—and
transnational—studies are needed to follow up on this issue. Grounded in empirical material, this paper’s findings have distinguished nurses’ efforts to
extend, or defend, or refashion established work boundaries when handling “KRAM
screening & intervention” at Danish hospitals. Nurses, along with managers who were
trained as nurses, have developed and initiated a number of workplace artefacts to show
their competency in practising and managing a process of boundary work. These artefacts
include, for example, flow charts and self-instruction packages, and specific discharge sheets
for KRAM health risk intervention, but also measures supplementing training and education. The focus on such activities, which considers the programme of “KRAM screening &
intervention” as a boundary object, perceived as a set of work arrangements allowing
different professional groups to work collaborate, has situated the boundary work. The
findings have gained analytical purchase for documenting relations that emerge when task
boundaries are challenged. It has been illustrated how the development of workplace
artefacts, sometimes distributed as laminated pocket paper sheets used in the patient-
professional encounter, as well as flow charts outlining procedures for screening and
intervention processes, can serve as jurisdictional tools. Concluding discussion: Situating boundary work In these cases, this is especially true
for nurses engaged in hospitals’ disease prevention work. Thus, by situating processes of boundary making, or maintenance, or blurring (cf. Liu, 2015),
this paper can set the situational foundations for moving to more mapping—aimed at
tracing the wider local, national, and transnational professional, university, and political
linkages at work in the emergence of new jurisdictional tasks (see also Blok et al., 2019). “Prevention of lifestyle-related diseases” considered as a trans-local professional proto-
jurisdiction is likely to emerge as the next site of a well-known inter-professional struggle. In
particular, the struggle will take place between medical doctors and nurses—but also
among other health professionals involved—and this issue can differ transnationally. Thus,
the definition and meaning of task areas are likely to become the subject of intense conflict. However, with the current shortage of health professionals in Denmark and elsewhere,
nurses do not so much need to reduce the role of possible competitors as to use the new
prevention tasks to strengthen their claims for a more elevated status. Indeed, the
demonstrations of boundary work presented in this paper indicate this conclusion. More research is needed to affirm whether doctors, nurses, healthcare assistants, or other
professions or occupational groups, perhaps in particular segments within a profession
(Bucher & Strauss, 1961), in fact have most to gain from leveraging ties both to local and
global health problems. Overall, the interactive effect of the developments within Danish
hospitals has created some jurisdictional ambiguity at the work boundaries between the
professions of medicine and nursing in particular, and maybe also between nurses and
healthcare assistants. This ambiguity raises many questions about the future jurisdiction of 16 Situating Boundary Work: Chronic Disease Prevention prevention of lifestyle-related diseases in other countries as well, since NCDs represent a
global problem. This paper’s grounding of Abbott’s framework of linked ecologies and his meso-level
vocabulary in a more situated account of professional boundary work hopefully has opened
the way to exploring how health professionals create, and sometimes stabilize or
standardize, techniques for prevention of lifestyle-related diseases at hospitals, not merely
in Denmark but elsewhere. The paper has situated all the different forms of boundary work
in Liu’s typology (2015)—not only boundary making and blurring, as Liu himself has
undertaken, but also boundary maintenance—by drawing on Bechky’s (2003) notion of
“workplace artifacts”. Concluding discussion: Situating boundary work Using this methodology, we have seen how nurses specifically are
creating, but also stabilizing and maintaining jurisdictional claims, niches, and linkages. Yet,
the ways nurses in particular seek to navigate emerging task arenas, which are not well
defined, have been captured only at a situated workplace level, meaning the material does
not allow me to draw conclusions about general jurisdictional claims. This type of qualitative
study, developed to collect varied material, has been more concerned with obtaining
reasonable grounds for the relevance of essential issues to the sociology of professions in
order to discuss how prevention of lifestyle-related diseases, addressed as a proto-
jurisdictional task, can contribute insights into the dynamics of boundary work on the
ground. Building on empirical observations from ongoing research, I have taken some steps towards
fleshing out the trajectories of a novel trans-local professional proto-jurisdiction by
sketching an analysis of situated work practices that address emerging local work tasks
related to a globalized health challenge. This is only a starting point for further empirical
enquiry, for example, elucidating the role of international networks such as Health
Promoting Hospitals (e.g., Tønnesen et al., 2016), standards, and professional practices in
framing the jurisdictional boundaries of global and local health problems. Further enquiry, I
hope, will indicate a number of interesting directions for research more generally, both
empirically and in terms of theory construction—thus addressing a research agenda
resulting from a more comprehensive assessment of trans-local professional projects,
including how their linked ecologies, such as those of politics and the university, are
transnationalized. Acknowledgements This work was supported by the Danish Council for Independent Research—Social Sciences,
grant number DFF—6109-00063. I would like to thank the anonymous reviewers for their
fruitful comments, and my colleagues as well, Anders Blok, Maria Duclos Lindstrøm, and
Marie Leth Meilvang, on earlier versions of this paper. 17 Situating Boundary Work: Chronic Disease Prevention Article history
Received: 26 Apr 2019
Accepted: 30 Aug 2020
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Osodendron gen. nov. (Leguminosae, Caesalpinioideae), a new genus of mimosoid legumes of tropical Africa
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PhytoKeys
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PhytoKeys 205: 453–470 (2022)
doi: 10.3897/phytokeys.205.82821
https://phytokeys.pensoft.net PhytoKeys 205: 453–470 (2022)
doi: 10.3897/phytokeys.205.82821
https://phytokeys.pensoft.net PhytoKeys 205: 453–470 (2022)
doi: 10.3897/phytokeys.205.82821
https://phytokeys.pensoft.net RESEARCH ARTICLE emic editor: Colin E. Hughes | Received 27 February 2022 | Accepted 25 July 2022 | Published 22 August 202 Citation: Koenen EJM (2022) Osodendron gen. nov. (Leguminosae, Caesalpinioideae), a new genus of mimosoid
legumes of tropical Africa. In: Hughes CE, de Queiroz LP, Lewis GP (Eds) Advances in Legume Systematics 14. Classification of Caesalpinioideae Part 1: New generic delimitations. PhytoKeys 205: 453–470. https://doi.org/10.3897/
phytokeys.205.82821 Abstracth The genus Osodendron is here newly described to accommodate three species and one subspecies of African
mimosoid legumes. These taxa have previously been included by several authors in Albizia, Cathormion
and/or Samanea, but they have been shown to be phylogenetically unrelated to any of these, being in
stead the sister-group of the recently described Neotropical genus Robrichia, which is similar in vegetative
morphology and especially its very similar indumentum, but is decidedly different in pod morphology. A taxonomic treatment of the three species in the genus is presented, with species descriptions, photo
graphs, distribution maps and an identification key. The type species Osodendron altissimum (Hook. f.)
E.J.M. Koenen occurs in swamp and riverine rainforest and gallery forests, with the typical subsp. altissi
mum widespread across tropical Africa, while Osodendron altissimum subsp. busiraensis (G.C.C. Gilbert)
E.J.M. Koenen is only known from the Busira river catchment in the western part of the Democratic
Republic of Congo. Of the other two species, Osodendron dinklagei (Harms) E.J.M. Koenen is a com
mon tree of rainforest and the forest-savannah transition including semi-deciduous and secondary forest
as well as gallery forest and is restricted to Upper Guinea and the similar, but vegetatively more variable
Osodendron leptophyllum (Harms) E.J.M. Koenen occupies comparable vegetation types in Lower Guinea
and extends marginally into the Sudanian and Zambezian savannahs in gallery forest. Copyright Erik J. M. Koenen. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Albizia, Cathormion, ingoid clade, Fabaceae, Samanea, taxonomy Osodendron gen. nov. (Leguminosae, Caesalpinioideae),
a new genus of mimosoid legumes of tropical Africa Erik J. M. Koenen1 1 Evolutionary Biology & Ecology, Université Libre de Bruxelles, Faculté des Sciences, Campus du Solbosch -
CP 160/12, Avenue F.D. Roosevelt, 50, 1050 Brussels, Belgium Corresponding author: Erik J. M. Koenen (erikk_botany@gmx.com) Introduction The taxonomy and classification of the mimosoid legumes has seen significant changes
over the last 35 years, including the disintegration of Acacia Mill. (Pedley 1986; Luckow
et al. 2003; Miller and Seigler 2012), multiple contentious reclassifications of the ingoid
mimosoids by several authors (e.g. Nielsen 1981; Barneby and Grimes 1996, 1997; Lewis
and Rico-Arce 2005; reviewed by Brown 2008), as well as the clade not being recognised
as a subfamily (LPWG 2017) anymore, being instead subsumed into a recircumscribed
Caesalpinioideae. Following phylogenetic (Luckow et al. 2003; Bouchenak-Khelladi et
al. 2010) and phylogenomic (Koenen et al. 2020; Ringelberg et al. 2022) studies, several
further changes have recently been proposed (e.g. Souza et al. 2013; Soares et al. 2021). g
p p
g
In all this turmoil, a number of African species that have variously been placed in Al
bizia Durazz., Cathormion Hassk. and/or Samanea Merr., have been somewhat neglected
by most authors. While Barneby and Grimes (1996) mentioned the similarities of some of
these species to South-American taxa and Nielsen (1992) excluded them from Cathormion,
they have not been formally dealt with and, therefore, Lewis and Rico-Arce (2005) referred
them to the ‘dustbin’ genus Albizia (see Koenen et al. 2020) pending further studies on that
genus. This was clearly unsatisfying and botanists working on the African flora have con
tinued treating these species in Cathormion and Samanea (e.g. Hawthorne and Jongkind
2006: see note on p. 860), but this is an equally poor solution. The phylogenomic studies of
Koenen et al. (2020) and Ringelberg et al. (2022) have elucidated the evolutionary relation
ships of these species for the first time. First, the type species of Cathormion was shown to be
nested in Albizia and the generic name has been synonymised with that genus by Koenen
et al. (2020), while the African Cathormion obliquifoliolatum (De Wild.) G.C.C. Gilbert
& Boutique and Cathormion rhombifolium (Benth.) Keay were shown to be closely related
to South American Hydrochorea Barneby & J.W. Grimes and are transferred to that genus
by Soares et al. (2022). This leaves us with three species, Cathormion altissimum (Hook. f.) Hutch. & Dandy, Samanea dinklagei (Harms) Keay and Samanea leptophylla (Harms)
Brenan & Brummit that were placed in the Inga clade by Koenen et al. (2020), but which
cannot be placed decisively in any existing mimosoid genus. These three species have since
been resolved by Ringelberg et al. Keywords Albizia, Cathormion, ingoid clade, Fabaceae, Samanea, taxonomy Copyright Erik J. M. Koenen. This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0),
which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 454 Introduction (2022) as the sister-group to the recently established
South and Central American genus Robrichia (Barneby & J.W. Grimes) A.R.M. Luz &
E.R. Souza (syn. Enterolobium sect. Robrichia Barneby & J.W. Grimes; Souza et al. 2022). y
y
While these African species are clearly similar to Robrichia in sharing the same ferrugi
nous pubescence on young parts, as well as having very similar inflorescence morphology,
the African species display wider variation in leaf size, leaflet number and shape, but differ
most notably in pod morphology. The species of Robrichia are characterised by contorted
(“ear-shaped”) indehiscent pods (Fig. 1G, H; Souza et al. 2022: Fig. 2D, E, J) which led
them to be previously classified in Enterolobium Mart., while the related African species
have twisted to coiled articulated lomentiform pods (C. altissimum, Figs 1A, 2G, H),
straight to slightly curved woody pods (S. dinklagei, Figs 1C, 3F) or intermediate straight
to slightly curved articulated pods (S. leptophylla/C. eriorhachis, Figs 1D, 3K). The woody
pods were likened to Samanea and the articulated pods are superficially similar to Cathor
mion s.s.; hence, these species have been placed in either or both these genera in the past. 455 Taxonomy of Osodendron gen. nov. Given the similarities and sister-group relationship with Robrichia, one could ar
gue that these species might be accommodated in that genus, perhaps as a separate sec
tion. However, the generic description of Robrichia would then have to be considerably
expanded to include the greater variation in leaf morphology and especially to encom
pass the different pod types. Given that the pods of Robrichia are highly characteristic,
adding these African taxa to that genus would be undesirable and these two groups are
equally conveniently accommodated in two separate genera. Therefore, I establish the
new genus Osodendron E.J.M. Koenen to accommodate these three African species. g
p
Much confusion about relationships and generic classification in mimosoids (espe
cially ingoids) has been caused by homoplasious fruit characters (Ringelberg et al. 2022)
and the lomentiform pod type is one of the most intriguing because it has apparently
evolved multiple times associated with repeated adaptations to periodically inundated
areas and/or riparian habitats to facilitate hydrochorous seed dispersal (Aviles Peraza et
al. 2022; Ringelberg et al. 2022; Soares et al. 2022). Indeed, when comparing the pods of
Osodendron spp. to those of some Albizia species (Fig. 1B) or Hydrochorea (Fig. Introduction 1F), one
can understand why these have all been previously included in a broadly circumscribed
Cathormion and why a close relationship between Osodendron and Robrichia was not
suspected (Fig. 1G, H), even though Barneby and Grimes (1996: p. 247) noted that Ro
brichia schomburgkii (Benth.) A.R.M. Luz & E.R. Souza and Samanea dinklagei are very
similar and essentially only differ in their fruits. To aid understanding of the differences
in fruit morphology amongst the genera that are either closely related to Osodendron or
with which these species were thought to share affinities, the critical pod characters of
these groups are summarised globally in Table 1. It is clear that Osodendron can be sepa
rated from the continental African species of Albizia and Hydrochorea by at least some of
the features of the fruit, especially dehiscence, but it becomes more complicated when
taking Madagascan, Asian, Australian and Pacific Albizia into account. Further studies Table 1. Fruit characters of Osodendron and morphologically similar genera. fruit shape
pod valve texture
septate
between seeds
dehiscence
Osodendron – Africa
straight, slightly curved,
coiled and/or twisted
woody, papery to
thinly ligneous or
aerenchymous
yes
indehiscent or tardily
breaking up into articles
Robrichia – Neotropics
contorted/ “ear-shaped”
woody
yes
indehiscent
Hydrochorea – African continent
(sensu Soares et al. (2022))
straight to falcate or
slightly curved
papery
yes
loment, seeds dispersed
in 1-seeded articles
Hydrochorea – Neotropics (sensu
Soares et al. (2022))
straight to falcate or
slightly curved
papery or ligneous to
woody
yes
loment, cryptoloment,
follicular or indehiscent
Albizia – African continent
straight
papery
no
dehiscent
Albizia – Madagascar
straight or twisted
papery, thinly
ligneous or woody
variable
dehiscent or indehiscent
Albizia – Asia, Australia and
Oceania (incl. Cathormion s.s.)
straight, slightly curved
or coiled/contorted
papery or woody
variable
dehiscent or tardily
breaking up into articles
Albizia sect. Arthrosamanea (=
Pseudalbizzia) – Neotropics
straight
papery, coriaceous or
ligneous
variable
dehiscent, indehiscent,
loment or cryptoloment
Samanea – Neotropics
straight to slightly
curved
thick and ligneous
and/or fleshy
yes
indehiscent Table 1. Fruit characters of Osodendron and morphologically similar genera. Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 456 are required to understand the morphological differences between Albizia and its allies
and segregates, but it is clear that the genus Albizia, under its current circumscription,
with the inclusion of Cathormion s.s. Introduction and exclusion of the New World species (these be
ing transferred to Pseudalbizzia Britton & Rose by Aviles Peraza et al. 2022) is monophy
letic (Koenen et al. 2020; Ringelberg et al. 2022; Koenen et al. unpubl. data). Regardless
of this wider global context, Osodendron can be readily separated from all other ingoid
genera on the African continent, for which I include an identification key below. Identification key to the continental African genera of ingoid mimosoids Identification key to the continental African genera of ingoid mimosoid (i.e. the ingoid clade sensu Koenen et al. (2020), which, apart from Senegalia Raf. and
Faidherbia A. Chev., equates to all mimosoid genera native to the African continent
with stamens fused into a tube): 1
Plants with prickles, stamens usually free or sometimes connate at base......... ...................................................................................................... Senegalia
–
Plants usually unarmed, rarely with spinescent shoots or stipular spines, sta
mens fused into a tube or at least connate at base ........................................2
2
Shrubs with elastically dehiscent pods............................................................ ..................................................Afrocalliandra E.R. Souza & L.P. Queiroz
–
Trees or rarely shrubs with indehiscent, non-elastically dehiscent or lomenti
form pods....................................................................................................3
3
Trees with stipular spines, inflorescence spicate............................Faidherbia
–
Usually unarmed trees or with spinescent shoots, but never stipular spines,
inflorescences capitate..................................................................................4
4
Fruit non-septate, with papery valves, usually dehiscent..................... Albizia
–
Fruit septate, with thin fibrous or thick woody valves, indehiscent or lomen
tiform..........................................................................................................5
5
Peripheral flowers of capitulum on pedicels at least 1 mm long, leaves with
(1–)2–3 pairs of pinnae, fruit lomentaceous with seeds dispersed as 1-seeded
articles......................................................................................Hydrochorea
–
Peripheral flowers on pedicels up to 0.5 mm long, leaves with (3–)5–30(–35)
pairs of pinnae, fruit indehiscent or, if lomentiform, only tardily breaking up
into articles................................................................................ Osodendron Osodendron E.J.M. Koenen, gen. nov. urn:lsid:ipni.org:names:77303836-1
Type. Osodendron altissimum (Hook. f.) E.J.M. Koenen. Osodendron E.J.M. Koenen, gen. nov. urn:lsid:ipni.org:names:77303836-1 457 Taxonomy of Osodendron gen. nov. Diagnosis. Osodendron differs from Robrichia by pods being either straight to
twisted or coiled, but not contorted and ear-shaped. Diagnosis. Osodendron differs from Robrichia by pods being either straight to
twisted or coiled, but not contorted and ear-shaped. Description. Trees, or rarely shrubs, unarmed or sometimes with spine-like pro
jections on twigs or spine-like outgrowths on adventitious roots, resting buds peru
late with scales distinctly different from stipules. Indumentum of usually dense fer
ruginous pubescence on twigs, petioles, rachis and pinna rachises, stipules, bud scales
and peduncles. Leaves with (3–)5–30(–34) pairs of pinnae, opposite or sometimes
(the lowermost pairs) sub-opposite, with a single petiolar nectary usually present, as
well as nectaries between at least some of the pinna pairs on abaxial surface of the
rachis and often also between the upper 1–many leaflet pairs on the pinna-rachis
es, the lowermost pair of pinnae usually distinctly shorter than others, pinnae with
(7–)13–40(–48) leaflet pairs, one of the two leaflets of the lowermost pair usually
reduced to a small paraphyllidium or lacking. Identification key to the continental African genera of ingoid mimosoids Inflorescences sub-globose capitula,
dimorphic, borne on peduncles arising from axillary fascicles, sometimes arranged
in short compound pseudoracemes with the leaves suppressed (not fully develop
ing) and caducous as apparent from the presence of leaf scars in the pseudoracemes,
these pseudoracemes developing below the foliage. Flowers sessile or shortly stipi
tate, 4- or 5-merous, with fused calyx and corolla, androecium consisting of 10–25
stamens that are fused in the lower part to form a staminal tube, pollen compound
in 32-celled polyads, central flowers more robust with a broader nectariferous base
and longer staminal tube exserted beyond corolla tube. Fruits septate, indehiscent
or tardily breaking up into articles, either lomentiform, twisted and strongly curved
to coiled or weakly to not articulate and slightly curved to straight, seeds with a hard
testa and open or closed pleurogram. p
p
g
Distribution and habitat. Three species in tropical Africa, from Senegal in the west
to the Democratic Republic of Congo in the east and Zambia and Angola in the south. Typically occurring in rainforest and extending into the savannah zone in gallery forest. Etymology. The genus is named after “Oso”, a food that is prepared in West Africa
(Ghana and Nigeria) by fermenting the seeds of the type species O. altissimum and
grinding them into a protein-rich paste that is subsequently cooked and eaten as either
a main food, a delicacy or as a condiment to flavour soups and stews (Popoola et al. 2004; Jolaoso et al. 2014). Distribution and habitat. Three species in tropical Africa, from Senegal in the west
to the Democratic Republic of Congo in the east and Zambia and Angola in the south. Typically occurring in rainforest and extending into the savannah zone in gallery forest.h Distribution and habitat. Three species in tropical Africa, from Senegal in the west
to the Democratic Republic of Congo in the east and Zambia and Angola in the south. Typically occurring in rainforest and extending into the savannah zone in gallery forest. Etymology. The genus is named after “Oso”, a food that is prepared in West Africa
(Gh
d Ni
i ) b f
i
h
d
f h
i
O
l i i
d Etymology. The genus is named after “Oso”, a food that is prepared in West Africa
(Ghana and Nigeria) by fermenting the seeds of the type species O. Identification key to the continental African genera of ingoid mimosoids altissimum and
grinding them into a protein-rich paste that is subsequently cooked and eaten as either
a main food, a delicacy or as a condiment to flavour soups and stews (Popoola et al. 2004; Jolaoso et al. 2014). Notes. Osodendron is closely related to the Central and South American Robrichia,
which was originally described as a section of Enterolobium by Barneby and Grimes
(1996) and later segregated as a new genus by Souza et al. (2022). In the phylogeny
of Ringelberg et al. (2022), the sampled species of both genera form sister-lineages. In habit, leaves and flowers, the two genera are very similar; however, the numbers of
pinnae per leaf and leaflets per pinna and leaflet dimensions show greater variation
in Osodendron with especially relatively large leaflets in the type species compared to
Robrichia. The clearest difference between the two genera is to be found in the fruits,
where those of Robrichia are contorted (or “ear-shaped”) and indehiscent, while those
of Osodondron are either straight to falcate and indehiscent or twisted to spirally-coiled
and lomentiform, only tardily breaking up into articles. 458 Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) Species of Osodendron can be easily distinguished from African Albizia species by
the sub-opposite lower few pinna-pairs of which the lowermost is usually distinctly
shorter (half or two thirds the length of the next few pairs of pinnae), as well as the
strong reduction or lack of one of the two leaflets of the lowermost leaflet pair on each
pinna (in Albizia, the lowermost pair of pinnae is only slightly shorter at most and the
lowermost leaflet pair is not reduced or lacking one leaflet). The fruits are also notably
different, with the inertly dehiscent pods of continental African Albizia spp. never
woody nor articulate and always flat and papery (although in several Asian, Australian
and Madagascan Albizia spp., indehiscent woody or tardily dehiscent articulate pods
occur, for example, Fig. 1B; Table 1). Identification key to the species of Osodendron 1
Leaves with fewer than 10 pairs of pinnae; fruits coiled or twisted, rarely only
curved, flowers with 20–25 stamens.................... 1. Osodendron altissimum
–
Leaves with more than 10 pairs of pinnae; fruit straight or somewhat curved,
but not coiled nor twisted, flowers with 10–14 stamens...............................2
2
Leaves of mature individuals (not those on coppice shoots) lacking nectar
ies between upper leaflet pairs, fruit a thick woody indehiscent pod, with
uniform flat valves, not distinctly swollen over the seeds and rectangular in
cross-section – West Africa (Upper Guinea)............................................... ...........................................................................2. Osodendron dinklagei
–
Leaves usually with nectaries between the upper 1–3 leaflet pairs, fruit usu
ally a flat sub-lomentiform indehiscent pod or sometimes a thicker woody
pod, articulately swollen around the seeds, elliptic to circular in cross-section
– Central and East Africa (Lower Guinea, Congolia and gallery forests in
adjacent savannahs).........................................3. Osodendron leptophyllum 1. Osodendron altissimum (Hook. f.) E.J.M. Koenen, comb. nov.
urn:lsid:ipni.org:names:77303837-1
Figs 1A, 2 Pithecellobium altissimum (Hook. f.) Oliv., Fl. Trop. Afr. [Oliver et al.] 2: 364. 1871. Feuilleea altissima (Hook. f.) Kuntze, Revis. Gen. Pl. 1: 187. 1891.l Pithecellobium stuhlmannii Taub., Pflanzenw. Ost-Afrikas C 193. 1895. Type mate
rial: Democratic Republic of Congo, Bataibo bei Duki, 850 m, Stuhlmann 2773
(holotype: B†), neotype here designated: Democratic Republic of Congo, Irumu,
Bequaert 4887 (BR!). Albizia passargei Harms, Bot. Jahrb. 26: 253. 1899. Type material: Cameroon,
Ngaoundéré, Passarge 164 (holotype: B†), neotype here designated: Cameroon,
Bordure du Meng près des lacs de Boubala, Letouzey 2562 (P [P03502143]
digital image!). 459 Taxonomy of Osodendron gen. nov. Figure 1. Confusing pods of Cathormion s.l. A pods of Osodendron altissimum that are very sim
B pods of the Australian species Albizia moniliformis (DC.) F. Muell. (syn. Cathormion umbellatum
moniliforme (DC.) Brummit) C pods of Osodendron dinklagei and D pods of Osodendron leptop
that were likened to those of E Samanea (S. saman (Jacq.) Merr. is pictured here) and/or Cath
F pods of Hydrochorea obliquifoliolata (De Wild.) E.J.M. Koenen (syn. Cathormion obliquifolio
that are superficially similar to those of O. leptophyllum in particular; hence, this species having als
classified in a broadly circumscribed Cathormion in the past, but note that the pods become disarti
while still on the tree rather than tardily as in Osodendron and Albizia moniliformis G and H pods
closest relative of Osodendron, the Neotropical genus Robrichia (R. schomburgkii is pictured here). I
A Jos Stevens, voucher unknown B Russel Cumming, voucher unknown C J. Alves Pereira 2664
D R. Gutzwiller 1865 (P) E J.F. Maxwell 91-300 (L) F B. Descoings 8278 (MPU) G Cristoph M
voucher unknown H José Benito Quezada Bonilla J B Quezada Bonilla 623 (HULE MO) A Figure 1. Confusing pods of Cathormion s.l. A pods of Osodendron altissimum that are very similar to
B pods of the Australian species Albizia moniliformis (DC.) F. Muell. (syn. Cathormion umbellatum subsp. moniliforme (DC.) Brummit) C pods of Osodendron dinklagei and D pods of Osodendron leptophyllum
that were likened to those of E Samanea (S. saman (Jacq.) Merr. is pictured here) and/or Cathormion
F pods of Hydrochorea obliquifoliolata (De Wild.) E.J.M. Koenen (syn. Cathormion obliquifoliolatum)
that are superficially similar to those of O. Figure 1. Confusing pods of Cathormion s.l. A pods of Osodendron altissimum that are very similar to
B pods of the Australian species Albizia moniliformis (DC.) F. Muell. (syn. Cathormion umbellatum subsp.
moniliforme (DC.) Brummit) C pods of Osodendron dinklagei and D pods of Osodendron leptophyllum
that were likened to those of E Samanea (S. saman (Jacq.) Merr. is pictured here) and/or Cathormion
F pods of Hydrochorea obliquifoliolata (De Wild.) E.J.M. Koenen (syn. Cathormion obliquifoliolatum)
that are superficially similar to those of O. leptophyllum in particular; hence, this species having also been
classified in a broadly circumscribed Cathormion in the past, but note that the pods become disarticulated
while still on the tree rather than tardily as in Osodendron and Albizia moniliformis G and H pods of the
closest relative of Osodendron, the Neotropical genus Robrichia (R. schomburgkii is pictured here). Images:
A Jos Stevens, voucher unknown B Russel Cumming, voucher unknown C J. Alves Pereira 2664 (MA)
D R. Gutzwiller 1865 (P) E J.F. Maxwell 91-300 (L) F B. Descoings 8278 (MPU) G Cristoph Moning,
voucher unknown H José Benito Quezada Bonilla, J.B. Quezada Bonilla 623 (HULE, MO). A from
www.africanplants.senckenberg.de B–H from www.gbif.org B–G distributed under a Creative Commons
BY-NC-SA 4.0 Licence H distributed under a Creative Commons BY-NC-SA 3.0 Licence. 1. Osodendron altissimum (Hook. f.) E.J.M. Koenen, comb. nov.
urn:lsid:ipni.org:names:77303837-1
Figs 1A, 2 leptophyllum in particular; hence, this species having also been
classified in a broadly circumscribed Cathormion in the past, but note that the pods become disarticulated
while still on the tree rather than tardily as in Osodendron and Albizia moniliformis G and H pods of the
closest relative of Osodendron, the Neotropical genus Robrichia (R. schomburgkii is pictured here). Images:
A Jos Stevens, voucher unknown B Russel Cumming, voucher unknown C J. Alves Pereira 2664 (MA)
D R. Gutzwiller 1865 (P) E J.F. Maxwell 91-300 (L) F B. Descoings 8278 (MPU) G Cristoph Moning,
voucher unknown H José Benito Quezada Bonilla, J.B. Quezada Bonilla 623 (HULE, MO). A from
www.africanplants.senckenberg.de B–H from www.gbif.org B–G distributed under a Creative Commons
BY-NC-SA 4.0 Licence H distributed under a Creative Commons BY-NC-SA 3.0 Licence. 460 Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) Cathormion altissimum (Hook. f.) Hutch. & Dandy, Fl. W. Trop. Afr. [Hutchinson &
Dalziel] 1: 364. 1928; Hutchinson & Dandy in Kew Bull. 1928 (10): 401. 1928. Arthrosamanea altissima (Hook. f.) G.C.C. Gilbert & Boutique, Bull. Jard. Bot. État
Bruxelles 22: 182. 1952. Inga altissima (Hook.f.) Roberty, Bull. Inst. Franç. Afrique Noire, A. 16: 343. 1954. Cathormion altissimum (Hook. f.) Hutch. & Dandy, Fl. W. Trop. Afr. [Hutchinson &
Dalziel] 1: 364. 1928; Hutchinson & Dandy in Kew Bull. 1928 (10): 401. 1928. Arthrosamanea altissima (Hook. f.) G.C.C. Gilbert & Boutique, Bull. Jard. Bot. État
Bruxelles 22: 182. 1952. Inga altissima (Hook.f.) Roberty, Bull. Inst. Franç. Afrique Noire, A. 16: 343. 1954. (
)
y,
p
[
Dalziel] 1: 364. 1928; Hutchinson & Dandy in Kew Bull. 1928 (10): 401. 1928. Arthrosamanea altissima (Hook. f.) G.C.C. Gilbert & Boutique, Bull. Jard. Bot. État
B
ll
22 182 1952 Bruxelles 22: 182. 1952. Bruxelles 22: 182. 1952. Inga altissima (Hook.f.) Roberty, Bull. Inst. Franç. Afrique Noire, A. 16: 343. 1954. Inga altissima (Hook.f.) Roberty, Bull. Inst. Franç. Afrique Noire, A. 16: 343. 1954. Basionym. Albizia altissima Hook. f. Niger Fl. [W. J. Hooker]. 332. 1849. Type material. Ghana, Cape Coast, 7/41, T. Vogel 18 (lectotype here designated
from amongst the syntypes: K!); Nigeria, Aboh, 8/41, T. Vogel 28 (syntype: K!). g
y
yp
g
g
y
yp
Description. Tree or rarely shrub, unarmed or sometimes with blunt spine-like
projections on young twigs (W. Hawthorne, personal communication), 5–35 m tall,
stem to 40 cm in diameter. 1. Osodendron altissimum (Hook. f.) E.J.M. Koenen, comb. nov.
urn:lsid:ipni.org:names:77303837-1
Figs 1A, 2 Branches covered with many minute round lenticels
0.1–0.2 mm, twigs, stipules, bud scales, all leaf axes and peduncles brown pubescent,
often densely so. Foliage consisting of bipinnate leaves with opposite to sub-opposite
pinnae with closely-spaced, distinctly discolourous leaflets, slightly wider in the mid
dle with the apical pair distinctly distally projected, in the basal pair often one or
both leaflets reduced to paraphyllidia. The inflorescences consisting of sub-spherical
capitula emerging in axillary fascicles, often aggregated into pseudoracemes emerging
from the perulate resting buds, with the leaves not fully developing and caducous. Stipules deltoid to linear, 2–8 ×1.0–1.8 mm, caducous, perulae deltoid, 2–4 × 1.8–
3 mm. Leaves with (3–)5–7(–8) pairs of pinnae, apical pairs usually slightly longer
and the basal pair sometimes much shorter with fewer leaflets, petiole 1.3–2.5 cm,
pulvinate, adaxially shallowly canaliculate and often laterally and abaxially grooved,
with a circular to elliptic sessile cupular nectary ca. 0.8–2.1 mm in diameter locat
ed ca. mid-petiole, rachis (1.8–)4.5–11(–14.5) cm, adaxially shallowly canaliculate
and often laterally and abaxially grooved, with 2–5 circular to elliptic sessile cupular
nectaries between or just below the distal pairs of pinnae ca. 0.5 mm in diameter,
pinna-rachises (2.4–)3.5–8(–10.2) cm, proximally pulvinate, laterally compressed,
with elliptic to circular sessile cupular nectaries of 0.2–0.8 × 0.2–0.5 mm between
the upper 1–4(–15) leaflet pairs, pinnae with (7–)13–20(–25) leaflet pairs, very often
the abaxial leaflet of the lowermost pair reduced to a paraphyllidium, leaflets ses
sile, pulvinate, inequilaterally hastate or weakly sigmoid, with acute or sometimes
obtuse apex or (in subsp. busiraensis) weakly rhombic with oblique base and mostly
obtuse apex or sometimes apiculate, (4–)7–14(–18) × (1.5–)3–4 mm, asymmetrically
palmately-pinnate secondary venation with 7–10 veins starting from leaflet base next
to the mid-rib and (7–)15–22 major and intercalary secondary veins laterally from
the mid-rib, brochidodromous to craspedodromous, distinctly prominent on both
surfaces when dry (or obscure on adaxial surface in subsp. busiraensis), tertiary vena
tion finely reticulate, hardly visible on adaxial surface. Capitula ca. 35–50-flowered,
on peduncles 1.8–3.2 cm, dimorphic with 3–9 central flowers with broader base and
longer staminal tubes, bracts lanceolate to lanceolate-spatulate, ca. 0.9–1.2 × 0.1–
0.2 mm, ciliate in upper half, caducous. Peripheral flowers slenderly campanulate Taxonomy of Osodendron gen. nov. 461 with pale green or greenish-white calyx and corolla, subsessile to shortly pedicellate,
pedicel to ca. 0.5 mm, sparsely pubescent. Calyx 5-merous, 2–3.2 mm long, the
deltoid lobes ca. 1. Osodendron altissimum (Hook. f.) E.J.M. Koenen, comb. nov.
urn:lsid:ipni.org:names:77303837-1
Figs 1A, 2 0.5 × 0.5 mm, ciliate at the apex and often also a few scattered short
hairs on the outer surface of calyx tube and lobes, otherwise glabrous, corolla 5-mer
ous, 5–7.5 mm long, glabrous, androecium of ca. 20–25 stamens, filaments white,
ca. 12–17 mm long, fused into a tube at the base for ca. 2–3 mm, anthers yellow,
basifixed, pollen aggregated into 32-celled flattened polyads. Pistil ca. 13–18 mm
long, the ovary ca. 3 mm with a few scattered hairs on distal half and the funnel-
shaped stigma extending ca. 1 mm beyond the anthers. Central flowers similar, but
sessile, broadly campanulate and staminal tube ca. 5.5–8.5 mm long (i.e. the stamens
are approximately the same length, but the fused tube is longer than in peripheral
flowers), the tube exserted beyond the corolla. Fruit a spirally-curved, twisted or
coiled lomentiform pod, usually articulate between the seeds, breaking up tardily
after abscission in water or on the forest floor, often with arenchymous swollen meso
carp for flotation, (10–)18–29(–30) × (0.8–)1.1–1.7 × 0.2–0.6 cm, (3–)9–20(–23)
seeded. Seeds plano-compressed, nearly round or slightly elliptic, ca. 5–7.5 × 4–6 ×
1.5–2 mm, chestnut brown with a small 2.1–3.2 × 1–1.5 mm elliptic to obovate or
oblong open pleurogram. Notes. A specimen seen at Kew, of Espírito Santo 1858, collected in Guinée-
Bissau, is doubtfully placed in this species. This specimen is highly unusual in the
number of pairs of pinnae (13) and leaflet pairs (14–35) and the leaflets appear
relatively small and elongate (even though they appear not fully expanded), while
having the typical asymmetrical hastate shape. Furthermore, the fruit is not clearly
articulate and also differs in being only somewhat curved rather than twisted or
coiled. Brenan and Brummitt (1965) also cited this material as being unusual and
speculated that it may be a distinct taxon. I do not share this opinion as I do not
think it is sufficiently morphologically distinct. It is perhaps more likely of hybrid
origin with O. dinklagei, which occurs sympatrically, as the other parent. However,
this unusual specimen resembles O. altissimum much more closely than O. din
klagei and the number of pinnae and leaflets and dimensions of the leaflets clearly
distinguish it from that species. The holotype of Pithecellobium stuhlmannii was destroyed at B and no surviving
isotypes are known. 1. Osodendron altissimum (Hook. f.) E.J.M. Koenen, comb. nov.
urn:lsid:ipni.org:names:77303837-1
Figs 1A, 2 According to the Flora of East Tropical Africa (Brenan 1959), the
original material was collected in the Democratic Republic of Congo, west of Lake Al
bert. The specimen of Bequaert 4887 from BR is from the same region, includes leaves,
flowers and immature fruit and matches the description in the protologue and is here
selected as the neotype of P. stuhlmannii. The holotype of Albizia passargei was also destroyed at B, but Villiers (1989) placed
the name in synonymy with C. altissimum, based on the description in the protologue. A specimen of Letouzey 2562 from P, comprising leaves and flowers, is here chosen as
the neotype as it was collected in N Cameroon (ca. 150 km SW of the type locality)
and matches the description in the protologue. Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 462 Key to subspecies of O. altissimum: 1
Leaflets typically asymmetrically hastate and weakly sigmoid, apex acute, usu
ally > 3× as long as wide; fruits spirally-curved, coiled or twisted, 1-seeded ar
ticles (11–)13–17 mm wide and > (3–)4 mm thick when ripe – widespread in
Lower and Upper Guinea......1.1. Osodendron altissimum subsp. altissimum
–
Leaflets weakly rhombic with oblique base, apex obtuse, ≤ 3× as long as wide;
fruits spirally-coiled, 1-seeded articles 8–11 mm wide and 2–3 mm thick
when ripe – Local in west Democratic Republic of Congo............................. ..........................................1.2. Osodendron altissimum subsp. busiraensis 1.1 Osodendron altissimum subsp. altissimum Distribution. Widespread across Upper and Lower Guinea and Congolia, from Guin
ea-Bissau in the west to the Democratic Republic of Congo in the east and Angola in
the south (Fig. 2A), also reported from Uganda and Zambia (Brenan 1959). g
p
g
Ecology. Fresh-water swamp forest and along rivers in primary and secondary,
evergreen or semi-deciduous rainforest. Representative specimens studied. Guinée-Bissau: Espírito Santo 3810 & 3832
(frts., BR); Côte d’Ivoire: Oldeman 968 (fls, BR); Cameroon: A.J.M. Leeuwen
berg 8868 (fr., BR), B. Sonké 5499 (fr., BR); Gabon: N. Hallé 2119 (fls, frts, BR);
Democratic Republic of Congo: F. Seret 461 (fls, BR); 1.2. Osodendron altissimum subsp. busiraensis (G.C.C. Gilbert & Boutique)
E.J.M. Koenen, stat. nov. et comb. nov. urn:lsid:ipni.org:names:77303839-1 Basionym. Arthrosamanea altissima var. busiraensis G.C.C. Gilbert & Boutique, Fl. Congo Belge 3: 183. 1952. Type material. Democratic Republic of Congo, Eala surroundings, Wangata-
Watsiko, October 1943, Germain 1604 (holotype: BR! [BR0000015846686], isotype:
P [P00418269] digital image!). Type material. Democratic Republic of Congo, Eala surroundings, Wangata-
Watsiko, October 1943, Germain 1604 (holotype: BR! [BR0000015846686], isotype:
P [P00418269] digital image!). Note. This subspecies was originally described as an infraspecific variety. I have
considered treating it as a distinct species, but after studying material held at BR, I
concluded it cannot be reliably separated from the typical subspecies across its entire
range. The material stands out in its combination of slightly different leaf shape and
smaller pods, but material outside the Busira river catchment in the Democratic Re
public of Congo, as well as in other parts of Africa, is rather variable in leaf shape and
pod size. Given that both these differences are consistently present in most of the mate
rial from that region, i.e. the variation is geographically structured within this variable
and widespread species, subspecies is more appropriate than varietal rank and I treat it
here as such. Note. This subspecies was originally described as an infraspecific variety. I have
considered treating it as a distinct species, but after studying material held at BR, I
concluded it cannot be reliably separated from the typical subspecies across its entire
range. The material stands out in its combination of slightly different leaf shape and
smaller pods, but material outside the Busira river catchment in the Democratic Re
public of Congo, as well as in other parts of Africa, is rather variable in leaf shape and
pod size. 1.1 Osodendron altissimum subsp. altissimum Given that both these differences are consistently present in most of the mate
rial from that region, i.e. the variation is geographically structured within this variable
and widespread species, subspecies is more appropriate than varietal rank and I treat it
here as such. Taxonomy of Osodendron gen. nov. 463
Figure 2. Osodendron altissimum A distribution of the two subspecies as per the legend, based on data
from Gbif.org with the addition of occurrence records for O. altissimum subsp. busiraensis from specimens
at BR B trunk on riverbank C bipinnate leaf D close-up of leaflets E close-up of rachis apex showing
nectary F inflorescences G unripe pod H mature pod. Images: B, F, H William Hawthorne (FHO)
C–E, G David Harris (E), from www.africanplants.senckenberg.de. Taxonomy of Osodendron gen. nov. 4 Taxonomy of Osodendron gen. nov. 463 Taxonomy of Osodendron gen. nov. 463
Figure 2. Osodendron altissimum A distribution of the two subspecies as per the legend, based on data
from Gbif.org with the addition of occurrence records for O. altissimum subsp. busiraensis from specimens
at BR B trunk on riverbank C bipinnate leaf D close-up of leaflets E close-up of rachis apex showing
nectary F inflorescences G unripe pod H mature pod. Images: B, F, H William Hawthorne (FHO) Figure 2. Osodendron altissimum A distribution of the two subspecies as per the legend, based on data
from Gbif.org with the addition of occurrence records for O. altissimum subsp. busiraensis from specimens
at BR B trunk on riverbank C bipinnate leaf D close-up of leaflets E close-up of rachis apex showing
nectary F inflorescences G unripe pod H mature pod. Images: B, F, H William Hawthorne (FHO)
C E G David Harris (E) from www africanplants senckenberg de Figure 2. Osodendron altissimum A distribution of the two subspecies as per the legend, based on data
from Gbif.org with the addition of occurrence records for O. altissimum subsp. busiraensis from specimens
at BR B trunk on riverbank C bipinnate leaf D close-up of leaflets E close-up of rachis apex showing
nectary F inflorescences G unripe pod H mature pod. Images: B, F, H William Hawthorne (FHO)
C–E, G David Harris (E), from www.africanplants.senckenberg.de. Distribution. Local to the Busira river catchment in the western Democratic
Republic of Congo (Fig. 2A). Distribution. Local to the Busira river catchment in the western Democratic
Republic of Congo (Fig. 2A). 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. Albizia dinklagei (Harms) Harms, Bot. Jahrb. Syst. 53(3–5): 455, in obs. 1915. Pithecellobium dinklagei (Harms) Harms, Notizbl. Bot. Gart. Berlin-Dahlem 8: 145. 1922. Cathormion dinklagei (Harms) Hutch. & Dandy, Fl. W. Trop. Afr. [Hutchinson &
Dalziel] 1: 364. 1928; Hutchinson & Dandy in Kew Bull. 401. 1928. Samanea dinklagei (Harms) Keay, Kew Bull. 8(4): 488. 1954. Basionym. Mimosa dinklagei Harms, Bot. Jahrb. Syst. 26(3–4): 253. 1899. Type material. Liberia, Grand Bassa, 21 May 1897, Dinklage 1827 (holotype:
B†, isotype: K! [K000044068]). Basionym. Mimosa dinklagei Harms, Bot. Jahrb. Syst. 26(3–4): 253. 1899. Description. Tree, up to 30 m tall, twigs with rows of lenticels and becoming shal
lowly grooved with age. Twigs, stipules, perulate resting buds, all leaf-axes and peduncles
covered in a densely villose ferruginous indumentum. Foliage consisting of very finely
divided bipinnately compound leaves, the tiny leaflets ciliate and somewhat discolour
ous. The inflorescences consisting of sub-spherical capitula emerging from axillary fasci
cles of coeval leaves, sometimes in compound ramiflorous pseudoracemes with the leaves
not fully developing and caducous. Stipules narrowly deltoid or lanceolate to linear
3.5–4.3(–9) × ca. 1 mm, caducous leaving conspicuous glabrous scars, perulae deltoid,
ca. 2 × 1.5 mm. Leaves with 10–34 pairs of pinnae, often with one or a few much
reduced pinnae at the base, petiole 5–11 mm, pulvinate and adaxially flattened at the
base, usually with a sessile or shortly stipitate cupular nectary 0.5–0.7 mm in diameter
just below the lowermost pinna pair, rachis grooved and adaxially canaliculate although
obscured by dense indumentum, with a 1–1.5 mm long deciduous mucro, 6.5–16(–21)
cm, with 3–8(–11) interpinnal subsessile cupular nectaries apically, these sometimes
button-shaped and on a 0.7 mm long stipe, pinnae obscurely pulvinate, with an adaxial
ridge and a tiny 0.3–0.4 mm long mucro at the apex, 1.0–2.5(–4.5) cm, usually without
nectaries, except on larger leaves (of juveniles or coppice shoots) with cupular nectaries
between the upper 1–3 leaflet pairs, pinnae with (9–)27–40(–48) leaflet pairs, the abaxial
leaflet of the lowermost pair usually reduced to a paraphyllidium, leaflets inequilaterally
linear, sessile and pulvinate, with strongly oblique base and acute apex, 0.8–3 × 0.2–0.8
mm, venation obscure on the adaxial surface, palmately-pinnate brochidodromous, with
three secondary veins emerging from the base next to the clearly stronger mid-rib on the
adaxial side, 2–3 further secondary veins on each side and sparse reticulate tertiary vena
tion. Capitula 1–3 per leaf axil, ca. 1.1 Osodendron altissimum subsp. altissimum E
l
A
h
i
l
b
i p
g
g
Ecology. As the typical subspecies. g
g
Ecology. As the typical subspecies. Representative specimens studied. Democratic Republic of Congo: Boyekoli
Ebale Congo Expedition 2010 104 (fls, BR); J. Louis 2052 (BR) & 13196 (BR); Robyns
653 (BR); Ghesquiere 2787 (BR); G. Hulstaert 607 (BR). Representative specimens studied. Democratic Republic of Congo: Boyekoli
Ebale Congo Expedition 2010 104 (fls, BR); J. Louis 2052 (BR) & 13196 (BR); Robyns
653 (BR); Ghesquiere 2787 (BR); G. Hulstaert 607 (BR). Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 464 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. 40–60-flowered, on peduncles 1.8–3.5(–4.1) cm,
dimorphic with 1(–3) central flower(s) that are more robust and with a longer, exserted
staminal tube. Peripheral flowers ca. 0.7 mm broad at the base, the basal ones on a pedi
cel of ca. 0.4–0.6 mm, the others sub-sessile to sessile closer to the apex. Calyx slenderly
campanulate, green, 5-merous, 1.6–3.1 mm long, densely puberulous on outer surface,
the deltoid lobes ca. 0.4 × 0.4 mm, corolla green, 4- or 5-merous, 3–5.5 mm long,
pubescent, the lobes 1.8–2 mm long, stamens 10–14, filaments white, 14 mm long, Taxonomy of Osodendron gen. nov. 465 Figure 3. A–F Osodendron dinklagei: A trunk of adult specimen in terra firme forest B foliage C detail of
pinnae D detail of resting bud and petiolar nectary E inflorescence F pods G distribution map of O. dinklagei
and O. leptophyllum as per the legend based on data from Gbif.org H–K O. leptophyllum: H trunk I bipin
nate leaf J close-up of leaflets K twig and pods. Images: A–D, F William Hawthorne (FHO) E Xander van
der Burgt (K) H–J David Harris (E) K Paul Latham H–K from www.africanplants.senckenberg.de. Figure 3. A–F Osodendron dinklagei: A trunk of adult specimen in terra firme forest B foliage C detail of
pinnae D detail of resting bud and petiolar nectary E inflorescence F pods G distribution map of O. dinklagei
and O. leptophyllum as per the legend based on data from Gbif.org H–K O. leptophyllum: H trunk I bipin
nate leaf J close-up of leaflets K twig and pods. Images: A–D, F William Hawthorne (FHO) E Xander van
der Burgt (K) H–J David Harris (E) K Paul Latham H–K from www.africanplants.senckenberg.de. Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 466 basally fused into a tube ca. 3 mm long, anthers light yellow, basifixed, pollen released in
32-celled polyads, pistil ca. 18 mm long with a sessile ovary ca. 2.5 mm long, puberulent
on upper half with white hairs, stigma shallowly funnel-shaped. Central flower(s) similar
to peripheral flowers, but ca. 1.8 mm broad at the base, calyx 2.0–2.4 mm long, corolla
ca. 4.5 mm long, staminal tube ca. 6 mm long (i.e. the stamens are approximately the
same length, but fused for a greater part than in peripheral flowers). 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. Fruit an indehiscent
woody pod up to 13–18 × 2–2.2(–2.5) × 0.3–0.6 cm, straight or slightly curved and
with uniformly thick valves, except for the distinctly thickened margins, not swollen
over the seeds, 16–24 seeded when well-fertilised, seeds rounded elliptical, only slightly
laterally compressed, greenish light brown, 6–7.5 × 4–5 × 3–3.5 mm when dry, with a
hard testa and an elongate closed pleurogram 5–6 × 2–2.5 mm. Distribution. Upper Guinea, from Guinea-Bissau to Ghana (Fig. 3G). Ecology. Rainforest, gallery forest, wooded grassland, edges of mangrove s Representative specimens examined. Guinée-Bissau: Espírito Santo 1747 (K) &
1864 (K) & 1871 (K) & 2697 (K). Sierra Leone: X. van der Burgt 1994 (K). 3. Osodendron leptophyllum (Harms) E.J.M. Koenen, comb. nov. urn:lsid:ipni.org:names:77303841-1
Fig. 3H–K Albizia eriorhachis Harms syn. nov., Bot. Jahrb. Syst. 53(3–5): 456. 1915. Type ma
terial: Chevalier 7777 (lectotype here designated from amongst the syntypes: P
[P00418361] digital image!, isolectotypes: P [P00418360] digital image!, P
[P00418362] digital image!, L [L.1992190] digital image!).l Albizia flamignii De Wild., Pl. Bequaert. 3: 49. 1925. Type material: Democratic
Republic of Congo, Kitobola, 12 Sept 1910, Flamigni 265 (lectotype designated
here: BR! [BR0000016145290], isolectotypes: BR! [BR0000016145283], BR! [BR0000016145306], P [P00418365], digital image!). g
g
Cathormion eriorhachis (Harms) Dandy syn. nov., in F. W. Andrews, Fl. Pl. Anglo-
Egypt. Sudan ii. 155. 1952. Type: Based on Albizia eriorhachis Harms. Arthrosamanea leptophylla var. guineensis G.C.C. Gilbert & Boutique, Bull. Jard. Bot. État Bruxelles 22: 182. 1952. Type material: Democratic Republic of Congo,
Yangambi, réserve flore Isalowe, févr. 1940, Louis 16368 (BR!). l
Samanea guineensis (G.C.C. Gilbert & Boutique) Brenan & Brummitt, Bol. Soc. Brot. sér. 2, 39: 202. 1965. Type: Based on Arthrosamanea leptophylla var. guineensis
G.C.C. Gilbert & Boutique. Basionym. Albizia leptophylla Harms, Bot. Jahrb. Syst. 53(3–5): 455. 1915. Type material. Democratic Republic of Congo, Kimuenza, 17 km S of Leo
poldville, August 1910, Mildbread 3520 (lectotype (designated by Villiers (1989) as
holotype, here corrected): HBG [HBG519160] digital image!, isolectotypes: HBG
[HBG519161] digital image!, P [P00418364] digital image!). Taxonomy of Osodendron gen. nov. 467 Description. Tree or more rarely a shrub, unarmed or with spine-like outgrowths
near the base of the bole perhaps associated with adventitious roots (W. Hawthorne,
personal communication), to 30 m tall and to 1.25 m in stem diameter, twigs dark
with densely scattered small pustular lenticels or sometimes with lighter coloured corky
bark. 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. Twigs, stipules, perulate resting buds, all leaf-axes and peduncles covered in dense
ferruginous villose indumentum. Foliage consisting of finely divided bipinnate leaves,
the leaflets variably ciliate, sometimes with only very few hairs on the margins, the
lamina usually glabrous, but sometimes also with a few scattered hairs along the mid-
rib on lower surface or rarely pilose or with appressed long hairs on both surfaces es
pecially in lower half, usually distinctly discolourous. The inflorescences consisting of
sub-spherical capitula emerging from axillary fascicles of coeval leaves, usually a few
below the leaves in the axils of caducous leaves on the same shoots or sometimes also
with a few short ramiflorous pseudoracemes, with all leaves caducous, lower down on
the branch. Stipules elliptically oblong to asymetrically oblanceolate or falcate, 5–8(–9)
× 2–3 mm, more scarcely pubescent or nearly glabrous on adaxial surface, caducous
leaving conspicuous scars, perulae deltoid to ovoid, ca. 1.5–5 × 1.5–3.5 mm. Leaves
with (10–)12–30(–35) pairs of pinnae, the lower 1–2 pairs of pinnae often shorter
with fewer leaflets, petiole pulvinate and flattened on adaxial side at the base, (0.5–
)0.8–2.2(–3) cm long, petiolar nectary usually present, cupular and circular, sessile or
shortly stipitate and 0.6–1 mm in diameter, in variable position ranging from just above
the pulvinule to just below the basal pair of pinnae, rachis canaliculate although often
obscured due to dense pubescence, 8–15(–22) cm long, with 1–4(–6) cupular nectaries
between the upper pairs of pinnae, these 0.3–0.6 mm in diameter, pinnae pulvinate and
with an adaxial ridge, (0.5–)2.5–5(–7.5) cm long, nearly always the abaxial leaflet of the
lowermost pair reduced to a paraphyllidium and the adaxial one somewhat smaller than
the other leaflets, with elliptical nectaries ca. 0.1–0.25 mm in diameter between the
upper 1–3 leaflet pairs, pinnae with (17–)24–35(–42) leaflet pairs, leaflets sessile, pulvi
nate, asymmetrically oblong to oblanceolate, base oblique to sometimes hastate, apex
rounded to acute, (2–)3–6(–9) × (0.3–)0.5–1.2(–2) mm, venation palmately-pinnate
brochidodromous, with 2–4 basal veins adaxially next to the mid-rib and 5–8 further
secondary veins on each side and reticulate tertiary venation, apart from the mid-rib, all
venation often obscure in smaller leaves, otherwise the secondary venation prominent,
sometimes only on the lower surface. Capitula 2–4 arranged in fascicles, on pedun
cles ca. 2.7–4.5 cm, dimorphic with ca. 50–70 peripheral flowers and a single elon
gated central flower. Bracteoles spatulate, ca. 0.5 mm long, pubescent on outer surface. 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. Flowers white, the peripheral ones on pedicels 0.75–2.5 mm. Calyx slenderly campanu
late, green, 5-merous, 2–2.5 mm long, densely puberulous on outer surface, the deltoid
lobes ca. 0.25 mm long, corolla 4–4.5 mm long, pubescent on outer surface, the lobes
1.8–2 mm long, stamens 10–14, the filaments white, 11–14 mm long, basally fused into
a tube 1.5–2.5 mm long, anthers basifixed, pollen released in 32-celled polyads, pistil
on a ca. 0.25–0.75(–1.25) mm long stipe, ovary ca. 1–1.5 mm long, pubescent, style
12–16 mm long, stigma shallowly funnel-shaped. Central flower(s) similar to periph
eral flowers, but sessile and longer, calyx ca. 2.5 mm long, corolla ca. 6–6.5 mm long, Erik J. M. Koenen / PhytoKeys 205: 453–470 (2022) 468 staminal tube 4–6 mm long, exserted beyond corolla tube. Fruit a dark brown to black
indehiscent pod that may tardily disintegrate into 1–multiple-seeded parts, the slightly
thickened margins usually straight or also often articulate especially around aborted
seeds, the valves papery and thin or with somewhat thickened mesocarp, but not really
ligneous, when ripe, swollen over the seeds, when well-fertilised, 12–28(–32)-seeded,
(4.5–)10–16(–20) × 0.9–1.3 × 0.4–0.7 cm. Seeds yellowish-brown, 5.5–7.5 × 3–4.5
× 2–3 mm with hard testa and a darker closed pleurogram of 4.5–5.5 × 1.2–1.5 mm. Distribution. Lower Guinea and Congolia in Cameroon, Central African Repub
lic, Gabon, Republic of the Congo, Democratic Republic of Congo, Angola (Fig. 3G). Ecology. Forest edges and gallery forest. Representative specimens examined. Cameroon: J. Mildbread 8584 (K); Demo
cratic Republic of Congo: Luidi, Thysville, Lusolo, 16 October 1959, P. Compere 610
(BR), Isangi, 21 February 1950, Callens 2363 (BR), Petite vallées d’affluente de la Belan
zovi, près son confluent avec la Lubimbe, 26 January 1949, A. Michelson 877 (BR, K). pl
y
Notes. Osodendron leptophylla is highly variable in number of pinnae per leaf, num
ber and size of leaflets and density and length of the indumentum. No consistent corre
lations between any of these variations have been found suggesting that the material re
ferred to two heterotypic synonyms is best included under O. leptophyllum. The first of
these is Albizia eriorhachis, described by Harms in the same publication as A. leptophylla. Specimens from Cameroon, Central African Republic and Gabon, identified as Cathor
mion eriorhachis, appear to be similar to typical O. leptophyllum, but with relatively large
leaflets and denser indumentum. 2. Osodendron dinklagei (Harms) E.J.M. Koenen, comb. nov. However, the material is not distinct enough to merit
recognition as a separate species, given the large variation in leaf dimensions and indu
mentum in O. leptophyllum across its range and is here placed in its synonymy.h The second is Samanea guineensis, which was originally described as a variety of
Arthrosamanea leptophylla, based on more numerous pairs of pinnae and leaflets per
leaf, but Brenan and Brummitt (1965) found it to be distinctive enough to recognise
it at species rank. Apart from the difference in foliage, they noted differences in the
indumentum of the calyx and corolla (glabrous to subglabrous, instead of densely pu
berulent) and a longer exserted staminal tube. I have observed material that fits their
observations (e.g. Jean Louis 10051, BR), but in other collections with the leaf type
of “guineensis”, I have observed dense pubescence on the calyx (e.g. Michelson 877,
BR) and vice versa specimens with ca. 15 pairs of pinnae and a subglabrous calyx
(Letouzey 9816). Villiers (1989) also judged S. guineensis to be conspecific with S. lepto
phylla, having also seen numerous specimens with intermediate foliage. I follow Villiers
(1989) and place this name in the synonymy of O. leptophyllum. References Aviles Peraza G, Koenen EJM, Riina R, Hughes CE, Ringelberg JJ, Carnevali Fernández-Con
cha G, Ramírez Morillo IM, Can Itza LL, Tamayo-Cen I, Ramírez Prado JH, Cornejo X,
Mattapha S, Duno de Stefano R (2022) Re-establishment of the genus Pseudalbizzia (Le
guminosae, Caesalpinioideae: mimosoid clade): the New World species formerly placed in
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14. Classification of Caesalpinioideae Part 1: New generic delimitations. PhytoKeys 205:
371–400. https://doi.org/10.3897/phytokeys.205.76821 Barneby RC, Grimes J (1996) Silk tree, guanacaste, monkey’s earring: A generic system of the
synandrous Mimosaceae of the Americas. Part I. Abarema, Albizia, and allies. Memoirs of
the New York Botanical Garden 74(1). Barneby RC, Grimes J (1997) Silk tree, guanacaste, monkey’s earring: A generic system of the
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area: 19. Leguminosae-Mimosoideae. Boletim da Sociedade Broteriana, serie 2, 39: 189–205. Brown GK (2008) Systematics of the tribe Ingeae (Leguminosae-Mimosoideae) over past 25
years. Muelleria 26(1): 27–42. https://doi.org/10.5962/p.292491 Hawthorne WD, Jongkind CC (2006) Woody plants of Western African forests, A guide to the
forest trees, shrubs and lianes from Senegal to Ghana. Royal Botanic Gardens, Kew, London. Hawthorne WD, Jongkind CC (2006) Woody plants of Western African forests, A guide to the
forest trees, shrubs and lianes from Senegal to Ghana. Royal Botanic Gardens, Kew, London. Jolaoso AA, Ajayi JO, Ogunmuyiwa SIO, Albert OM (2014) Functional, proximate and mineral
iti
f l
k
f
t d l
(f
t d
d
f C th
i
lti i Jolaoso AA, Ajayi JO, Ogunmuyiwa SIO, Albert OM (2014) Functional, proximate and mineral
composition of a lesser known fermented legume (fermented seeds of Cathormion altissimum,
Oso). Journal of Emerging Trends in Engineering and Applied Sciences 5(2): 129–134. Acknowledgements I thank Gwilym Lewis for acting as my SYNTHESYS+ host which made for an excellent
visit to the legume collections at K. I also thank Jan Wieringa, William Hawthorne and
Colin Hughes for useful comments that greatly improved the manuscript. My research Taxonomy of Osodendron gen. nov. 469 was supported by the Swiss National Science Foundation (Early.Postdoc.Mobility fel
lowship P2ZHP3_199693 to EJMK) and by the SYNTHESYS+ project http://www. synthesys.info/ financed by European Community Research Infrastructure Action
under the H2020 Integrating Activities Programme, Project number 823827. References Koenen EJM, Kidner CA, de Souza ÉR, Simon MF, Iganci JRV, Nicholls JA, Brown GK, de
Queiroz LP, Luckow MA, Lewis GP, Pennington RT, Hughes CE (2020) Hybrid capture
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ment made by fermenting seeds of Cathormion altissimum. Tropical Science 44(4): 187–
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Luckow M, Lewis GP, Hughes CE (2022) Phylogenomic analysis of 997 nuclear genes
reveals the need for extensive generic re-delimitation in Caesalpinioideae (Leguminosae). In: Hughes CE, de Queiroz LP, Lewis GP (Eds) Advances in Legume Systematics 14. Clas
sification of Caesalpinioideae Part 1: New generic delimitations. PhytoKeys 205: 3–58. https://doi.org/10.3897/phytokeys.205.85866 Soares MVB, Guerra E, Morim MP, Iganci JRV (2021) Reinstatement and recircumscription of
Jupunba and Punjuba (Fabaceae) based on phylogenetic evidence. Botanical Journal of the
Linnean Society 196(4): 456–479. https://doi.org/10.1093/botlinnean/boab007 Soares MVB, Koenen EJM, Iganci JRV, Morim MP (2022) A new generic circumscription
of Hydrochorea (Leguminosae, Caesalpinioideae, mimosoid clade) with an amphi-Atlantic
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atics 14. Classification of Caesalpinioideae Part 1: New generic delimitations. PhytoKeys
205: 401–438. https://doi.org/10.3897/phytokeys.205.82775 Souza ER, Lewis GP, Forest F, Schnadelbach AS, Van Der Berg C, Queiroz LP (2013) Phylogeny
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0.1600/036364422X16442669847067 Villiers JF (1989) Leguminosae-Mimosoideae. Flore du Gabon (31): 3–174.
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